pax_global_header00006660000000000000000000000064145175310550014520gustar00rootroot0000000000000052 comment=d84532d32d940f9cbadaf54f0b98fe8b3950518e optlang-1.8.1/000077500000000000000000000000001451753105500131735ustar00rootroot00000000000000optlang-1.8.1/.gitattributes000066400000000000000000000001061451753105500160630ustar00rootroot00000000000000optlang/_version.py export-subst src/optlang/_version.py export-subst optlang-1.8.1/.github/000077500000000000000000000000001451753105500145335ustar00rootroot00000000000000optlang-1.8.1/.github/CODE_OF_CONDUCT.md000066400000000000000000000122251451753105500173340ustar00rootroot00000000000000 # Contributor Covenant Code of Conduct ## Our Pledge We as members, contributors, and leaders pledge to make participation in our community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, religion, or sexual identity and orientation. 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Translations are available at https://www.contributor-covenant.org/translations. optlang-1.8.1/.github/CONTRIBUTING.rst000066400000000000000000000065021451753105500171770ustar00rootroot00000000000000============ Contributing ============ Contributions are welcome, and they are greatly appreciated! Every little bit helps, and credit will always be given. You can contribute in many ways: Report Bugs =========== Report bugs at https://github.com/opencobra/optlang/issues. If you are reporting a bug, please follow the template guidelines. The more detailed your report, the easier and thus faster we can help you. Fix Bugs ======== Look through the GitHub issues for bugs. Anything tagged with "bug" and "help wanted" is open to whoever wants to implement it. Implement Features ================== Look through the GitHub issues for features. Anything tagged with "enhancement" and "help wanted" is open to whoever wants to implement it. Write Documentation =================== optlang could always use more documentation, whether as part of the official documentation, in docstrings, or even on the web in blog posts, articles, and such. Submit Feedback =============== The best way to send feedback is to file an issue at https://github.com/opencobra/optlang/issues. If you are proposing a feature: * Explain in detail how it would work. * Keep the scope as narrow as possible, to make it easier to implement. * Remember that this is a volunteer-driven project, and that contributions are welcome :) Get Started! ============ Ready to contribute? Here's how to set up optlang for local development. 1. Fork the https://github.com/opencobra/optlang repository on GitHub. 2. Clone your fork locally .. code-block:: console git clone git@github.com:your_name_here/optlang.git 3. Install your local copy into a a Python virtual environment. You can `read this guide to learn more `_ about them and how to create one. Alternatively, particularly if you are a Windows or Mac user, you can also use `Anaconda `_. Assuming you have virtualenvwrapper installed, this is how you set up your fork for local development .. code-block:: console mkvirtualenv my-env cd optlang/ pip install -e .[development] 4. Create a branch for local development using the ``devel`` branch as a starting point. Use ``fix`` or ``feat`` as a prefix .. code-block:: console git checkout devel git checkout -b fix-name-of-your-bugfix Now you can make your changes locally. 5. When you're done making changes, apply the quality assurance tools and check that your changes pass our test suite. This is all included with tox .. code-block:: console make qa tox 6. Commit your changes and push your branch to GitHub. Please use `semantic commit messages `_. .. code-block:: console git add . git commit -m "fix: Your summary of changes" git push origin fix-name-of-your-bugfix 7. Open the link displayed in the message when pushing your new branch in order to submit a pull request. Pull Request Guidelines ======================= Before you submit a pull request, check that it meets these guidelines: 1. The pull request should include tests. 2. If the pull request adds functionality, the docs should be updated. Put your new functionality into a function with a docstring. optlang-1.8.1/.github/ISSUE_TEMPLATE/000077500000000000000000000000001451753105500167165ustar00rootroot00000000000000optlang-1.8.1/.github/ISSUE_TEMPLATE/01-bug-report.md000066400000000000000000000017641451753105500215540ustar00rootroot00000000000000--- name: Bug report about: Report a bug to help improve this project --- #### Problem description Please explain: * **what** you tried to achieve, * **how** you went about it (referring to the code sample), and * **why** the current behaviour is a problem and what output you expected instead. #### Code Sample Create a [minimal, complete, verifiable example](https://stackoverflow.com/help/mcve). ```python ``` ``` ``` ### Context
``` ```
optlang-1.8.1/.github/ISSUE_TEMPLATE/02-question.md000066400000000000000000000010001451753105500213150ustar00rootroot00000000000000--- name: Question about: Ask a question --- ### Checklist - [ ] I searched the [documentation](https://optlang.readthedocs.io). - [ ] I looked through [similar issues on GitHub](https://github.com/opencobra/optlang/issues). - [ ] I looked up "How to do ... in optlang" on a search engine. ### Question optlang-1.8.1/.github/ISSUE_TEMPLATE/03-feature-request.md000066400000000000000000000017451451753105500226100ustar00rootroot00000000000000--- name: Feature request about: Suggest an idea for this project --- ### Checklist - [ ] There are [no similar issues or pull requests](https://github.com/opencobra/optlang/issues) for this yet. ### Is your feature related to a problem? Please describe it. ## Describe the solution you would like. ## Describe alternatives you considered ## Additional context optlang-1.8.1/.github/PULL_REQUEST_TEMPLATE.md000066400000000000000000000002171451753105500203340ustar00rootroot00000000000000* [ ] fix #(issue number) * [ ] description of feature/fix * [ ] tests added/passed * [ ] add an entry to the [next release](../CHANGELOG.rst) optlang-1.8.1/.github/SUPPORT.rst000066400000000000000000000001311451753105500164340ustar00rootroot00000000000000======= Support ======= * optlang `gitter chat `_ optlang-1.8.1/.github/workflows/000077500000000000000000000000001451753105500165705ustar00rootroot00000000000000optlang-1.8.1/.github/workflows/main.yml000066400000000000000000000045061451753105500202440ustar00rootroot00000000000000name: CI-CD on: push: branches: - master - devel tags: - '[0-9]+.[0-9]+.[0-9]+' - '[0-9]+.[0-9]+.[0-9]+rc[0-9]+' pull_request: branches: - master - devel jobs: test: runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: os: [ubuntu-latest, macos-latest, windows-latest] python-version: ["3.8", "3.9", "3.10", "3.11"] steps: - uses: actions/checkout@v2 - name: Set up Python ${{ matrix.python-version }} uses: actions/setup-python@v2 with: python-version: ${{ matrix.python-version }} - name: Install dependencies run: | python -m pip install --upgrade pip setuptools wheel python -m pip install tox tox-gh-actions - name: Test with tox run: tox -- --cover-xml env: CI: true - name: Report coverage shell: bash run: bash <(curl -s https://codecov.io/bash) release: needs: test if: startsWith(github.ref, 'refs/tags') runs-on: ${{ matrix.os }} strategy: matrix: os: [ubuntu-latest] python-version: [3.8] steps: - uses: actions/checkout@v2 - name: Set up Python ${{ matrix.python-version }} uses: actions/setup-python@v2 with: python-version: ${{ matrix.python-version }} - name: Get tag id: tag run: echo "::set-output name=version::${GITHUB_REF#refs/tags/}" - name: Install dependencies run: | python -m pip install --upgrade pip setuptools wheel python -m pip install twine - name: Build package run: python setup.py sdist bdist_wheel - name: Check the package run: twine check dist/* - name: Publish to PyPI env: TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }} TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }} run: twine upload --skip-existing --non-interactive dist/* - name: Create GitHub release uses: actions/create-release@v1 env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} with: tag_name: ${{ github.ref }} release_name: ${{ github.ref }} body: > Please see https://github.com/${{ github.repository }}/blob/${{ steps.tag.outputs.version }}/CHANGELOG.rst for the full release notes. draft: false prerelease: false optlang-1.8.1/.gitignore000066400000000000000000000006731451753105500151710ustar00rootroot00000000000000tests/coverage/ tests/data/netlib_reference_results/*.txt.gz optlang.sublime-workspace *.log *.py[cod] # C extensions *.so # Packages *.egg *.egg-info dist build eggs parts bin var sdist develop-eggs .installed.cfg lib lib64 __pycache__ # Installer logs pip-log.txt # Unit test / coverage reports .coverage .tox nosetests.xml # Translations *.mo # Mr Developer .mr.developer.cfg .project .pydevproject .coveralls.yml .idea MANIFESToptlang-1.8.1/CHANGELOG.rst000066400000000000000000000042321451753105500152150ustar00rootroot00000000000000======= Next Release ----- 1.8.0 ----- * add a generic matrix interface to allow easy addition of new solvers that expect an immutable problem in standard form as input * replace the OSQP interface with a hybrid interface that uses HIGHS for (MI)LPs and OSQP for QPs * `osqp_interface` is now deprecated, will import the hybrid interface when used, and will be removed entirely soon 1.7.0 ----- * remove deprecated numpy type casts * The symbolics module now has consistent exports * When sympy is used the internal Symbol class now derives from sympy.core.Dummy. This circumvents the hack in place to make Symbols unique and makes optlang work with sympy>=1.12 again. * Updated the scipy and the jsonschema tests to work with newer versions of those packages. * Package version dependencies are now more specific. * Tests are run for sympy and symengine now. * Updated support Python versions to >=3.8. 1.6.1 ----- * fix the Gurobi version check to allow 10.0 1.6.0 ----- * fixes problem scaling for GLPK * fixes scaling output in GLPK that could not be turned off * Major performance improvements in the Gurobi interface when getting primals, shadow prices and reduced costs * Now only supports gurobipy>=9.5 * Tests are now run with the Gurobi and CPLEX community editions * Drop support for Python 2 and add support for Python 3.10 1.5.2 ----- * Gurobi can now serialize its configuration correctly. This also fixes pickling of Gurobi models. * Fix the shim for integrality tolerance in OSQP which makes it easier to clone OSQP Models to other solvers. * Fix an issue where one could not rename variables in Gurobi version 9. 1.5.1 ----- * GLPK now respects `Configuration.tolerances.integrality` again 1.5.0 ----- * removed support for Python 3.5 * added support for Python 3.9 * enabled code coverage in tox * support symengine 0.7.0 * add [OSQP](https://github.com/oxfordcontrol/osqp) as additional solver * add [cbc](https://github.com/coin-or/python-mip) as additional solver 1.4.7 ----- * fix: except AttributeError when setting tolerance on cloned Configuration * enable cloning models between solver interfaces that do not support the same set of tolerance parameters optlang-1.8.1/LICENSE000066400000000000000000000260751451753105500142120ustar00rootroot00000000000000Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. 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See the License for the specific language governing permissions and limitations under the License. optlang-1.8.1/MANIFEST.in000066400000000000000000000001701451753105500147270ustar00rootroot00000000000000include LICENSE include README.rst include versioneer.py include src/optlang/_version.py recursive-exclude slow_tests * optlang-1.8.1/README.rst000066400000000000000000000150751451753105500146720ustar00rootroot00000000000000optlang ======= *Sympy based mathematical programming language* |PyPI| |Python Versions| |License| |Code of Conduct| |GitHub Actions| |Coverage Status| |Documentation Status| |Gitter| |JOSS| |DOI| Optlang is a Python package for solving mathematical optimization problems, i.e. maximizing or minimizing an objective function over a set of variables subject to a number of constraints. Optlang provides a common interface to a series of optimization tools, so different solver backends can be changed in a transparent way. Optlang's object-oriented API takes advantage of the symbolic math library `sympy `__ to allow objective functions and constraints to be easily formulated from symbolic expressions of variables (see examples). Show us some love by staring this repo if you find optlang useful! Also, please use the GitHub `issue tracker `_ to let us know about bugs or feature requests, or our `gitter channel `_ if you have problems or questions regarding optlang. Installation ~~~~~~~~~~~~ Install using pip :: pip install optlang This will also install `swiglpk `_, an interface to the open source (mixed integer) LP solver `GLPK `_. Quadratic programming (and MIQP) is supported through additional optional solvers (see below). Dependencies ~~~~~~~~~~~~ The following dependencies are needed. - `sympy >= 1.0.0 `__ - `six >= 1.9.0 `__ - `swiglpk >= 1.4.3 `__ The following are optional dependencies that allow other solvers to be used. - `cplex `__ (LP, MILP, QP, MIQP) - `gurobipy `__ (LP, MILP, QP, MIQP) - `scipy `__ (LP) - `osqp `__ (LP, QP) Example ~~~~~~~ Formulating and solving the problem is straightforward (example taken from `GLPK documentation `__): .. code-block:: python from __future__ import print_function from optlang import Model, Variable, Constraint, Objective # All the (symbolic) variables are declared, with a name and optionally a lower and/or upper bound. x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0) # A constraint is constructed from an expression of variables and a lower and/or upper bound (lb and ub). c1 = Constraint(x1 + x2 + x3, ub=100) c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600) c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300) # An objective can be formulated obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') # Variables, constraints and objective are combined in a Model object, which can subsequently be optimized. model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) print("----------") for var_name, var in model.variables.iteritems(): print(var_name, "=", var.primal) The example will produce the following output: :: status: optimal objective value: 733.333333333 ---------- x2 = 66.6666666667 x3 = 0.0 x1 = 33.3333333333 Using a particular solver ------------------------- If you have more than one solver installed, it's also possible to specify which one to use, by importing directly from the respective solver interface, e.g. :code:`from optlang.glpk_interface import Model, Variable, Constraint, Objective` Documentation ~~~~~~~~~~~~~ Documentation for optlang is provided at `readthedocs.org `__. Citation ~~~~~~~~ Please cite |JOSS| if you use optlang in a scientific publication. In case you would like to reference a specific version of of optlang you can also include the respective Zenodo DOI (|DOI| points to the latest version). Contributing ~~~~~~~~~~~~ Please read ``__. Funding ~~~~~~~ The development of optlang was partly support by the Novo Nordisk Foundation. Future outlook ~~~~~~~~~~~~~~ - `Mosek `__ interface (provides academic licenses) - `GAMS `__ output (support non-linear problem formulation) - `DEAP `__ (support for heuristic optimization) - Interface to `NEOS `__ optimization server (for testing purposes and solver evaluation) - Automatically handle fractional and absolute value problems when dealing with LP/MILP/QP solvers (like GLPK, `CPLEX `__ etc.) .. |PyPI| image:: https://img.shields.io/pypi/v/optlang.svg :target: https://pypi.org/project/optlang/ :alt: Current PyPI Version .. |Python Versions| image:: https://img.shields.io/pypi/pyversions/optlang.svg :target: https://pypi.org/project/optlang/ :alt: Supported Python Versions .. |License| image:: https://img.shields.io/pypi/l/optlang.svg :target: https://www.apache.org/licenses/LICENSE-2.0 :alt: Apache Software License Version 2.0 .. |Code of Conduct| image:: https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg :target: .github/CODE_OF_CONDUCT.md :alt: Code of Conduct .. |GitHub Actions| image:: https://github.com/opencobra/optlang/workflows/CI-CD/badge.svg :target: https://github.com/opencobra/optlang/workflows/CI-CD :alt: GitHub Actions .. |Coverage Status| image:: https://codecov.io/gh/opencobra/optlang/branch/master/graph/badge.svg :target: https://codecov.io/gh/opencobra/optlang :alt: Codecov .. |Documentation Status| image:: https://readthedocs.org/projects/optlang/badge/?version=latest :target: https://readthedocs.org/projects/optlang/?badge=latest :alt: Documentation Status .. |JOSS| image:: http://joss.theoj.org/papers/cd848071a664d696e214a3950c840e15/status.svg :target: http://joss.theoj.org/papers/cd848071a664d696e214a3950c840e15 :alt: Publication .. |DOI| image:: https://zenodo.org/badge/5031/biosustain/optlang.svg :target: https://zenodo.org/badge/latestdoi/5031/biosustain/optlang :alt: Zenodo Source Code .. |Gitter| image:: https://badges.gitter.im/biosustain/optlang.svg :target: https://gitter.im/biosustain/optlang?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge :alt: Join the chat at https://gitter.im/biosustain/optlang optlang-1.8.1/docs/000077500000000000000000000000001451753105500141235ustar00rootroot00000000000000optlang-1.8.1/docs/Makefile000066400000000000000000000127111451753105500155650ustar00rootroot00000000000000# Makefile for Sphinx documentation # # You can set these variables from the command line. SPHINXOPTS = SPHINXBUILD = sphinx-build PAPER = BUILDDIR = build # Internal variables. 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The message catalogs are in %BUILDDIR%/locale. goto end ) if "%1" == "changes" ( %SPHINXBUILD% -b changes %ALLSPHINXOPTS% %BUILDDIR%/changes if errorlevel 1 exit /b 1 echo. echo.The overview file is in %BUILDDIR%/changes. goto end ) if "%1" == "linkcheck" ( %SPHINXBUILD% -b linkcheck %ALLSPHINXOPTS% %BUILDDIR%/linkcheck if errorlevel 1 exit /b 1 echo. echo.Link check complete; look for any errors in the above output ^ or in %BUILDDIR%/linkcheck/output.txt. goto end ) if "%1" == "doctest" ( %SPHINXBUILD% -b doctest %ALLSPHINXOPTS% %BUILDDIR%/doctest if errorlevel 1 exit /b 1 echo. echo.Testing of doctests in the sources finished, look at the ^ results in %BUILDDIR%/doctest/output.txt. goto end ) :end optlang-1.8.1/docs/source/000077500000000000000000000000001451753105500154235ustar00rootroot00000000000000optlang-1.8.1/docs/source/API.rst000066400000000000000000000001541451753105500165660ustar00rootroot00000000000000API reference ============= .. toctree:: Model Variable Constraint Objective Configuration optlang-1.8.1/docs/source/Configuration.rst000066400000000000000000000003341451753105500207640ustar00rootroot00000000000000Configuration ============= Optlang provides high-level solver configuration via :attr:`interface.Model.configuration`. .. autoclass:: optlang.interface.Configuration :members: :undoc-members: :show-inheritance: optlang-1.8.1/docs/source/Constraint.rst000066400000000000000000000001661451753105500203040ustar00rootroot00000000000000Constraint ========== .. autoclass:: optlang.interface.Constraint :members: :undoc-members: :show-inheritance: optlang-1.8.1/docs/source/Model.rst000066400000000000000000000012621451753105500172160ustar00rootroot00000000000000Model ===== The model object represents an optimization problem and contains the variables, constraints an objective that make up the problem. Variables and constraints can be added and removed using the :code:`.add` and :code:`.remove` methods, while the objective can be changed by setting the objective attribute, e.g. :code:`model.objective = Objective(expr, direction="max")`. Once the problem has been formulated the optimization can be performed by calling the :code:`.optimize` method. This will return the status of the optimization, most commonly 'optimal', 'infeasible' or 'unbounded'. .. autoclass:: optlang.interface.Model :members: :undoc-members: :show-inheritance: optlang-1.8.1/docs/source/Objective.rst000066400000000000000000000001631451753105500200670ustar00rootroot00000000000000Objective ========= .. autoclass:: optlang.interface.Objective :members: :undoc-members: :show-inheritance: optlang-1.8.1/docs/source/Variable.rst000066400000000000000000000017751451753105500177140ustar00rootroot00000000000000Variable ======== Variable objects are used to represents each variable of the optimization problem. When the optimization is performed, the combination of variable values that optimizes the objective function, while not violating any constraints will be identified. The type of a variable ('continuous', 'integer' or 'binary') can be set using the :code:`type` keyword of the constructor or it can be changed after initialization by :code:`var.type = 'binary'`. The variable class subclasses the :code:`sympy.Symbol` class, which means that symbolic expressions of variables can be constructed by using regular python syntax, e.g. :code:`my_expression = 2 * var1 + 3 * var2 ** 2`. Expressions like this are used when constructing Constraint and Objective objects. Once a problem has been optimized, the primal and dual values of a variable can be accessed from the :code:`primal` and :code:`dual` attributes, respectively. .. autoclass:: optlang.interface.Variable :members: :undoc-members: :show-inheritance: optlang-1.8.1/docs/source/conf.py000066400000000000000000000205371451753105500167310ustar00rootroot00000000000000# -*- coding: utf-8 -*- # # optlang documentation build configuration file, created by # sphinx-quickstart on Thu Nov 28 09:54:22 2013. # # This file is execfile()d with the current directory set to its containing dir. # # Note that not all possible configuration values are present in this # autogenerated file. # # All configuration values have a default; values that are commented out # serve to show the default. import os import sys import sphinx_rtd_theme # If extensions (or modules to document with autodoc) are in another directory, # add these directories to sys.path here. If the directory is relative to the # documentation root, use os.path.abspath to make it absolute, like shown here. sys.path.insert(0, os.path.abspath('../../')) # -- General configuration ----------------------------------------------------- # If your documentation needs a minimal Sphinx version, state it here. # needs_sphinx = '1.0' # Add any Sphinx extension module names here, as strings. They can be extensions # coming with Sphinx (named 'sphinx.ext.*') or your custom ones. extensions = ['sphinx.ext.autodoc', 'sphinx.ext.doctest', 'sphinx.ext.todo', 'sphinx.ext.coverage', 'sphinx.ext.mathjax', 'sphinx.ext.ifconfig', 'sphinx.ext.viewcode', 'sphinx.ext.napoleon'] mathjax_path = "https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML" # Add any paths that contain templates here, relative to this directory. templates_path = ['_templates'] # The suffix of source filenames. source_suffix = '.rst' # The encoding of source files. # source_encoding = 'utf-8-sig' # The master toctree document. master_doc = 'index' # General information about the project. project = u'optlang' copyright = u'2013, Niko Sonnenschein' # The version info for the project you're documenting, acts as replacement for # |version| and |release|, also used in various other places throughout the # built documents. # # The short X.Y version. sys.path.insert(0, '.') sys.path.insert(0, '../') # to get the versioneer module import versioneer versioneer.VCS = 'git' versioneer.versionfile_source = '../cameo/_version.py' versioneer.versionfile_build = '../cameo/_version.py' versioneer.tag_prefix = '' # tags are like 1.2.0 versioneer.parentdir_prefix = 'myproject-' # dirname like 'myproject-1.2.0' release = versioneer.get_version() version = release sys.path.pop(0) sys.path.pop(0) # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. # language = None # There are two options for replacing |today|: either, you set today to some # non-false value, then it is used: # today = '' # Else, today_fmt is used as the format for a strftime call. # today_fmt = '%B %d, %Y' # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. exclude_patterns = [] # The reST default role (used for this markup: `text`) to use for all documents. # default_role = None # If true, '()' will be appended to :func: etc. cross-reference text. # add_function_parentheses = True # If true, the current module name will be prepended to all description # unit titles (such as .. function::). # add_module_names = True # If true, sectionauthor and moduleauthor directives will be shown in the # output. They are ignored by default. # show_authors = False # The name of the Pygments (syntax highlighting) style to use. pygments_style = 'sphinx' # A list of ignored prefixes for module index sorting. # modindex_common_prefix = [] # -- Options for HTML output --------------------------------------------------- # The theme to use for HTML and HTML Help pages. See the documentation for # a list of builtin themes. html_theme = "sphinx_rtd_theme" # Theme options are theme-specific and customize the look and feel of a theme # further. For a list of options available for each theme, see the # documentation. # html_theme_options = {} # Add any paths that contain custom themes here, relative to this directory. html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] # The name for this set of Sphinx documents. If None, it defaults to # " v documentation". # html_title = None # A shorter title for the navigation bar. Default is the same as html_title. # html_short_title = None # The name of an image file (relative to this directory) to place at the top # of the sidebar. # html_logo = None # The name of an image file (within the static path) to use as favicon of the # docs. This file should be a Windows icon file (.ico) being 16x16 or 32x32 # pixels large. # html_favicon = None # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". html_static_path = ['_static'] # If not '', a 'Last updated on:' timestamp is inserted at every page bottom, # using the given strftime format. # html_last_updated_fmt = '%b %d, %Y' # If true, SmartyPants will be used to convert quotes and dashes to # typographically correct entities. # html_use_smartypants = True # Custom sidebar templates, maps document names to template names. # html_sidebars = {} # Additional templates that should be rendered to pages, maps page names to # template names. # html_additional_pages = {} # If false, no module index is generated. # html_domain_indices = True # If false, no index is generated. # html_use_index = True # If true, the index is split into individual pages for each letter. # html_split_index = False # If true, links to the reST sources are added to the pages. # html_show_sourcelink = True # If true, "Created using Sphinx" is shown in the HTML footer. Default is True. # html_show_sphinx = True # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True. # html_show_copyright = True # If true, an OpenSearch description file will be output, and all pages will # contain a tag referring to it. The value of this option must be the # base URL from which the finished HTML is served. # html_use_opensearch = '' # This is the file name suffix for HTML files (e.g. ".xhtml"). # html_file_suffix = None # Output file base name for HTML help builder. htmlhelp_basename = 'optlangdoc' # -- Options for LaTeX output -------------------------------------------------- latex_elements = { # The paper size ('letterpaper' or 'a4paper'). # 'papersize': 'letterpaper', # The font size ('10pt', '11pt' or '12pt'). # 'pointsize': '10pt', # Additional stuff for the LaTeX preamble. # 'preamble': '', } # Grouping the document tree into LaTeX files. List of tuples # (source start file, target name, title, author, documentclass [howto/manual]). latex_documents = [ ('index', 'optlang.tex', u'optlang Documentation', u'Niko Sonnenschein', 'manual'), ] # The name of an image file (relative to this directory) to place at the top of # the title page. # latex_logo = None # For "manual" documents, if this is true, then toplevel headings are parts, # not chapters. # latex_use_parts = False # If true, show page references after internal links. # latex_show_pagerefs = False # If true, show URL addresses after external links. # latex_show_urls = False # Documents to append as an appendix to all manuals. # latex_appendices = [] # If false, no module index is generated. # latex_domain_indices = True # -- Options for manual page output -------------------------------------------- # One entry per manual page. List of tuples # (source start file, name, description, authors, manual section). man_pages = [ ('index', 'optlang', u'optlang Documentation', [u'Niko Sonnenschein'], 1) ] # If true, show URL addresses after external links. # man_show_urls = False # -- Options for Texinfo output ------------------------------------------------ # Grouping the document tree into Texinfo files. List of tuples # (source start file, target name, title, author, # dir menu entry, description, category) texinfo_documents = [ ('index', 'optlang', u'optlang Documentation', u'Niko Sonnenschein', 'optlang', 'One line description of project.', 'Miscellaneous'), ] # Documents to append as an appendix to all manuals. # texinfo_appendices = [] # If false, no module index is generated. # texinfo_domain_indices = True # How to display URL addresses: 'footnote', 'no', or 'inline'. # texinfo_show_urls = 'footnote' optlang-1.8.1/docs/source/developers.rst000066400000000000000000000033721451753105500203320ustar00rootroot00000000000000Contribute ========== Contributions to optlang are very welcome. Fork optlang at `github `_, implement your feature and send us a pull request. Also, please use the GitHub `issue tracker `_ to let us know about bugs or feature requests, or if you have problems or questions regarding optlang. Add solver interface -------------------- Put your interface for new solver *XYZ* into a python module with the name xyz_interface.py. Please use the existing solver interfaces as a reference for how to wrap a solver. For example, start by subclassing :class:`interface.Model`. .. code-block:: python class Model(interface.Model): def __init__(self, problem=None, *args, **kwargs): super(Model, self).__init__(*args, **kwargs) Then you can override the abstract methods defined in :class:`interface.Model`. For example, override :func:`~interface.Model._add_constraints`. .. code-block:: python def _add_constraint(self, constraint): # Check that constraint is actually supported by XYZ if not constraint.is_Linear: raise ValueError("XYZ only supports linear constraints. %s is not linear." % constraint) # Add the constraint to the user level interface super(Model, self)._add_constraint(constraint) # Add variables that are not yet in the model ... for var in constraint.variables: if var.name not in self.variables: self._add_variable(var) # Link the model to the constraint constraint.problem = self # Add solver specific code ... xyz_add_rows(self.problem, 1) index = xyz_get_num_rows(self.problem) xyz_set_row_name(self.problem, index, constraint.name) ... optlang-1.8.1/docs/source/index.rst000066400000000000000000000175241451753105500172750ustar00rootroot00000000000000optlang ******* Optlang is a Python package implementing a modeling language for solving mathematical optimization problems, i.e. maximizing or minimizing an objective function over a set of variables subject to a number of constraints. Optlang provides a common interface to a series of optimization tools, so different solver backends can be changed in a transparent way. In constrast to e.g. the commonly used General Algebraic Modeling System (GAMS), optlang has a simple and intuitive interface using native Python algebra syntax, and is free and open-source. Optlang takes advantage of the symbolic math library `SymPy `_ to allow objective functions and constraints to be easily formulated from symbolic expressions of variables (see examples). Scientists can thus use optlang to formulate their optimization problems using mathematical expressions derived from domain knowledge. Currently supported solvers are: * `GLPK `_ (LP/MILP; via `swiglpk `_) * `CPLEX `_ (LP/MILP/QP) * `Gurobi `_ (LP/MILP/QP) * `inspyred `_ (heuristic optimization; experimental) * `OSQP `_ (LP/QP) OSQP is an efficient open source solver for Quadratic Programs. Alternatively, optlang can use cuOSQP which provides an experimental cuda-enabled implementation. * `Cbc `_ (LP/MILP) Support for the following solvers is in the works: * `GAMS `_ (LP/MILP/QP/NLP; will include support for solving problems on `neos-server.org `_) * `SOPLEX `_ (exact LP) * `MOSEK `_, (LP/MILP/QP) Quick start =========== Consider the following linear programming optimization problem (example taken from `GLPK documentation `_): .. math:: \begin{aligned} Max~ & ~ 10 x_1 + 6 x_2 + 4 x_3 \\ s.t.~ & ~ x_1 + x_2 + x_3 <= 100 \\ ~ & ~ 10 x_1 + 4 x_2 + 5 x_3 <= 600 \\ ~ & ~ 2 x_1 + 2 x_2 + 6 x_3 <= 300 \\ ~ & ~ x_1 \geq 0, x_2 \geq 0, x_3 \geq 0 \end{aligned} Formulating and solving the problem is straightforward .. code-block:: python from optlang import Model, Variable, Constraint, Objective # All the (symbolic) variables are declared, with a name and optionally a lower and/or upper bound. x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0) # A constraint is constructed from an expression of variables and a lower and/or upper bound (lb and ub). c1 = Constraint(x1 + x2 + x3, ub=100) c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600) c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300) # An objective can be formulated obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') # Variables, constraints and objective are combined in a Model object, which can subsequently be optimized. model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) print("----------") for var_name, var in model.variables.items(): print(var_name, "=", var.primal) You should see the following output:: status: optimal objective value: 733.333333333 ---------- x2 = 66.6666666667 x3 = 0.0 x1 = 33.3333333333 Using a particular solver ---------- If you have more than one solver installed, it's also possible to specify which one to use, by importing directly from the respective solver interface, e.g. :code:`from optlang.glpk_interface import Model, Variable, Constraint, Objective` Quadratic programming ---------- A QP problem can be generated in the same way by creating an objective with a quadratic expression. In the above example the objective could be :code:`obj = Objective(x1 ** 2 + x2 ** 2 - 10 * x1, direction="min")` to specify a quadratic minimization problem. Integer programming ---------- Integer (or mixed integer) problems can be specified by assigning the type of one or more variables to 'integer' or 'binary'. If the solver supports integer problems it will automatically use the relevant optimization algorithm and return an integer solution. Example ============ The GAMS example (http://www.gams.com/docs/example.htm) can be formulated and solved in optlang like this: .. code-block:: python from optlang import Variable, Constraint, Objective, Model # Define problem parameters # Note this can be done using any of Python's data types. Here we have chosen dictionaries supply = {"Seattle": 350, "San_Diego": 600} demand = {"New_York": 325, "Chicago": 300, "Topeka": 275} distances = { # Distances between locations in thousands of miles "Seattle": {"New_York": 2.5, "Chicago": 1.7, "Topeka": 1.8}, "San_Diego": {"New_York": 2.5, "Chicago": 1.8, "Topeka": 1.4} } freight_cost = 9 # Cost per case per thousand miles # Define variables variables = {} for origin in supply: variables[origin] = {} for destination in demand: # Construct a variable with a name, bounds and type var = Variable(name="{}_to_{}".format(origin, destination), lb=0, type="integer") variables[origin][destination] = var # Define constraints constraints = [] for origin in supply: const = Constraint( sum(variables[origin].values()), ub=supply[origin], name="{}_supply".format(origin) ) constraints.append(const) for destination in demand: const = Constraint( sum(row[destination] for row in variables.values()), lb=demand[destination], name="{}_demand".format(destination) ) constraints.append(const) # Define the objective obj = Objective( sum(freight_cost * distances[ori][dest] * variables[ori][dest] for ori in supply for dest in demand), direction="min" ) # We can print the objective and constraints print(obj) print("") for const in constraints: print(const) print("") # Put everything together in a Model model = Model() model.add(constraints) # Variables are added implicitly model.objective = obj # Optimize and print the solution status = model.optimize() print("Status:", status) print("Objective value:", model.objective.value) print("") for var in model.variables: print(var.name, ":", var.primal) Outputting the following:: Minimize 16.2*San_Diego_to_Chicago + 22.5*San_Diego_to_New_York + 12.6*San_Diego_to_Topeka + 15.3*Seattle_to_Chicago + 22.5*Seattle_to_New_York + 16.2*Seattle_to_Topeka Seattle_supply: Seattle_to_Chicago + Seattle_to_New_York + Seattle_to_Topeka <= 350 San_Diego_supply: San_Diego_to_Chicago + San_Diego_to_New_York + San_Diego_to_Topeka <= 600 Chicago_demand: 300 <= San_Diego_to_Chicago + Seattle_to_Chicago Topeka_demand: 275 <= San_Diego_to_Topeka + Seattle_to_Topeka New_York_demand: 325 <= San_Diego_to_New_York + Seattle_to_New_York Status: optimal Objective value: 15367.5 Seattle_to_New_York : 50 Seattle_to_Chicago : 300 Seattle_to_Topeka : 0 San_Diego_to_Chicago : 0 San_Diego_to_Topeka : 275 San_Diego_to_New_York : 275 Here we forced all variables to have integer values. To allow non-integer values, leave out :code:`type="integer"` in the Variable constructor (defaults to :code:`'continuous'`). Users's guide ============= .. toctree:: installation developers API .. problem_formulation .. optimization_and_solution_retrieval .. solver_parameters .. logging Indices and tables ================== * :ref:`genindex` * :ref:`modindex` * :ref:`search` optlang-1.8.1/docs/source/installation.rst000066400000000000000000000043101451753105500206540ustar00rootroot00000000000000Installation ============ Install optlang using pip:: pip install optlang Solvers ---------- To solve optimization problems, at least one supported solver must be installed. Installing optlang using :code:`pip` will also automatically install GLPK. To use other solvers (e.g. commercial solvers) it is necessary to install them manually. Optlang interfaces with all solvers through importable python modules. If the python module corresponding to the solver can be imported without errors the solver interface should be available as an optlang submodule (e.g. :code:`optlang.glpk_interface`). The required python modules for the currently supported solvers are: - GLPK: :code:`swiglpk` (automatically installed by :code:`pip install optlang`) - GLPK is an open source Linear Programming library. Swiglpk can be installed from binary wheels or from source. Installing from source requires swig and GLPK. - Cplex: :code:`cplex` - Cplex is a very efficient commercial linear and quadratic mixed-integer solver from IBM. Academic licenses are available for students and researchers. - Gurobi: :code:`gurobipy` - Gurobi is a very efficient commercial linear and quadratic mixed-integer solver. Academic licenses are available for students and researchers. - SciPy: :code:`scipy.optimize.linprog` - The SciPy linprog function is a very basic implementation of the simplex algorithm for solving linear optimization problems. Linprog is included in all recent versions of SciPy. - OSQP: :code:`osqp | cuosqp` - OSQP is an efficient open source solver for Quadratic Programs. It is self-contained and can be installed via pip. Alternatively, cuOSQP provides an experimental cuda-enabled implementation. - Cbc: :code:`mip` - Cbc (Coin-or branch and cut) is an open-source mixed integer linear programming solver written in C++. It can be installed via mip (python3 only). After importing optlang you can check :code:`optlang.available_solvers` to verify that a solver is recognized. Issues ------ Local installations like :: python setup.py install might fail installing the dependencies (unresolved issue with ``easy_install``). Running :: pip install -r requirements.txt beforehand should fix this issue. optlang-1.8.1/docs/source/logging.rst000066400000000000000000000000241451753105500175770ustar00rootroot00000000000000Logging ======= ...optlang-1.8.1/docs/source/optimization_and_solution_retrieval.rst000066400000000000000000000001141451753105500255320ustar00rootroot00000000000000Optimization and solution retrieval =================================== ...optlang-1.8.1/docs/source/problem_formulation.rst000066400000000000000000000000541451753105500222330ustar00rootroot00000000000000Problem formulation =================== ...optlang-1.8.1/docs/source/solver_parameters.rst000066400000000000000000000001311451753105500217050ustar00rootroot00000000000000Solver configuration ==================== `Model.configuration` provides the means for optlang-1.8.1/examples/000077500000000000000000000000001451753105500150115ustar00rootroot00000000000000optlang-1.8.1/examples/simple.py000066400000000000000000000023761451753105500166640ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import six from optlang import Model, Variable, Constraint, Objective x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0) c1 = Constraint(x1 + x2 + x3, ub=100) c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600) c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300) obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) for var_name, var in six.iteritems(model.variables): print(var_name, "=", var.primal) optlang-1.8.1/examples/simple_numpy.py000066400000000000000000000014301451753105500201020ustar00rootroot00000000000000import numpy as np from optlang import Model, Variable, Constraint, Objective # All the (symbolic) variables are declared, with a name and optionally a lower # and/or upper bound. x = np.array([Variable('x{}'.format(i), lb=0) for i in range(1, 4)]) bounds = [100, 600, 300] A = np.array([[1, 1, 1], [10, 4, 5], [2, 2, 6]]) w = np.array([10, 6, 4]) obj = Objective(w.dot(x), direction='max') c = np.array([Constraint(row, ub=bound) for row, bound in zip(A.dot(x), bounds)]) model = Model(name='Numpy model') model.objective = obj model.add(c) status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) print("----------") for var_name, var in model.variables.iteritems(): print(var_name, "=", var.primal) optlang-1.8.1/optlang.ipynb000066400000000000000000000437231451753105500157130ustar00rootroot00000000000000{ "metadata": { "name": "", "signature": "sha256:5793db1e64fac3e9dae0f1e877064c1145c0068b0584d0e2d8bb06b7b3d16ab0" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import optlang" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cplex interface" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from cplex import Cplex\n", "from optlang.cplex_interface import Model" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "cplex_problem = Cplex()\n", "cplex_problem.read(\"./tests/data/model.lp\")\n", "solver = Model(problem=cplex_problem)\n", "print solver" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\\ENCODING=ISO-8859-1\n", "\\Problem name: ./tests/data/model.lp\n", "\n", "Maximize\n", " obj: R_Biomass_Ecoli_core_w_GAM\n", "Subject To\n", " M_13dpg_c: R_PGK + R_GAPD = 0\n", " M_2pg_c: - R_PGM - R_ENO = 0\n", " M_3pg_c: - 1.496 R_Biomass_Ecoli_core_w_GAM - R_PGK + R_PGM = 0\n", " M_6pgc_c: R_PGL - R_GND = 0\n", " M_6pgl_c: - R_PGL + R_G6PDH2r = 0\n", " M_ac_c: R_ACt2r - R_ACKr = 0\n", " M_ac_e: - R_ACt2r - R_EX_ac_e = 0\n", " M_acald_c: R_ALCD2x + R_ACALDt - R_ACALD = 0\n", " M_acald_e: - R_ACALDt - R_EX_acald_e = 0\n", " M_accoa_c: - 3.7478 R_Biomass_Ecoli_core_w_GAM + R_ACALD - R_PTAr + R_PFL\n", " + R_PDH - R_MALS - R_CS = 0\n", " M_acon_C_c: - R_ACONTb + R_ACONTa = 0\n", " M_actp_c: R_ACKr + R_PTAr = 0\n", " M_adp_c: 59.81 R_Biomass_Ecoli_core_w_GAM + R_PGK + R_ACKr + R_SUCOAS\n", " - R_PYK + R_PPCK + R_PFK + R_GLNabc + R_GLNS - R_ATPS4r + R_ATPM\n", " + 2 R_ADK1 = 0\n", " M_akg_c: 4.1182 R_Biomass_Ecoli_core_w_GAM + R_ICDHyr - R_GLUSy + R_GLUDy\n", " + R_AKGt2r - R_AKGDH = 0\n", " M_akg_e: - R_AKGt2r - R_EX_akg_e = 0\n", " M_amp_c: - R_ADK1 + R_PPS = 0\n", " M_atp_c: - 59.81 R_Biomass_Ecoli_core_w_GAM - R_PGK - R_ACKr - R_SUCOAS\n", " + R_PYK - R_PPCK - R_PFK - R_GLNabc - R_GLNS + R_ATPS4r - R_ATPM\n", " - R_ADK1 - R_PPS = 0\n", " M_cit_c: R_CS - R_ACONTa = 0\n", " M_co2_c: R_GND + R_PDH + R_PPCK + R_ICDHyr + R_AKGDH - R_PPC + R_ME2\n", " + R_ME1 + R_CO2t = 0\n", " M_co2_e: - R_CO2t - R_EX_co2_e = 0\n", " M_coa_c: 3.7478 R_Biomass_Ecoli_core_w_GAM - R_ACALD + R_PTAr - R_PFL\n", " - R_PDH + R_MALS + R_CS - R_SUCOAS - R_AKGDH = 0\n", " M_dhap_c: - R_TPI + R_FBA = 0\n", " M_e4p_c: - 0.361 R_Biomass_Ecoli_core_w_GAM - R_TKT2 + R_TALA = 0\n", " M_etoh_c: - R_ALCD2x + R_ETOHt2r = 0\n", " M_etoh_e: - R_ETOHt2r - R_EX_etoh_e = 0\n", " M_f6p_c: - 0.0709 R_Biomass_Ecoli_core_w_GAM - R_PFK + R_TKT2 + R_TALA\n", " + R_PGI + R_FRUpts2 + R_FBP = 0\n", " M_fdp_c: R_PFK - R_FBA - R_FBP = 0\n", " M_for_c: R_PFL - R_FORti + R_FORt2 = 0\n", " M_for_e: R_FORti - R_FORt2 - R_EX_for_e = 0\n", " M_fru_e: - R_FRUpts2 - R_EX_fru_e = 0\n", " M_fum_c: R_SUCDi + R_FUMt2_2 - R_FUM - R_FRD7 = 0\n", " M_fum_e: - R_FUMt2_2 - R_EX_fum_e = 0\n", " M_g3p_c: - 0.129 R_Biomass_Ecoli_core_w_GAM - R_GAPD + R_TPI + R_FBA\n", " + R_TKT2 - R_TALA + R_TKT1 = 0\n", " M_g6p_c: - 0.205 R_Biomass_Ecoli_core_w_GAM - R_G6PDH2r - R_PGI + R_GLCpts\n", " = 0\n", " M_glc_D_e: - R_GLCpts - R_EX_glc_e = 0\n", " M_gln_L_c: - 0.2557 R_Biomass_Ecoli_core_w_GAM + R_GLNabc + R_GLNS - R_GLUSy\n", " - R_GLUN = 0\n", " M_gln_L_e: - R_GLNabc - R_EX_gln_L_e = 0\n", " M_glu_L_c: - 4.9414 R_Biomass_Ecoli_core_w_GAM - R_GLNS + 2 R_GLUSy - R_GLUDy\n", " + R_GLUN + R_GLUt2r = 0\n", " M_glu_L_e: - R_GLUt2r - R_EX_glu_L_e = 0\n", " M_glx_c: - R_MALS + R_ICL = 0\n", " M_h2o_c: - 59.81 R_Biomass_Ecoli_core_w_GAM + R_ENO - R_PGL - R_MALS - R_CS\n", " - R_ACONTb + R_ACONTa - R_GLNabc + R_ATPS4r - R_ATPM - R_GLUDy\n", " - R_PPS - R_PPC - R_FBP - R_FUM - R_GLUN + R_H2Ot + R_CYTBD = 0\n", " M_h2o_e: - R_H2Ot - R_EX_h2o_e = 0\n", " M_h_c: 59.81 R_Biomass_Ecoli_core_w_GAM + R_GAPD + R_PGL + R_G6PDH2r\n", " + R_ACt2r + R_ALCD2x + R_ACALD + R_MALS + R_CS - R_PYK + R_PFK\n", " + R_GLNabc + R_GLNS + 3 R_ATPS4r + R_ATPM - R_GLUSy + R_GLUDy\n", " + R_AKGt2r + 2 R_PPS + R_PPC + R_ETOHt2r + R_FORt2 + 2 R_FUMt2_2\n", " + R_GLUt2r - 2 R_CYTBD + 2 R_THD2 + R_SUCCt3 + 2 R_SUCCt2_2\n", " + R_PYRt2r + R_PIt2r - 4 R_NADH16 + R_MDH + 2 R_MALt2_2 + R_LDH_D\n", " + R_D_LACt2 = 0\n", " M_h_e: - R_ACt2r - 4 R_ATPS4r - R_AKGt2r - R_ETOHt2r - R_FORt2\n", " - 2 R_FUMt2_2 - R_GLUt2r + 2 R_CYTBD - 2 R_THD2 - R_SUCCt3\n", " - 2 R_SUCCt2_2 - R_PYRt2r - R_PIt2r + 3 R_NADH16 - 2 R_MALt2_2\n", " - R_D_LACt2 - R_EX_h_e = 0\n", " M_icit_c: R_ACONTb - R_ICDHyr - R_ICL = 0\n", " M_lac_D_c: - R_LDH_D + R_D_LACt2 = 0\n", " M_lac_D_e: - R_D_LACt2 - R_EX_lac_D_e = 0\n", " M_mal_L_c: R_MALS - R_ME2 - R_ME1 + R_FUM - R_MDH + R_MALt2_2 = 0\n", " M_mal_L_e: - R_MALt2_2 - R_EX_mal_L_e = 0\n", " M_nad_c: - 3.547 R_Biomass_Ecoli_core_w_GAM - R_GAPD - R_ALCD2x - R_ACALD\n", " - R_PDH - R_AKGDH - R_ME1 + R_THD2 + R_NADH16 - R_MDH - R_LDH_D\n", " - R_NADTRHD = 0\n", " M_nadh_c: 3.547 R_Biomass_Ecoli_core_w_GAM + R_GAPD + R_ALCD2x + R_ACALD\n", " + R_PDH + R_AKGDH + R_ME1 - R_THD2 - R_NADH16 + R_MDH + R_LDH_D\n", " + R_NADTRHD = 0\n", " M_nadp_c: 13.0279 R_Biomass_Ecoli_core_w_GAM - R_GND - R_G6PDH2r - R_ICDHyr\n", " + R_GLUSy - R_GLUDy - R_ME2 - R_THD2 + R_NADTRHD = 0\n", " M_nadph_c: - 13.0279 R_Biomass_Ecoli_core_w_GAM + R_GND + R_G6PDH2r\n", " + R_ICDHyr - R_GLUSy + R_GLUDy + R_ME2 + R_THD2 - R_NADTRHD = 0\n", " M_nh4_c: - R_GLNS + R_GLUDy + R_GLUN + R_NH4t = 0\n", " M_nh4_e: - R_NH4t - R_EX_nh4_e = 0\n", " M_o2_c: - 0.5 R_CYTBD + R_O2t = 0\n", " M_o2_e: - R_O2t - R_EX_o2_e = 0\n", " M_oaa_c: - 1.7867 R_Biomass_Ecoli_core_w_GAM - R_CS - R_PPCK + R_PPC\n", " + R_MDH = 0\n", " M_pep_c: - 0.5191 R_Biomass_Ecoli_core_w_GAM + R_ENO - R_PYK + R_PPCK\n", " + R_PPS - R_PPC - R_FRUpts2 - R_GLCpts = 0\n", " M_pi_c: 59.81 R_Biomass_Ecoli_core_w_GAM - R_GAPD - R_PTAr + R_SUCOAS\n", " + R_GLNabc + R_GLNS - R_ATPS4r + R_ATPM + R_PPS + R_PPC + R_FBP\n", " + R_PIt2r = 0\n", " M_pi_e: - R_PIt2r - R_EX_pi_e = 0\n", " M_pyr_c: - 2.8328 R_Biomass_Ecoli_core_w_GAM - R_PFL - R_PDH + R_PYK\n", " - R_PPS + R_ME2 + R_ME1 + R_FRUpts2 + R_GLCpts + R_PYRt2r\n", " + R_LDH_D = 0\n", " M_pyr_e: - R_PYRt2r - R_EX_pyr_e = 0\n", " M_q8_c: - R_SUCDi + R_FRD7 + R_CYTBD - R_NADH16 = 0\n", " M_q8h2_c: R_SUCDi - R_FRD7 - R_CYTBD + R_NADH16 = 0\n", " M_r5p_c: - 0.8977 R_Biomass_Ecoli_core_w_GAM - R_TKT1 - R_RPI = 0\n", " M_ru5p_D_c: R_GND + R_RPI - R_RPE = 0\n", " M_s7p_c: - R_TALA + R_TKT1 = 0\n", " M_succ_c: - R_SUCOAS - R_SUCDi + R_FRD7 + R_ICL - R_SUCCt3 + R_SUCCt2_2 = 0\n", " M_succ_e: R_SUCCt3 - R_SUCCt2_2 - R_EX_succ_e = 0\n", " M_succoa_c: R_SUCOAS + R_AKGDH = 0\n", " M_xu5p_D_c: - R_TKT2 - R_TKT1 + R_RPE = 0\n", "Bounds\n", " 0 <= R_Biomass_Ecoli_core_w_GAM <= 10000000\n", "-10000000 <= R_PGK <= 10000000\n", "-10000000 <= R_GAPD <= 10000000\n", "-10000000 <= R_PGM <= 10000000\n", "-10000000 <= R_ENO <= 10000000\n", " 0 <= R_PGL <= 10000000\n", " 0 <= R_GND <= 10000000\n", "-10000000 <= R_G6PDH2r <= 10000000\n", "-10000000 <= R_ACt2r <= 10000000\n", "-10000000 <= R_ACKr <= 10000000\n", " 0 <= R_EX_ac_e <= 10000000\n", "-10000000 <= R_ALCD2x <= 10000000\n", "-10000000 <= R_ACALDt <= 10000000\n", "-10000000 <= R_ACALD <= 10000000\n", " 0 <= R_EX_acald_e <= 10000000\n", "-10000000 <= R_PTAr <= 10000000\n", " 0 <= R_PFL <= 10000000\n", " 0 <= R_PDH <= 10000000\n", " 0 <= R_MALS <= 10000000\n", " 0 <= R_CS <= 10000000\n", "-10000000 <= R_ACONTb <= 10000000\n", "-10000000 <= R_ACONTa <= 10000000\n", "-10000000 <= R_SUCOAS <= 10000000\n", " 0 <= R_PYK <= 10000000\n", " 0 <= R_PPCK <= 10000000\n", " 0 <= R_PFK <= 10000000\n", " 0 <= R_GLNabc <= 10000000\n", " 0 <= R_GLNS <= 10000000\n", "-10000000 <= R_ATPS4r <= 10000000\n", " 8.39 <= R_ATPM <= 10000000\n", "-10000000 <= R_ADK1 <= 10000000\n", "-10000000 <= R_ICDHyr <= 10000000\n", " 0 <= R_GLUSy <= 10000000\n", "-10000000 <= R_GLUDy <= 10000000\n", "-10000000 <= R_AKGt2r <= 10000000\n", " 0 <= R_AKGDH <= 10000000\n", " 0 <= R_EX_akg_e <= 10000000\n", " 0 <= R_PPS <= 10000000\n", " 0 <= R_PPC <= 10000000\n", " 0 <= R_ME2 <= 10000000\n", " 0 <= R_ME1 <= 10000000\n", "-10000000 <= R_CO2t <= 10000000\n", "-10000000 <= R_EX_co2_e <= 10000000\n", "-10000000 <= R_TPI <= 10000000\n", "-10000000 <= R_FBA <= 10000000\n", "-10000000 <= R_TKT2 <= 10000000\n", "-10000000 <= R_TALA <= 10000000\n", "-10000000 <= R_ETOHt2r <= 10000000\n", " 0 <= R_EX_etoh_e <= 10000000\n", "-10000000 <= R_PGI <= 10000000\n", " 0 <= R_FRUpts2 <= 10000000\n", " 0 <= R_FBP <= 10000000\n", " 0 <= R_FORti <= 10000000\n", " 0 <= R_FORt2 <= 10000000\n", " 0 <= R_EX_for_e <= 10000000\n", " 0 <= R_EX_fru_e <= 10000000\n", " 0 <= R_SUCDi <= 10000000\n", " 0 <= R_FUMt2_2 <= 10000000\n", "-10000000 <= R_FUM <= 10000000\n", " 0 <= R_FRD7 <= 10000000\n", " 0 <= R_EX_fum_e <= 10000000\n", "-10000000 <= R_TKT1 <= 10000000\n", " 0 <= R_GLCpts <= 10000000\n", "-10 <= R_EX_glc_e <= 10000000\n", " 0 <= R_GLUN <= 10000000\n", " 0 <= R_EX_gln_L_e <= 10000000\n", "-10000000 <= R_GLUt2r <= 10000000\n", " 0 <= R_EX_glu_L_e <= 10000000\n", " 0 <= R_ICL <= 10000000\n", "-10000000 <= R_H2Ot <= 10000000\n", " 0 <= R_CYTBD <= 10000000\n", "-10000000 <= R_EX_h2o_e <= 10000000\n", " 0 <= R_THD2 <= 10000000\n", " 0 <= R_SUCCt3 <= 10000000\n", " 0 <= R_SUCCt2_2 <= 10000000\n", "-10000000 <= R_PYRt2r <= 10000000\n", "-10000000 <= R_PIt2r <= 10000000\n", " 0 <= R_NADH16 <= 10000000\n", "-10000000 <= R_MDH <= 10000000\n", " 0 <= R_MALt2_2 <= 10000000\n", "-10000000 <= R_LDH_D <= 10000000\n", "-10000000 <= R_D_LACt2 <= 10000000\n", "-10000000 <= R_EX_h_e <= 10000000\n", " 0 <= R_EX_lac_D_e <= 10000000\n", " 0 <= R_EX_mal_L_e <= 10000000\n", " 0 <= R_NADTRHD <= 10000000\n", "-10000000 <= R_NH4t <= 10000000\n", "-10000000 <= R_EX_nh4_e <= 10000000\n", "-10000000 <= R_O2t <= 10000000\n", "-10000000 <= R_EX_o2_e <= 10000000\n", "-10000000 <= R_EX_pi_e <= 10000000\n", " 0 <= R_EX_pyr_e <= 10000000\n", "-10000000 <= R_RPI <= 10000000\n", "-10000000 <= R_RPE <= 10000000\n", " 0 <= R_EX_succ_e <= 10000000\n", "End\n", "\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "solver.optimize()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Tried aggregator 1 time.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "LP Presolve eliminated 23 rows and 25 columns.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Aggregator did 17 substitutions.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Reduced LP has 32 rows, 53 columns, and 215 nonzeros.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Presolve time = 0.00 sec. (0.08 ticks)\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Initializing dual steep norms . . .\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Iteration log . . .\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Iteration: 1 Dual objective = 8250995.276305\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "'optimal'" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "c = solver.constraints.values()[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "c.expression.as_terms()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "([(1.0*R_PGK, ((1.0, 0.0), (1, 0), ())),\n", " (1.0*R_Biomass_Ecoli_core_w_GAM, ((1.0, 0.0), (0, 1), ()))],\n", " [-10000000.0 <= R_PGK <= 10000000.0,\n", " 0.0 <= R_Biomass_Ecoli_core_w_GAM <= 10000000.0])" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "solver.constraints" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "OrderedDict([('M_13dpg_c', M_13dpg_c: x == 0.0), ('M_2pg_c', M_2pg_c: x == 0.0), ('M_3pg_c', M_3pg_c: x == 0.0), ('M_6pgc_c', M_6pgc_c: x == 0.0), ('M_6pgl_c', M_6pgl_c: x == 0.0), ('M_ac_c', M_ac_c: x == 0.0), ('M_ac_e', M_ac_e: x == 0.0), ('M_acald_c', M_acald_c: x == 0.0), ('M_acald_e', M_acald_e: x == 0.0), ('M_accoa_c', M_accoa_c: x == 0.0), ('M_acon_C_c', M_acon_C_c: x == 0.0), ('M_actp_c', M_actp_c: x == 0.0), ('M_adp_c', M_adp_c: x == 0.0), ('M_akg_c', M_akg_c: x == 0.0), ('M_akg_e', M_akg_e: x == 0.0), ('M_amp_c', M_amp_c: x == 0.0), ('M_atp_c', M_atp_c: x == 0.0), ('M_cit_c', M_cit_c: x == 0.0), ('M_co2_c', M_co2_c: x == 0.0), ('M_co2_e', M_co2_e: x == 0.0), ('M_coa_c', M_coa_c: x == 0.0), ('M_dhap_c', M_dhap_c: x == 0.0), ('M_e4p_c', M_e4p_c: x == 0.0), ('M_etoh_c', M_etoh_c: x == 0.0), ('M_etoh_e', M_etoh_e: x == 0.0), ('M_f6p_c', M_f6p_c: x == 0.0), ('M_fdp_c', M_fdp_c: x == 0.0), ('M_for_c', M_for_c: x == 0.0), ('M_for_e', M_for_e: x == 0.0), ('M_fru_e', M_fru_e: x == 0.0), ('M_fum_c', M_fum_c: x == 0.0), ('M_fum_e', M_fum_e: x == 0.0), ('M_g3p_c', M_g3p_c: x == 0.0), ('M_g6p_c', M_g6p_c: x == 0.0), ('M_glc_D_e', M_glc_D_e: x == 0.0), ('M_gln_L_c', M_gln_L_c: x == 0.0), ('M_gln_L_e', M_gln_L_e: x == 0.0), ('M_glu_L_c', M_glu_L_c: x == 0.0), ('M_glu_L_e', M_glu_L_e: x == 0.0), ('M_glx_c', M_glx_c: x == 0.0), ('M_h2o_c', M_h2o_c: x == 0.0), ('M_h2o_e', M_h2o_e: x == 0.0), ('M_h_c', M_h_c: x == 0.0), ('M_h_e', M_h_e: x == 0.0), ('M_icit_c', M_icit_c: x == 0.0), ('M_lac_D_c', M_lac_D_c: x == 0.0), ('M_lac_D_e', M_lac_D_e: x == 0.0), ('M_mal_L_c', M_mal_L_c: x == 0.0), ('M_mal_L_e', M_mal_L_e: x == 0.0), ('M_nad_c', M_nad_c: x == 0.0), ('M_nadh_c', M_nadh_c: x == 0.0), ('M_nadp_c', M_nadp_c: x == 0.0), ('M_nadph_c', M_nadph_c: x == 0.0), ('M_nh4_c', M_nh4_c: x == 0.0), ('M_nh4_e', M_nh4_e: x == 0.0), ('M_o2_c', M_o2_c: x == 0.0), ('M_o2_e', M_o2_e: x == 0.0), ('M_oaa_c', M_oaa_c: x == 0.0), ('M_pep_c', M_pep_c: x == 0.0), ('M_pi_c', M_pi_c: x == 0.0), ('M_pi_e', M_pi_e: x == 0.0), ('M_pyr_c', M_pyr_c: x == 0.0), ('M_pyr_e', M_pyr_e: x == 0.0), ('M_q8_c', M_q8_c: x == 0.0), ('M_q8h2_c', M_q8h2_c: x == 0.0), ('M_r5p_c', M_r5p_c: x == 0.0), ('M_ru5p_D_c', M_ru5p_D_c: x == 0.0), ('M_s7p_c', M_s7p_c: x == 0.0), ('M_succ_c', M_succ_c: x == 0.0), ('M_succ_e', M_succ_e: x == 0.0), ('M_succoa_c', M_succoa_c: x == 0.0), ('M_xu5p_D_c', M_xu5p_D_c: x == 0.0)])" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "?cplex_problem.quadratic_constraints.add" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }optlang-1.8.1/paper/000077500000000000000000000000001451753105500143025ustar00rootroot00000000000000optlang-1.8.1/paper/paper.bib000066400000000000000000000003531451753105500160700ustar00rootroot00000000000000@online{Sympy, title = {SymPy: Python library for symbolic mathematics}, author = {{SymPy Development Team}}, year = {2016}, url = {http://www.sympy.org}, doi = {10.5281/zenodo.47274), urldate = {2016-11-24} } optlang-1.8.1/paper/paper.md000066400000000000000000000027551451753105500157440ustar00rootroot00000000000000--- title: 'Optlang: An algebraic modeling language for mathematical optimization' tags: - Mathematical optimization - Linear programming - Object-oriented API authors: - name: Kristian Jensen orcid: 0000-0002-2796-805X affiliation: 1 - name: Joao G.R. Cardoso orcid: 0000-0001-8173-2673 affiliation: 1 - name: Nikolaus Sonnenschein orcid: 0000-0002-7581-4936 affiliation: 1 affiliations: - name: The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark index: 1 date: 6 December 2016 bibliography: paper.bib --- # Summary Optlang is a Python package implementing a modeling language for solving mathematical optimization problems, i.e., maximizing or minimizing an objective function over a set of variables subject to a number of constraints. It provides a common native Python interface to a series of optimization tools, so different solver backends can be used and changed in a transparent way. Optlang's object-oriented API takes advantage of the symbolic math library SymPy [@Sympy] to allow objective functions and constraints to be easily formulated algebraically from symbolic expressions of variables. Optlang targets scientists who can thus focus on formulating optimization problems based on mathematical equations derived from domain knowledge. Solver interfaces can be added by subclassing the four main classes of the optlang API (Variable, Constraint, Objective, and Model) and implementing the relevant API functions. # References optlang-1.8.1/requirements_rtd.txt000066400000000000000000000000271451753105500173270ustar00rootroot00000000000000sphinx-rtd-theme>=0.1.6optlang-1.8.1/setup.cfg000066400000000000000000000036161451753105500150220ustar00rootroot00000000000000[metadata] name = optlang url = https://github.com/opencobra/optlang download_url = https://pypi.org/project/optlang/ project_urls = Source Code = https://github.com/opencobra/optlang Documentation = https://optlang.readthedocs.io Bug Tracker = https://github.com/opencobra/optlang/issues author = Nikolaus Sonnenschein author_email = niko.sonnenschein@gmail.com # Please consult https://pypi.org/classifiers/ for a full list. classifiers = Development Status :: 5 - Production/Stable Intended Audience :: Science/Research License :: OSI Approved :: Apache Software License Natural Language :: English Operating System :: OS Independent Programming Language :: Python :: 3.7 Programming Language :: Python :: 3.8 Programming Language :: Python :: 3.9 Programming Language :: Python :: 3.10 Programming Language :: Python :: 3.11 Topic :: Scientific/Engineering :: Mathematics license = Apache-2.0 description = Formulate optimization problems using sympy expressions and solve them using interfaces to third-party optimization software (e.g. GLPK). long_description = file: README.rst long_description_content_type = text/x-rst keywords = optimization mathematical programming heuristic optimization sympy [options] zip_safe = True install_requires = six >=1.9 swiglpk >=5.0.8 sympy >=1.12.0 python_requires = >=3.8 tests_require = tox packages = find: package_dir = = src [options.packages.find] where = src [options.extras_require] development = black isort tox [bdist_wheel] universal = 1 # See the docstring in versioneer.py for instructions. Note that you must # re-run 'versioneer.py setup' after changing this section, and commit the # resulting files. [versioneer] VCS = git style = pep440 versionfile_source = src/optlang/_version.py versionfile_build = optlang/_version.py tag_prefix = parentdir_prefix = optlang- optlang-1.8.1/setup.py000066400000000000000000000015351451753105500147110ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Set up the optlang package.""" import versioneer from setuptools import setup # All other arguments are defined in `setup.cfg`. setup(version=versioneer.get_version(), cmdclass=versioneer.get_cmdclass()) optlang-1.8.1/slow_tests/000077500000000000000000000000001451753105500154015ustar00rootroot00000000000000optlang-1.8.1/slow_tests/README.md000066400000000000000000000002671451753105500166650ustar00rootroot00000000000000This directory contains long-running tests that should not be packaged with optlang. `data/miplib2003` contains all benchmark problems that can be solved <1 h with commercial solvers.optlang-1.8.1/slow_tests/__init__.py000066400000000000000000000000001451753105500175000ustar00rootroot00000000000000optlang-1.8.1/slow_tests/data/000077500000000000000000000000001451753105500163125ustar00rootroot00000000000000optlang-1.8.1/slow_tests/data/miplib2003.json000066400000000000000000000023611451753105500207700ustar00rootroot00000000000000{ "10teams": { "status": "optimal", "solution": 924.0 }, "aflow30a": { "status": "optimal", "solution": 1158.0 }, "air05": { "status": "optimal", "solution": 26374.0 }, "arki001": { "status": "optimal", "solution": 7580810.0 }, "danoint": { "status": "optimal", "solution": 65.67 }, "disctom": { "status": "optimal", "solution": -5000.0 }, "fiber": { "status": "optimal", "solution": 405935.18 }, "fixnet6": { "status": "optimal", "solution": 3983.0 }, "gesa2": { "status": "optimal", "solution": 25779856.3719999976 }, "gesa2-o": { "status": "optimal", "solution": 25779856.3719999976 }, "glass4": { "status": "optimal", "solution": 1200010000.0 }, "harp2": { "status": "optimal", "solution": -73899800.0 }, "markshare1": { "status": "optimal", "solution": 1.0 }, "mas74": { "status": "optimal", "solution": 11801.2 }, "mas76": { "status": "optimal", "solution": 40005.1 }, "misc07": { "status": "optimal", "solution": 2810.0 }, "modglob": { "status": "optimal", "solution": 20740500.0 }, "momentum2": { "status": "optimal", 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# you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import gzip import json import os import tempfile import pytest try: import cplex except ImportError: pytest.skip( 'Skipping MILP tests because cplex is not available.', allow_module_level=True ) from optlang.cplex_interface import Model # problems from http://miplib.zib.de/miplib2003/miplib2003.php CI = os.getenv('CI', False) DATA_PATH = os.path.join(os.path.dirname(__file__), 'data') SOLUTION = os.path.join(DATA_PATH, "miplib2003.json") PROBLEMS_DIR = os.path.join(DATA_PATH, "miplib2003") def load_problem(mps_file): prob_tmp_file = tempfile.mktemp(suffix='.mps') with open(prob_tmp_file, 'wb') as tmp_handle: f = gzip.open(mps_file, 'rb') tmp_handle.write(f.read()) f.close() problem = cplex.Cplex() problem.read(prob_tmp_file) model = Model(problem=problem) model.configuration.presolve = True model.configuration.timeout = 60 * 9 return problem, model def check_dimensions(model, cplex_problem): assert cplex_problem.variables.get_num() == len(model.variables) def check_optimization(model, expected_solution): status = model.optimize() if status != "time_limit": assert status == expected_solution['status'] if status == "optimal": assert expected_solution['solution'] == pytest.approx(model.objective.value, 1e-4, 1e-4) with open(SOLUTION, "r") as f: data = json.load(f) print(data) @pytest.mark.skipif(CI, reason="too slow on CI") @pytest.mark.parametrize("problem", data) def test_miplib(problem): problem_file = os.path.join(PROBLEMS_DIR, "{}.mps.gz".format(problem)) glpk_problem, model = load_problem(problem_file) check_dimensions(model, glpk_problem) check_optimization(model, data[problem]) optlang-1.8.1/slow_tests/test_miplib_glpk_interface.py000066400000000000000000000045171451753105500233320ustar00rootroot00000000000000# Copyright 2014 Novo Nordisk Foundation Center for Biosustainability, DTU. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import json import gzip import os import tempfile import pytest from swiglpk import glp_read_mps, GLP_MPS_FILE, glp_create_prob, glp_get_num_cols from optlang.glpk_interface import Model # problems from http://miplib.zib.de/miplib2003/miplib2003.php CI = os.getenv('CI', False) DATA_PATH = os.path.join(os.path.dirname(__file__), 'data') SOLUTION = os.path.join(DATA_PATH, "miplib2003.json") PROBLEMS_DIR = os.path.join(DATA_PATH, "miplib2003") def load_problem(mps_file): prob_tmp_file = tempfile.mktemp(suffix='.mps') with open(prob_tmp_file, 'wb') as tmp_handle: f = gzip.open(mps_file, 'rb') tmp_handle.write(f.read()) f.close() problem = glp_create_prob() glp_read_mps(problem, GLP_MPS_FILE, None, prob_tmp_file) model = Model(problem=problem) model.configuration.presolve = True model.configuration.verbosity = 3 model.configuration.timeout = 60 * 9 return problem, model def check_dimensions(model, glpk_problem): assert glp_get_num_cols(glpk_problem) == len(model.variables) def check_optimization(model, expected_solution): status = model.optimize() if status != "time_limit": assert status == expected_solution['status'] if status == "optimal": assert expected_solution['solution'] == pytest.approx(model.objective.value, 1e-4, 1e-4) with open(SOLUTION, "r") as f: data = json.load(f) print(data) @pytest.mark.skipif(CI, reason="too slow on CI") @pytest.mark.parametrize("problem", data) def test_miplib(problem): problem_file = os.path.join(PROBLEMS_DIR, "{}.mps.gz".format(problem)) glpk_problem, model = load_problem(problem_file) check_dimensions(model, glpk_problem) check_optimization(model, data[problem]) optlang-1.8.1/slow_tests/test_miplib_gurobi_interface.py000066400000000000000000000045511451753105500236620ustar00rootroot00000000000000# Copyright 2014 Novo Nordisk Foundation Center for Biosustainability, DTU. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import gzip import json import os import tempfile import pytest try: import gurobipy except ImportError: pytest.skip( 'Skipping MILP tests because cplex is not available.', allow_module_level=True ) from optlang.gurobi_interface import Model # problems from http://miplib.zib.de/miplib2003/miplib2003.php CI = os.getenv('CI', False) DATA_PATH = os.path.join(os.path.dirname(__file__), 'data') SOLUTION = os.path.join(DATA_PATH, "miplib2003.json") PROBLEMS_DIR = os.path.join(DATA_PATH, "miplib2003") def load_problem(mps_file): prob_tmp_file = tempfile.mktemp(suffix='.mps') with open(prob_tmp_file, 'wb') as tmp_handle: f = gzip.open(mps_file, 'rb') tmp_handle.write(f.read()) f.close() problem = gurobipy.read(prob_tmp_file) model = Model(problem=problem) model.configuration.presolve = True model.configuration.verbosity = 3 model.configuration.timeout = 60 * 9 return problem, model def check_dimensions(model, gurobi_problem): assert len(gurobi_problem.getVars()) == len(model.variables) def check_optimization(model, expected_solution): status = model.optimize() if status != "time_limit": assert status == expected_solution['status'] if status == "optimal": assert expected_solution['solution'] == pytest.approx(model.objective.value, 1e-4, 1e-4) with open(SOLUTION, "r") as f: data = json.load(f) print(data) @pytest.mark.skipif(CI, reason="too slow on CI") @pytest.mark.parametrize("problem", data) def test_miplib(problem): problem_file = os.path.join(PROBLEMS_DIR, "{}.mps.gz".format(problem)) glpk_problem, model = load_problem(problem_file) check_dimensions(model, glpk_problem) check_optimization(model, data[problem]) optlang-1.8.1/src/000077500000000000000000000000001451753105500137625ustar00rootroot00000000000000optlang-1.8.1/src/optlang/000077500000000000000000000000001451753105500154265ustar00rootroot00000000000000optlang-1.8.1/src/optlang/__init__.py000066400000000000000000000064621451753105500175470ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from __future__ import absolute_import import logging import traceback from optlang._version import get_versions from optlang.util import list_available_solvers from optlang.interface import statuses import optlang.duality __version__ = get_versions()['version'] del get_versions log = logging.getLogger(__name__) # Dictionary of available solvers available_solvers = list_available_solvers() # Try to load each solver. if available_solvers['GLPK']: try: from optlang import glpk_interface from optlang import glpk_exact_interface except Exception: log.error('GLPK is available but could not load with error:\n ' + str(traceback.format_exc()).strip().replace('\n','\n ')) if available_solvers['CPLEX']: try: from optlang import cplex_interface except Exception: log.error('CPLEX is available but could not load with error:\n ' + str(traceback.format_exc()).strip().replace('\n','\n ')) if available_solvers['GUROBI']: try: from optlang import gurobi_interface except Exception: log.error('GUROBI is available but could not load with error:\n ' + str(traceback.format_exc()).strip().replace('\n','\n ')) if available_solvers['COINOR_CBC']: try: from optlang import coinor_cbc_interface except Exception: log.error('COINOR_CBC is available but could not load with error:\n ' + str(traceback.format_exc()).strip().replace('\n','\n ')) if available_solvers['OSQP'] and available_solvers['HIGHS']: try: from optlang import hybrid_interface osqp_interface = hybrid_interface # DEPRECATED: will be removed soon! except Exception as exc: log.error('OSQP and HIGHS are available but could not load the hybrid interface.', exc_info=exc) if available_solvers['SCIPY']: try: from optlang import scipy_interface except Exception: log.error('SCIPY is available but could not load with error:\n ' + str(traceback.format_exc()).strip().replace('\n','\n ')) # Go through and find the best solver that loaded. Load that one as the default for engine_str in ['cplex_interface', 'gurobi_interface', 'glpk_interface', 'scipy_interface', 'coinor_cbc_interface']: # Must check globals since not all interface variables will be defined if engine_str in globals(): engine = globals()[engine_str] Model = engine.Model Variable = engine.Variable Constraint = engine.Constraint Objective = engine.Objective break else: # We were unable to find any valid solvers log.error('No solvers were available and/or loadable.') from . import _version __version__ = _version.get_versions()['version'] optlang-1.8.1/src/optlang/_version.py000066400000000000000000000577651451753105500176500ustar00rootroot00000000000000 # This file helps to compute a version number in source trees obtained from # git-archive tarball (such as those provided by githubs download-from-tag # feature). Distribution tarballs (built by setup.py sdist) and build # directories (produced by setup.py build) will contain a much shorter file # that just contains the computed version number. # This file is released into the public domain. # Generated by versioneer-0.29 # https://github.com/python-versioneer/python-versioneer """Git implementation of _version.py.""" import errno import os import re import subprocess import sys from typing import Any, Callable, Dict, List, Optional, Tuple import functools def get_keywords() -> Dict[str, str]: """Get the keywords needed to look up the version information.""" # these strings will be replaced by git during git-archive. # setup.py/versioneer.py will grep for the variable names, so they must # each be defined on a line of their own. _version.py will just call # get_keywords(). git_refnames = " (HEAD -> master, tag: 1.8.1)" git_full = "d84532d32d940f9cbadaf54f0b98fe8b3950518e" git_date = "2023-10-29 12:27:41 -0700" keywords = {"refnames": git_refnames, "full": git_full, "date": git_date} return keywords class VersioneerConfig: """Container for Versioneer configuration parameters.""" VCS: str style: str tag_prefix: str parentdir_prefix: str versionfile_source: str verbose: bool def get_config() -> VersioneerConfig: """Create, populate and return the VersioneerConfig() object.""" # these strings are filled in when 'setup.py versioneer' creates # _version.py cfg = VersioneerConfig() cfg.VCS = "git" cfg.style = "pep440" cfg.tag_prefix = "" cfg.parentdir_prefix = "optlang-" cfg.versionfile_source = "src/optlang/_version.py" cfg.verbose = False return cfg class NotThisMethod(Exception): """Exception raised if a method is not valid for the current scenario.""" LONG_VERSION_PY: Dict[str, str] = {} HANDLERS: Dict[str, Dict[str, Callable]] = {} def register_vcs_handler(vcs: str, method: str) -> Callable: # decorator """Create decorator to mark a method as the handler of a VCS.""" def decorate(f: Callable) -> Callable: """Store f in HANDLERS[vcs][method].""" if vcs not in HANDLERS: HANDLERS[vcs] = {} HANDLERS[vcs][method] = f return f return decorate def run_command( commands: List[str], args: List[str], cwd: Optional[str] = None, verbose: bool = False, hide_stderr: bool = False, env: Optional[Dict[str, str]] = None, ) -> Tuple[Optional[str], Optional[int]]: """Call the given command(s).""" assert isinstance(commands, list) process = None popen_kwargs: Dict[str, Any] = {} if sys.platform == "win32": # This hides the console window if pythonw.exe is used startupinfo = subprocess.STARTUPINFO() startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW popen_kwargs["startupinfo"] = startupinfo for command in commands: try: dispcmd = str([command] + args) # remember shell=False, so use git.cmd on windows, not just git process = subprocess.Popen([command] + args, cwd=cwd, env=env, stdout=subprocess.PIPE, stderr=(subprocess.PIPE if hide_stderr else None), **popen_kwargs) break except OSError as e: if e.errno == errno.ENOENT: continue if verbose: print("unable to run %s" % dispcmd) print(e) return None, None else: if verbose: print("unable to find command, tried %s" % (commands,)) return None, None stdout = process.communicate()[0].strip().decode() if process.returncode != 0: if verbose: print("unable to run %s (error)" % dispcmd) print("stdout was %s" % stdout) return None, process.returncode return stdout, process.returncode def versions_from_parentdir( parentdir_prefix: str, root: str, verbose: bool, ) -> Dict[str, Any]: """Try to determine the version from the parent directory name. Source tarballs conventionally unpack into a directory that includes both the project name and a version string. We will also support searching up two directory levels for an appropriately named parent directory """ rootdirs = [] for _ in range(3): dirname = os.path.basename(root) if dirname.startswith(parentdir_prefix): return {"version": dirname[len(parentdir_prefix):], "full-revisionid": None, "dirty": False, "error": None, "date": None} rootdirs.append(root) root = os.path.dirname(root) # up a level if verbose: print("Tried directories %s but none started with prefix %s" % (str(rootdirs), parentdir_prefix)) raise NotThisMethod("rootdir doesn't start with parentdir_prefix") @register_vcs_handler("git", "get_keywords") def git_get_keywords(versionfile_abs: str) -> Dict[str, str]: """Extract version information from the given file.""" # the code embedded in _version.py can just fetch the value of these # keywords. When used from setup.py, we don't want to import _version.py, # so we do it with a regexp instead. This function is not used from # _version.py. keywords: Dict[str, str] = {} try: with open(versionfile_abs, "r") as fobj: for line in fobj: if line.strip().startswith("git_refnames ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["refnames"] = mo.group(1) if line.strip().startswith("git_full ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["full"] = mo.group(1) if line.strip().startswith("git_date ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["date"] = mo.group(1) except OSError: pass return keywords @register_vcs_handler("git", "keywords") def git_versions_from_keywords( keywords: Dict[str, str], tag_prefix: str, verbose: bool, ) -> Dict[str, Any]: """Get version information from git keywords.""" if "refnames" not in keywords: raise NotThisMethod("Short version file found") date = keywords.get("date") if date is not None: # Use only the last line. Previous lines may contain GPG signature # information. date = date.splitlines()[-1] # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant # datestamp. However we prefer "%ci" (which expands to an "ISO-8601 # -like" string, which we must then edit to make compliant), because # it's been around since git-1.5.3, and it's too difficult to # discover which version we're using, or to work around using an # older one. date = date.strip().replace(" ", "T", 1).replace(" ", "", 1) refnames = keywords["refnames"].strip() if refnames.startswith("$Format"): if verbose: print("keywords are unexpanded, not using") raise NotThisMethod("unexpanded keywords, not a git-archive tarball") refs = {r.strip() for r in refnames.strip("()").split(",")} # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of # just "foo-1.0". If we see a "tag: " prefix, prefer those. TAG = "tag: " tags = {r[len(TAG):] for r in refs if r.startswith(TAG)} if not tags: # Either we're using git < 1.8.3, or there really are no tags. We use # a heuristic: assume all version tags have a digit. The old git %d # expansion behaves like git log --decorate=short and strips out the # refs/heads/ and refs/tags/ prefixes that would let us distinguish # between branches and tags. By ignoring refnames without digits, we # filter out many common branch names like "release" and # "stabilization", as well as "HEAD" and "master". tags = {r for r in refs if re.search(r'\d', r)} if verbose: print("discarding '%s', no digits" % ",".join(refs - tags)) if verbose: print("likely tags: %s" % ",".join(sorted(tags))) for ref in sorted(tags): # sorting will prefer e.g. "2.0" over "2.0rc1" if ref.startswith(tag_prefix): r = ref[len(tag_prefix):] # Filter out refs that exactly match prefix or that don't start # with a number once the prefix is stripped (mostly a concern # when prefix is '') if not re.match(r'\d', r): continue if verbose: print("picking %s" % r) return {"version": r, "full-revisionid": keywords["full"].strip(), "dirty": False, "error": None, "date": date} # no suitable tags, so version is "0+unknown", but full hex is still there if verbose: print("no suitable tags, using unknown + full revision id") return {"version": "0+unknown", "full-revisionid": keywords["full"].strip(), "dirty": False, "error": "no suitable tags", "date": None} @register_vcs_handler("git", "pieces_from_vcs") def git_pieces_from_vcs( tag_prefix: str, root: str, verbose: bool, runner: Callable = run_command ) -> Dict[str, Any]: """Get version from 'git describe' in the root of the source tree. This only gets called if the git-archive 'subst' keywords were *not* expanded, and _version.py hasn't already been rewritten with a short version string, meaning we're inside a checked out source tree. """ GITS = ["git"] if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] # GIT_DIR can interfere with correct operation of Versioneer. # It may be intended to be passed to the Versioneer-versioned project, # but that should not change where we get our version from. env = os.environ.copy() env.pop("GIT_DIR", None) runner = functools.partial(runner, env=env) _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root, hide_stderr=not verbose) if rc != 0: if verbose: print("Directory %s not under git control" % root) raise NotThisMethod("'git rev-parse --git-dir' returned error") # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty] # if there isn't one, this yields HEX[-dirty] (no NUM) describe_out, rc = runner(GITS, [ "describe", "--tags", "--dirty", "--always", "--long", "--match", f"{tag_prefix}[[:digit:]]*" ], cwd=root) # --long was added in git-1.5.5 if describe_out is None: raise NotThisMethod("'git describe' failed") describe_out = describe_out.strip() full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root) if full_out is None: raise NotThisMethod("'git rev-parse' failed") full_out = full_out.strip() pieces: Dict[str, Any] = {} pieces["long"] = full_out pieces["short"] = full_out[:7] # maybe improved later pieces["error"] = None branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"], cwd=root) # --abbrev-ref was added in git-1.6.3 if rc != 0 or branch_name is None: raise NotThisMethod("'git rev-parse --abbrev-ref' returned error") branch_name = branch_name.strip() if branch_name == "HEAD": # If we aren't exactly on a branch, pick a branch which represents # the current commit. If all else fails, we are on a branchless # commit. branches, rc = runner(GITS, ["branch", "--contains"], cwd=root) # --contains was added in git-1.5.4 if rc != 0 or branches is None: raise NotThisMethod("'git branch --contains' returned error") branches = branches.split("\n") # Remove the first line if we're running detached if "(" in branches[0]: branches.pop(0) # Strip off the leading "* " from the list of branches. branches = [branch[2:] for branch in branches] if "master" in branches: branch_name = "master" elif not branches: branch_name = None else: # Pick the first branch that is returned. Good or bad. branch_name = branches[0] pieces["branch"] = branch_name # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty] # TAG might have hyphens. git_describe = describe_out # look for -dirty suffix dirty = git_describe.endswith("-dirty") pieces["dirty"] = dirty if dirty: git_describe = git_describe[:git_describe.rindex("-dirty")] # now we have TAG-NUM-gHEX or HEX if "-" in git_describe: # TAG-NUM-gHEX mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe) if not mo: # unparsable. Maybe git-describe is misbehaving? pieces["error"] = ("unable to parse git-describe output: '%s'" % describe_out) return pieces # tag full_tag = mo.group(1) if not full_tag.startswith(tag_prefix): if verbose: fmt = "tag '%s' doesn't start with prefix '%s'" print(fmt % (full_tag, tag_prefix)) pieces["error"] = ("tag '%s' doesn't start with prefix '%s'" % (full_tag, tag_prefix)) return pieces pieces["closest-tag"] = full_tag[len(tag_prefix):] # distance: number of commits since tag pieces["distance"] = int(mo.group(2)) # commit: short hex revision ID pieces["short"] = mo.group(3) else: # HEX: no tags pieces["closest-tag"] = None out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root) pieces["distance"] = len(out.split()) # total number of commits # commit date: see ISO-8601 comment in git_versions_from_keywords() date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[0].strip() # Use only the last line. Previous lines may contain GPG signature # information. date = date.splitlines()[-1] pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1) return pieces def plus_or_dot(pieces: Dict[str, Any]) -> str: """Return a + if we don't already have one, else return a .""" if "+" in pieces.get("closest-tag", ""): return "." return "+" def render_pep440(pieces: Dict[str, Any]) -> str: """Build up version string, with post-release "local version identifier". Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty Exceptions: 1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += plus_or_dot(pieces) rendered += "%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0+untagged.%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" return rendered def render_pep440_branch(pieces: Dict[str, Any]) -> str: """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] . The ".dev0" means not master branch. Note that .dev0 sorts backwards (a feature branch will appear "older" than the master branch). Exceptions: 1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: if pieces["branch"] != "master": rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0" if pieces["branch"] != "master": rendered += ".dev0" rendered += "+untagged.%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" return rendered def pep440_split_post(ver: str) -> Tuple[str, Optional[int]]: """Split pep440 version string at the post-release segment. Returns the release segments before the post-release and the post-release version number (or -1 if no post-release segment is present). """ vc = str.split(ver, ".post") return vc[0], int(vc[1] or 0) if len(vc) == 2 else None def render_pep440_pre(pieces: Dict[str, Any]) -> str: """TAG[.postN.devDISTANCE] -- No -dirty. Exceptions: 1: no tags. 0.post0.devDISTANCE """ if pieces["closest-tag"]: if pieces["distance"]: # update the post release segment tag_version, post_version = pep440_split_post(pieces["closest-tag"]) rendered = tag_version if post_version is not None: rendered += ".post%d.dev%d" % (post_version + 1, pieces["distance"]) else: rendered += ".post0.dev%d" % (pieces["distance"]) else: # no commits, use the tag as the version rendered = pieces["closest-tag"] else: # exception #1 rendered = "0.post0.dev%d" % pieces["distance"] return rendered def render_pep440_post(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX] . The ".dev0" means dirty. Note that .dev0 sorts backwards (a dirty tree will appear "older" than the corresponding clean one), but you shouldn't be releasing software with -dirty anyways. Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "g%s" % pieces["short"] else: # exception #1 rendered = "0.post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" rendered += "+g%s" % pieces["short"] return rendered def render_pep440_post_branch(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] . The ".dev0" means not master branch. Exceptions: 1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%d" % pieces["distance"] if pieces["branch"] != "master": rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "g%s" % pieces["short"] if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0.post%d" % pieces["distance"] if pieces["branch"] != "master": rendered += ".dev0" rendered += "+g%s" % pieces["short"] if pieces["dirty"]: rendered += ".dirty" return rendered def render_pep440_old(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]] . The ".dev0" means dirty. Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" else: # exception #1 rendered = "0.post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" return rendered def render_git_describe(pieces: Dict[str, Any]) -> str: """TAG[-DISTANCE-gHEX][-dirty]. Like 'git describe --tags --dirty --always'. Exceptions: 1: no tags. HEX[-dirty] (note: no 'g' prefix) """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"]: rendered += "-%d-g%s" % (pieces["distance"], pieces["short"]) else: # exception #1 rendered = pieces["short"] if pieces["dirty"]: rendered += "-dirty" return rendered def render_git_describe_long(pieces: Dict[str, Any]) -> str: """TAG-DISTANCE-gHEX[-dirty]. Like 'git describe --tags --dirty --always -long'. The distance/hash is unconditional. Exceptions: 1: no tags. HEX[-dirty] (note: no 'g' prefix) """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] rendered += "-%d-g%s" % (pieces["distance"], pieces["short"]) else: # exception #1 rendered = pieces["short"] if pieces["dirty"]: rendered += "-dirty" return rendered def render(pieces: Dict[str, Any], style: str) -> Dict[str, Any]: """Render the given version pieces into the requested style.""" if pieces["error"]: return {"version": "unknown", "full-revisionid": pieces.get("long"), "dirty": None, "error": pieces["error"], "date": None} if not style or style == "default": style = "pep440" # the default if style == "pep440": rendered = render_pep440(pieces) elif style == "pep440-branch": rendered = render_pep440_branch(pieces) elif style == "pep440-pre": rendered = render_pep440_pre(pieces) elif style == "pep440-post": rendered = render_pep440_post(pieces) elif style == "pep440-post-branch": rendered = render_pep440_post_branch(pieces) elif style == "pep440-old": rendered = render_pep440_old(pieces) elif style == "git-describe": rendered = render_git_describe(pieces) elif style == "git-describe-long": rendered = render_git_describe_long(pieces) else: raise ValueError("unknown style '%s'" % style) return {"version": rendered, "full-revisionid": pieces["long"], "dirty": pieces["dirty"], "error": None, "date": pieces.get("date")} def get_versions() -> Dict[str, Any]: """Get version information or return default if unable to do so.""" # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have # __file__, we can work backwards from there to the root. Some # py2exe/bbfreeze/non-CPython implementations don't do __file__, in which # case we can only use expanded keywords. cfg = get_config() verbose = cfg.verbose try: return git_versions_from_keywords(get_keywords(), cfg.tag_prefix, verbose) except NotThisMethod: pass try: root = os.path.realpath(__file__) # versionfile_source is the relative path from the top of the source # tree (where the .git directory might live) to this file. Invert # this to find the root from __file__. for _ in cfg.versionfile_source.split('/'): root = os.path.dirname(root) except NameError: return {"version": "0+unknown", "full-revisionid": None, "dirty": None, "error": "unable to find root of source tree", "date": None} try: pieces = git_pieces_from_vcs(cfg.tag_prefix, root, verbose) return render(pieces, cfg.style) except NotThisMethod: pass try: if cfg.parentdir_prefix: return versions_from_parentdir(cfg.parentdir_prefix, root, verbose) except NotThisMethod: pass return {"version": "0+unknown", "full-revisionid": None, "dirty": None, "error": "unable to compute version", "date": None} optlang-1.8.1/src/optlang/coinor_cbc_interface.py000066400000000000000000000735701451753105500221340ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Interface for the Python MIP (Mixed-Integer Linear Programming) Tools. Wraps the MIP solver by subclassing and extending :class:`Model`, :class:`Variable`, and :class:`Constraint` from :mod:`interface`. MIP is an open source MILP Python wrapper around the open-source COIN-OR Branch-&-Cut CBC solver. To use MIP you need to install the 'mip' python package (with pip or from https://www.python-mip.com/) and make sure that 'import mip' runs without error. """ import logging import six from optlang.util import inheritdocstring, TemporaryFilename from optlang.expression_parsing import parse_optimization_expression from optlang import interface from optlang import symbolics from math import isclose, ceil, floor try: import mip except ImportError: raise ImportError("The coinor_cbc_interface requires mip!") log = logging.getLogger(__name__) _MIP_STATUS_TO_STATUS = { mip.OptimizationStatus.CUTOFF: interface.CUTOFF, mip.OptimizationStatus.ERROR: interface.ABORTED, mip.OptimizationStatus.FEASIBLE: interface.FEASIBLE, mip.OptimizationStatus.INFEASIBLE: interface.INFEASIBLE, mip.OptimizationStatus.INT_INFEASIBLE: interface.SPECIAL, mip.OptimizationStatus.LOADED: interface.LOADED, mip.OptimizationStatus.NO_SOLUTION_FOUND: interface.NOFEASIBLE, mip.OptimizationStatus.OPTIMAL: interface.OPTIMAL, mip.OptimizationStatus.UNBOUNDED: interface.UNBOUNDED, mip.OptimizationStatus.OTHER: interface.SPECIAL } _MIP_VTYPE_TO_VTYPE = { mip.CONTINUOUS: 'continuous', mip.INTEGER: 'integer', mip.BINARY: 'binary' } _VTYPE_TO_MIP_VTYPE = dict( [(val, key) for key, val in six.iteritems(_MIP_VTYPE_TO_VTYPE)] ) _DIR_TO_MIP_DIR = { 'max': mip.MAXIMIZE, 'min': mip.MINIMIZE } _MIP_DIR_TO_DIR = dict( [(val, key) for key, val in six.iteritems(_DIR_TO_MIP_DIR)] ) # Needs to be used for to_bound during _initialize_model_from_problem INFINITY = 1.7976931348623157e+308 def to_float(number, is_lb=True): """Converts None type and sympy.core.numbers.Float to float.""" if number is not None: return float(number) if is_lb: return -INFINITY return INFINITY def to_bound(number): """Convert float with infs to None.""" if abs(number) == INFINITY: return None return number def to_symbolic_expr(coeffs): """Converts coeffs dict to symbolic expression.""" return symbolics.add([var * coef for var, coef in coeffs.items() if not isclose(0, to_float(coef))]) @six.add_metaclass(inheritdocstring) class Variable(interface.Variable): def __init__(self, name, *args, **kwargs): super(Variable, self).__init__(name, **kwargs) @interface.Variable.lb.setter def lb(self, value): interface.Variable.lb.fset(self, value) if self.problem is not None: self.problem._update_var_lb(self.name, value) @interface.Variable.ub.setter def ub(self, value): interface.Variable.ub.fset(self, value) if self.problem is not None: self.problem._update_var_ub(self.name, value) def set_bounds(self, lb, ub): super(Variable, self).set_bounds(lb, ub) if self.problem is not None: self.problem._update_var_lb(self.name, lb) self.problem._update_var_ub(self.name, ub) @interface.Variable.type.setter def type(self, value): if not value in _VTYPE_TO_MIP_VTYPE: raise ValueError( 'COIN-OR CBC cannot handle variables of type %s. ' % value + 'The following variable types are available:\n' + ' '.join(_VTYPE_TO_MIP_VTYPE.keys())) if self.problem is not None: self.problem._update_var_type(self.name, _VTYPE_TO_MIP_VTYPE[value]) interface.Variable.type.fset(self, value) if value == 'integer': if self.lb is not None: self.lb = ceil(self.lb) if self.ub is not None: self.ub = floor(self.ub) elif value == 'binary': self.lb, self.ub = 0, 1 @property def primal(self): if self.problem is None: return None return self.problem._var_primal(self.name) @property def dual(self): if self.type != 'continuous': raise ValueError('Dual is only available for continuous variables') if self.problem is None: return None return self.problem._var_dual(self.name) @interface.Variable.name.setter def name(self, value): super(Variable, Variable).name.fset(self, value) if getattr(self, 'problem', None) is not None: raise Exception('COIN-OR CBC doesn\'t support variable name change') @six.add_metaclass(inheritdocstring) class Constraint(interface.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = False def __init__(self, expression, sloppy=False, *args, **kwargs): self._changed_expression = {} super(Constraint, self).__init__(expression, sloppy=sloppy, *args, **kwargs) def constraint_name(self, is_lb): if is_lb: return 'c_' + self.name + '_lower' return 'c_' + self.name + '_upper' @property def primal(self): if getattr(self, 'problem', None) is not None \ and self.problem.status == interface.OPTIMAL: if self.lb is not None: return self.problem._constr_primal(self, True) if self.ub is not None: return self.problem._constr_primal(self, False) return None @property def dual(self): if getattr(self, 'problem', None) is None: return None if self.lb is not None: return self.problem._constr_dual(self, True) if self.ub is not None: return self.problem._constr_dual(self, False) return None def _update_bound(self, new, old, is_lb): """Updates associated mip model with new constraint bounds.""" if getattr(self, 'problem', None) is None: return if old is None and new is not None: self.problem._add_mip_constraint(self, is_lb) elif new is None and old is not None: self.problem._remove_mip_constraint(self, is_lb) elif new is not None and old is not None: self.problem._update_constraint_bound(self, is_lb) @interface.Constraint.lb.setter def lb(self, value): self._check_valid_lower_bound(value) self._lb, old_lb = value, getattr(self, '_lb', None) self._update_bound(value, old_lb, True) @interface.Constraint.ub.setter def ub(self, value): self._check_valid_upper_bound(value) self._ub, old_ub = value, getattr(self, '_ub', None) self._update_bound(value, old_ub, False) @interface.Constraint.name.setter def name(self, value): super(Constraint, Constraint).name.fset(self, value) if getattr(self, 'problem', None) is not None: raise Exception('COIN-OR CBC doesn\'t support constraint name change') def _get_expression(self): if (self.problem is not None and self._changed_expression and len(self.problem._variables) > 0): coeffs = self._expression.as_coefficients_dict() new_vars = set(self._changed_expression) - set(coeffs) self._expression += symbolics.add([var * self._changed_expression[var] for var in new_vars]) # Substitute var in expression with var * coef / old_coef updates = {var: var * coef / coeffs[var] for var, coef in self._changed_expression.items() if var not in new_vars} self._expression = self._expression.subs(updates) self._changed_expression = {} return self._expression def _get_mip_constr_expr(self): """Returns mip coefficient dictionary.""" mip_constr = self.problem.problem.constr_by_name constr = mip_constr(self.constraint_name(is_lb=False)) sign = 1 if constr is None: constr = mip_constr(self.constraint_name(is_lb=True)) sign = -1 return (sign * constr.expr).expr def set_linear_coefficients(self, coefficients): if self.problem is None: raise Exception('Can\'t change coefficients if constraint is not associated with a model.') self.problem.update() mip_var = self.problem.problem.var_by_name expr = self._get_mip_constr_expr() names = set(var.name for var in coefficients) constr = mip.xsum(mip_var('v_' + var.name) * coef for var, coef in coefficients.items()) \ + mip.xsum(var * coef for var, coef in expr.items() if var.name[2:] not in names) self.problem._remove_mip_constraint(self, True) self.problem._remove_mip_constraint(self, False) self.problem._add_mip_constraint(self, True, constr) self.problem._add_mip_constraint(self, False, constr) self._changed_expression.update(coefficients) def get_linear_coefficients(self, variables): if self.problem is None: raise Exception('Can\'t get coefficients from solver if constraint is not in a model') self.problem.update() mip_var = self.problem.problem.var_by_name expr = self._get_mip_constr_expr() return {v: expr.get(mip_var('v_' + v.name), 0) for v in variables} @six.add_metaclass(inheritdocstring) class Objective(interface.Objective): def __init__(self, expression, sloppy=False, **kwargs): self._changed_expression = {} super(Objective, self).__init__(expression, sloppy=sloppy, **kwargs) if not (sloppy or self.is_Linear): raise ValueError( 'COIN-OR CBC only supports linear objectives. %s is not linear.' % self) @property def value(self): if getattr(self, 'problem', None) is None: return None return self.problem.problem.objective_value @interface.Objective.direction.setter def direction(self, value): super(Objective, self.__class__).direction.fset(self, value) if getattr(self, 'problem', None) is not None: self.problem.problem.sense = _DIR_TO_MIP_DIR[value] def _get_expression(self): if (self.problem is not None and self._changed_expression and len(self.problem._variables) > 0): coeffs = self._expression.as_coefficients_dict() new_vars = set(self._changed_expression) - set(coeffs) self._expression += symbolics.add([var * self._changed_expression[var] for var in new_vars]) # Substitute var in expression with var * coef / old_coef updates = {var: var * coef / coeffs[var] for var, coef in self._changed_expression.items() if var not in new_vars} self._expression = self._expression.subs(updates) self._changed_expression = {} return self._expression def set_linear_coefficients(self, coefficients): if self.problem is None: raise Exception('Can\'t change coefficients if objective is not associated with a model.') self.problem.update() model = self.problem.problem expr = model.objective.expr names = set(var.name for var in coefficients) obj = mip.xsum(model.var_by_name('v_' + var.name) * coef for var, coef in coefficients.items()) \ + mip.xsum(var * coef for var, coef in expr.items() if var.name[2:] not in names) \ + model.objective.const # TODO: why does this not work? It would likely be faster # obj_update = mip.xsum(model.var_by_name('v_' + var.name) * coef # for var, coef in coefficients.items()) \ # - mip.xsum(-var * coef for var, coef in expr.items() # if var.name[2:] in names) # model.objective.add_expr(obj_update) self._changed_expression.update(coefficients) model.objective = obj def get_linear_coefficients(self, variables): if self.problem is None: raise Exception('Can\'t get coefficients from solver if objective is not in a model') self.problem.update() coeffs = self.problem.problem.objective.expr mip_var = self.problem.problem.var_by_name return {v: coeffs.get(mip_var('v_' + v.name), 0) for v in variables} @six.add_metaclass(inheritdocstring) class Configuration(interface.MathematicalProgrammingConfiguration): def __init__(self, verbosity=0, timeout=None, presolve='auto', max_nodes=None, max_solutions=None, relax=False, emphasis=0, cuts=-1, threads=0, *args, **kwargs): super(Configuration, self).__init__(*args, **kwargs) self.verbosity = verbosity # Enables/disables pre-processing. Pre-processing tries to improve your MIP # formulation. -1 means automatic, 0 means off and 1 means on. self.presolve = presolve # Time limit in seconds for search self.timeout = timeout # Maximum number of nodes to be explored in the search tree self.max_nodes = max_nodes # Solution limit, search will be stopped when max_solutions are found self.max_solutions = max_solutions # If true only the linear programming relaxation will be solved, i.e. # integrality constraints will be temporarily discarded. Changes the # type of all integer and binary variables to continuous. Bounds are preserved. self.relax = relax # 0. default setting: tries to balance between the search of improved feasible # solutions and improvedlower bounds # 1. feasibility: focus on finding improved feasible solutions in the first # moments of the search process,activates heuristics # 2. optimality: activates procedures that produce improved lower bounds, # focusing in pruning thesearch tree even if the production of the first # feasible solutions is delayed self.emphasis = emphasis # Controls the generation of cutting planes, -1 means automatic, # 0 disables completely, 1 (de-fault) generates cutting planes in # a moderate way, 2 generates cutting planes aggressively and 3 # generates even more cutting planes. Cutting planes usually improve # the LP relaxation bound but also make the solution time of the LP # relaxation larger, so the overall effect is hardto predict and # experimenting different values for this parameter may be beneficial. self.cuts = cuts # Number of threads to be used when solving the problem. 0 uses solver # default configuration, -1 uses the number of available processing cores # and >= 1 uses the specified number of threads. An increased number of # threads may improve the solution time but also increases the memory consumption self.threads = threads if 'tolerances' in kwargs: for key, val in six.iteritems(kwargs['tolerances']): if key in self._tolerance_functions(): setattr(self.tolerances, key, val) @property def verbosity(self): return self._verbosity @verbosity.setter def verbosity(self, value): self._verbosity = value if getattr(self, 'problem', None) is not None: self.problem.problem.verbose = int(value > 1) @property def presolve(self): return self._presolve @presolve.setter def presolve(self, value): self._presolve = value if getattr(self, 'problem', None) is not None: value = -1 if value == 'auto' else int(value) self.problem.problem.preprocess = value @property def timeout(self): return self._timeout @timeout.setter def timeout(self, value): self._timeout = value if getattr(self, 'problem', None) is not None: if value is not None: self.problem.problem.max_seconds = value @property def max_nodes(self): return self._max_nodes @max_nodes.setter def max_nodes(self, value): self._max_nodes = value if getattr(self, 'problem', None) is not None: if value is not None: self.problem.problem.max_nodes = value @property def max_solutions(self): return self._max_solutions @max_solutions.setter def max_solutions(self, value): self._max_solutions = value if getattr(self, 'problem', None) is not None: if value is not None: self.problem.problem.max_solutions = value @property def relax(self): return self._relax @relax.setter def relax(self, value): self._relax = value @property def emphasis(self): return self._emphasis @emphasis.setter def emphasis(self, value): self._emphasis = value if getattr(self, 'problem', None) is not None: self.problem.problem.emphasis = value @property def cuts(self): return self._cuts @cuts.setter def cuts(self, value): self._cuts = value if getattr(self, 'problem', None) is not None: self.problem.problem.cuts = value @property def threads(self): return self._threads @threads.setter def threads(self, value): self._threads = value if getattr(self, 'problem', None) is not None: self.problem.problem.threads = value def __getstate__(self): return { 'presolve': self.presolve, 'timeout': self.timeout, 'verbosity': self.verbosity, 'max_nodes': self.max_nodes, 'max_solutions': self.max_solutions, 'relax': self.relax, 'emphasis': self.emphasis, 'cuts': self.cuts, 'threads': self.threads, 'tolerances': { 'feasibility': self.tolerances.feasibility, 'optimality': self.tolerances.optimality, 'integrality': self.tolerances.integrality } } def __setstate__(self, state): for key, val in six.iteritems(state): if key != 'tolerances': setattr(self, key, val) # TODO: remove if check before final merge. Only here for backwards # compatability for current pickle files stored in cobrapy if 'tolerances' in state: for key, val in six.iteritems(state['tolerances']): if key in self._tolerance_functions(): setattr(self.tolerances, key, val) def _get_feasibility(self): return self.problem.problem.infeas_tol def _set_feasibility(self, value): self.problem.problem.infeas_tol = value def _get_integrality(self): return self.problem.problem.integer_tol def _set_integrality(self, value): self.problem.problem.integer_tol = value def _get_optimality(self): return self.problem.problem.max_mip_gap_abs def _set_optimality(self, value): self.problem.problem.max_mip_gap_abs = value def _tolerance_functions(self): return { # 1e-6. Tightening this value can increase the numerical precision # but also probably increasethe running time. As floating point # computations always involve some loss of precision, values too # close to zero will likely render some models impossible to optimize. 'feasibility': ( self._get_feasibility, self._set_feasibility ), # Tolerance for the quality of the optimal solution, if a solution with # cost c and a lower bound b are available and c - b < mip_gap_abs, # the search will be concluded 'optimality': ( self._get_optimality, self._set_optimality ), # Maximum distance to the nearest integer for a variable to be # considered with an integervalue. Default value: 1e-6. Tightening # this value can increase the numerical precision but also probably # increase the running time. As floating point computations always # involve someloss of precision, values too close to zero will likely # render some models impossible to optimize. 'integrality': ( self._get_integrality, self._set_integrality ) } @six.add_metaclass(inheritdocstring) class Model(interface.Model): def _initialize_problem(self): self.problem = mip.Model(solver_name=mip.CBC) def _initialize_model_from_problem(self, problem): if not isinstance(problem, mip.Model): raise TypeError('Problem must be an instance of mip.Model, not ' + repr(type(problem))) # Set problem self.problem = problem self.variables.clear() # Set variables for v in problem.vars: self.variables.append(Variable(name=v.name[2:], lb=to_bound(v.lb), ub=to_bound(v.ub), type=_MIP_VTYPE_TO_VTYPE[v.var_type], problem=self)) self.constraints.clear() # Set constraints for c in problem.constrs: name, suffix = c.name[2:-6], c.name[-6:] if name not in self.constraints: expr = sum(coef * self.variables[var.name[2:]] for var, coef in c.expr.expr.items()) if suffix == '_lower': expr *= -1 self.constraints.append(Constraint(expr, name=name, problem=self)) if suffix == '_lower': self.constraints[name].lb = to_bound(-1*c.rhs) else: self.constraints[name].ub = to_bound(c.rhs) # Set objective terms = sum(coef * self.variables[var.name[2:]] for var, coef in problem.objective.expr.items()) self._objective = Objective(terms + problem.objective.const, direction=_MIP_DIR_TO_DIR[problem.sense], problem=self) def _var_primal(self, name): primal = self.problem.var_by_name('v_' + name).x return 0. if primal is None else primal def _var_dual(self, name): dual = self.problem.var_by_name('v_' + name).rc return 0. if dual is None else dual def _get_primal_values(self): if getattr(self, '_status', '') == 'optimal': return super(Model, self)._get_primal_values() return [0. for _ in self.variables] def _get_reduced_costs(self): if getattr(self, '_status', '') == 'optimal': return super(Model, self)._get_reduced_costs() return [0. for _ in self.variables] def _update_var_lb(self, name, lb): self.problem.var_by_name('v_' + name).lb = to_float(lb, True) def _update_var_ub(self, name, ub): self.problem.var_by_name('v_' + name).ub = to_float(ub, False) def _update_var_type(self, name, var_type): self.problem.var_by_name('v_' + name).var_type = var_type def _add_variables(self, variables): super(Model, self)._add_variables(variables) for var in variables: # TODO: may need to handle obj, column options self.problem.add_var(name='v_' + var.name, var_type=_VTYPE_TO_MIP_VTYPE[var.type], lb=to_float(var.lb, True), ub=to_float(var.ub, False)) def _remove_variables(self, variables): # TODO: optimization for removing all variables? if self.objective is not None: self.objective._changed_expression.update({var: 0 for var in variables}) mip_vars = [] for var in variables: name = var.name del self._variables_to_constraints_mapping[name] var.problem = None del self._variables[name] mip_vars.append(self.problem.var_by_name('v_' + name)) self.problem.remove(mip_vars) def _constr_primal(self, con, is_lb): slack = self.problem.constr_by_name(con.constraint_name(is_lb)).slack return con.lb + slack if is_lb else con.ub - slack def _constr_dual(self, con, is_lb): return self.problem.constr_by_name(con.constraint_name(is_lb)).pi def _get_constraint_values(self): if getattr(self, '_status', '') == 'optimal': return super(Model, self)._get_constraint_values() return [0. for _ in self.constraints] def _get_shadow_prices(self): if getattr(self, '_status', '') == 'optimal': return super(Model, self)._get_shadow_prices() return [0. for _ in self.constraints] def _update_constraint_bound(self, con, is_lb): name = con.constraint_name(is_lb) constr = self.problem.constr_by_name(name) constr.rhs = to_float(-1*con.lb if is_lb else con.ub) def _expr_to_mip_expr(self, expr): """Parses mip linear expression from expression.""" if hasattr(expr, "expression") and symbolics.USE_SYMENGINE: expr._expression = expr.expression.expand() offset, coeffs, _ = parse_optimization_expression(expr) return offset + mip.xsum(to_float(coef) * self.problem.var_by_name('v_' + var.name) for var, coef in coeffs.items()) def _remove_mip_constraint(self, con, is_lb): name = con.constraint_name(is_lb) constr = self.problem.constr_by_name(name) if constr is not None: self.problem.remove(constr) def _add_mip_constraint(self, con, is_lb=True, constr=None): # Optimization for precomputing the parsed constr expression if constr is None: constr = self._expr_to_mip_expr(con) # TODO: check if mip supports indicator_variable name = con.constraint_name(is_lb) if is_lb and con.lb is not None: self.problem.add_constr(-constr <= -con.lb, name) elif not is_lb and con.ub is not None: self.problem.add_constr(constr <= con.ub, name) def _add_constraints(self, constraints, sloppy=False): super(Model, self)._add_constraints(constraints, sloppy=sloppy) for con in constraints: constr = self._expr_to_mip_expr(con) # Attempt to add lb and ub constraints self._add_mip_constraint(con, True, constr) self._add_mip_constraint(con, False, constr) def _remove_constraints(self, constraints): not_removed = True if len(constraints) > 350: # Need to figure out a good threshold here keys = map(lambda c: c.name, constraints) self._constraints = self._constraints.fromkeys(set(self._constraints.keys()).difference(set(keys))) not_removed = False cons = [] for con in constraints: if not_removed: try: del self._constraints[con.name] except KeyError: raise LookupError("Constraint %s not in solver" % con) con.problem = None cl = self.problem.constr_by_name(con.constraint_name(True)) cu = self.problem.constr_by_name(con.constraint_name(False)) if cl is not None: cons.append(cl) if cu is not None: cons.append(cu) self.problem.remove(cons) def _optimize(self): if self.configuration.relax: self.problem.relax() self._initialize_model_from_problem(self.problem) status = self.problem.optimize() # TODO: make more robust. See glpk_interface.py return _MIP_STATUS_TO_STATUS[status] @interface.Model.objective.setter def objective(self, value): super(Model, Model).objective.fset(self, value) self.update() self.problem.objective = self._expr_to_mip_expr(value) self.problem.sense = _DIR_TO_MIP_DIR[value.direction] value.problem = self def __copy__(self): cls = self.__class__ result = cls.__new__(cls) result.__dict__.update(self.__dict__) return result def to_lp(self): self.update() lp_form = ('Maximize' if self.problem.sense == mip.MAXIMIZE else 'Minimize') + '\n' for i, (var, coef) in enumerate(self.problem.objective.expr.items()): if i == 0: lp_form += f'OBJROW: {coef} {var.name}' else: sign = '+' if coef > 0 else '-' lp_form += f' {sign} {abs(coef)} {var.name}' lp_form += '\nSubject To\n' for con in self.problem.constrs: lp_form += f'{con}\n' lp_form += 'Bounds\n' for v in self.problem.vars: lp_form += f'{v.lb} <= {v} <= {v.ub}\n' lp_form += 'End\n' return lp_form @classmethod def from_lp(cls, lp_form): problem = mip.Model(solver_name=mip.CBC) with TemporaryFilename(suffix=".lp", content=lp_form) as tmp_file_name: problem.read(tmp_file_name) model = cls(problem=problem) return model optlang-1.8.1/src/optlang/container.py000066400000000000000000000154541451753105500177730ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from itertools import islice from optlang.exceptions import ContainerAlreadyContains class Container(object): ''' A container for objects that have a name attribute. Items in the Container can be accessed by index like a list or by key (the name attribute of the item). For convenience, an item can also be accessed as an attribute with the same name as the name attribute of the item. Items can be added to the Container using the list-like methods 'append' and 'extend' or by dict-like assignment. Examples -------- >>> container = Container() >>> var1 = Variable("coffee", lb=-10, ub=10) The variable can be added in either of the following ways: >>> container.append(var1) >>> container.extend([var1]) >>> container["coffee"] = var1 # Note the key must match the name attribute of the item The added item can be accessed in either of the following ways: >>> container[0] >>> container["coffee"] >>> container.coffee '-10 <= coffee <= 10' ''' def __init__(self, iterable=()): self._dict = {} self._object_list = [] self._indices = {} for item in iterable: try: item.name except AttributeError: raise AttributeError("Item " + item.__repr__() + " does not have a 'name' attribute") self.append(item) @staticmethod def _check_for_name_attribute(value): if not hasattr(value, 'name'): raise AttributeError('Object %s does not have a "name" attribute and cannot not be stored.' % value) def __len__(self): return len(self._dict) def __contains__(self, item): if item in self._dict: return True elif hasattr(item, "name") and item.name in self._dict: return item is self._dict[item.name] return False def __iter__(self): original_length = len(self._object_list) for item in self._object_list.__iter__(): if original_length != len(self._object_list): raise RuntimeError("container changed size during iteration") yield item def __getitem__(self, item): try: return self._object_list[item] # Try treating item as int or slice except TypeError: # Not int or slice return self._dict[item] # Treat item as key (name) def __setitem__(self, key, value): self._check_for_name_attribute(value) if isinstance(key, int): old_value = self._object_list[key] if old_value.name == value.name: self._object_list[key] = value self._dict[value.name] = value else: if value.name in self: raise ValueError("The container already contains an object with the name " + repr(value.name)) else: self._object_list[key] = value del self._dict[old_value.name] self._dict[value.name] = value else: if value.name != key: raise ValueError("Name of item does not match key") try: old_value = self._dict[key] except KeyError: self.append(value) else: self._dict[old_value.name] = value self._object_list[self._indices[old_value.name]] = value def __delitem__(self, key): name = self[key].name index = self._indices[name] del self._dict[name] del self._object_list[index] del self._indices[name] self._reindex(index) def _reindex(self, start=0): for i, item in enumerate(islice(self._object_list, start, len(self))): self._indices[item.name] = start + i def update_key(self, key): item = self._dict[key] name = item.name if key != name: self._dict[name] = item del self._dict[key] self._indices[name] = self._indices[key] del self._indices[key] def keys(self): return list(item.name for item in self._object_list) def iterkeys(self): return (item.name for item in self._object_list) def values(self): return list(iter(self._object_list)) def itervalues(self): return iter(self._object_list) def items(self): return ((item.name, item) for item in self._object_list) def iteritems(self): return self.items() def fromkeys(self, keys): return self.__class__((self[key] for key in keys)) def get(self, key, default=None): try: return self[key] except (KeyError, IndexError): return default def clear(self): self._dict = {} self._indices = {} self._object_list = [] def has_key(self, key): return key in self._dict def append(self, value): self._check_for_name_attribute(value) name = value.name if name in self._dict: raise ContainerAlreadyContains("Container '%s' already contains an object with name '%s'." % (self, value.name)) self._indices[name] = len(self) self._object_list.append(value) self._dict[name] = value def extend(self, values): for value in values: self._check_for_name_attribute(value) if value.name in self._dict: raise ContainerAlreadyContains("Container '%s' already contains an object with name '%s'." % (self, value.name)) length = len(self) self._object_list.extend(values) self._dict.update({value.name: value for value in values}) self._indices.update({value.name: length + i for i, value in enumerate(values)}) def __getattr__(self, name): try: return self[name] except KeyError: raise AttributeError("'%s' object has no attribute %s" % (self, name)) def __getstate__(self): return self._object_list def __setstate__(self, obj_list): self.__init__(obj_list) def __dir__(self): attributes = list(self.__class__.__dict__.keys()) attributes.extend(item.name for item in self._object_list) return attributes optlang-1.8.1/src/optlang/cplex_interface.py000066400000000000000000001177641451753105500211530ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Solver interface for the IBM ILOG CPLEX Optimization Studio solver. Wraps the cplex solver by subclassing and extending :class:`Model`, :class:`Variable`, and :class:`Constraint` from :mod:`interface`. To use this interface, install the cplex solver and the bundled python interface. Make sure that 'import cplex' runs without error. """ import logging import sys import six import os from six.moves import StringIO import cplex from cplex.exceptions import CplexSolverError from optlang import interface from optlang import symbolics from optlang.util import inheritdocstring, TemporaryFilename from optlang.expression_parsing import parse_optimization_expression from optlang.exceptions import SolverError log = logging.getLogger(__name__) from optlang.symbolics import add, mul, One, Zero _STATUS_MAP = { 'MIP_abort_feasible': interface.ABORTED, 'MIP_abort_infeasible': interface.ABORTED, 'MIP_dettime_limit_feasible': interface.TIME_LIMIT, 'MIP_dettime_limit_infeasible': interface.TIME_LIMIT, 'MIP_feasible': interface.FEASIBLE, 'MIP_feasible_relaxed_inf': interface.SPECIAL, 'MIP_feasible_relaxed_quad': interface.SPECIAL, 'MIP_feasible_relaxed_sum': interface.SPECIAL, 'MIP_infeasible': interface.INFEASIBLE, 'MIP_infeasible_or_unbounded': interface.INFEASIBLE_OR_UNBOUNDED, 'MIP_optimal': interface.OPTIMAL, 'MIP_optimal_infeasible': interface.SPECIAL, 'MIP_optimal_relaxed_inf': interface.SPECIAL, 'MIP_optimal_relaxed_sum': interface.SPECIAL, 'MIP_time_limit_feasible': interface.TIME_LIMIT, 'MIP_time_limit_infeasible': interface.TIME_LIMIT, 'MIP_unbounded': interface.UNBOUNDED, 'abort_dettime_limit': interface.ABORTED, 'abort_dual_obj_limit': interface.ABORTED, 'abort_iteration_limit': interface.ABORTED, 'abort_obj_limit': interface.ABORTED, 'abort_primal_obj_limit': interface.ABORTED, 'abort_relaxed': interface.ABORTED, 'abort_time_limit': interface.TIME_LIMIT, 'abort_user': interface.ABORTED, 'conflict_abort_contradiction': interface.SPECIAL, 'conflict_abort_dettime_limit': interface.SPECIAL, 'conflict_abort_iteration_limit': interface.SPECIAL, 'conflict_abort_memory_limit': interface.SPECIAL, 'conflict_abort_node_limit': interface.SPECIAL, 'conflict_abort_obj_limit': interface.SPECIAL, 'conflict_abort_time_limit': interface.SPECIAL, 'conflict_abort_user': interface.SPECIAL, 'conflict_feasible': interface.SPECIAL, 'conflict_minimal': interface.SPECIAL, 'fail_feasible': interface.SPECIAL, 'fail_feasible_no_tree': interface.SPECIAL, 'fail_infeasible': interface.SPECIAL, 'fail_infeasible_no_tree': interface.SPECIAL, 'feasible': interface.FEASIBLE, 'feasible_relaxed_inf': interface.SPECIAL, 'feasible_relaxed_quad': interface.SPECIAL, 'feasible_relaxed_sum': interface.SPECIAL, 'first_order': interface.SPECIAL, 'infeasible': interface.INFEASIBLE, 'infeasible_or_unbounded': interface.INFEASIBLE_OR_UNBOUNDED, 'mem_limit_feasible': interface.MEMORY_LIMIT, 'mem_limit_infeasible': interface.MEMORY_LIMIT, 'node_limit_feasible': interface.NODE_LIMIT, 'node_limit_infeasible': interface.NODE_LIMIT, 'num_best': interface.NUMERIC, 'optimal': interface.OPTIMAL, 'optimal_face_unbounded': interface.SPECIAL, 'optimal_infeasible': interface.INFEASIBLE, 'optimal_populated': interface.SPECIAL, 'optimal_populated_tolerance': interface.SPECIAL, 'optimal_relaxed_inf': interface.SPECIAL, 'optimal_relaxed_quad': interface.SPECIAL, 'optimal_relaxed_sum': interface.SPECIAL, 'optimal_tolerance': interface.OPTIMAL, 'populate_solution_limit': interface.SPECIAL, 'solution_limit': interface.SPECIAL, 'unbounded': interface.UNBOUNDED, 'relaxation_unbounded': interface.UNBOUNDED, 'non-existing-status': 'Here for testing that missing statuses are handled.' # 102: interface.OPTIMAL # The same as cplex.Cplex.solution.status.optimal_tolerance } # Check if each status is supported by the current cplex version _CPLEX_STATUS_TO_STATUS = {} _solution = cplex.Cplex().solution for status_name, optlang_status in _STATUS_MAP.items(): cplex_status = getattr(_solution.status, status_name, None) if cplex_status is not None: _CPLEX_STATUS_TO_STATUS[cplex_status] = optlang_status _LP_METHODS = ["auto", "primal", "dual", "network", "barrier", "sifting", "concurrent"] _SOLUTION_TARGETS = ("auto", "convex", "local", "global") _QP_METHODS = ("auto", "primal", "dual", "network", "barrier") _CPLEX_VTYPE_TO_VTYPE = {'C': 'continuous', 'I': 'integer', 'B': 'binary'} _VTYPE_TO_CPLEX_VTYPE = dict( [(val, key) for key, val in six.iteritems(_CPLEX_VTYPE_TO_VTYPE)] ) _CPLEX_MIP_TYPES_TO_CONTINUOUS = { cplex.Cplex.problem_type.MILP: cplex.Cplex.problem_type.LP, cplex.Cplex.problem_type.MIQP: cplex.Cplex.problem_type.QP, cplex.Cplex.problem_type.MIQCP: cplex.Cplex.problem_type.QCP } def _constraint_lb_and_ub_to_cplex_sense_rhs_and_range_value(lb, ub): """Helper function used by Constraint and Model""" if lb is None and ub is None: raise Exception("Free constraint ...") elif lb is None: sense = 'L' rhs = float(ub) range_value = 0. elif ub is None: sense = 'G' rhs = float(lb) range_value = 0. elif lb == ub: sense = 'E' rhs = float(lb) range_value = 0. elif lb > ub: raise ValueError("Lower bound is larger than upper bound.") else: sense = 'R' rhs = float(lb) range_value = float(ub - lb) return sense, rhs, range_value @six.add_metaclass(inheritdocstring) class Variable(interface.Variable): def __init__(self, name, *args, **kwargs): super(Variable, self).__init__(name, **kwargs) @interface.Variable.type.setter def type(self, value): if self.problem is not None: try: cplex_kind = _VTYPE_TO_CPLEX_VTYPE[value] except KeyError: raise ValueError( "CPLEX cannot handle variables of type '%s'. " % value + "The following variable types are available: " + ", ".join(_VTYPE_TO_CPLEX_VTYPE.keys()) ) self.problem.problem.variables.set_types(self.name, cplex_kind) if value == "continuous" and not self.problem.is_integer: cplex_type = self.problem.problem.get_problem_type() if cplex_type in _CPLEX_MIP_TYPES_TO_CONTINUOUS: self.problem.problem.set_problem_type(_CPLEX_MIP_TYPES_TO_CONTINUOUS[cplex_type]) super(Variable, Variable).type.fset(self, value) def _get_primal(self): try: return self.problem.problem.solution.get_values(self.name) except CplexSolverError as err: raise SolverError(str(err)) @property def dual(self): if self.problem is None: return None if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") try: return self.problem.problem.solution.get_reduced_costs(self.name) except CplexSolverError as err: raise SolverError(str(err)) @interface.Variable.name.setter def name(self, value): old_name = getattr(self, "name", None) super(Variable, Variable).name.fset(self, value) if getattr(self, "problem", None) is not None: self.problem.problem.variables.set_names(old_name, value) @six.add_metaclass(inheritdocstring) class Constraint(interface.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = True def __init__(self, expression, sloppy=False, *args, **kwargs): super(Constraint, self).__init__(expression, *args, sloppy=sloppy, **kwargs) def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() triplets = [(self.name, var.name, float(coeff)) for var, coeff in six.iteritems(coefficients)] self.problem.problem.linear_constraints.set_coefficients(triplets) else: raise Exception("Can't change coefficients if constraint is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() coefs = self.problem.problem.linear_constraints.get_coefficients([(self.name, v.name) for v in variables]) return {v: c for v, c in zip(variables, coefs)} else: raise Exception("Can't get coefficients from solver if constraint is not in a model") def _get_expression(self): if self.problem is not None: cplex_problem = self.problem.problem try: cplex_row = cplex_problem.linear_constraints.get_rows(self.name) except CplexSolverError as e: if 'CPLEX Error 1219:' not in str(e): raise e else: cplex_row = cplex_problem.indicator_constraints.get_linear_components(self.name) variables = self.problem._variables expression = add( [mul((symbolics.Real(cplex_row.val[i]), variables[ind])) for i, ind in enumerate(cplex_row.ind)]) self._expression = expression return self._expression @property def problem(self): return self._problem @problem.setter def problem(self, value): if value is None: # Update expression from solver instance one last time self._get_expression() self._problem = value @property def primal(self): if self.problem is None: return None try: # return self._round_primal_to_bounds(primal_from_solver) # Test assertions fail return self.problem.problem.solution.get_activity_levels(self.name) except CplexSolverError as err: raise SolverError(str(err)) @property def dual(self): if self.problem is None: return None if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") try: return self.problem.problem.solution.get_dual_values(self.name) except CplexSolverError as err: raise SolverError(str(err)) @interface.Constraint.name.setter def name(self, value): old_name = self.name super(Constraint, Constraint).name.fset(self, value) if getattr(self, 'problem', None) is not None: if self.indicator_variable is not None: raise NotImplementedError( "Unfortunately, the CPLEX python bindings don't support changing an indicator constraint's name" ) else: self.problem.problem.linear_constraints.set_names(old_name, value) @interface.Constraint.lb.setter def lb(self, value): self._check_valid_lower_bound(value) if getattr(self, 'problem', None) is not None: if self.indicator_variable is not None: raise NotImplementedError( "Unfortunately, the CPLEX python bindings don't support changing an indicator constraint's bounds" ) sense, rhs, range_value = _constraint_lb_and_ub_to_cplex_sense_rhs_and_range_value(value, self.ub) if self.is_Linear: self.problem.problem.linear_constraints.set_rhs(self.name, rhs) self.problem.problem.linear_constraints.set_senses(self.name, sense) self.problem.problem.linear_constraints.set_range_values(self.name, range_value) self._lb = value @interface.Constraint.ub.setter def ub(self, value): self._check_valid_upper_bound(value) if getattr(self, 'problem', None) is not None: if self.indicator_variable is not None: raise NotImplementedError( "Unfortunately, the CPLEX python bindings don't support changing an indicator constraint's bounds" ) sense, rhs, range_value = _constraint_lb_and_ub_to_cplex_sense_rhs_and_range_value(self.lb, value) if self.is_Linear: self.problem.problem.linear_constraints.set_rhs(self.name, rhs) self.problem.problem.linear_constraints.set_senses(self.name, sense) self.problem.problem.linear_constraints.set_range_values(self.name, range_value) self._ub = value def __iadd__(self, other): # if self.problem is not None: # self.problem._add_to_constraint(self.index, other) if self.problem is not None: problem_reference = self.problem self.problem._remove_constraint(self) super(Constraint, self).__iadd__(other) problem_reference._add_constraint(self, sloppy=False) else: super(Constraint, self).__iadd__(other) return self @six.add_metaclass(inheritdocstring) class Objective(interface.Objective): def __init__(self, expression, sloppy=False, **kwargs): super(Objective, self).__init__(expression, sloppy=sloppy, **kwargs) self._expression_expired = False if not (sloppy or self.is_Linear or self.is_Quadratic): raise ValueError("Cplex only supports linear and quadratic objectives.") @property def value(self): if getattr(self, 'problem', None) is None: return None try: return self.problem.problem.solution.get_objective_value() + getattr(self.problem, "_objective_offset", 0) except CplexSolverError as err: raise SolverError(str(err)) @interface.Objective.direction.setter def direction(self, value): if getattr(self, 'problem', None) is not None: self.problem.problem.objective.set_sense( {'min': self.problem.problem.objective.sense.minimize, 'max': self.problem.problem.objective.sense.maximize}[value]) super(Objective, Objective).direction.__set__(self, value) def _get_expression(self): if self.problem is not None and self._expression_expired and len(self.problem._variables) > 0: cplex_problem = self.problem.problem coeffs = cplex_problem.objective.get_linear() expression = add([coeff * var for coeff, var in zip(coeffs, self.problem._variables) if coeff != 0.]) if cplex_problem.objective.get_num_quadratic_nonzeros() > 0: expression += self.problem._get_quadratic_expression(cplex_problem.objective.get_quadratic()) self._expression = expression + getattr(self.problem, "_objective_offset", 0) self._expression_expired = False return self._expression def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() self.problem.problem.objective.set_linear([(variable.name, float(coefficient)) for variable, coefficient in coefficients.items()]) self._expression_expired = True else: raise Exception("Can't change coefficients if objective is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() coefs = self.problem.problem.objective.get_linear([v.name for v in variables]) return {v: c for v, c in zip(variables, coefs)} else: raise Exception("Can't get coefficients from solver if objective is not in a model") @six.add_metaclass(inheritdocstring) class Configuration(interface.MathematicalProgrammingConfiguration): def __init__(self, lp_method='primal', presolve="auto", verbosity=0, timeout=None, solution_target="auto", qp_method="primal", *args, **kwargs): super(Configuration, self).__init__(*args, **kwargs) self.lp_method = lp_method self.presolve = presolve self.verbosity = verbosity self.timeout = timeout self.solution_target = solution_target self.qp_method = qp_method if "tolerances" in kwargs: for key, val in six.iteritems(kwargs["tolerances"]): try: setattr(self.tolerances, key, val) except AttributeError: pass @property def lp_method(self): """The algorithm used to solve LP problems.""" lpmethod = self.problem.problem.parameters.lpmethod value = lpmethod.get() return lpmethod.values[value] @lp_method.setter def lp_method(self, lp_method): if lp_method not in _LP_METHODS: raise ValueError("LP Method %s is not valid (choose one of: %s)" % (lp_method, ", ".join(_LP_METHODS))) lp_method = getattr(self.problem.problem.parameters.lpmethod.values, lp_method) self.problem.problem.parameters.lpmethod.set(lp_method) def _set_presolve(self, value): if getattr(self, 'problem', None) is not None: presolve = self.problem.problem.parameters.preprocessing.presolve if value is True: presolve.set(presolve.values.on) elif value is False or value == "auto": presolve.set(presolve.values.off) else: raise ValueError(str(value) + " is not a valid presolve parameter. Must be True, False or 'auto'.") @property def presolve(self): return self._presolve @presolve.setter def presolve(self, value): self._set_presolve(value) self._presolve = value @property def verbosity(self): return self._verbosity @verbosity.setter def verbosity(self, value): class StreamHandler(StringIO): def __init__(self, logger, *args, **kwargs): StringIO.__init__(self, *args, **kwargs) self.logger = logger class ErrorStreamHandler(StreamHandler): def flush(self): self.logger.error(self.getvalue()) class WarningStreamHandler(StreamHandler): def flush(self): self.logger.warning(self.getvalue()) class LogStreamHandler(StreamHandler): def flush(self): self.logger.debug(self.getvalue()) class ResultsStreamHandler(StreamHandler): def flush(self): self.logger.debug(self.getvalue()) logger = logging.getLogger(__name__ + ".Model") # TODO: Make the logger name specific to each solver instance logger.setLevel(logging.CRITICAL) error_stream_handler = ErrorStreamHandler(logger) warning_stream_handler = WarningStreamHandler(logger) log_stream_handler = LogStreamHandler(logger) results_stream_handler = ResultsStreamHandler(logger) if getattr(self, 'problem', None) is not None: problem = self.problem.problem if value == 0: problem.set_error_stream(error_stream_handler) problem.set_warning_stream(warning_stream_handler) problem.set_log_stream(None) problem.set_results_stream(None) elif value == 1: problem.set_error_stream(sys.stderr) problem.set_warning_stream(warning_stream_handler) problem.set_log_stream(log_stream_handler) problem.set_results_stream(results_stream_handler) elif value == 2: problem.set_error_stream(sys.stderr) problem.set_warning_stream(sys.stderr) problem.set_log_stream(log_stream_handler) problem.set_results_stream(results_stream_handler) elif value == 3: problem.set_error_stream(sys.stderr) problem.set_warning_stream(sys.stderr) problem.set_log_stream(sys.stdout) problem.set_results_stream(sys.stdout) else: raise ValueError( "%s is not a valid verbosity level ranging between 0 and 3." % value ) self._verbosity = value @property def timeout(self): return self._timeout @timeout.setter def timeout(self, value): if getattr(self, 'problem', None) is not None: if value is None: self.problem.problem.parameters.timelimit.reset() else: self.problem.problem.parameters.timelimit.set(value) self._timeout = value def __getstate__(self): return {"presolve": self.presolve, "timeout": self.timeout, "verbosity": self.verbosity, "tolerances": {"feasibility": self.tolerances.feasibility, "optimality": self.tolerances.optimality, "integrality": self.tolerances.integrality} } def __setstate__(self, state): for key, val in six.iteritems(state): if key != "tolerances": setattr(self, key, val) @property def solution_target(self): """Change whether the QP solver will try to find a globally optimal solution or a local optimum. This will only""" if self.problem is not None: params = self.problem.problem.parameters try: solution_target = params.optimalitytarget except AttributeError: # pragma: no cover solution_target = params.solutiontarget # Compatibility with cplex < 12.6.3 return _SOLUTION_TARGETS[solution_target.get()] else: return None @solution_target.setter def solution_target(self, value): if self.problem is not None: params = self.problem.problem.parameters try: solution_target = params.optimalitytarget except AttributeError: # pragma: no cover solution_target = params.solutiontarget # Compatibility with cplex < 12.6.3 if value is None: solution_target.reset() else: try: target = _SOLUTION_TARGETS.index(value) except ValueError: raise ValueError( "%s is not a valid solution target. Choose between %s" % (value, str(_SOLUTION_TARGETS))) solution_target.set(target) self._solution_target = self.solution_target @property def qp_method(self): """Change the algorithm used to optimize QP problems.""" value = self.problem.problem.parameters.qpmethod.get() return self.problem.problem.parameters.qpmethod.values[value] @qp_method.setter def qp_method(self, value): if value not in _QP_METHODS: raise ValueError("%s is not a valid qp_method. Choose between %s" % (value, str(_QP_METHODS))) method = getattr(self.problem.problem.parameters.qpmethod.values, value) self.problem.problem.parameters.qpmethod.set(method) self._qp_method = value def _tolerance_functions(self): return { "feasibility": ( self.problem.problem.parameters.simplex.tolerances.feasibility.get, self.problem.problem.parameters.simplex.tolerances.feasibility.set ), "optimality": ( self.problem.problem.parameters.simplex.tolerances.optimality.get, self.problem.problem.parameters.simplex.tolerances.optimality.set ), "integrality": ( self.problem.problem.parameters.mip.tolerances.integrality.get, self.problem.problem.parameters.mip.tolerances.integrality.set ) } @six.add_metaclass(inheritdocstring) class Model(interface.Model): def _initialize_problem(self): self.problem = cplex.Cplex() def _initialize_model_from_problem(self, problem): if isinstance(problem, cplex.Cplex): self.problem = problem zipped_var_args = zip(self.problem.variables.get_names(), self.problem.variables.get_lower_bounds(), self.problem.variables.get_upper_bounds(), # self.problem.variables.get_types(), # TODO uncomment when cplex is fixed ) for name, lb, ub in zipped_var_args: var = Variable(name, lb=lb, ub=ub, problem=self) # Type should also be in there super(Model, self)._add_variables([var]) # This avoids adding the variable to the glpk problem zipped_constr_args = zip(self.problem.linear_constraints.get_names(), self.problem.linear_constraints.get_rows(), self.problem.linear_constraints.get_senses(), self.problem.linear_constraints.get_rhs() ) variables = self._variables for name, row, sense, rhs in zipped_constr_args: constraint_variables = [variables[i - 1] for i in row.ind] # Since constraint expressions are lazily retrieved from the solver they don't have to be built here # lhs = _unevaluated_Add(*[val * variables[i - 1] for i, val in zip(row.ind, row.val)]) lhs = symbolics.Integer(0) if sense == 'E': constr = Constraint(lhs, lb=rhs, ub=rhs, name=name, problem=self) elif sense == 'G': constr = Constraint(lhs, lb=rhs, name=name, problem=self) elif sense == 'L': constr = Constraint(lhs, ub=rhs, name=name, problem=self) elif sense == 'R': range_val = self.problem.linear_constraints.get_range_values(name) if range_val > 0: constr = Constraint(lhs, lb=rhs, ub=rhs + range_val, name=name, problem=self) else: constr = Constraint(lhs, lb=rhs + range_val, ub=rhs, name=name, problem=self) else: # pragma: no cover raise Exception('%s is not a recognized constraint sense.' % sense) for variable in constraint_variables: try: self._variables_to_constraints_mapping[variable.name].add(name) except KeyError: self._variables_to_constraints_mapping[variable.name] = set([name]) super(Model, self)._add_constraints( [constr], sloppy=True ) try: objective_name = self.problem.objective.get_name() except CplexSolverError as e: if 'CPLEX Error 1219:' not in str(e): raise e else: linear_expression = add( [mul(symbolics.Real(coeff), variables[index]) for index, coeff in enumerate(self.problem.objective.get_linear()) if coeff != 0.] ) try: quadratic = self.problem.objective.get_quadratic() except IndexError: quadratic_expression = Zero else: quadratic_expression = self._get_quadratic_expression(quadratic) self._objective = Objective( linear_expression + quadratic_expression, problem=self, direction= {self.problem.objective.sense.minimize: 'min', self.problem.objective.sense.maximize: 'max'}[ self.problem.objective.get_sense()], name=objective_name ) else: raise TypeError("Provided problem is not a valid CPLEX model.") @classmethod def from_lp(cls, lp_form): problem = cplex.Cplex() with TemporaryFilename(suffix=".lp", content=lp_form) as tmp_file_name: problem.read(tmp_file_name) model = cls(problem=problem) return model def __getstate__(self): self.update() with TemporaryFilename(suffix=".sav") as tmp_file_name: self.problem.write(tmp_file_name) with open(tmp_file_name, "rb") as tmp_file: cplex_binary = tmp_file.read() repr_dict = {'cplex_binary': cplex_binary, 'status': self.status, 'config': self.configuration} return repr_dict def __setstate__(self, repr_dict): with TemporaryFilename(suffix=".sav") as tmp_file_name: with open(tmp_file_name, "wb") as tmp_file: tmp_file.write(repr_dict["cplex_binary"]) problem = cplex.Cplex() # turn off logging completely, get's configured later problem.set_error_stream(None) problem.set_warning_stream(None) problem.set_log_stream(None) problem.set_results_stream(None) problem.read(tmp_file_name) if repr_dict['status'] == 'optimal': problem.solve() # since the start is an optimal solution, nothing will happen here self.__init__(problem=problem) self.configuration = Configuration.clone(repr_dict['config'], problem=self) @property def objective(self): return self._objective @objective.setter def objective(self, value): value.problem = None if self._objective is not None: # Reset previous objective variables = self.objective.variables if len(variables) > 0: name_list = [var.name for var in variables] index_dict = {n: i for n, i in zip(name_list, self._get_variable_indices(name_list))} self.problem.objective.set_linear([(index_dict[variable.name], 0.) for variable in variables]) if self.problem.objective.get_num_quadratic_variables() > 0: self.problem.objective.set_quadratic([0. for _ in range(self.problem.variables.get_num())]) super(Model, self.__class__).objective.fset(self, value) self.update() expression = self._objective._expression offset, linear_coefficients, quadratic_coeffients = parse_optimization_expression(value, quadratic=True, expression=expression) # self.problem.objective.set_offset(float(offset)) # Not available prior to 12.6.2 self._objective_offset = offset if linear_coefficients: name_list = [var.name for var in linear_coefficients] index_dict = {n: i for n, i in zip(name_list, self._get_variable_indices(name_list))} self.problem.objective.set_linear([index_dict[var.name], float(coef)] for var, coef in linear_coefficients.items()) for key, coef in quadratic_coeffients.items(): if len(key) == 1: var = six.next(iter(key)) self.problem.objective.set_quadratic_coefficients(var.name, var.name, float(coef) * 2) else: var1, var2 = key self.problem.objective.set_quadratic_coefficients(var1.name, var2.name, float(coef)) self._set_objective_direction(value.direction) self.problem.objective.set_name(value.name) value.problem = self def _set_objective_direction(self, direction): self.problem.objective.set_sense( {'min': self.problem.objective.sense.minimize, 'max': self.problem.objective.sense.maximize}[ direction]) def _get_primal_values(self): try: primal_values = self.problem.solution.get_values() except CplexSolverError as err: raise SolverError(str(err)) return primal_values def _get_reduced_costs(self): if self.is_integer: raise ValueError("Dual values are not well-defined for integer problems") try: return self.problem.solution.get_reduced_costs() except CplexSolverError as err: raise SolverError(str(err)) def _get_constraint_values(self): try: return self.problem.solution.get_activity_levels() except CplexSolverError as err: raise SolverError(str(err)) def _get_shadow_prices(self): if self.is_integer: raise ValueError("Dual values are not well-defined for integer problems") try: return self.problem.solution.get_dual_values() except CplexSolverError as err: raise SolverError(str(err)) @property def is_integer(self): return (self.problem.variables.get_num_integer() + self.problem.variables.get_num_binary()) > 0 def to_lp(self): self.update() with TemporaryFilename(suffix=".lp") as tmp_file_name: self.problem.write(tmp_file_name) with open(tmp_file_name) as tmp_file: lp_form = tmp_file.read() return lp_form def _optimize(self): try: self.problem.solve() except CplexSolverError as err: raise SolverError(str(err)) cplex_status = self.problem.solution.get_status() self._original_status = self.problem.solution.get_status_string() status = _CPLEX_STATUS_TO_STATUS[cplex_status] return status def _set_variable_bounds_on_problem(self, var_lb, var_ub): lb = [ (var.name, -cplex.infinity) if val is None else (var.name, float(val)) for var, val in var_lb ] if len(lb) > 0: self.problem.variables.set_lower_bounds(lb) ub = [ (var.name, cplex.infinity) if val is None else (var.name, float(val)) for var, val in var_ub ] if len(ub) > 0: self.problem.variables.set_upper_bounds(ub) def _add_variables(self, variables): super(Model, self)._add_variables(variables) lb, ub, vtype, names, coeff = list(), list(), list(), list(), list() for variable in variables: if variable.lb is None: lb.append(-cplex.infinity) else: lb.append(variable.lb) if variable.ub is None: ub.append(cplex.infinity) else: ub.append(variable.ub) vtype.append(_VTYPE_TO_CPLEX_VTYPE[variable.type]) names.append(variable.name) coeff.append(0.) variable.problem = self if set(vtype) == set(['C']): # this is needed because CPLEX will automatically set the problem_type to MILP if types are specified self.problem.variables.add(coeff, lb=lb, ub=ub, names=names) else: self.problem.variables.add(coeff, lb=lb, ub=ub, types=vtype, names=names) def _remove_variables(self, variables): # Not calling parent method to avoid expensive variable removal from sympy expressions if self.objective is not None: self.objective._expression = self.objective.expression.xreplace({var: 0 for var in variables}) self.problem.variables.delete([variable.name for variable in variables]) for variable in variables: del self._variables_to_constraints_mapping[variable.name] variable.problem = None del self._variables[variable.name] if not self.is_integer: cplex_type = self.problem.get_problem_type() if cplex_type in _CPLEX_MIP_TYPES_TO_CONTINUOUS: self.problem.set_problem_type(_CPLEX_MIP_TYPES_TO_CONTINUOUS[cplex_type]) def _add_constraints(self, constraints, sloppy=False): super(Model, self)._add_constraints(constraints, sloppy=sloppy) linear_constraints = dict(lin_expr=[], senses=[], rhs=[], range_values=[], names=[]) for constraint in constraints: constraint._problem = None # This needs to be done in order to not trigger constraint._get_expression() if constraint.is_Linear: offset, coeff_dict, _ = parse_optimization_expression(constraint) sense, rhs, range_value = _constraint_lb_and_ub_to_cplex_sense_rhs_and_range_value( constraint.lb, constraint.ub ) indices = [var.name for var in coeff_dict] values = [float(val) for val in coeff_dict.values()] if constraint.indicator_variable is None: linear_constraints['lin_expr'].append(cplex.SparsePair(ind=indices, val=values)) linear_constraints['senses'].append(sense) linear_constraints['rhs'].append(rhs) linear_constraints['range_values'].append(range_value) linear_constraints['names'].append(constraint.name) else: if sense == 'R': raise ValueError( 'CPLEX does not support indicator constraints that have both an upper and lower bound.') else: # Indicator constraints cannot be added in batch self.problem.indicator_constraints.add( lin_expr=cplex.SparsePair(ind=indices, val=values), sense=sense, rhs=rhs, name=constraint.name, indvar=constraint.indicator_variable.name, complemented=abs(constraint.active_when) - 1) elif constraint.is_Quadratic: raise NotImplementedError('Quadratic constraints (like %s) are not supported yet.' % constraint) else: raise ValueError( "CPLEX only supports linear or quadratic constraints. %s is neither linear nor quadratic." % constraint) constraint.problem = self self.problem.linear_constraints.add(**linear_constraints) def _remove_constraints(self, constraints): super(Model, self)._remove_constraints(constraints) for constraint in constraints: if constraint.indicator_variable is not None: self.problem.indicator_constraints.delete(constraint.name) elif constraint.is_Linear: self.problem.linear_constraints.delete(constraint.name) elif constraint.is_Quadratic: self.problem.quadratic_constraints.delete(constraint.name) def _get_quadratic_expression(self, quadratic=None): if quadratic is None: try: quadratic = self.problem.objective.get_quadratic() except IndexError: return Zero terms = [] for i, sparse_pair in enumerate(quadratic): for j, val in zip(sparse_pair.ind, sparse_pair.val): i_name, j_name = self.problem.variables.get_names([i, j]) if i < j: terms.append(val * self._variables[i_name] * self._variables[j_name]) elif i == j: terms.append(0.5 * val * self._variables[i_name] ** 2) else: pass # Only look at upper triangle return add(terms) def _get_variable_indices(self, names): # Cplex does not keep an index of variable names # Getting indices thus takes roughly quadratic time # If many indices are required an alternate and faster method is used, where the full name list must only # be traversed once if len(names) < 1000: return self.problem.variables.get_indices(names) else: name_set = set(names) all_names = self.problem.variables.get_names() indices = {n: i for i, n in enumerate(all_names) if n in name_set} return [indices[n] for n in names] optlang-1.8.1/src/optlang/duality.py000066400000000000000000000167631451753105500174700ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import optlang # This function is very complex. Should maybe be refactored def convert_linear_problem_to_dual(model, sloppy=False, infinity=None, maintain_standard_form=True, prefix="dual_", dual_model=None): # NOQA """ A mathematical optimization problem can be viewed as a primal and a dual problem. If the primal problem is a minimization problem the dual is a maximization problem, and the optimal value of the dual is a lower bound of the optimal value of the primal. For linear problems, strong duality holds, which means that the optimal values of the primal and dual are equal (duality gap = 0). This functions takes an optlang Model representing a primal linear problem and returns a new Model representing the dual optimization problem. The provided model must have a linear objective, linear constraints and only continuous variables. Furthermore, the problem must be in standard form, i.e. all variables should be non-negative. Both minimization and maximization problems are allowed. The objective direction of the dual will always be opposite of the primal. Attributes: ---------- model: optlang.interface.Model The primal problem to be dualized sloppy: Boolean (default False) If True, linearity, variable types and standard form will not be checked. Only use if you know the primal is valid infinity: Numeric or None If not None this value will be used as bounds instead of unbounded variables. maintain_standard_form: Boolean (default True) If False the returned dual problem will not be in standard form, but will have fewer variables and/or constraints prefix: str The string that will be prepended to all variable and constraint names in the returned dual problem. dual_model: optlang.interface.Model or None (default) If not None, the dual variables and constraints will be added to this model. Note the objective will also be set to the dual objective. If None a new model will be created. Returns: ---------- dual_problem: optlang.interface.Model (same solver as the primal) """ if dual_model is None: dual_model = model.interface.Model() maximization = model.objective.direction == "max" if infinity is not None: neg_infinity = -infinity else: neg_infinity = None if maximization: sign = 1 else: sign = -1 coefficients = {} dual_objective = {} # Add dual variables from primal constraints: for constraint in model.constraints: if constraint.expression == 0: continue # Skip empty constraint if not (sloppy or constraint.is_Linear): raise ValueError("Non-linear problems are not supported: " + str(constraint)) if constraint.lb is None and constraint.ub is None: continue # Skip free constraint if not maintain_standard_form and constraint.lb == constraint.ub: const_var = model.interface.Variable(prefix + constraint.name + "_constraint", lb=neg_infinity, ub=infinity) dual_model.add(const_var) if constraint.lb != 0: dual_objective[const_var] = sign * constraint.lb for variable, coef in constraint.expression.as_coefficients_dict().items(): if variable == 1: # pragma: no cover # For symengine continue coefficients.setdefault(variable.name, {})[const_var] = sign * coef else: if constraint.lb is not None: lb_var = model.interface.Variable(prefix + constraint.name + "_constraint_lb", lb=0, ub=infinity) dual_model.add(lb_var) if constraint.lb != 0: dual_objective[lb_var] = -sign * constraint.lb if constraint.ub is not None: ub_var = model.interface.Variable(prefix + constraint.name + "_constraint_ub", lb=0, ub=infinity) dual_model.add(ub_var) if constraint.ub != 0: dual_objective[ub_var] = sign * constraint.ub assert constraint.expression.is_Add or constraint.expression.is_Mul, \ "Invalid expression type: " + str(type(constraint.expression)) if constraint.expression.is_Add: coefficients_dict = constraint.expression.as_coefficients_dict() else: # constraint.expression.is_Mul: coefficients_dict = {constraint.expression.args[1]: constraint.expression.args[0]} for variable, coef in coefficients_dict.items(): if variable == 1: # pragma: no cover # For symengine continue if constraint.lb is not None: coefficients.setdefault(variable.name, {})[lb_var] = -sign * coef if constraint.ub is not None: coefficients.setdefault(variable.name, {})[ub_var] = sign * coef # Add dual variables from primal bounds for variable in model.variables: if not (sloppy or variable.type == "continuous"): raise ValueError("Integer variables are not supported: " + str(variable)) if not sloppy and (variable.lb is None or variable.lb < 0): raise ValueError("Problem is not in standard form (" + variable.name + " can be negative)") if variable.lb > 0: bound_var = model.interface.Variable(prefix + variable.name + "_lb", lb=0, ub=infinity) dual_model.add(bound_var) coefficients.setdefault(variable.name, {})[bound_var] = -sign * 1 dual_objective[bound_var] = -sign * variable.lb if variable.ub is not None: bound_var = model.interface.Variable(prefix + variable.name + "_ub", lb=0, ub=infinity) dual_model.add(bound_var) coefficients.setdefault(variable.name, {})[bound_var] = sign * 1 if variable.ub != 0: dual_objective[bound_var] = sign * variable.ub # Add dual constraints from primal objective primal_objective_dict = model.objective.expression.as_coefficients_dict() for variable in model.variables: expr = optlang.symbolics.add([(coef * dual_var) for dual_var, coef in coefficients[variable.name].items()]) obj_coef = primal_objective_dict[variable] if maximization: const = model.interface.Constraint(expr, lb=obj_coef, name=prefix + variable.name) else: const = model.interface.Constraint(expr, ub=obj_coef, name=prefix + variable.name) dual_model.add(const) # Make dual objective expr = optlang.symbolics.add([(coef * dual_var) for dual_var, coef in dual_objective.items() if coef != 0]) if maximization: objective = model.interface.Objective(expr, direction="min") else: objective = model.interface.Objective(expr, direction="max") dual_model.objective = objective return dual_model optlang-1.8.1/src/optlang/exceptions.py000066400000000000000000000026741451753105500201720ustar00rootroot00000000000000# Copyright 2015 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. class SolverError(Exception): """Reraise solver specific errors with this unified optlang error instead.""" def __init__(self, message, **kwargs): super(SolverError, self).__init__(message, **kwargs) class ContainerAlreadyContains(Exception): """ This exception is raised when the name of an object being added to a Container is already taken by another object. """ def __init__(self, message): super(ContainerAlreadyContains, self).__init__(message) class IndicatorConstraintsNotSupported(Exception): """ This exception is raised when trying to add indicator variables to a constraint using a solver that does not support indicator variables. """ def __init__(self, message): super(IndicatorConstraintsNotSupported, self).__init__(message) optlang-1.8.1/src/optlang/expression_parsing.py000066400000000000000000000140341451753105500217240ustar00rootroot00000000000000# Copyright 2016 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from optlang.symbolics import Integer one = Integer(1) def parse_optimization_expression(obj, linear=True, quadratic=False, expression=None, **kwargs): """ Function for parsing the expression of a Constraint or Objective object. Parameters ---------- object: Constraint or Objective The optimization expression to be parsed linear: Boolean If True the expression will be assumed to be linear quadratic: Boolean If True the expression will be assumed to be quadratic expression: Sympy expression or None (optional) An expression can be passed explicitly to avoid getting the expression from the solver. If this is used then 'linear' or 'quadratic' should be True. If both linear and quadratic are False, the is_Linear and is_Quadratic methods will be used to determine how it should be parsed Returns ---------- A tuple of (linear_coefficients, quadratic_coefficients) linear_coefficients is a dictionary of {variable: coefficient} pairs quadratic_coefficients is a dictionary of {frozenset(variables): coefficient} pairs """ if expression is None: expression = obj.expression if not (linear or quadratic): if obj.is_Linear: linear = True elif obj.is_Quadratic: quadratic = True else: raise ValueError("Expression is not linear or quadratic. Other expressions are not currently supported.") assert linear or quadratic if quadratic: offset, linear_coefficients, quadratic_coefficients = _parse_quadratic_expression(expression, **kwargs) else: offset, linear_coefficients = _parse_linear_expression(expression, **kwargs) quadratic_coefficients = {} return offset, linear_coefficients, quadratic_coefficients def _parse_linear_expression(expression, expanded=False, **kwargs): """ Parse the coefficients of a linear expression (linearity is assumed). Returns a dictionary of variable: coefficient pairs. """ offset = 0 constant = None expression = expression.expand() if expression.is_Add: coefficients = expression.as_coefficients_dict() elif expression.is_Mul: coefficients = {expression.args[1]: expression.args[0]} elif expression.is_Symbol: coefficients = {expression: 1} elif expression.is_Number: return float(expression), {} else: raise ValueError("Expression {} seems to be invalid".format(expression)) for var in coefficients: if not (var.is_Symbol): if var == one: constant = var offset = float(coefficients[var]) elif expanded: raise ValueError("Expression {} seems to be invalid".format(expression)) else: coefficients = _parse_linear_expression(expression, expanded=True, **kwargs) if constant is not None: del coefficients[constant] return offset, coefficients def _parse_quadratic_expression(expression, expanded=False): """ Parse a quadratic expression. It is assumed that the expression is known to be quadratic or linear. The 'expanded' parameter tells whether the expression has already been expanded. If it hasn't the parsing might fail and will expand the expression and try again. """ linear_coefficients = {} quadratic_coefficients = {} offset = 0 expression = expression.expand() if expression.is_Number: # Constant expression, no coefficients return float(expression), linear_coefficients, quadratic_coefficients if expression.is_Mul: terms = (expression,) elif expression.is_Add: terms = expression.args else: raise ValueError("Expression of type {} could not be parsed.".format(type(expression))) try: for term in terms: if term.is_Number: offset += float(term) continue if term.is_Pow: term = 1.0 * term assert term.is_Mul, "What is this? {}".format(type(term)) factors = term.args coef = factors[0] vars = factors[1:] assert len(vars) <= 2, "This should not happen. Is this expression quadratic?" if len(vars) == 2: key = frozenset(vars) quadratic_coefficients[key] = quadratic_coefficients.get(key, 0) + coef else: var = vars[0] if var.is_Symbol: linear_coefficients[var] = linear_coefficients.get(var, 0) + coef elif var.is_Pow: var, exponent = var.args if exponent != 2: raise ValueError("The expression is not quadratic") key = frozenset((var,)) quadratic_coefficients[key] = quadratic_coefficients.get(key, 0) + coef if quadratic_coefficients: assert all(var.is_Symbol for var in frozenset.union(*quadratic_coefficients)) # Raise an exception to trigger expand if linear_coefficients: assert all(var.is_Symbol for var in linear_coefficients) except Exception as e: if expanded: raise e else: # Try to expand the expression and parse it again return _parse_quadratic_expression(expression.expand(), expanded=True) return offset, linear_coefficients, quadratic_coefficients optlang-1.8.1/src/optlang/glpk_exact_interface.py000066400000000000000000000121271451753105500221440ustar00rootroot00000000000000# Copyright 2017 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Interface for the GNU Linear Programming Kit (GLPK) GLPK is an open source LP solver, with MILP capabilities. This interface exposes its GLPK's exact solver. To use GLPK you need to install the 'swiglpk' python package (with pip or from http://github.com/biosustain/swiglpk) and make sure that 'import swiglpk' runs without error. """ import logging import six from optlang.util import inheritdocstring from optlang import interface from optlang import glpk_interface from optlang.glpk_interface import _GLPK_STATUS_TO_STATUS log = logging.getLogger(__name__) from swiglpk import glp_exact, glp_create_prob, glp_get_status, \ GLP_SF_AUTO, GLP_ETMLIM, glp_adv_basis, glp_read_lp, glp_scale_prob @six.add_metaclass(inheritdocstring) class Variable(glpk_interface.Variable): def __init__(self, name, index=None, type="continuous", **kwargs): if type in ("integer", "binary"): raise ValueError("The GLPK exact solver does not support integer and mixed integer problems") super(Variable, self).__init__(name, index, type=type, **kwargs) @glpk_interface.Variable.type.setter def type(self, value): if value in ("integer", "binary"): raise ValueError("The GLPK exact solver does not support integer and mixed integer problems") super(Variable, Variable).type.fset(self, value) @six.add_metaclass(inheritdocstring) class Constraint(glpk_interface.Constraint): pass @six.add_metaclass(inheritdocstring) class Objective(glpk_interface.Objective): pass @six.add_metaclass(inheritdocstring) class Configuration(glpk_interface.Configuration): pass @six.add_metaclass(inheritdocstring) class Model(glpk_interface.Model): def _run_glp_exact(self): return_value = glp_exact(self.problem, self.configuration._smcp) glpk_status = glp_get_status(self.problem) if return_value == 0: status = _GLPK_STATUS_TO_STATUS[glpk_status] elif return_value == GLP_ETMLIM: status = interface.TIME_LIMIT else: status = _GLPK_STATUS_TO_STATUS[glpk_status] if status == interface.UNDEFINED: log.debug("Status undefined. GLPK status code returned by glp_simplex was %d" % return_value) return status def _optimize(self): # Solving inexact first per GLPK manual # Computations in exact arithmetic are very time consuming, so solving LP # problem with the routine glp_exact from the very beginning is not a good # idea. It is much better at first to find an optimal basis with the routine # glp_simplex and only then to call glp_exact, in which case only a few # simplex iterations need to be performed in exact arithmetic. status = super(Model, self)._optimize() if status != interface.OPTIMAL: return status else: status = self._run_glp_exact() if status == interface.UNDEFINED and self.configuration.presolve is True: # If presolve is on, status will be undefined if not optimal self.configuration.presolve = False status = self._run_glp_exact() self.configuration.presolve = True return status if __name__ == '__main__': import pickle x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0, ub=1, type='binary') c1 = Constraint(x1 + x2 + x3, lb=-100, ub=100, name='c1') c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600, name='c2') c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300, name='c3') obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) model.configuration.verbosity = 3 status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) for var_name, var in model.variables.items(): print(var_name, "=", var.primal) print(model) problem = glp_create_prob() glp_read_lp(problem, None, "tests/data/model.lp") solver = Model(problem=problem) print(solver.optimize()) print(solver.objective) import time t1 = time.time() print("pickling") pickle_string = pickle.dumps(solver) resurrected_solver = pickle.loads(pickle_string) t2 = time.time() print("Execution time: %s" % (t2 - t1)) resurrected_solver.optimize() print("Halelujah!", resurrected_solver.objective.value) optlang-1.8.1/src/optlang/glpk_interface.py000066400000000000000000001055751451753105500207720ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Interface for the GNU Linear Programming Kit (GLPK). Wraps the GLPK solver by subclassing and extending :class:`Model`, :class:`Variable`, and :class:`Constraint` from :mod:`interface`. GLPK is an open source LP solver, with MILP capabilities. To use GLPK you need to install the 'swiglpk' python package (with pip or from http://github.com/biosustain/swiglpk) and make sure that 'import swiglpk' runs without error. """ import logging import six from optlang.util import inheritdocstring, TemporaryFilename from optlang.expression_parsing import parse_optimization_expression from optlang import interface from optlang import symbolics from swiglpk import glp_find_col, glp_get_col_prim, glp_get_col_dual, GLP_CV, GLP_IV, GLP_BV, GLP_UNDEF, GLP_FEAS, \ GLP_INFEAS, GLP_NOFEAS, GLP_OPT, GLP_UNBND, \ glp_set_col_kind, glp_find_row, glp_get_row_prim, glp_get_row_dual, glp_get_obj_val, glp_set_obj_dir, glp_init_smcp, \ glp_init_iocp, GLP_MIN, GLP_MAX, glp_iocp, glp_smcp, GLP_ON, GLP_OFF, GLP_MSG_OFF, GLP_MSG_ERR, GLP_MSG_ON, \ GLP_MSG_ALL, glp_term_out, glp_create_index, glp_create_prob, glp_get_num_rows, glp_get_num_cols, glp_get_col_name, \ glp_get_col_lb, glp_get_col_ub, glp_get_col_kind, glp_set_prob_name, glp_read_prob, glp_set_obj_coef, glp_simplex, \ glp_intopt, glp_get_status, glp_add_cols, \ glp_set_col_name, intArray, glp_del_cols, glp_add_rows, glp_set_row_name, doubleArray, glp_write_lp, glp_write_prob, \ glp_set_mat_row, glp_set_col_bnds, glp_set_row_bnds, GLP_FR, GLP_UP, GLP_LO, GLP_FX, GLP_DB, glp_del_rows, \ glp_get_mat_row, glp_get_row_ub, glp_get_row_type, glp_get_row_lb, glp_get_row_name, glp_get_obj_coef, \ glp_get_obj_dir, glp_scale_prob, GLP_SF_AUTO, glp_get_num_int, glp_mip_col_val, \ glp_mip_obj_val, glp_mip_status, GLP_ETMLIM, glp_adv_basis, glp_read_lp, glp_mip_row_val, \ get_col_primals, get_col_duals, get_row_primals, get_row_duals _GLPK_STATUS_TO_STATUS = { GLP_UNDEF: interface.UNDEFINED, GLP_FEAS: interface.FEASIBLE, GLP_INFEAS: interface.INFEASIBLE, GLP_NOFEAS: interface.INFEASIBLE, GLP_OPT: interface.OPTIMAL, GLP_UNBND: interface.UNBOUNDED } _GLPK_VTYPE_TO_VTYPE = { GLP_CV: 'continuous', GLP_IV: 'integer', GLP_BV: 'binary' } _VTYPE_TO_GLPK_VTYPE = dict( [(val, key) for key, val in six.iteritems(_GLPK_VTYPE_TO_VTYPE)] ) log = logging.getLogger(__name__) def _glpk_validate_id(name): if name is None: return if len(name) > 256: raise ValueError("GLPK does not support ID's longer than 256 characters") @six.add_metaclass(inheritdocstring) class Variable(interface.Variable): def __init__(self, name, index=None, *args, **kwargs): _glpk_validate_id(name) super(Variable, self).__init__(name, **kwargs) @property def _index(self): if self.problem is not None: i = glp_find_col(self.problem.problem, str(self.name)) if i != 0: return i else: raise IndexError( "Could not determine column index for variable %s" % self) else: return None @interface.Variable.lb.setter def lb(self, value): interface.Variable.lb.fset(self, value) if self.problem is not None: self.problem._glpk_set_col_bounds(self) @interface.Variable.ub.setter def ub(self, value): interface.Variable.ub.fset(self, value) if self.problem is not None: self.problem._glpk_set_col_bounds(self) def set_bounds(self, lb, ub): super(Variable, self).set_bounds(lb, ub) if self.problem is not None: self.problem._glpk_set_col_bounds(self) @interface.Variable.type.setter def type(self, value): try: glpk_kind = _VTYPE_TO_GLPK_VTYPE[value] except KeyError: raise ValueError( "GLPK cannot handle variables of type %s. The following variable types are available:\n" + " ".join(_VTYPE_TO_GLPK_VTYPE.keys()) ) if self.problem is not None: glp_set_col_kind(self.problem.problem, self._index, glpk_kind) interface.Variable.type.fset(self, value) def _get_primal(self): if self.problem._glpk_is_mip(): primal_from_solver = glp_mip_col_val(self.problem.problem, self._index) else: primal_from_solver = glp_get_col_prim(self.problem.problem, self._index) return primal_from_solver @property def dual(self): if self.problem: if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") return glp_get_col_dual(self.problem.problem, self._index) else: return None @interface.Variable.name.setter def name(self, value): old_name = getattr(self, "name", None) super(Variable, Variable).name.fset(self, value) _glpk_validate_id(value) if getattr(self, 'problem', None) is not None: glp_set_col_name(self.problem.problem, glp_find_col(self.problem.problem, old_name), str(value)) @six.add_metaclass(inheritdocstring) class Constraint(interface.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = False def __init__(self, expression, sloppy=False, *args, **kwargs): _glpk_validate_id(kwargs.get("name", "GoodName")) super(Constraint, self).__init__(expression, sloppy=sloppy, *args, **kwargs) if not sloppy: if not self.is_Linear: raise ValueError( "GLPK only supports linear constraints. %s is not linear." % self) def _get_expression(self): if self.problem is not None: col_num = glp_get_num_cols(self.problem.problem) ia = intArray(col_num + 1) da = doubleArray(col_num + 1) nnz = glp_get_mat_row(self.problem.problem, self._index, ia, da) constraint_variables = [self.problem._variables[glp_get_col_name(self.problem.problem, ia[i])] for i in range(1, nnz + 1)] expression = symbolics.add( [symbolics.mul((symbolics.Real(da[i]), constraint_variables[i - 1])) for i in range(1, nnz + 1)]) self._expression = expression return self._expression @interface.Constraint.lb.setter def lb(self, value): super(Constraint, Constraint).lb.fset(self, value) if self.problem is not None: self.problem._glpk_set_row_bounds(self) @interface.Constraint.ub.setter def ub(self, value): super(Constraint, Constraint).ub.fset(self, value) if self.problem is not None: self.problem._glpk_set_row_bounds(self) @interface.OptimizationExpression.name.setter def name(self, value): _glpk_validate_id(value) old_name = getattr(self, 'name', None) super(Constraint, Constraint).name.fset(self, value) self._name = value if self.problem is not None: glp_set_row_name(self.problem.problem, glp_find_row(self.problem.problem, old_name), str(value)) @property def problem(self): return self._problem @problem.setter def problem(self, value): if value is None: # Update expression from solver instance one last time self._get_expression() self._problem = None else: self._problem = value @property def _index(self): try: i = glp_find_row(self.problem.problem, str(self.name)) if i != 0: return i else: raise IndexError( "Could not determine row index for variable %s" % self) except Exception: # TODO Change to specific exception type return None @property def primal(self): if self.problem is not None: if self.problem._glpk_is_mip(): primal_from_solver = glp_mip_row_val(self.problem.problem, self._index) else: primal_from_solver = glp_get_row_prim(self.problem.problem, self._index) # return self._round_primal_to_bounds(primal_from_solver) # Test assertions fail return primal_from_solver else: return None @property def dual(self): if self.problem is not None: if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") return glp_get_row_dual(self.problem.problem, self._index) else: return None def __iadd__(self, other): if self.problem is not None: problem_reference = self.problem self.problem._remove_constraint(self) super(Constraint, self).__iadd__(other) problem_reference._add_constraint(self, sloppy=False) else: super(Constraint, self).__iadd__(other) return self def set_linear_coefficients(self, coefficients): if self.problem is not None: problem = self.problem.problem self.problem.update() num_cols = glp_get_num_cols(problem) ia = intArray(num_cols + 1) va = doubleArray(num_cols + 1) num_rows = glp_get_mat_row(self.problem.problem, self._index, ia, va) variables_and_coefficients = {var.name: coeff for var, coeff in six.iteritems(coefficients)} final_variables_and_coefficients = { glp_get_col_name(problem, ia[i]): va[i] for i in range(1, num_rows + 1) } final_variables_and_coefficients.update(variables_and_coefficients) ia = intArray(num_cols + 1) va = doubleArray(num_cols + 1) for i, (name, coeff) in enumerate(six.iteritems(final_variables_and_coefficients)): ia[i + 1] = self.problem._variables[name]._index va[i + 1] = float(coeff) glp_set_mat_row(problem, self._index, len(final_variables_and_coefficients), ia, va) else: raise Exception("Can't change coefficients if constraint is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() num_cols = glp_get_num_cols(self.problem.problem) ia = intArray(num_cols + 1) da = doubleArray(num_cols + 1) nnz = glp_get_mat_row(self.problem.problem, self._index, ia, da) coefs = dict.fromkeys(variables, 0.0) coefs.update({ self.problem._variables[ia[i + 1] - 1]: da[i + 1] for i in range(nnz) if self.problem._variables[ia[i + 1] - 1] in variables}) return coefs else: raise Exception("Can't get coefficients from solver if constraint is not in a model") @six.add_metaclass(inheritdocstring) class Objective(interface.Objective): def __init__(self, expression, sloppy=False, **kwargs): if len(kwargs.get("name", "")) > 256: raise ValueError("GLPK does not support ID's longer than 256 characters") super(Objective, self).__init__(expression, sloppy=sloppy, **kwargs) self._expression_expired = False if not (sloppy or self.is_Linear): raise ValueError( "GLPK only supports linear objectives. %s is not linear." % self) def _get_expression(self): if self.problem is not None and self._expression_expired: variables = self.problem._variables def term_generator(): for index in range(1, glp_get_num_cols(self.problem.problem) + 1): coeff = glp_get_obj_coef(self.problem.problem, index) if coeff != 0.: yield (symbolics.Real(coeff), variables[index - 1]) expression = symbolics.add([symbolics.mul(term) for term in term_generator()]) self._expression = expression + getattr(self.problem, "_objective_offset", 0) self._expression_expired = False return self._expression @property def value(self): if getattr(self, 'problem', None) is not None: offset = getattr(self.problem, '_objective_offset', 0) if self.problem._glpk_is_mip(): return glp_mip_obj_val(self.problem.problem) + offset else: return glp_get_obj_val(self.problem.problem) + offset else: return None @interface.Objective.direction.setter def direction(self, value): if getattr(self, 'problem', None) is not None: glp_set_obj_dir(self.problem.problem, {'min': GLP_MIN, 'max': GLP_MAX}[value]) super(Objective, Objective).direction.__set__(self, value) def __iadd__(self, other): self.problem = None super(Objective, self).__iadd__(other) if self.problem is not None: self.problem.objective = self return self def __imul__(self, other): self.problem = None super(Objective, self).__imul__(other) if self.problem is not None: self.problem.objective = self return self def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() for variable, coefficient in coefficients.items(): glp_set_obj_coef(self.problem.problem, variable._index, float(coefficient)) self._expression_expired = True else: raise Exception("Can't change coefficients if objective is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() return {var: glp_get_obj_coef(self.problem.problem, var._index) for var in variables} else: raise Exception("Can't get coefficients from solver if objective is not in a model") @six.add_metaclass(inheritdocstring) class Configuration(interface.MathematicalProgrammingConfiguration): def __init__(self, presolve="auto", verbosity=0, timeout=None, *args, **kwargs): super(Configuration, self).__init__(*args, **kwargs) self._smcp = glp_smcp() self._iocp = glp_iocp() glp_init_smcp(self._smcp) glp_init_iocp(self._iocp) self._max_time = min(self._smcp.tm_lim, self._iocp.tm_lim) self.presolve = presolve self.verbosity = verbosity self.timeout = timeout if "tolerances" in kwargs: for key, val in six.iteritems(kwargs["tolerances"]): try: setattr(self.tolerances, key, val) except AttributeError: pass def __getstate__(self): return {'presolve': self.presolve, 'verbosity': self.verbosity, 'timeout': self.timeout, 'tolerances': {"feasibility": self.tolerances.feasibility} } def __setstate__(self, state): self.__init__() for key, val in six.iteritems(state): if key != "tolerances": setattr(self, key, val) for key, val in six.iteritems(state["tolerances"]): if key in self._tolerance_functions(): setattr(self.tolerances, key, val) def _set_presolve(self, value): self._smcp.presolve = {False: GLP_OFF, True: GLP_ON, "auto": GLP_OFF}[value] self._iocp.presolve = {False: GLP_OFF, True: GLP_ON, "auto": GLP_ON}[value] def _set_verbosity(self, value): if value == 0: glp_term_out(GLP_OFF) self._smcp.msg_lev = GLP_MSG_OFF self._iocp.msg_lev = GLP_MSG_OFF elif value == 1: glp_term_out(GLP_OFF) self._smcp.msg_lev = GLP_MSG_ERR self._iocp.msg_lev = GLP_MSG_ERR elif value == 2: glp_term_out(GLP_OFF) self._smcp.msg_lev = GLP_MSG_ON self._iocp.msg_lev = GLP_MSG_ON elif value == 3: glp_term_out(GLP_ON) self._smcp.msg_lev = GLP_MSG_ALL self._iocp.msg_lev = GLP_MSG_ALL else: raise ValueError( "%s is not a valid verbosity level ranging between 0 and 3." % value ) def _set_timeout(self, value): if value is None: self._smcp.tm_lim = self._max_time self._iocp.tm_lim = self._max_time else: self._smcp.tm_lim = value * 1000 # milliseconds to seconds self._iocp.tm_lim = value * 1000 def _get_feasibility(self): return getattr(self._smcp, "tol_bnd") def _set_feasibility(self, value): return setattr(self._smcp, "tol_bnd", value) def _get_integrality(self): return getattr(self._iocp, "tol_int") def _set_integrality(self, value): return setattr(self._iocp, "tol_int", value) def _tolerance_functions(self): return { "feasibility": (self._get_feasibility, self._set_feasibility), "integrality": (self._get_integrality, self._set_integrality) } @property def presolve(self): return self._presolve @presolve.setter def presolve(self, value): self._set_presolve(value) self._presolve = value @property def verbosity(self): return self._verbosity @verbosity.setter def verbosity(self, value): self._set_verbosity(value) self._verbosity = value @property def timeout(self): return self._timeout @timeout.setter def timeout(self, value): self._set_timeout(value) self._timeout = value @six.add_metaclass(inheritdocstring) class Model(interface.Model): def _initialize_problem(self): self.problem = glp_create_prob() glp_create_index(self.problem) if self.name is not None: _glpk_validate_id(self.name) glp_set_prob_name(self.problem, str(self.name)) def _initialize_model_from_problem(self, problem): try: self.problem = problem glp_create_index(self.problem) except TypeError: raise TypeError("Provided problem is not a valid GLPK model.") row_num = glp_get_num_rows(self.problem) col_num = glp_get_num_cols(self.problem) for i in range(1, col_num + 1): var = Variable( glp_get_col_name(self.problem, i), lb=glp_get_col_lb(self.problem, i), ub=glp_get_col_ub(self.problem, i), problem=self, type=_GLPK_VTYPE_TO_VTYPE[ glp_get_col_kind(self.problem, i)] ) # This avoids adding the variable to the glpk problem super(Model, self)._add_variables([var]) variables = self.variables for j in range(1, row_num + 1): ia = intArray(col_num + 1) da = doubleArray(col_num + 1) nnz = glp_get_mat_row(self.problem, j, ia, da) constraint_variables = [variables[ia[i] - 1] for i in range(1, nnz + 1)] # Since constraint expressions are lazily retrieved from the solver they don't have to be built here # lhs = _unevaluated_Add(*[da[i] * constraint_variables[i - 1] # for i in range(1, nnz + 1)]) lhs = 0 glpk_row_type = glp_get_row_type(self.problem, j) if glpk_row_type == GLP_FX: row_lb = glp_get_row_lb(self.problem, j) row_ub = row_lb elif glpk_row_type == GLP_LO: row_lb = glp_get_row_lb(self.problem, j) row_ub = None elif glpk_row_type == GLP_UP: row_lb = None row_ub = glp_get_row_ub(self.problem, j) elif glpk_row_type == GLP_DB: row_lb = glp_get_row_lb(self.problem, j) row_ub = glp_get_row_ub(self.problem, j) elif glpk_row_type == GLP_FR: row_lb = None row_ub = None else: raise Exception( "Currently, optlang does not support glpk row type %s" % str(glpk_row_type) ) log.exception() if isinstance(lhs, int): lhs = symbolics.Integer(lhs) elif isinstance(lhs, float): lhs = symbolics.Real(lhs) constraint_id = glp_get_row_name(self.problem, j) for variable in constraint_variables: try: self._variables_to_constraints_mapping[variable.name].add(constraint_id) except KeyError: self._variables_to_constraints_mapping[variable.name] = set([constraint_id]) super(Model, self)._add_constraints( [Constraint(lhs, lb=row_lb, ub=row_ub, name=constraint_id, problem=self, sloppy=True)], sloppy=True ) term_generator = ( (glp_get_obj_coef(self.problem, index), variables[index - 1]) for index in range(1, glp_get_num_cols(problem) + 1) ) self._objective = Objective( symbolics.add( [symbolics.mul((symbolics.Real(term[0]), term[1])) for term in term_generator if term[0] != 0.] ), problem=self, direction={GLP_MIN: 'min', GLP_MAX: 'max'}[glp_get_obj_dir(self.problem)]) @classmethod def from_lp(cls, lp_form): problem = glp_create_prob() with TemporaryFilename(suffix=".lp", content=lp_form) as tmp_file_name: glp_read_lp(problem, None, tmp_file_name) model = cls(problem=problem) return model def __getstate__(self): glpk_repr = self._glpk_representation() repr_dict = {'glpk_repr': glpk_repr, 'glpk_status': self.status, 'config': self.configuration} return repr_dict def __setstate__(self, repr_dict): with TemporaryFilename(suffix=".glpk", content=repr_dict["glpk_repr"]) as tmp_file_name: problem = glp_create_prob() code = glp_read_prob(problem, 0, tmp_file_name) if code != 0: with open(tmp_file_name) as tmp_file: invalid_problem = tmp_file.read() raise Exception("The GLPK file " + tmp_file_name + " does not seem to contain a valid GLPK problem:\n\n" + invalid_problem) self.__init__(problem=problem) self.configuration = Configuration.clone(repr_dict['config'], problem=self) if repr_dict['glpk_status'] == 'optimal': self.optimize() # since the start is an optimal solution, nothing will happen here # def __del__(self): # To make sure that the glpk problem is deleted when this is garbage collected # Gotcha: When objects with a __del__ method are part of a referencing cycle, the entire # cycle is never automatically garbage collected # glp_delete_prob(self.problem) @property def objective(self): return self._objective @objective.setter def objective(self, value): value.problem = None if self._objective is not None: variables = self.objective.variables for variable in variables: if variable._index is not None: glp_set_obj_coef(self.problem, variable._index, 0.) super(Model, self.__class__).objective.fset(self, value) self.update() offset, coef_dict, _ = parse_optimization_expression(value, linear=True) self._objective_offset = offset for var, coef in coef_dict.items(): glp_set_obj_coef(self.problem, var._index, float(coef)) glp_set_obj_dir( self.problem, {'min': GLP_MIN, 'max': GLP_MAX}[self._objective.direction] ) value.problem = self def _get_primal_values(self): return get_col_primals(self.problem) def _get_reduced_costs(self): if self.is_integer: raise ValueError("Dual values are not well-defined for integer problems") return get_col_duals(self.problem) def _get_constraint_values(self): return get_row_primals(self.problem) def _get_shadow_prices(self): if self.is_integer: raise ValueError("Dual values are not well-defined for integer problems") return get_row_duals(self.problem) def to_lp(self): self.update() with TemporaryFilename(suffix=".lp") as tmp_file_name: code = glp_write_lp(self.problem, None, tmp_file_name) if code != 0: raise Exception("GLPK could not successfully create the LP.") with open(tmp_file_name) as tmp_file: lp_form = tmp_file.read() return lp_form def _glpk_representation(self): self.update() with TemporaryFilename(suffix=".glpk") as tmp_file_name: code = glp_write_prob(self.problem, 0, tmp_file_name) if code != 0: raise Exception("GLPK could not successfully create the GLPK file.") with open(tmp_file_name, "r") as tmp_file: glpk_form = tmp_file.read() return glpk_form def _run_glp_simplex(self): return_value = glp_simplex(self.problem, self.configuration._smcp) glpk_status = glp_get_status(self.problem) if return_value == 0: status = _GLPK_STATUS_TO_STATUS[glpk_status] elif return_value == GLP_ETMLIM: status = interface.TIME_LIMIT else: status = _GLPK_STATUS_TO_STATUS[glpk_status] if status == interface.UNDEFINED: log.debug("Status undefined. GLPK status code returned by glp_simplex was %d" % return_value) return status def _run_glp_mip(self): return_value = glp_intopt(self.problem, self.configuration._iocp) glpk_status = glp_mip_status(self.problem) if return_value == 0: status = _GLPK_STATUS_TO_STATUS[glpk_status] elif return_value == GLP_ETMLIM: status = interface.TIME_LIMIT else: status = _GLPK_STATUS_TO_STATUS[glpk_status] if status == interface.UNDEFINED: log.debug("Status undefined. GLPK status code returned by glp_intopt was %d" % return_value) return status def _optimize(self): glp_scale_prob(self.problem, GLP_SF_AUTO) status = self._run_glp_simplex() # Sometimes GLPK gets itself stuck with an invalid basis. This will help it get rid of it. if status == interface.UNDEFINED and self.configuration.presolve is not True: glp_adv_basis(self.problem, 0) status = self._run_glp_simplex() if status == interface.UNDEFINED and self.configuration.presolve is True: # If presolve is on, status will be undefined if not optimal self.configuration.presolve = False status = self._run_glp_simplex() self.configuration.presolve = True if self._glpk_is_mip(): status = self._run_glp_mip() if status == 'undefined' or status == 'infeasible': # Let's see if the presolver and some scaling can fix this issue original_presolve_setting = self.configuration.presolve self.configuration.presolve = True status = self._run_glp_mip() self.configuration.presolve = original_presolve_setting return status def _add_variables(self, variables): for variable in variables: glp_add_cols(self.problem, 1) index = glp_get_num_cols(self.problem) glp_set_col_name(self.problem, index, str(variable.name)) variable.problem = self self._glpk_set_col_bounds(variable) glp_set_col_kind(self.problem, variable._index, _VTYPE_TO_GLPK_VTYPE[variable.type]) super(Model, self)._add_variables(variables) def _remove_variables(self, variables): if len(variables) > 0: if len(variables) > 350: delete_indices = [variable._index - 1 for variable in variables] keep_indices = [i for i in range(0, len(self._variables)) if i not in delete_indices] self._variables = self._variables.fromkeys(keep_indices) else: for variable in variables: del self._variables[variable.name] num = intArray(len(variables) + 1) for i, variable in enumerate(variables): num[i + 1] = variable._index glp_del_cols(self.problem, len(variables), num) for variable in variables: del self._variables_to_constraints_mapping[variable.name] variable.problem = None def _add_constraints(self, constraints, sloppy=False): super(Model, self)._add_constraints(constraints, sloppy=sloppy) for constraint in constraints: constraint._problem = None # This needs to be done in order to not trigger constraint._get_expression() glp_add_rows(self.problem, 1) index = glp_get_num_rows(self.problem) glp_set_row_name(self.problem, index, str(constraint.name)) num_cols = glp_get_num_cols(self.problem) index_array = intArray(num_cols + 1) value_array = doubleArray(num_cols + 1) num_vars = 0 # constraint.variables is too expensive for large problems offset, coef_dict, _ = parse_optimization_expression(constraint, linear=True) num_vars = len(coef_dict) for i, (var, coef) in enumerate(coef_dict.items()): index_array[i + 1] = var._index value_array[i + 1] = float(coef) glp_set_mat_row(self.problem, index, num_vars, index_array, value_array) constraint._problem = self self._glpk_set_row_bounds(constraint) def _glpk_set_col_bounds(self, variable): if variable.lb is None and variable.ub is None: # 0.'s are ignored glp_set_col_bnds(self.problem, variable._index, GLP_FR, 0., 0.) elif variable.lb is None: # 0. is ignored glp_set_col_bnds(self.problem, variable._index, GLP_UP, 0., float(variable.ub)) elif variable.ub is None: # 0. is ignored glp_set_col_bnds(self.problem, variable._index, GLP_LO, float(variable.lb), 0.) elif variable.lb == variable.ub: glp_set_col_bnds(self.problem, variable._index, GLP_FX, float(variable.lb), float(variable.lb)) elif variable.lb < variable.ub: glp_set_col_bnds(self.problem, variable._index, GLP_DB, float(variable.lb), float(variable.ub)) elif variable.lb > variable.ub: raise ValueError( "Lower bound %f is larger than upper bound %f in variable %s" % (variable.lb, variable.ub, variable)) else: raise Exception( "Something is wrong with the provided bounds %f and %f in variable %s" % (variable.lb, variable.ub, variable)) def _glpk_is_mip(self): return glp_get_num_int(self.problem) > 0 @property def is_integer(self): return self._glpk_is_mip() def _glpk_set_row_bounds(self, constraint): if constraint.lb is None and constraint.ub is None: # 0.'s are ignored glp_set_row_bnds(self.problem, constraint._index, GLP_FR, 0., 0.) elif constraint.lb is None: # 0. is ignored glp_set_row_bnds(self.problem, constraint._index, GLP_UP, 0., float(constraint.ub)) elif constraint.ub is None: # 0. is ignored glp_set_row_bnds(self.problem, constraint._index, GLP_LO, float(constraint.lb), 0.) elif constraint.lb == constraint.ub: glp_set_row_bnds(self.problem, constraint._index, GLP_FX, float(constraint.lb), float(constraint.lb)) elif constraint.lb < constraint.ub: glp_set_row_bnds(self.problem, constraint._index, GLP_DB, float(constraint.lb), float(constraint.ub)) elif constraint.lb > constraint.ub: raise ValueError( "Lower bound %f is larger than upper bound %f in constraint %s" % (constraint.lb, constraint.ub, constraint)) else: raise Exception( "Something is wrong with the provided bounds %f and %f in constraint %s" % (constraint.lb, constraint.ub, constraint)) def _remove_constraints(self, constraints): if len(constraints) > 0: constraint_indices = [constraint._index for constraint in constraints] super(Model, self)._remove_constraints(constraints) num = intArray(len(constraints) + 1) for i, constraint_index in enumerate(constraint_indices): num[i + 1] = constraint_index glp_del_rows(self.problem, len(constraints), num) if __name__ == '__main__': import pickle x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0) c1 = Constraint(x1 + x2 + x3, lb=-100, ub=100, name='c1') c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600, name='c2') c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300, name='c3') obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) for var_name, var in model.variables.items(): print(var_name, "=", var.primal) print(model) problem = glp_create_prob() glp_read_lp(problem, None, "tests/data/model.lp") solver = Model(problem=problem) print(solver.optimize()) print(solver.objective) import time t1 = time.time() print("pickling") pickle_string = pickle.dumps(solver) resurrected_solver = pickle.loads(pickle_string) t2 = time.time() print("Execution time: %s" % (t2 - t1)) resurrected_solver.optimize() print("Halelujah!", resurrected_solver.objective.value) optlang-1.8.1/src/optlang/gurobi_interface.py000066400000000000000000000747631451753105500213300ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Solver interface for the Gurobi (MI)LP/QP solver. To use this interface, install the gurobi solver and the bundled python interface and make sure that 'import gurobipy' runs without error. """ import logging log = logging.getLogger(__name__) import os import six from optlang import interface from optlang.util import inheritdocstring, TemporaryFilename from optlang.expression_parsing import parse_optimization_expression from optlang import symbolics import gurobipy try: version = gurobipy.gurobi.version() if version[:2] < (9, 5): raise RuntimeError() except Exception: raise RuntimeError( "This version of optlang requires a Gurobi version of 9.5 or above.") _GUROBI_STATUS_TO_STATUS = { gurobipy.GRB.LOADED: interface.LOADED, gurobipy.GRB.OPTIMAL: interface.OPTIMAL, gurobipy.GRB.INFEASIBLE: interface.INFEASIBLE, gurobipy.GRB.INF_OR_UNBD: interface.INFEASIBLE_OR_UNBOUNDED, gurobipy.GRB.UNBOUNDED: interface.UNBOUNDED, gurobipy.GRB.CUTOFF: interface.CUTOFF, gurobipy.GRB.ITERATION_LIMIT: interface.ITERATION_LIMIT, gurobipy.GRB.NODE_LIMIT: interface.NODE_LIMIT, gurobipy.GRB.TIME_LIMIT: interface.TIME_LIMIT, gurobipy.GRB.SOLUTION_LIMIT: interface.SOLUTION_LIMIT, gurobipy.GRB.INTERRUPTED: interface.INTERRUPTED, gurobipy.GRB.NUMERIC: interface.NUMERIC, gurobipy.GRB.SUBOPTIMAL: interface.SUBOPTIMAL, gurobipy.GRB.INPROGRESS: interface.INPROGRESS } _LP_METHODS = {"auto": -1, "primal": 0, "dual": 1, "barrier": 2, "concurrent": 3, "deterministic_concurrent": 4} _REVERSE_LP_METHODS = {v: k for k, v in _LP_METHODS.items()} _QP_METHODS = {"auto": -1, "primal": 0, "dual": 1, "barrier": 2} _REVERSE_QP_METHODS = {v: k for k, v in _QP_METHODS.items()} _VTYPE_TO_GUROBI_VTYPE = {'continuous': gurobipy.GRB.CONTINUOUS, 'integer': gurobipy.GRB.INTEGER, 'binary': gurobipy.GRB.BINARY} _GUROBI_VTYPE_TO_VTYPE = dict((val, key) for key, val in _VTYPE_TO_GUROBI_VTYPE.items()) def _constraint_lb_and_ub_to_gurobi_sense_rhs_and_range_value(lb, ub): """Helper function used by Constraint and Model""" if lb is None and ub is None: raise Exception("Free constraint ...") elif lb is None: sense = '<' rhs = float(ub) range_value = 0. elif ub is None: sense = '>' rhs = float(lb) range_value = 0. elif lb == ub: sense = '=' rhs = float(lb) range_value = 0. elif lb > ub: raise ValueError("Lower bound is larger than upper bound.") else: sense = '=' rhs = float(lb) range_value = float(ub - lb) return sense, rhs, range_value @six.add_metaclass(inheritdocstring) class Variable(interface.Variable): def __init__(self, name, *args, **kwargs): super(Variable, self).__init__(name, **kwargs) @property def _internal_variable(self): if getattr(self, 'problem', None) is not None: return self.problem.problem.getVarByName(self.name) else: return None def _set_variable_bounds_on_problem(self, var_lb, var_ub): lb = [ (var.name, -gurobipy.GRB.INFINITY) if val is None else (var.name, val) for var, val in var_lb ] if len(lb) > 0: self.problem.variables.set_lower_bounds(lb) ub = [ (var.name, gurobipy.GRB.INFINITY) if val is None else (var.name, val) for var, val in var_ub ] if len(ub) > 0: self.problem.variables.set_upper_bounds(ub) @interface.Variable.lb.setter def lb(self, value): super(Variable, self.__class__).lb.fset(self, value) if value is None: value = -gurobipy.GRB.INFINITY if self.problem: self._internal_variable.setAttr('LB', value) self.problem.problem.update() @interface.Variable.ub.setter def ub(self, value): super(Variable, self.__class__).ub.fset(self, value) if value is None: value = gurobipy.GRB.INFINITY if self.problem: self._internal_variable.setAttr('UB', value) self.problem.problem.update() def set_bounds(self, lb, ub): super(Variable, self).set_bounds(lb, ub) if self.problem: if lb is None: lb = -gurobipy.GRB.INFINITY if ub is None: ub = gurobipy.GRB.INFINITY var = self._internal_variable var.setAttr("LB", lb) var.setAttr("UB", ub) @interface.Variable.type.setter def type(self, value): super(Variable, Variable).type.fset(self, value) if self.problem: return self._internal_variable.setAttr('VType', _VTYPE_TO_GUROBI_VTYPE[value]) def _get_primal(self): return self._internal_variable.getAttr('X') @property def dual(self): if self.problem: if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") return self._internal_variable.getAttr('RC') else: return None @interface.Variable.name.setter def name(self, value): internal_var = self._internal_variable super(Variable, Variable).name.fset(self, value) if internal_var is not None: internal_var.setAttr('VarName', value) self.problem.problem.update() @six.add_metaclass(inheritdocstring) class Constraint(interface.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = False def __init__(self, expression, *args, **kwargs): super(Constraint, self).__init__(expression, *args, **kwargs) def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() grb_constraint = self.problem.problem.getConstrByName(self.name) for var, coeff in six.iteritems(coefficients): self.problem.problem.chgCoeff(grb_constraint, self.problem.problem.getVarByName(var.name), float(coeff)) self.problem.update() else: raise Exception("Can't change coefficients if constraint is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() grb_constraint = self.problem.problem.getConstrByName(self.name) return {v: self.problem.problem.getCoeff(grb_constraint, v._internal_variable) for v in variables} else: raise Exception("Can't get coefficients from solver if constraint is not in a model") @property def _internal_constraint(self): if self.problem is not None: return self.problem.problem.getConstrByName(self.name) def _get_expression(self): if self.problem is not None: gurobi_problem = self.problem.problem gurobi_constraint = self._internal_constraint row = gurobi_problem.getRow(gurobi_constraint) terms = [] for i in range(row.size()): internal_var_name = row.getVar(i).VarName if internal_var_name == self.name + '_aux': continue variable = self.problem._variables[internal_var_name] coeff = symbolics.Real(row.getCoeff(i)) terms.append(symbolics.mul((coeff, variable))) self._expression = symbolics.add(terms) return self._expression def __str__(self): if self.problem is not None: self.problem.problem.update() return super(Constraint, self).__str__() @property def problem(self): return self._problem @problem.setter def problem(self, value): if value is None: # Update expression from solver instance one last time self._get_expression() self._problem = None else: self._problem = value @property def primal(self): if self.problem is not None: aux_var = self.problem.problem.getVarByName(self._internal_constraint.getAttr('ConstrName') + '_aux') if aux_var is not None: aux_val = aux_var.X else: aux_val = 0 return (self._internal_constraint.RHS - self._internal_constraint.Slack + aux_val) # return self._round_primal_to_bounds(primal_from_solver) # Test assertions fail # return primal_from_solver else: return None @property def dual(self): if self.problem is not None: if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") return self._internal_constraint.Pi else: return None @interface.Constraint.name.setter def name(self, value): internal_const = self._internal_constraint super(Constraint, Constraint).name.fset(self, value) if internal_const is not None: internal_const.setAttr('ConstrName', value) self.problem.problem.update() def _set_constraint_bounds(self, sense, rhs, range_value): gurobi_constraint = self.problem.problem.getConstrByName(self.name) gurobi_constraint.setAttr('Sense', sense) gurobi_constraint.setAttr('RHS', rhs) aux_var = self.problem.problem.getVarByName(gurobi_constraint.getAttr('ConstrName') + '_aux') if range_value == 0.: if aux_var is not None: aux_var.setAttr("UB", 0) if range_value != 0: if aux_var is None: aux_var = self.problem.problem.addVar(name=gurobi_constraint.getAttr('ConstrName') + '_aux', lb=0, ub=range_value) row = self.problem.problem.getRow(gurobi_constraint) updated_row = row - aux_var self.problem.problem.remove(gurobi_constraint) self.problem.problem.update() self.problem.problem.addConstr(updated_row, sense, rhs, self.name) aux_var.setAttr("UB", range_value) self.problem.update() @interface.Constraint.lb.setter def lb(self, value): super(Constraint, Constraint).lb.fset(self, value) if getattr(self, 'problem', None) is not None: if value is not None and self.ub is not None and value > self.ub: raise ValueError( "Lower bound %f is larger than upper bound %f in constraint %s" % (value, self.ub, self) ) sense, rhs, range_value = _constraint_lb_and_ub_to_gurobi_sense_rhs_and_range_value(value, self.ub) self._set_constraint_bounds(sense, rhs, range_value) @interface.Constraint.ub.setter def ub(self, value): super(Constraint, Constraint).ub.fset(self, value) if getattr(self, 'problem', None) is not None: if value is not None and self.lb is not None and value < self.lb: raise ValueError( "Upper bound %f is less than lower bound %f in constraint %s" % (value, self.lb, self) ) sense, rhs, range_value = _constraint_lb_and_ub_to_gurobi_sense_rhs_and_range_value(self.lb, value) self._set_constraint_bounds(sense, rhs, range_value) def __iadd__(self, other): if self.problem is not None: problem_reference = self.problem self.problem._remove_constraint(self) super(Constraint, self).__iadd__(other) problem_reference._add_constraint(self, sloppy=False) else: super(Constraint, self).__iadd__(other) return self @six.add_metaclass(inheritdocstring) class Objective(interface.Objective): def __init__(self, expression, sloppy=False, *args, **kwargs): super(Objective, self).__init__(expression, *args, sloppy=sloppy, **kwargs) self._expression_expired = False if not (sloppy or self.is_Linear or self.is_Quadratic): raise ValueError("The given objective is invalid. Must be linear or quadratic.") @property def value(self): if getattr(self, "problem", None) is not None: gurobi_problem = self.problem.problem try: return gurobi_problem.getAttr("ObjVal") + getattr(self.problem, "_objective_offset", 0) except (gurobipy.GurobiError, AttributeError): # TODO: let this check the actual error message return None else: return None @interface.Objective.direction.setter def direction(self, value): super(Objective, Objective).direction.__set__(self, value) if getattr(self, 'problem', None) is not None: self.problem.problem.setAttr('ModelSense', {'min': 1, 'max': -1}[value]) def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() for var, coeff in coefficients.items(): var._internal_variable.setAttr("Obj", coeff) self._expression_expired = True self.problem.update() else: raise Exception("Can't change coefficients if objective is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() obj = self.problem.problem.getObjective() coefs = {obj.getVar(i).getAttr("varName"): obj.getCoeff(i) for i in range(obj.size())} return {v: coefs.get(v.name, 0) for v in variables} else: raise("Can't get coefficients from solver if objective is not in a model") def _get_expression(self): if self.problem is not None and self._expression_expired and len(self.problem._variables) > 0: grb_obj = self.problem.problem.getObjective() variables = self.problem._variables if self.problem.problem.IsQP: quadratic_expression = symbolics.add( [symbolics.Real(grb_obj.getCoeff(i)) * variables[grb_obj.getVar1(i).VarName] * variables[grb_obj.getVar2(i).VarName] for i in range(grb_obj.size())]) linear_objective = grb_obj.getLinExpr() else: quadratic_expression = symbolics.Real(0.0) linear_objective = grb_obj linear_expression = symbolics.add( [symbolics.Real(linear_objective.getCoeff(i)) * variables[linear_objective.getVar(i).VarName] for i in range(linear_objective.size())] ) self._expression = (linear_expression + quadratic_expression + getattr(self.problem, "_objective_offset", 0)) self._expression_expired = False return self._expression @six.add_metaclass(inheritdocstring) class Configuration(interface.MathematicalProgrammingConfiguration): def __init__(self, lp_method='primal', qp_method='primal', presolve=False, verbosity=0, timeout=None, *args, **kwargs): super(Configuration, self).__init__(*args, **kwargs) self.verbosity = verbosity self.lp_method = lp_method self.qp_method = qp_method self.presolve = presolve self.timeout = timeout if "tolerances" in kwargs: for key, val in six.iteritems(kwargs["tolerances"]): try: setattr(self.tolerances, key, val) except AttributeError: pass @property def lp_method(self): return _REVERSE_LP_METHODS[self.problem.problem.params.Method] @lp_method.setter def lp_method(self, value): if value not in _LP_METHODS: raise ValueError("Invalid LP method. Please choose among: " + str(list(_LP_METHODS))) if getattr(self, "problem", None) is not None: self.problem.problem.params.Method = _LP_METHODS[value] @property def qp_method(self): return _REVERSE_QP_METHODS[self.problem.problem.params.Method] @qp_method.setter def qp_method(self, value): if value not in _QP_METHODS: raise ValueError("Invalid LP method. Please choose among: " + str(list(_QP_METHODS))) if getattr(self, "problem", None) is not None: self.problem.problem.params.Method = _QP_METHODS[value] @property def presolve(self): return self._presolve @presolve.setter def presolve(self, value): if getattr(self, "problem", None) is not None: if value is True: self.problem.problem.params.Presolve = 2 elif value is False: self.problem.problem.params.Presolve = 0 else: self.problem.problem.params.Presolve = -1 self._presolve = value @property def verbosity(self): return self._verbosity @verbosity.setter def verbosity(self, value): if self.problem is not None: if value == 0: self.problem.problem.params.OutputFlag = 0 elif 0 < value <= 3: self.problem.problem.params.OutputFlag = 1 self._verbosity = value @property def timeout(self): return self._timeout @timeout.setter def timeout(self, value): if self.problem is not None: if value is None: self.problem.problem.params.TimeLimit = gurobipy.GRB.INFINITY else: self.problem.problem.params.TimeLimit = value self._timeout = value def __getstate__(self): return { "presolve": self.presolve, "timeout": self.timeout, "verbosity": self.verbosity, "lp_method": self.lp_method, "qp_method": self.qp_method, "tolerances": { "feasibility": self.tolerances.feasibility, "optimality": self.tolerances.optimality, "integrality": self.tolerances.integrality, }, } def __setstate__(self, state): for key, val in six.iteritems(state): if key != "tolerances": setattr(self, key, val) for key, val in six.iteritems(state["tolerances"]): if key in self._tolerance_functions(): setattr(self.tolerances, key, val) def _get_feasibility(self): return getattr(self.problem.problem.params, "FeasibilityTol") def _set_feasibility(self, value): return setattr(self.problem.problem.params, "FeasibilityTol", value) def _get_optimality(self): return getattr(self.problem.problem.params, "OptimalityTol") def _set_optimality(self, value): return setattr(self.problem.problem.params, "OptimalityTol", value) def _get_integrality(self): return getattr(self.problem.problem.params, "IntFeasTol") def _set_integrality(self, value): return setattr(self.problem.problem.params, "IntFeasTol", value) def _tolerance_functions(self): return { "feasibility": (self._get_feasibility, self._set_feasibility), "optimality": (self._get_optimality, self._set_optimality), "integrality": (self._get_integrality, self._set_integrality) } class Model(interface.Model): def _initialize_problem(self): self.problem = gurobipy.Model() self.problem.params.OutputFlag = 0 if self.name is not None: self.problem.setAttr('ModelName', self.name) self.problem.update() def _initialize_model_from_problem(self, problem): if isinstance(problem, gurobipy.Model): self.problem = problem variables = [] for gurobi_variable in self.problem.getVars(): variables.append(Variable( gurobi_variable.getAttr("VarName"), lb=gurobi_variable.getAttr("lb"), ub=gurobi_variable.getAttr("ub"), problem=self, type=_GUROBI_VTYPE_TO_VTYPE[gurobi_variable.getAttr("vType")] )) super(Model, self)._add_variables(variables) constraints = [] for gurobi_constraint in self.problem.getConstrs(): sense = gurobi_constraint.Sense name = gurobi_constraint.getAttr("ConstrName") rhs = gurobi_constraint.RHS row = self.problem.getRow(gurobi_constraint) lhs = symbolics.add( [symbolics.Real(row.getCoeff(i)) * self.variables[row.getVar(i).VarName] for i in range(row.size())] ) if sense == '=': constraint = Constraint(lhs, name=name, lb=rhs, ub=rhs, problem=self) elif sense == '>': constraint = Constraint(lhs, name=name, lb=rhs, ub=None, problem=self) elif sense == '<': constraint = Constraint(lhs, name=name, lb=None, ub=rhs, problem=self) else: raise ValueError('{} is not a valid sense'.format(sense)) constraints.append(constraint) super(Model, self)._add_constraints(constraints, sloppy=True) gurobi_objective = self.problem.getObjective() if self.problem.IsQP: quadratic_expression = symbolics.add( [symbolics.Real(gurobi_objective.getCoeff(i)) * self.variables[gurobi_objective.getVar1(i).VarName] * self.variables[gurobi_objective.getVar2(i).VarName] for i in range(gurobi_objective.size())]) linear_objective = gurobi_objective.getLinExpr() else: quadratic_expression = symbolics.Real(0.0) linear_objective = gurobi_objective linear_expression = symbolics.add( [symbolics.Real(linear_objective.getCoeff(i)) * self.variables[linear_objective.getVar(i).VarName] for i in range(linear_objective.size())] ) self._objective = Objective( quadratic_expression + linear_expression, problem=self, direction={1: 'min', -1: 'max'}[self.problem.getAttr('ModelSense')] ) else: raise TypeError("Provided problem is not a valid Gurobi model.") @classmethod def from_lp(cls, lp_form): with TemporaryFilename(suffix=".lp", content=lp_form) as tmp_file_name: problem = gurobipy.read(tmp_file_name) model = cls(problem=problem) return model def __getstate__(self): self.update() with TemporaryFilename(suffix=".lp") as tmp_file_name: self.problem.write(tmp_file_name) with open(tmp_file_name) as tmp_file: lp_form = tmp_file.read() repr_dict = { 'lp': lp_form, 'status': self.status, 'config': self.configuration.__getstate__() } return repr_dict def __setstate__(self, repr_dict): with TemporaryFilename(suffix=".lp", content=repr_dict["lp"]) as tmp_file_name: problem = gurobipy.read(tmp_file_name) self.__init__(problem=problem) self.configuration = Configuration() self.configuration.problem = self self.configuration.__setstate__(repr_dict["config"]) def to_lp(self): self.problem.update() with TemporaryFilename(suffix=".lp") as tmp_file_name: self.problem.write(tmp_file_name) with open(tmp_file_name) as tmp_file: lp_form = tmp_file.read() return lp_form @property def objective(self): return self._objective @objective.setter def objective(self, value): super(Model, self.__class__).objective.fset(self, value) expression = self._objective._expression offset, linear_coefficients, quadratic_coefficients = parse_optimization_expression( value, quadratic=True, expression=expression ) # self.problem.setAttr("ObjCon", offset) # Does not seem to work self._objective_offset = offset grb_terms = [] for var, coef in linear_coefficients.items(): coef = float(coef) var = self.problem.getVarByName(var.name) grb_terms.append(coef * var) for key, coef in quadratic_coefficients.items(): coef = float(coef) if len(key) == 1: var = six.next(iter(key)) var = self.problem.getVarByName(var.name) grb_terms.append(coef * var * var) else: var1, var2 = key var1 = self.problem.getVarByName(var1.name) var2 = self.problem.getVarByName(var2.name) grb_terms.append(coef * var1 * var2) grb_expression = gurobipy.quicksum(grb_terms) self.problem.setObjective(grb_expression, {'min': gurobipy.GRB.MINIMIZE, 'max': gurobipy.GRB.MAXIMIZE}[value.direction]) value.problem = self def update(self): super(Model, self).update(callback=self.problem.update) def _optimize(self): if self.status != interface.OPTIMAL: self.problem.reset() self.problem.update() self.problem.optimize() status = _GUROBI_STATUS_TO_STATUS[self.problem.getAttr("Status")] return status def _add_variables(self, variables): super(Model, self)._add_variables(variables) for variable in variables: if variable.lb is None: lb = -gurobipy.GRB.INFINITY else: lb = variable.lb if variable.ub is None: ub = gurobipy.GRB.INFINITY else: ub = variable.ub self.problem.addVar( name=variable.name, lb=lb, ub=ub, vtype=_VTYPE_TO_GUROBI_VTYPE[variable.type] ) def _remove_variables(self, variables): # Not calling parent method to avoid expensive variable removal from sympy expressions self.objective._expression = self.objective.expression.xreplace({var: 0 for var in variables}) for variable in variables: internal_variable = variable._internal_variable del self._variables_to_constraints_mapping[variable.name] variable.problem = None del self._variables[variable.name] self.problem.remove(internal_variable) def _add_constraints(self, constraints, sloppy=False): super(Model, self)._add_constraints(constraints, sloppy=sloppy) for constraint in constraints: if constraint.lb is None and constraint.ub is None: raise ValueError("optlang does not support free constraints in the gurobi interface.") self.problem.update() constraint._problem = None if constraint.is_Linear: offset, coef_dict, _ = parse_optimization_expression(constraint, linear=True) lhs = gurobipy.quicksum([float(coef) * var._internal_variable for var, coef in coef_dict.items()]) sense, rhs, range_value = _constraint_lb_and_ub_to_gurobi_sense_rhs_and_range_value(constraint.lb, constraint.ub) if range_value != 0: aux_var = self.problem.addVar(name=constraint.name + '_aux', lb=0, ub=range_value) self.problem.update() lhs = lhs - aux_var self.problem.addConstr(lhs, sense, rhs, name=constraint.name) else: raise ValueError( "GUROBI currently only supports linear constraints. %s is not linear." % self) # self.problem.addQConstr(lhs, sense, rhs) constraint.problem = self self.problem.update() def _remove_constraints(self, constraints): self.problem.update() internal_constraints = [constraint._internal_constraint for constraint in constraints] super(Model, self)._remove_constraints(constraints) for internal_constraint in internal_constraints: self.problem.remove(internal_constraint) def _get_variables_names(self): """The names of model variables. Returns ------- list """ return self.problem.VarName def _get_constraint_names(self): """The names of model constraints. Returns ------- list """ return self.problem.ConstrName def _get_primal_values(self): """The primal values of model variables. Returns ------- list """ return self.problem.X def _get_reduced_costs(self): """The reduced costs/dual values of all variables. Returns ------- list """ if self.is_integer: raise ValueError( "Reduced costs are not well defined for integer problems.") return self.problem.RC def _get_shadow_prices(self): """The shadow prices of model (dual values of all constraints). Returns ------- collections.OrderedDict """ if self.is_integer: raise ValueError( "Shadow prices are not well defined for integer problems.") return self.problem.Pi @property def is_integer(self): self.problem.update() return self.problem.NumIntVars > 0 if __name__ == '__main__': x = Variable('x', lb=0, ub=10) y = Variable('y', lb=0, ub=10) z = Variable('z', lb=-100, ub=99.) constr = Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') solver = Model(problem=gurobipy.read("tests/data/model.lp")) solver.add(z) solver.add(constr) print(solver) print(solver.optimize()) print(solver.status) optlang-1.8.1/src/optlang/hybrid_interface.py000066400000000000000000000244711451753105500213110ustar00rootroot00000000000000# Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Hybrid solver interface combining HIGHS and OSQP for a large-scale LP/QP/MIP solver. This uses the template from the :mod:`matrix_interface` to have a lean internal representation that allows the crossover between the solvers.. To use this interface, install the OSQP and HIGHS solvers and the bundled python interface. Make sure that `import osqp` and `import highspy` runs without error. """ import logging import numpy as np import optlang.matrix_interface as mi from optlang import interface from optlang.exceptions import SolverError log = logging.getLogger(__name__) try: import highspy as hs except ImportError: raise ImportError("The hybrid interface requires HIGHS and highspy!") try: import osqp as osqp except ImportError: try: import cuosqp as osqp log.warning( "cuOSQP is still experimental and may not work for all problems. " "It may not converge as fast as the normal osqp package or not " "converge at all." ) except ImportError: raise ImportError("The osqp_interface requires osqp or cuosqp!") _STATUS_MAP = { "interrupted by user": interface.ABORTED, "run time limit reached": interface.TIME_LIMIT, "feasible": interface.FEASIBLE, "primal infeasible": interface.INFEASIBLE, "dual infeasible": interface.INFEASIBLE, "primal infeasible inaccurate": interface.INFEASIBLE, "dual infeasible inaccurate": interface.INFEASIBLE, "solved inaccurate": interface.NUMERIC, "solved": interface.OPTIMAL, "maximum iterations reached": interface.ITERATION_LIMIT, "unsolved": interface.SPECIAL, "problem non convex": interface.SPECIAL, "non-existing-status": "Here for testing that missing statuses are handled.", "Optimal": interface.OPTIMAL, "Not Set": interface.ABORTED, "Load error": interface.SPECIAL, "Model error": interface.SPECIAL, "Presolve error": interface.SPECIAL, "Solve error": interface.SPECIAL, "Postsolve error": interface.SPECIAL, "Empty": interface.UNDEFINED, "Infeasible": interface.INFEASIBLE, "Primal infeasible or unbounded": interface.INFEASIBLE_OR_UNBOUNDED, "Unbounded": interface.UNBOUNDED, "Bound on objective reached": interface.OPTIMAL, "Target for objective reached": interface.SUBOPTIMAL, "Time limit reached": interface.TIME_LIMIT, "Iteration limit reached": interface.ITERATION_LIMIT, "Solution limit reached": interface.NODE_LIMIT, "Unknown": interface.UNDEFINED, } _LP_METHODS = ("auto", "simplex", "interior point") HIGHS_OPTION_MAP = { "presolve": {True: "on", False: "off", "auto": "choose"}, "solver": {"simplex": "simplex", "interior point": "ipm", "auto": "choose"}, } HIGHS_VAR_TYPES = np.array([hs.HighsVarType.kContinuous, hs.HighsVarType.kInteger]) class HybridProblem(mi.MatrixProblem): """A concise representation of an OSQP problem. OSQP assumes that the problem will be pretty much immutable. This is a small intermediate layer based on dictionaries that is fast to modify but can also be converted to an OSQP problem without too much hassle. """ def __init__(self): super().__init__() self._highs_env = hs.Highs() def osqp_settings(self): """Map internal settings to OSQP settings.""" settings = { "linsys_solver": "qdldl", "max_iter": self.settings["iteration_limit"], "eps_abs": self.settings["optimality_tolerance"], "eps_rel": self.settings["optimality_tolerance"], "eps_prim_inf": self.settings["primal_inf_tolerance"], "eps_dual_inf": self.settings["dual_inf_tolerance"], "polish": True, "verbose": int(self.settings["verbose"] > 0), "scaling": 10 if self.settings["presolve"] is True else 0, "time_limit": self.settings["time_limit"], "adaptive_rho": True, "rho": 1.0, "alpha": 1.6, } return settings def highs_settings(self): """Map internal settings to OSQP settings.""" options = hs.HighsOptions() options.primal_feasibility_tolerance = self.settings["primal_inf_tolerance"] options.dual_feasibility_tolerance = self.settings["dual_inf_tolerance"] options.ipm_optimality_tolerance = self.settings["optimality_tolerance"] options.mip_feasibility_tolerance = self.settings["mip_tolerance"] options.presolve = HIGHS_OPTION_MAP["presolve"][self.settings["presolve"]] options.solver = HIGHS_OPTION_MAP["solver"][self.settings["lp_method"]] if self.settings["time_limit"] == 0: options.time_limit = float("inf") else: options.time_limit = float(self.settings["time_limit"]) options.log_to_console = self.settings["verbose"] > 0 options.output_flag = self.settings["verbose"] > 0 options.threads = self.settings["threads"] options.ipm_iteration_limit = self.settings["iteration_limit"] options.simplex_iteration_limit = self.settings["iteration_limit"] * 1000 return options def solve_osqp(self): """Solve a QP with OSQP.""" settings = self.osqp_settings() d = float(self.direction) sp = self.build(add_variable_constraints=True) solver = osqp.OSQP() solver.setup( P=sp.P, q=sp.q, A=sp.A, l=sp.bounds[:, 0], u=sp.bounds[:, 1], **settings ) if self._solution is not None: if self.still_valid(sp.A, sp.bounds): solver.warm_start(x=self._solution["x"], y=self._solution["y"]) if "rho" in self._solution: solver.update_settings(rho=self._solution["rho"]) solution = solver.solve() nc = len(self.constraints) nv = len(self.variables) if not solution.x[0] is None: self.primals = dict(zip(self.variables, solution.x)) self.vduals = dict(zip(self.variables, solution.y[nc : (nc + nv)] * d)) if nc > 0: self.cprimals = dict(zip(self.constraints, sp.A.dot(solution.x)[0:nc])) self.duals = dict(zip(self.constraints, solution.y[0:nc] * d)) if not np.isnan(solution.info.obj_val): self.obj_value = solution.info.obj_val * self.direction self.status = solution.info.status else: self.status = "primal infeasible" self.obj_value = None self.info = solution.info self._solution = { "x": solution.x, "y": solution.y, "rho": solution.info.rho_estimate, } def solve_highs(self): """Solve a problem with HIGHS.""" d = float(self.direction) options = self.highs_settings() sp = self.build() env = self._highs_env model = hs.HighsModel() env.passOptions(options) model.lp_.sense_ = hs.ObjSense.kMinimize model.lp_.num_col_ = len(self.variables) model.lp_.num_row_ = len(self.constraints) # Set variable bounds and objective coefficients model.lp_.col_cost_ = sp.q model.lp_.col_lower_ = sp.vbounds[:, 0] model.lp_.col_upper_ = sp.vbounds[:, 1] # Set constraints and bounds if sp.A is not None: model.lp_.a_matrix_.start_ = sp.A.indptr model.lp_.a_matrix_.index_ = sp.A.indices model.lp_.a_matrix_.value_ = sp.A.data model.lp_.row_lower_ = sp.bounds[:, 0] model.lp_.row_upper_ = sp.bounds[:, 1] if len(self.integer_vars) > 0: model.lp_.integrality_ = HIGHS_VAR_TYPES[sp.integer] env.passModel(model) env.run() info = env.getInfo() self.status = env.modelStatusToString(env.getModelStatus()) sol = env.getSolution() primals = np.array(sol.col_value) vduals = np.array(sol.col_dual) * d cprimals = np.array(sol.row_value) duals = np.array(sol.row_dual) * d self._solution = { "x": primals, "y": np.concatenate((duals, vduals)) * d, } self.primals = dict(zip(self.variables, primals)) self.vduals = dict(zip(self.variables, vduals)) self.cprimals = dict(zip(self.constraints, cprimals)) self.duals = dict(zip(self.constraints, duals)) self.obj_value = info.objective_function_value * self.direction self.info = info def solve(self): if len(self.obj_quadratic_coefs) == 0: # linear problem self.solve_highs() else: if len(self.integer_vars) > 0: raise SolverError("MIQPs are not supported by the hybrid solver!") else: self.solve_osqp() def still_valid(self, A, bounds): """Check if previous solutions is still feasible.""" if len(self._solution["x"]) != len(self.variables) or len( self._solution["y"] ) != len(self.constraints): return False c = A.dot(self._solution["x"]) ea = self.settings["eps_abs"] er = self.settings["eps_rel"] valid = np.all( (c + er * np.abs(c) + ea >= bounds[:, 0]) & (c - er * np.abs(c) - ea <= bounds[:, 1]) ) return valid def reset(self, everything=False): super().reset(everything) self._highs_env = hs.Highs() def __setstate__(self, state): state["_highs_env"] = hs.Highs() self.__dict__ = state def __getstate__(self): d = self.__dict__.copy() del d["_highs_env"] return d class Variable(mi.Variable): pass class Constraint(mi.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = False class Objective(mi.Objective): pass class Configuration(mi.Configuration): lp_methods = _LP_METHODS class Model(mi.Model): ProblemClass = HybridProblem status_map = _STATUS_MAP optlang-1.8.1/src/optlang/inspyred_interface.py000066400000000000000000000312611451753105500216600ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Interface to the inspyred heuristic optimization framework Wraps the GLPK solver by subclassing and extending :class:`Model`, :class:`Variable`, and :class:`Constraint` from :mod:`interface`. """ import logging import random import types log = logging.getLogger(__name__) import sympy import interface class Variable(interface.Variable): def __init__(self, *args, **kwargs): super(Variable, self).__init__(*args, **kwargs) class Objective(interface.Objective): """docstring for Objective""" def __init__(self, expression, *args, **kwargs): super(Objective, self).__init__(expression, *args, **kwargs) @property def value(self): return self._value def __str__(self): if isinstance(self.expression, sympy.Basic): return super(Objective, self).__str__() else: return self.expression.__str__() # return ' '.join((self.direction, str(self.expression))) @property def expression(self): return self._expression @expression.setter def expression(self, value): self._expression = value class VariableBounder(object): """This class defines a inspyred like Bounder.__init__.py TODO: Make this work also for integer and binary type variables? """ def __init__(self, model): self.model = model def __call__(self, candidate, args): variables = self.model.variables bounded_candidate = list() for c, variable in zip(candidate, variables): if variable.type == 'continuous': bounded_candidate.append(max(min(c, variable.ub), variable.lb)) elif variable.type == 'integer': bounded_candidate.append(min(range(variable.lb, variable.ub + 1), key=lambda x: abs(x - c))) elif variable.type == 'binary': # print min([0, 1], key=lambda x: abs(x-c)) bounded_candidate.append(min([0, 1], key=lambda x: abs(x - c))) return bounded_candidate class Configuration(interface.EvolutionaryOptimizationConfiguration): """docstring for Configuration""" class SubConfiguration(object): pass def __init__(self, *args, **kwargs): super(Configuration, self).__init__(*args, **kwargs) self._algorithm = inspyred.ec.GA self._algorithm.terminator = [inspyred.ec.terminators.time_termination, inspyred.ec.terminators.generation_termination, inspyred.ec.terminators.evaluation_termination, inspyred.ec.terminators.diversity_termination, inspyred.ec.terminators.average_fitness_termination] self.pop_size = 100 self.seeds = [] self.max_generations = 1 self.max_evaluations = None self.max_time = None self.selector_config = self.SubConfiguration() self.selector_config.num_selected = None self.selector_config.tournament_size = 2 self.selector_config.num_elites = 0 self.variator_config = self.SubConfiguration() self.variator_config.mutation_rate = .1 self.variator_config.crossover_rate = 1. self.variator_config.num_crossover_points = 1 self.topology_config = self.SubConfiguration() self.topology_config.neighborhood_size = 5 self.swarm_config = self.SubConfiguration() self.swarm_config.inertia = 0.5 self.swarm_config.cognitive_rate = 2.1 self.swarm_config.social_rate = 2.1 @property def selector(self): return self._algorithm.selector @selector.setter def selector(self, value): self.algorithm.selector = value @property def variator(self): return self._algorithm.variator @variator.setter def variator(self, value): self._algorithm.variator = value @property def replacer(self): return self._algorithm.replacer @replacer.setter def replacer(self, value): self._algorithm.replacer = value @property def migrator(self): return self._algorithm.migrator @migrator.setter def migrator(self, value): self._algorithm.migrator = value @property def archiver(self): return self._algorithm.archiver @archiver.setter def archiver(self, value): self._algorithm.archiver = value @property def observer(self): return self._algorithm.observer @observer.setter def observer(self, value): self._algorithm.observer = value @property def terminator(self): return self._algorithm.terminator @terminator.setter def terminator(self, value): self._algorithm.terminator = value @property def topology(self): return self._algorithm.topology @topology.setter def topology(self, value): if value == 'Ring': self._algorithm.topology = inspyred.swarm.topologies.ring_topology elif value == 'Star': self._algorithm.topology = inspyred.swarm.topologies.star_topology elif isinstance(value, types.FunctionType): self._algorithm.topology = value else: raise ValueError("%s is not a supported topology. Try 'Star' or 'Ring' instead.") @property def algorithm(self): return self._algorithm @algorithm.setter def algorithm(self, value): init = False try: previous_selector = self._algorithm.selector previous_variator = self._algorithm.variator previous_replacer = self._algorithm.replacer # previous_migrator = self._algorithm.migrator # previous_archiver = self._algorithm.archiver # previous_observer = self._algorithm.observer # previous_terminator = self._algorithm.terminator except AttributeError: init = True if value == "EvolutionaryComputation": self._algorithm = inspyred.ec.EvolutionaryComputation elif value == "GeneticAlgorithm" or value == "GA": self._algorithm = inspyred.ec.GA(random) elif value == "ParticleSwarmOptimization" or value == "PSO": self._algorithm = inspyred.swarm.PSO(random) elif value == "AntColonySystem" or value == "ACS": self._algorithm = inspyred.swarm.ACS(random) elif value == "EvolutionaryStrategy" or value == "ES": self._algorithm = inspyred.ec.ES(random) elif value == "DifferentialEvolutionaryAlgorithm" or value == "DEA": self._algorithm = inspyred.ec.DEA(random) elif value == "SimulatedAnnealing" or value == "SA": self._algorithm = inspyred.ec.SA(random) elif value == "NSGA2": self._algorithm = inspyred.emo.NSGA2(random) elif value == "PAES": self._algorithm = inspyred.emo.PAES(random) elif value == "Pareto": self._algorithm = inspyred.emo.Pareto(random) else: raise ValueError( "%s is not a supported. Try one of the following instead:" "'GeneticAlgorithm', 'ParticleSwarmOptimization', 'EvolutionaryStrategy'." "TODO: be more specific here") # self._algorithm.terminator = self._default_terminator if init is False: self._algorithm.selector = previous_selector self._algorithm.variator = previous_variator self._algorithm.replacer = previous_replacer # previous_migrator = self._algorithm.migrator # previous_archiver = self._algorithm.archiver # previous_observer = self._algorithm.observer # previous_terminator = self._algorithm.terminator # TODO: setting a new algorithm should recycle old variators, selectors etc. def _evolve_kwargs(self): """Filter None keyword arguments. Intended to be passed on to algorithm.evolve(...)""" valid_evolve_kwargs = ( 'max_generations', 'max_evaluations', 'pop_size', 'neighborhood_size', 'tournament_size', 'mutation_rate') filtered_evolve_kwargs = dict() for key in valid_evolve_kwargs: attr_value = getattr(self, key) if attr_value is not None: filtered_evolve_kwargs[key] = attr_value # return filtered_evolve_kwargs return {} class Model(interface.Model): """Interface""" def __init__(self, algorithm=None, *args, **kwargs): super(Model, self).__init__(*args, **kwargs) self.configuration = Configuration() if algorithm is None: self.configuration.algorithm = "GA" else: self.configuration.algorithm = algorithm self._bounder = VariableBounder(self) self._generator = self._generator def _generator(self, random, args): individual = list() for variable in self.variables: if variable.type == 'continuous': individual.append(random.uniform(variable.lb, variable.ub)) else: individual.append(random.choice(range(variable.lb, variable.ub + 1))) return individual def _evaluator(self, candidates, args): fitness = list() for candidate in candidates: substitution_dict = dict(zip(self.variables, candidate)) if isinstance(self.objective.expression, sympy.Basic): fitness.append(self.objective.expression.subs(substitution_dict)) else: fitness.append(self.objective.expression(substitution_dict)) return fitness # @inspyred.ec.evaluators.evaluator # def _evaluate(self, candidate, args): # substitution_dict = dict(zip(self.variables, candidate)) # try: # fitness = self.objective.expression.subs(substitution_dict) # except AttributeError: # fitness = self.objective.expression(substitution_dict) # return fitness def optimize(self, *args, **kwargs): # import pdb; pdb.set_trace(); final_population = self.configuration.algorithm.evolve( generator=self._generator, evaluator=self._evaluator, bounder=self._bounder, pop_size=self.configuration.pop_size, maximize={'max': True, 'min': False}[self.objective.direction], max_generations=self.configuration.max_generations, max_evaluations=self.configuration.max_evaluations, neighborhood_size=self.configuration.topology_config.neighborhood_size, mutation_rate=self.configuration.variator_config.mutation_rate, tournament_size=self.configuration.selector_config.tournament_size ) return final_population if __name__ == '__main__': # from optlang.interface import Objective, Variable import numpy import inspyred x = Variable('x', lb=0, ub=2) y = Variable('y', lb=0, ub=2) rosenbrock_obj = Objective((1 - x) ** 2 + 100 * (y - x ** 2) ** 2, name="Rosenbrock function", direction='min') print("The rosenbrock function:", rosenbrock_obj) print("The global minimum at (x,y) = (1,1) is", rosenbrock_obj.expression.subs({x: 1, y: 1})) problem = Model(name='rosenbrock', algorithm='PSO') # problem = Model(name='rosenbrock') problem.objective = rosenbrock_obj def my_observer(population, num_generations, num_evaluations, args): best = max(population) print(('{0:6} -- {1} : {2}'.format(num_generations, best.fitness, str(best.candidate)))) problem.configuration.max_generations = 100 problem.configuration.terminator = inspyred.ec.terminators.generation_termination problem.configuration.observer = my_observer problem.configuration.selector = inspyred.ec.selectors.tournament_selection final_pop = problem.optimize() fitnesses = [individual.fitness for individual in final_pop] print(fitnesses) print("mean", numpy.mean(fitnesses)) print("max", numpy.max(fitnesses)) print("min", numpy.min(fitnesses)) # print numpy.std(fitnesses) optlang-1.8.1/src/optlang/interface.py000066400000000000000000001664731451753105500177610ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Abstract solver interface definitions (:class:`Model`, :class:`Variable`, :class:`Constraint`, :class:`Objective`) intended to be subclassed and extended for individual solvers. This module defines the API of optlang objects and indicates which methods need to be implemented in subclassed solver interfaces. The classes in this module can be used to construct and modify problems, but no optimizations can be done. """ from collections import OrderedDict try: from collections.abc import Iterable except ImportError: from collections import Iterable import inspect import logging import sys import uuid import warnings import sympy import six import optlang from optlang.exceptions import IndicatorConstraintsNotSupported from optlang.util import parse_expr, expr_to_json, is_numeric, SolverTolerances from optlang import symbolics from .container import Container log = logging.getLogger(__name__) OPTIMAL = 'optimal' UNDEFINED = 'undefined' FEASIBLE = 'feasible' INFEASIBLE = 'infeasible' NOFEASIBLE = 'nofeasible' UNBOUNDED = 'unbounded' INFEASIBLE_OR_UNBOUNDED = 'infeasible_or_unbounded' LOADED = 'loaded' CUTOFF = 'cutoff' ITERATION_LIMIT = 'iteration_limit' MEMORY_LIMIT = 'memory_limit' NODE_LIMIT = 'node_limit' TIME_LIMIT = 'time_limit' SOLUTION_LIMIT = 'solution_limit' INTERRUPTED = 'interrupted' NUMERIC = 'numeric' SUBOPTIMAL = 'suboptimal' INPROGRESS = 'in_progress' ABORTED = 'aborted' SPECIAL = 'check_original_solver_status' statuses = { OPTIMAL: "An optimal solution as been found.", INFEASIBLE: "The problem has no feasible solutions.", UNBOUNDED: "The objective can be optimized infinitely.", SPECIAL: "The status returned by the solver could not be interpreted. Please refer to the solver's documentation to find the status.", UNDEFINED: "The solver determined that the problem is ill-formed. " # TODO Add the rest } # noinspection PyShadowingBuiltins class Variable(symbolics.Symbol): """Optimization variables. Variable objects are used to represents each variable of the optimization problem. When the optimization is performed, the combination of variable values that optimizes the objective function, while not violating any constraints will be identified. The type of a variable ('continuous', 'integer' or 'binary') can be set using the type keyword of the constructor or it can be changed after initialization by :code:`var.type = 'binary'`. The variable class subclasses the :code:`sympy.Symbol` class, which means that symbolic expressions of variables can be constructed by using regular python syntax, e.g. :code:`my_expression = 2 * var1 + 3 * var2 ** 2`. Expressions like this are used when constructing Constraint and Objective objects. Once a problem has been optimized, the primal and dual values of a variable can be accessed from the primal and dual attributes, respectively. Attributes ---------- name: str The variable's name. lb: float or None, optional The lower bound, if None then -inf. ub: float or None, optional The upper bound, if None then inf. type: str, optional The variable type, 'continuous' or 'integer' or 'binary'. problem: Model or None, optional A reference to the optimization model the variable belongs to. Examples -------- >>> Variable('x', lb=-10, ub=10) '-10 <= x <= 10' """ @staticmethod def __test_valid_lower_bound(type, value, name): if not (value is None or is_numeric(value)): raise TypeError("Variable bounds must be numeric or None.") if value is not None: if type == 'integer' and value % 1 != 0.: raise ValueError( 'The provided lower bound %g cannot be assigned to integer variable %s (%g mod 1 != 0).' % ( value, name, value)) if type == 'binary' and (value is None or value not in (0, 1)): raise ValueError( 'The provided lower bound %s cannot be assigned to binary variable %s.' % (value, name)) @staticmethod def __test_valid_upper_bound(type, value, name): if not (value is None or is_numeric(value)): raise TypeError("Variable bounds must be numeric or None.") if value is not None: if type == 'integer' and value % 1 != 0.: raise ValueError( 'The provided upper bound %s cannot be assigned to integer variable %s (%s mod 1 != 0).' % ( value, name, value)) if type == 'binary' and (value is None or value not in (0, 1)): raise ValueError( 'The provided upper bound %s cannot be assigned to binary variable %s.' % (value, name)) @staticmethod def __validate_variable_name(name): if len(name) < 1: raise ValueError('Variable name must not be empty string') for char in name: if char.isspace(): raise ValueError( 'Variable names cannot contain whitespace characters. "%s" contains whitespace character "%s".' % ( name, char) ) @classmethod def clone(cls, variable, **kwargs): """ Make a copy of another variable. The variable being copied can be of the same type or belong to a different solver interface. Example ---------- >>> var_copy = Variable.clone(old_var) """ return cls(variable.name, lb=variable.lb, ub=variable.ub, type=variable.type, **kwargs) def __init__(self, name, lb=None, ub=None, type="continuous", problem=None, *args, **kwargs): # Ensure that name is str and not unicode - some solvers only support string type in Python 2. if six.PY2: name = str(name) self.__validate_variable_name(name) self._name = name symbolics.Symbol.__init__(self, name, *args, **kwargs) self._lb = lb self._ub = ub if self._lb is None and type == 'binary': self._lb = 0. if self._ub is None and type == 'binary': self._ub = 1. self.__test_valid_lower_bound(type, self._lb, name) self.__test_valid_upper_bound(type, self._ub, name) self.problem = None self.type = type self.problem = problem @property def name(self): """Name of variable.""" return self._name @name.setter def name(self, value): self.__validate_variable_name(value) old_name = getattr(self, 'name', None) self._name = value if getattr(self, 'problem', None) is not None and value != old_name: self.problem.variables.update_key(old_name) self.problem._variables_to_constraints_mapping[value] = self.problem._variables_to_constraints_mapping[old_name] del self.problem._variables_to_constraints_mapping[old_name] @property def lb(self): """Lower bound of variable.""" return self._lb @lb.setter def lb(self, value): if hasattr(self, 'ub') and self.ub is not None and value is not None and value > self.ub: raise ValueError( 'The provided lower bound %g is larger than the upper bound %g of variable %s.' % ( value, self.ub, self)) self.__test_valid_lower_bound(self.type, value, self.name) self._lb = value if self.problem is not None: self.problem._pending_modifications.var_lb.append((self, value)) @property def ub(self): """Upper bound of variable.""" return self._ub @ub.setter def ub(self, value): if hasattr(self, 'lb') and self.lb is not None and value is not None and value < self.lb: raise ValueError( 'The provided upper bound %g is smaller than the lower bound %g of variable %s.' % ( value, self.lb, self)) self.__test_valid_upper_bound(self.type, value, self.name) self._ub = value if self.problem is not None: self.problem._pending_modifications.var_ub.append((self, value)) def set_bounds(self, lb, ub): """ Change the lower and upper bounds of a variable. """ if lb is not None and ub is not None and lb > ub: raise ValueError( "The provided lower bound {} is larger than the provided upper bound {}".format(lb, ub) ) self._lb = lb self._ub = ub if self.problem is not None: self.problem._pending_modifications.var_lb.append((self, lb)) self.problem._pending_modifications.var_ub.append((self, ub)) @property def type(self): """Variable type ('either continuous, integer, or binary'.)""" return self._type @type.setter def type(self, value): if value == 'continuous': self._type = value elif value == 'integer': self._type = value try: self.lb = round(self.lb) except TypeError: pass try: self.ub = round(self.ub) except TypeError: pass elif value == 'binary': self._type = value self._lb = 0 self._ub = 1 else: raise ValueError( "'%s' is not a valid variable type. Choose between 'continuous, 'integer', or 'binary'." % value) @property def primal(self): """The primal of variable (None if no solution exists).""" if self.problem: return self._get_primal() else: return None def _get_primal(self): return None @property def dual(self): """The dual of variable (None if no solution exists).""" return None def __str__(self): """Print a string representation of variable. Examples -------- >>> Variable('x', lb=-10, ub=10) '-10 <= x <= 10' """ if self.lb is not None: lb_str = str(self.lb) + " <= " else: lb_str = "" if self.ub is not None: ub_str = " <= " + str(self.ub) else: ub_str = "" return ''.join((lb_str, super(Variable, self).__str__(), ub_str)) def __repr__(self): """Does exactly the same as __str__ for now.""" return self.__str__() def __getstate__(self): return self.__dict__ def __setstate__(self, state): self.__dict__ = state def __reduce__(self): return (type(self), (self.name, self.lb, self.ub, self.type, self.problem)) def to_json(self): """ Returns a json-compatible object from the Variable that can be saved using the json module. Example -------- >>> import json >>> with open("path_to_file.json", "w") as outfile: >>> json.dump(var.to_json(), outfile) """ json_obj = { "name": self.name, "lb": self.lb, "ub": self.ub, "type": self.type } return json_obj @classmethod def from_json(cls, json_obj): """ Constructs a Variable from the provided json-object. Example -------- >>> import json >>> with open("path_to_file.json") as infile: >>> var = Variable.from_json(json.load(infile)) """ return cls(json_obj["name"], lb=json_obj["lb"], ub=json_obj["ub"], type=json_obj["type"]) # def _round_primal_to_bounds(self, primal, tolerance=1e-5): # """Rounds primal value to lie within variables bounds. # # Raises if exceeding threshold. # # Parameters # ---------- # primal : float # The primal value to round. # tolerance : float (optional) # The tolerance threshold (default: 1e-5). # """ # if (self.lb is None or primal >= self.lb) and (self.ub is None or primal <= self.ub): # return primal # else: # if (primal <= self.lb) and ((self.lb - primal) <= tolerance): # return self.lb # elif (primal >= self.ub) and ((self.ub - primal) >= -tolerance): # return self.ub # else: # raise AssertionError( # 'The primal value %s returned by the solver is out of bounds for variable %s (lb=%s, ub=%s)' % ( # primal, self.name, self.lb, self.ub)) # noinspection PyPep8Naming class OptimizationExpression(object): """Abstract base class for Objective and Constraint.""" @staticmethod def _validate_optimization_expression_name(name): if name is None: return if len(name) < 1: raise ValueError('Name must not be empty string') for char in name: if char.isspace(): raise ValueError( 'Names cannot contain whitespace characters. "%s" contains whitespace character "%s".' % ( name, char) ) @classmethod def _substitute_variables(cls, expression, model=None, **kwargs): """Substitutes variables in (optimization)expression (constraint/objective) with variables of the appropriate interface type. Attributes ---------- expression: Constraint, Objective An optimization expression. model: Model or None, optional A reference to an optimization model that should be searched for appropriate variables first. """ interface = sys.modules[cls.__module__] variable_substitutions = dict() for variable in expression.variables: if model is not None and variable.name in model.variables: variable_substitutions[variable] = model.variables[variable.name] else: variable_substitutions[variable] = interface.Variable.clone(variable) adjusted_expression = expression.expression.xreplace(variable_substitutions) return adjusted_expression def __init__(self, expression, name=None, problem=None, sloppy=False, *args, **kwargs): # Ensure that name is str and not unicode - some solvers only support string type in Python 2. if six.PY2 and name is not None: name = str(name) self._validate_optimization_expression_name(name) super(OptimizationExpression, self).__init__(*args, **kwargs) self._problem = problem if sloppy: self._expression = expression else: self._expression = self._canonicalize(expression) if name is None: self._name = str(uuid.uuid1()) else: self._name = name @property def name(self): """The name of the object""" return self._name @name.setter def name(self, value): self._validate_optimization_expression_name(value) self._name = value @property def problem(self): """A reference to the model that the object belongs to (or None)""" return getattr(self, '_problem', None) @problem.setter def problem(self, value): self._problem = value def _get_expression(self): return self._expression @property def expression(self): """The mathematical expression defining the objective/constraint.""" return self._get_expression() @property def variables(self): """Variables in constraint/objective's expression.""" return self.expression.atoms(Variable) def _canonicalize(self, expression): if isinstance(expression, float): return symbolics.Real(expression) elif isinstance(expression, int): return symbolics.Integer(expression) else: if optlang._USING_SYMENGINE: expression = expression.expand() # This is a good way to canonicalize, but is quite slow for sympy return expression @property def is_Linear(self): """Returns True if expression is linear (a polynomial with degree 1 or 0) (read-only).""" coeff_dict = self.expression.as_coefficients_dict() for key in coeff_dict.keys(): if len(key.free_symbols) < 2 and (key.is_Add or key.is_Mul or key.is_Atom): pass else: return False if key.is_Pow and key.args[1] != 1: return False else: return True @property def is_Quadratic(self): """Returns True if the expression is a polynomial with degree exactly 2 (read-only).""" if self.expression.is_Atom: return False if all((len(key.free_symbols) < 2 and (key.is_Add or key.is_Mul or key.is_Atom) for key in self.expression.as_coefficients_dict().keys())): return False if self.expression.is_Add: terms = self.expression.args is_quad = False for term in terms: if len(term.free_symbols) > 2: return False if term.is_Pow: if not term.args[1].is_Number or term.args[1] > 2: return False else: is_quad = True elif term.is_Mul: if len(term.free_symbols) == 2: is_quad = True if term.args[1].is_Pow: if not term.args[1].args[1].is_Number or term.args[1].args[1] > 2: return False else: is_quad = True return is_quad else: if isinstance(self.expression, sympy.Basic): sympy_expression = self.expression else: sympy_expression = sympy.sympify(self.expression) # TODO: Find a way to do this with symengine (Poly is not part of symengine, 23 March 2017) poly = sympy_expression.as_poly(*sympy_expression.atoms(sympy.Symbol)) if poly is None: return False else: return poly.is_quadratic def __iadd__(self, other): self._expression += other return self def __isub__(self, other): self._expression -= other return self def __imul__(self, other): self._expression *= other return self def __idiv__(self, other): self._expression /= other return self def __itruediv__(self, other): self._expression /= other return self def set_linear_coefficients(self, coefficients): """Set coefficients of linear terms in constraint or objective. Existing coefficients for linear or non-linear terms will not be modified. Note: This method interacts with the low-level solver backend and can only be used on objects that are associated with a Model. The method is not part of optlangs basic interface and should be used mainly where speed is important. Parameters ---------- coefficients : dict A dictionary like {variable1: coefficient1, variable2: coefficient2, ...} Returns ------- None """ raise NotImplementedError("Child classes should implement this.") def get_linear_coefficients(self, variables): """Get coefficients of linear terms in constraint or objective. Note: This method interacts with the low-level solver backend and can only be used on objects that are associated with a Model. The method is not part of optlangs basic interface and should be used mainly where speed is important. Parameters ---------- variables : iterable An iterable of Variable objects Returns ------- Coefficients : dict {var1: coefficient, var2: coefficient ...} """ raise NotImplementedError("Child classes should implement this.") class Constraint(OptimizationExpression): """ Constraint objects represent the mathematical (in-)equalities that constrain an optimization problem. A constraint is formulated by a symbolic expression of variables and a lower and/or upper bound. Equality constraints can be formulated by setting the upper and lower bounds to the same value. Some solvers support indicator variables. This lets a binary variable act as a switch that decides whether the constraint should be active (cannot be violated) or inactive (can be violated). The constraint expression can be an arbitrary combination of variables, however the individual solvers have limits to the forms of constraints they allow. Most solvers only allow linear constraints, meaning that the expression should be of the form :code:`a * var1 + b * var2 + c * var3 ...` Attributes ---------- expression: sympy The mathematical expression defining the constraint. name: str, optional The constraint's name. lb: float or None, optional The lower bound, if None then -inf. ub: float or None, optional The upper bound, if None then inf. indicator_variable: Variable The indicator variable (needs to be binary). active_when: 0 or 1 (default 0) When the constraint should problem: Model or None, optional A reference to the optimization model the variable belongs to. Examples ---------- >>> expr = 2.4 * var1 - 3.8 * var2 >>> c1 = Constraint(expr, lb=0, ub=10) >>> indicator_var = Variable("var3", type="binary") # Only possible with some solvers >>> c2 = Constraint(var2, lb=0, ub=0, indicator_variable=indicator_var, active_when=1) # When the indicator is 1, var2 is constrained to be 0 """ _INDICATOR_CONSTRAINT_SUPPORT = True def _check_valid_lower_bound(self, value): if not (value is None or is_numeric(value)): raise TypeError("Constraint bounds must be numeric or None, not {}".format(type(value))) if value is not None and getattr(self, "ub", None) is not None and value > self.ub: raise ValueError("Cannot set a lower bound that is greater than the upper bound.") def _check_valid_upper_bound(self, value): if not (value is None or is_numeric(value)): raise TypeError("Constraint bounds must be numeric or None, not {}".format(type(value))) if value is not None and getattr(self, "lb", None) is not None and value < self.lb: raise ValueError("Cannot set an upper bound that is less than the lower bound.") @classmethod def __check_valid_indicator_variable(cls, variable): if variable is not None and not cls._INDICATOR_CONSTRAINT_SUPPORT: raise IndicatorConstraintsNotSupported( 'Solver interface %s does not support indicator constraints' % cls.__module__) if variable is not None and variable.type != 'binary': raise ValueError('Provided indicator variable %s is not binary.' % variable) @staticmethod def __check_valid_active_when(active_when): if active_when != 0 and active_when != 1: raise ValueError('Provided active_when argument %s needs to be either 1 or 0' % active_when) @classmethod def clone(cls, constraint, model=None, **kwargs): """ Make a copy of another constraint. The constraint being copied can be of the same type or belong to a different solver interface. Parameters ---------- constraint: interface.Constraint (or subclass) The constraint to copy model: Model or None The variables of the new constraint will be taken from this model. If None, new variables will be constructed. Example ---------- >>> const_copy = Constraint.clone(old_constraint) """ return cls(cls._substitute_variables(constraint, model=model), lb=constraint.lb, ub=constraint.ub, indicator_variable=constraint.indicator_variable, active_when=constraint.active_when, name=constraint.name, sloppy=True, **kwargs) def __init__(self, expression, lb=None, ub=None, indicator_variable=None, active_when=1, *args, **kwargs): self._problem = None self.lb = lb self.ub = ub super(Constraint, self).__init__(expression, *args, **kwargs) self.__check_valid_indicator_variable(indicator_variable) self.__check_valid_active_when(active_when) self._indicator_variable = indicator_variable self._active_when = active_when @property def lb(self): """Lower bound of constraint.""" return self._lb @lb.setter def lb(self, value): self._check_valid_lower_bound(value) self._lb = value @property def ub(self): """Upper bound of constraint.""" return self._ub @ub.setter def ub(self, value): self._check_valid_upper_bound(value) self._ub = value @OptimizationExpression.name.setter def name(self, value): old_name = getattr(self, 'name', None) super(Constraint, Constraint).name.fset(self, value) if getattr(self, 'problem', None) is not None and value != old_name: self.problem.constraints.update_key(old_name) @property def indicator_variable(self): """The indicator variable of constraint (if available).""" return self._indicator_variable # @indicator_variable.setter # def indicator_variable(self, value): # self.__check_valid_indicator_variable(value) # self._indicator_variable = value @property def active_when(self): """Activity relation of constraint to indicator variable (if supported).""" return self._active_when def __str__(self): if self.lb is not None: lhs = str(self.lb) + ' <= ' else: lhs = '' if self.ub is not None: rhs = ' <= ' + str(self.ub) else: rhs = '' if self.indicator_variable is not None: lhs = self.indicator_variable.name + ' = ' + str(self.active_when) + ' -> ' + lhs return str(self.name) + ": " + lhs + self.expression.__str__() + rhs def _canonicalize(self, expression): expression = super(Constraint, self)._canonicalize(expression) if expression.is_Atom or expression.is_Mul: return expression lonely_coeffs = [arg for arg in expression.args if arg.is_Number] if not lonely_coeffs: return expression assert len(lonely_coeffs) == 1 coeff = lonely_coeffs[0] expression = expression - coeff if self.lb is not None and self.ub is not None: oldub = self.ub self.ub = None self.lb = self.lb - float(coeff) self.ub = oldub - float(coeff) elif self.lb is not None: self.lb = self.lb - float(coeff) elif self.ub is not None: self.ub = self.ub - float(coeff) else: raise ValueError( "%s cannot be shaped into canonical form if neither lower or upper constraint bounds are set." % expression ) return expression @property def primal(self): """Primal of constraint (None if no solution exists).""" return None @property def dual(self): """Dual of constraint (None if no solution exists).""" return None def _round_primal_to_bounds(self, primal, tolerance=1e-5): if (self.lb is None or primal >= self.lb) and (self.ub is None or primal <= self.ub): return primal else: if (primal <= self.lb) and ((self.lb - primal) <= tolerance): return self.lb elif (primal >= self.ub) and ((self.ub - primal) >= -tolerance): return self.ub else: raise AssertionError( 'The primal value %s returned by the solver is out of bounds for variable %s (lb=%s, ub=%s)' % ( primal, self.name, self.lb, self.ub)) def to_json(self): """ Returns a json-compatible object from the constraint that can be saved using the json module. Example -------- >>> import json >>> with open("path_to_file.json", "w") as outfile: >>> json.dump(constraint.to_json(), outfile) """ if self.indicator_variable is None: indicator = None else: indicator = self.indicator_variable.name json_obj = { "name": self.name, "expression": expr_to_json(self.expression), "lb": self.lb, "ub": self.ub, "indicator_variable": indicator, "active_when": self.active_when } return json_obj @classmethod def from_json(cls, json_obj, variables=None): """ Constructs a Variable from the provided json-object. Example -------- >>> import json >>> with open("path_to_file.json") as infile: >>> constraint = Constraint.from_json(json.load(infile)) """ if variables is None: variables = {} expression = parse_expr(json_obj["expression"], variables) if json_obj["indicator_variable"] is None: indicator = None else: indicator = variables[json_obj["indicator_variable"]] return cls( expression, name=json_obj["name"], lb=json_obj["lb"], ub=json_obj["ub"], indicator_variable=indicator, active_when=json_obj["active_when"] ) class Objective(OptimizationExpression): """ Objective objects are used to represent the objective function of an optimization problem. An objective consists of a symbolic expression of variables in the problem and a direction. The direction can be either 'min' or 'max' and specifies whether the problem is a minimization or a maximization problem. After a problem has been optimized, the optimal objective value can be accessed from the 'value' attribute of the model's objective, i.e. :code:`obj_val = model.objective.value`. Attributes ---------- expression: sympy The mathematical expression defining the objective. name: str, optional The name of the constraint. direction: 'max' or 'min' The optimization direction. value: float, read-only The current objective value. problem: solver The low-level solver object. """ @classmethod def clone(cls, objective, model=None, **kwargs): """ Make a copy of an objective. The objective being copied can be of the same type or belong to a different solver interface. Example ---------- >>> new_objective = Objective.clone(old_objective) """ return cls(cls._substitute_variables(objective, model=model), name=objective.name, direction=objective.direction, sloppy=True, **kwargs) def __init__(self, expression, value=None, direction='max', *args, **kwargs): self._value = value self._direction = direction super(Objective, self).__init__(expression, *args, **kwargs) @property def value(self): """The objective value.""" return self._value def __str__(self): return {'max': 'Maximize', 'min': 'Minimize'}[self.direction] + '\n' + str(self.expression) # return ' '.join((self.direction, str(self.expression))) def __eq__(self, other): """Tests *mathematical* equality for two Objectives. Solver specific type does NOT have to match. Expression and direction must be the same. Name does not have to match""" if isinstance(other, Objective): return self.expression == other.expression and self.direction == other.direction else: return False # def _canonicalize(self, expression): """For example, changes x + y to 1.*x + 1.*y""" expression = super(Objective, self)._canonicalize(expression) if isinstance(expression, sympy.Basic): expression *= 1. else: # pragma: no cover # symengine expression = (1. * expression).expand() return expression @property def direction(self): """The direction of optimization. Either 'min' or 'max'.""" return self._direction @direction.setter def direction(self, value): if value not in ['max', 'min']: raise ValueError("Provided optimization direction %s is neither 'min' or 'max'." % value) self._direction = value def set_linear_coefficients(self, coefficients): """Set linear coefficients in objective. coefficients : dict A dictionary of the form {variable1: coefficient1, variable2: coefficient2, ...} """ raise NotImplementedError("Child class should implement this.") def to_json(self): """ Returns a json-compatible object from the objective that can be saved using the json module. Example -------- >>> import json >>> with open("path_to_file.json", "w") as outfile: >>> json.dump(obj.to_json(), outfile) """ json_obj = { "name": self.name, "expression": expr_to_json(self.expression), "direction": self.direction } return json_obj @classmethod def from_json(cls, json_obj, variables=None): """ Constructs an Objective from the provided json-object. Example -------- >>> import json >>> with open("path_to_file.json") as infile: >>> obj = Objective.from_json(json.load(infile)) """ if variables is None: variables = {} expression = parse_expr(json_obj["expression"], variables) return cls( expression, direction=json_obj["direction"], name=json_obj["name"] ) class Configuration(object): """ Optimization solver configuration. This object allows the user to change certain parameters and settings in the solver. It is meant to allow easy access to a few common and important parameters. For information on changing other solver parameters, please consult the documentation from the solver provider. Some changeable parameters are listed below. Note that some solvers might not implement all of these and might also implement additional parameters. Attributes ---------- verbosity: int from 0 to 3 Changes the level of output. timeout: int or None The time limit in second the solver will use to optimize the problem. presolve: Boolean or 'auto' Tells the solver whether to use (solver-specific) pre-processing to simplify the problem. This can decrease solution time, but also introduces overhead. If set to 'auto' the solver will first try to solve without pre-processing, and only turn in on in case no optimal solution can be found. lp_method: str Select which algorithm the LP solver uses, e.g. simplex, barrier, etc. """ @classmethod def clone(cls, config, problem=None, **kwargs): properties = (k for k, v in inspect.getmembers(cls, predicate=inspect.isdatadescriptor) if not k.startswith('__')) parameters = {property: getattr(config, property) for property in properties if hasattr(config, property)} if hasattr(config, "tolerances"): parameters["tolerances"] = config.tolerances.to_dict() return cls(problem=problem, **parameters) def __init__(self, problem=None, *args, **kwargs): self.problem = problem self._add_tolerances() @property def verbosity(self): """Verbosity level. 0: no output 1: error and warning messages only 2: normal output 3: full output """ raise NotImplementedError @verbosity.setter def verbosity(self, value): raise NotImplementedError @property def timeout(self): """Timeout parameter (seconds).""" raise NotImplementedError @timeout.setter def timeout(self): raise NotImplementedError @property def presolve(self): """ Turn pre-processing on or off. Set to 'auto' to only use presolve if no optimal solution can be found. """ raise NotImplementedError @presolve.setter def presolve(self): raise NotImplementedError def _add_tolerances(self): self.tolerances = SolverTolerances(self._tolerance_functions()) def _tolerance_functions(self): """ This should be implemented in child classes. Must return a dict, where keys are available tolerance parameters and values are tuples of (getter_function, setter_function). The getter functions must be callable with no arguments and the setter functions must be callable with the new value as the only argument """ return {} def __setstate__(self, state): self.__init__() class MathematicalProgrammingConfiguration(Configuration): def __init__(self, *args, **kwargs): super(MathematicalProgrammingConfiguration, self).__init__(*args, **kwargs) @property def presolve(self): """If the presolver should be used (if available).""" raise NotImplementedError @presolve.setter def presolve(self, value): raise NotImplementedError class EvolutionaryOptimizationConfiguration(Configuration): """docstring for HeuristicOptimization""" def __init__(self, *args, **kwargs): super(EvolutionaryOptimizationConfiguration, self).__init__(*args, **kwargs) class Model(object): """ The model object represents an optimization problem and contains the variables, constraints an objective that make up the problem. Variables and constraints can be added and removed using the :code:`.add` and :code:`.remove` methods, while the objective can be changed by setting the objective attribute, e.g. :code:`model.objective = Objective(expr, direction="max")`. Once the problem has been formulated the optimization can be performed by calling the :code:`.optimize` method. This will return the status of the optimization, most commonly 'optimal', 'infeasible' or 'unbounded'. Attributes ---------- objective: str The objective function. name: str, optional The name of the optimization problem. variables: Container, read-only Contains the variables of the optimization problem. The keys are the variable names and values are the actual variables. constraints: Container, read-only Contains the variables of the optimization problem. The keys are the constraint names and values are the actual constraints. status: str, read-only The status of the optimization problem. Examples -------- >>> model = Model(name="my_model") >>> x1 = Variable("x1", lb=0, ub=20) >>> x2 = Variable("x2", lb=0, ub=10) >>> c1 = Constraint(2 * x1 - x2, lb=0, ub=0) # Equality constraint >>> model.add([x1, x2, c1]) >>> model.objective = Objective(x1 + x2, direction="max") >>> model.optimize() 'optimal' >>> x1.primal, x2.primal '(5.0, 10.0)' """ @classmethod def clone(cls, model, use_json=True, use_lp=False): """ Make a copy of a model. The model being copied can be of the same type or belong to a different solver interface. This is the preferred way of copying models. Example ---------- >>> new_model = Model.clone(old_model) """ model.update() interface = sys.modules[cls.__module__] if use_lp: warnings.warn("Cloning with LP formats can change variable and constraint ID's.") new_model = cls.from_lp(model.to_lp()) new_model.configuration = interface.Configuration.clone(model.configuration, problem=new_model) return new_model if use_json: new_model = cls.from_json(model.to_json()) new_model.configuration = interface.Configuration.clone(model.configuration, problem=new_model) return new_model new_model = cls() for variable in model.variables: new_variable = interface.Variable.clone(variable) new_model._add_variable(new_variable) for constraint in model.constraints: new_constraint = interface.Constraint.clone(constraint, model=new_model) new_model._add_constraint(new_constraint) if model.objective is not None: new_model.objective = interface.Objective.clone(model.objective, model=new_model) new_model.configuration = interface.Configuration.clone(model.configuration, problem=new_model) return new_model def __init__(self, name=None, objective=None, variables=None, constraints=None, problem=None, *args, **kwargs): super(Model, self).__init__(*args, **kwargs) self._objective = self.interface.Objective(0) self._objective.problem = self self._variables = Container() self._constraints = Container() self._variables_to_constraints_mapping = dict() self._status = None self.name = name class Modifications(): def __init__(self): self.add_var = [] self.add_constr = [] self.add_constr_sloppy = [] self.rm_var = [] self.rm_constr = [] self.var_lb = [] self.var_ub = [] self.toggle = 'add' def __str__(self): return str(self.__dict__) self._pending_modifications = Modifications() if problem is not None: if not (objective is None and variables is None and constraints is None): raise ValueError("Models constructor must be called with the problem argument OR with variables, constraints and objective") self._initialize_model_from_problem(problem) else: self._initialize_problem() if variables is not None: self.add(variables) if constraints is not None: self.add(constraints) if objective is not None: self.objective = objective self._initialize_configuration() def _initialize_problem(self): """ Constructs an empty solver-specific problem. Is called during construction of new Model objects when problem=None. Should be implemented in all solver interfaces. """ pass def _initialize_model_from_problem(self, problem): """ Parses a solver-specific problem object and initializes the Model object to a state that is consistent with the problem. The problem is set as the Model's corresponding problem. Should be implemented in all solver interfaces. """ raise NotImplementedError def _initialize_configuration(self): """ Initializes a Configuration object. Should be implemented in solver interfaces if non-standard behaviour is needed """ self.configuration = self.interface.Configuration(problem=self) @property def interface(self): """Provides access to the solver interface the model belongs to Returns a Python module, for example optlang.glpk_interface """ return sys.modules[self.__module__] @property def objective(self): """The model's objective function.""" return self._objective @objective.setter def objective(self, value): self.update() for atom in sorted(value.expression.atoms(Variable), key=lambda v: v.name): if isinstance(atom, Variable) and (atom.problem is None or atom.problem != self): self._pending_modifications.add_var.append(atom) self.update() if self._objective is not None: self._objective.problem = None self._objective = value self._objective.problem = self @property def variables(self): """The model variables.""" self.update() return self._variables @property def constraints(self): """The model constraints.""" self.update() return self._constraints @property def status(self): """The solver status of the model.""" return self._status def _get_variables_names(self): """The names of model variables. Returns ------- list """ return [variable.name for variable in self.variables] @property def primal_values(self): """The primal values of model variables. The primal values are rounded to the bounds. Returns ------- collections.OrderedDict """ return OrderedDict( zip(self._get_variables_names(), self._get_primal_values()) ) def _get_primal_values(self): """The primal values of model variables. Returns ------- list """ # Fallback, if nothing faster is available return [variable.primal for variable in self.variables] @property def reduced_costs(self): """The reduced costs/dual values of all variables. Returns ------- collections.OrderedDict """ return OrderedDict( zip(self._get_variables_names(), self._get_reduced_costs()) ) def _get_reduced_costs(self): """The reduced costs/dual values of all variables. Returns ------- list """ # Fallback, if nothing faster is available return [variable.dual for variable in self.variables] def _get_constraint_names(self): """The names of model constraints. Returns ------- list """ return [constraint.name for constraint in self.constraints] @property def constraint_values(self): """The primal values of all constraints. Returns ------- collections.OrderedDict """ return OrderedDict( zip(self._get_constraint_names(), self._get_constraint_values()) ) def _get_constraint_values(self): """The primal values of all constraints. Returns ------- list """ # Fallback, if nothing faster is available return [constraint.primal for constraint in self.constraints] @property def shadow_prices(self): """The shadow prices of model (dual values of all constraints). Returns ------- collections.OrderedDict """ return OrderedDict( zip(self._get_constraint_names(), self._get_shadow_prices()) ) def _get_shadow_prices(self): """The shadow prices of model (dual values of all constraints). Returns ------- collections.OrderedDict """ # Fallback, if nothing faster is available return [constraint.dual for constraint in self.constraints] @property def is_integer(self): return any(var.type in ("integer", "binary") for var in self.variables) def __str__(self): # pragma: no cover if hasattr(self, "to_lp"): return self.to_lp() self.update() return '\n'.join(( str(self.objective), "subject to", '\n'.join([str(constr) for constr in self.constraints]), 'Bounds', '\n'.join([str(var) for var in self.variables]) )) def add(self, stuff, sloppy=False): """Add variables and constraints. Parameters ---------- stuff : iterable, Variable, Constraint Either an iterable containing variables and constraints or a single variable or constraint. sloppy : bool Check constraints for variables that are not part of the model yet. Returns ------- None """ if self._pending_modifications.toggle == 'remove': self.update() self._pending_modifications.toggle = 'add' if isinstance(stuff, Iterable): for elem in stuff: self.add(elem, sloppy=sloppy) elif isinstance(stuff, Variable): if stuff.__module__ != self.__module__: raise TypeError("Cannot add Variable %s of interface type %s to model of type %s." % ( stuff, stuff.__module__, self.__module__)) self._pending_modifications.add_var.append(stuff) elif isinstance(stuff, Constraint): if stuff.__module__ != self.__module__: raise TypeError("Cannot add Constraint %s of interface type %s to model of type %s." % ( stuff, stuff.__module__, self.__module__)) if sloppy is True: self._pending_modifications.add_constr_sloppy.append(stuff) else: self._pending_modifications.add_constr.append(stuff) else: raise TypeError("Cannot add %s. It is neither a Variable, or Constraint." % stuff) def remove(self, stuff): """Remove variables and constraints. Parameters ---------- stuff : iterable, str, Variable, Constraint Either an iterable containing variables and constraints to be removed from the model or a single variable or contstraint (or their names). Returns ------- None """ if self._pending_modifications.toggle == 'add': self.update() self._pending_modifications.toggle = 'remove' if isinstance(stuff, str): try: variable = self.variables[stuff] self._pending_modifications.rm_var.append(variable) except KeyError: try: constraint = self.constraints[stuff] self._pending_modifications.rm_constr.append(constraint) except KeyError: raise LookupError( "%s is neither a variable nor a constraint in the current solver instance." % stuff) elif isinstance(stuff, Variable): self._pending_modifications.rm_var.append(stuff) elif isinstance(stuff, Constraint): self._pending_modifications.rm_constr.append(stuff) elif isinstance(stuff, Iterable): for elem in stuff: self.remove(elem) elif isinstance(stuff, Objective): raise TypeError( "Cannot remove objective %s. Use model.objective = Objective(...) to change the current objective." % stuff) else: raise TypeError( "Cannot remove %s. It neither a variable or constraint." % stuff) def update(self, callback=int): """Process all pending model modifications.""" # print(self._pending_modifications) add_var = self._pending_modifications.add_var if len(add_var) > 0: self._add_variables(add_var) self._pending_modifications.add_var = [] callback() add_constr = self._pending_modifications.add_constr if len(add_constr) > 0: self._add_constraints(add_constr) self._pending_modifications.add_constr = [] add_constr_sloppy = self._pending_modifications.add_constr_sloppy if len(add_constr_sloppy) > 0: self._add_constraints(add_constr_sloppy, sloppy=True) self._pending_modifications.add_constr_sloppy = [] var_lb = self._pending_modifications.var_lb var_ub = self._pending_modifications.var_ub if len(var_lb) > 0 or len(var_ub) > 0: self._set_variable_bounds_on_problem(var_lb, var_ub) self._pending_modifications.var_lb = [] self._pending_modifications.var_ub = [] rm_var = self._pending_modifications.rm_var if len(rm_var) > 0: self._remove_variables(rm_var) self._pending_modifications.rm_var = [] callback() rm_constr = self._pending_modifications.rm_constr if len(rm_constr) > 0: self._remove_constraints(rm_constr) self._pending_modifications.rm_constr = [] def optimize(self): """ Solve the optimization problem using the relevant solver back-end. The status returned by this method tells whether an optimal solution was found, if the problem is infeasible etc. Consult optlang.statuses for more elaborate explanations of each status. The objective value can be accessed from 'model.objective.value', while the solution can be retrieved by 'model.primal_values'. Returns ------- status: str Solution status. """ self.update() status = self._optimize() if status != OPTIMAL and self.configuration.presolve == "auto": self.configuration.presolve = True status = self._optimize() self.configuration.presolve = "auto" self._status = status return status def _optimize(self): raise NotImplementedError( "You're using the high level interface to optlang. Problems cannot be optimized in this mode. Choose from one of the solver specific interfaces.") def _set_variable_bounds_on_problem(self, var_lb, var_ub): """""" pass def _add_variable(self, variable): self._add_variables([variable]) def _add_variables(self, variables): for variable in variables: self._variables.append(variable) self._variables_to_constraints_mapping[variable.name] = set([]) variable.problem = self def _remove_variables(self, variables): for variable in variables: try: self._variables[variable.name] except KeyError: raise LookupError("Variable %s not in solver" % variable.name) constraint_ids = set() for variable in variables: constraint_ids.update(self._variables_to_constraints_mapping[variable.name]) del self._variables_to_constraints_mapping[variable.name] variable.problem = None del self._variables[variable.name] replacements = dict([(variable, 0) for variable in variables]) for constraint_id in constraint_ids: constraint = self._constraints[constraint_id] constraint._expression = constraint._expression.xreplace(replacements) if self.objective is not None: self.objective._expression = self.objective._expression.xreplace(replacements) def _remove_variable(self, variable): self._remove_variables([variable]) def _add_constraint(self, constraint, sloppy=False): self._add_constraints([constraint], sloppy=sloppy) def _add_constraints(self, constraints, sloppy=False): for constraint in constraints: constraint_id = constraint.name if sloppy is False: variables = constraint.variables if constraint.indicator_variable is not None: variables.add(constraint.indicator_variable) missing_vars = [var for var in variables if var.problem is not self] if len(missing_vars) > 0: self._add_variables(missing_vars) for var in variables: try: self._variables_to_constraints_mapping[var.name].add(constraint_id) except KeyError: self._variables_to_constraints_mapping[var.name] = set([constraint_id]) self._constraints.append(constraint) constraint._problem = self def _remove_constraints(self, constraints): keys = [constraint.name for constraint in constraints] if len(constraints) > 350: # Need to figure out a good threshold here self._constraints = self._constraints.fromkeys(set(self._constraints.keys()).difference(set(keys))) else: for constraint in constraints: try: del self._constraints[constraint.name] except KeyError: raise LookupError("Constraint %s not in solver" % constraint) else: constraint.problem = None def _remove_constraint(self, constraint): self._remove_constraints([constraint]) def to_json(self): """ Returns a json-compatible object from the model that can be saved using the json module. Variables, constraints and objective contained in the model will be saved. Configurations will not be saved. Example -------- >>> import json >>> with open("path_to_file.json", "w") as outfile: >>> json.dump(model.to_json(), outfile) """ json_obj = { "name": self.name, "variables": [var.to_json() for var in self.variables], "constraints": [const.to_json() for const in self.constraints], "objective": self.objective.to_json() } return json_obj @classmethod def from_json(cls, json_obj): """ Constructs a Model from the provided json-object. Example -------- >>> import json >>> with open("path_to_file.json") as infile: >>> model = Model.from_json(json.load(infile)) """ model = cls() model._init_from_json(json_obj) return model def _init_from_json(self, json_obj): self.name = json_obj["name"] interface = self.interface variables = [interface.Variable.from_json(var_json) for var_json in json_obj["variables"]] var_dict = {var.name: var for var in variables} constraints = [interface.Constraint.from_json(constraint_json, var_dict) for constraint_json in json_obj["constraints"]] objective = interface.Objective.from_json(json_obj["objective"], var_dict) self.add(variables) self.add(constraints) self.objective = objective self.update() def __getstate__(self): return self.to_json() def __setstate__(self, state): self.__init__() self._init_from_json(state) if __name__ == '__main__': # Example workflow x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0) c1 = Constraint(x1 + x2 + x3, ub=100) c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600) c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300) obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) try: sol = model.optimize() except NotImplementedError as e: print(e) print(model) print(model.variables) # model.remove(x1) model.interface = optlang.glpk_interface optlang-1.8.1/src/optlang/matrix_interface.py000066400000000000000000001062501451753105500213300ustar00rootroot00000000000000# Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Generic solver interface for (sparse) matrix solvers. This interface is only supposed to be a basis to add matrix solvers to optlang. It creates a thin layer between all optlang operations and the standard formulation of LP, QP, and MILP problems. To create a solver from this, you need to do the following: 1. Create a class that inherits from MatrixProblem and implement the `solve` method and optionally overwrite the `reset` and `still_valid` methods. 2. Create derived classes for Variable, Constraint, Objective, and Configuration. You don't need to overwrite anything. Those should work out of the box. 3. Create a derived class for Model and set the `ProblemClass` attribute to the class from (1) and the `status_map` to map the solver status to an Optlang status from `optlang.interface`. For an example take a look at `optlang.osqp_interface`. """ import abc import logging import pickle from collections import defaultdict from typing import NamedTuple from numpy import Infinity, array, concatenate, zeros from scipy.sparse import csc_matrix from optlang import available_solvers, interface, symbolics from optlang.exceptions import SolverError from optlang.expression_parsing import parse_optimization_expression from optlang.symbolics import add, mul log = logging.getLogger(__name__) _STATUS_MAP = defaultdict(lambda: interface.UNDEFINED) _LP_METHODS = ("auto", ) _QP_METHODS = ("auto", ) _TYPES = ("continuous", "binary", "integer") class SparseProblem(NamedTuple): """A representation of the convex optimizatgion problem in standard form. This defines the problem in the form. ..math:: \text{minimize }& \frac{1}{2}x^T\mathbf{P}x + q^Tx \\ \text{s.t.: }& bounds_{.0} \leq \mathbf{A} \leq bounds_{.1} \\ & vbounds_{.0} \leq x \leq vbounds_{.1} \\ & \{x_k \in \mathbb{N}^0 \text{ if } integer_k = 1 \} Attributes ---------- P : csc_matrix A semidefinite positive matrix specifying the coefficients for the quadratic objective. q : array A vector specfiying the linear objective coefficients. A : csc_matrix The constraint matrix. bounds : array The lower and upper bounds corresponding to the rows in `A`. vbounds : array The lower and upper bounds of the variables `x`. integer : array Indicator vector denoting if `x[k]` is integer. """ P : csc_matrix q : array A : csc_matrix bounds : array vbounds : array integer : array class MatrixProblem(abc.ABC): """A concise representation of an LP/QP/MILP problem. This class assumes that the problem will be pretty much immutable. This is a small intermediate layer based on dictionaries that is fast to modify but can also be converted to a matrix formulation quickly. """ def __init__(self, **kwargs): self.variables = set() self.integer_vars = set() self.constraints = set() self.constraint_coefs = dict() self.constraint_lbs = dict() self.constraint_ubs = dict() self.variable_lbs = dict() self.variable_ubs = dict() self.obj_linear_coefs = dict() self.obj_quadratic_coefs = dict() self.primals = {} self.cprimals = {} self.duals = {} self.vduals = {} self.obj_value = None self.direction = -1 self.info = None self.status = None self._solution = None self.default_settings() def default_settings(self): """Set the default settings of the solver. Returns ------- dict The default settings for the solver. """ self.settings = { "presolve": True, "lp_method": "auto", "qp_method": "auto", "time_limit": 0, "primal_inf_tolerance": 1e-6, "dual_inf_tolerance": 1e-6, "optimality_tolerance": 1e-6, "mip_tolerance": 1e-6, "verbose": 1, "threads": 1, "iteration_limit": 100000 } def build(self, add_variable_constraints=False): """Build the problem instance. Parameters ---------- add_variable_constraints : bool Whether to add constraints for each individual variables as a (sparse) block diagonal to the constraint matrix A. Returns ------- tuple of [P, q, A, bounds, vbounds, integer] with the following components: - P : Quadratic objective coefficients as an upper triangular CSC matrix - q : Linear objective coefficients as an array. - A : Constraint matrix as a CSC matrix. - bounds : Constraint lower and upper bounds as a 2xNc matrix. - vbounds : Variable bounds as a 2xNv matrix. - integer : Binary array indicating whether variable i is integer (for MIPs). """ d = self.direction vmap = dict(zip(self.variables, range(len(self.variables)))) nv = len(self.variables) cmap = dict(zip(self.constraints, range(len(self.constraints)))) nc = len(self.constraints) if len(self.obj_quadratic_coefs) > 0: P = array( [ [vmap[vn[0]], vmap[vn[1]], coef * d * 2.0] for vn, coef in self.obj_quadratic_coefs.items() ] ) P = csc_matrix( (P[:, 2], (P[:, 0].astype("int64"), P[:, 1].astype("int64"))), shape=(nv, nv), ) else: P = None q = zeros(nv) q[[vmap[vn] for vn in self.obj_linear_coefs]] = list( self.obj_linear_coefs.values() ) q = q * d vbounds = array( [[self.variable_lbs[vn], self.variable_ubs[vn]] for vn in self.variables] ) if len(self.constraint_coefs) > 0: A = array( [ [cmap[vn[0]], vmap[vn[1]], coef] for vn, coef in self.constraint_coefs.items() ] ) bounds = array( [ [self.constraint_lbs[cn], self.constraint_ubs[cn]] for cn in self.constraints ] ) if add_variable_constraints: Av = array([[vmap[k] + nc, vmap[k], 1.0] for k in self.variables]) A = concatenate((A, Av)) bounds = concatenate((bounds, vbounds)) A = csc_matrix( (A[:, 2], (A[:, 0].astype("int64"), A[:, 1].astype("int64"))), shape=(nc + nv, nv), ) elif add_variable_constraints: Av = array([[vmap[k], vmap[k], 1.0] for k in self.variables]) A = csc_matrix( (Av[:, 2], (Av[:, 0].astype("int64"), Av[:, 1].astype("int64"))), shape=(nv, nv), ) bounds = vbounds else: A = None bounds = None integer = array([int(vn in self.integer_vars) for vn in self.variables]) return SparseProblem(P, q, A, bounds, vbounds, integer) @abc.abstractmethod def solve(self): """Solve the problem. This will return nothing but will fill the solution attributes. Returns ------- Nothing. """ raise NotImplementedError("This needs to be overwritten by the child class.") def reset(self, everything=False): """Reset the public solver solution. Parameters ---------- everything : bool If true will also clear cached solution bases or warm start solutions. Returns ------- Nothing. """ self.info = None self.primals = {} self.cprimals = {} self.duals = {} self.vduals = {} if everything: self._solution = None @abc.abstractmethod def still_valid(self, A, bounds): """Check if previous solutions is still feasible. Parameters ---------- A : numpy.csc_matrix The constraint matrix A. bounds : numpy.array The constraint bounds. Returns ------- bool Whether the current solution still fulfills the bounds. """ raise NotImplementedError("This needs to be overwritten by the child class.") def prune(self): """Remove unused variables and constraints.""" self.reset() self.variable_lbs = { k: v for k, v in self.variable_lbs.items() if k in self.variables } self.variable_ubs = { k: v for k, v in self.variable_ubs.items() if k in self.variables } self.constraint_coefs = { k: v for k, v in self.constraint_coefs.items() if k[0] in self.constraints and k[1] in self.variables } self.obj_linear_coefs = { k: v for k, v in self.obj_linear_coefs.items() if k in self.variables } self.obj_quadratic_coefs = { k: v for k, v in self.obj_quadratic_coefs.items() if k[0] in self.variables and k[1] in self.variables } self.constraint_lbs = { k: v for k, v in self.constraint_lbs.items() if k in self.constraints } self.constraint_ubs = { k: v for k, v in self.constraint_ubs.items() if k in self.constraints } self.integer_vars = {v for v in self.integer_vars if v in self.variables} def rename_constraint(self, old, new): """Rename a constraint. Parameters ---------- old : str The old name of the constraint. new : str The new name of the constraint. Returns ------- Nothing. """ self.reset() self.constraints.remove(old) self.constraints.add(new) name_map = {k: k for k in self.constraints} name_map[old] = new self.constraint_coefs = { (name_map[k[0]], k[1]): v for k, v in self.constraint_coefs.items() } self.constraint_lbs[new] = self.constraint_lbs.pop(old) self.constraint_ubs[new] = self.constraint_ubs.pop(old) def rename_variable(self, old, new): """Rename a variable. Parameters ---------- old : str The old name of the variable. new : str The new name of the variable. Returns ------- Nothing. """ self.reset() self.variables.remove(old) self.variables.add(new) name_map = {k: k for k in self.variables} name_map[old] = new self.constraint_coefs = { (k[0], name_map[k[1]]): v for k, v in self.constraint_coefs.items() } self.obj_quadratic_coefs = { (name_map[k[0]], name_map[k[1]]): v for k, v in self.obj_quadratic_coefs.items() } self.obj_linear_coefs = { name_map[k]: v for k, v in self.obj_linear_coefs.items() } self.variable_lbs[new] = self.variable_lbs.pop(old) self.variable_ubs[new] = self.variable_ubs.pop(old) if old in self.integer_vars: self.integer_vars.remove(old) self.integer_vars.add(new) class Variable(interface.Variable): def __init__(self, name, *args, **kwargs): super().__init__(name=name, **kwargs) @interface.Variable.type.setter def type(self, value): if self.problem is not None: if value not in _TYPES: raise ValueError( "This interface cannot handle variables of type '%s'. " % value + "The following variable types are available: " + ", ".join(_TYPES) ) if value == "binary": self.lb = 0 self.ub = 1 self.problem.problem.integer_vars.add(self.name) elif value == "integer": self.problem.problem.integer_vars.add(self.name) elif value == "continuous": if self.name in self.problem.problem.integer_vars: self.problem.problem.integer_vars.remove(self.name) super(Variable, Variable).type.fset(self, value) def _get_primal(self): return self.problem.problem.primals.get(self.name, None) @property def dual(self): if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") if self.problem is not None: return self.problem.problem.vduals.get(self.name, None) return None @interface.Variable.name.setter def name(self, value): old_name = getattr(self, "name", None) super(Variable, Variable).name.fset(self, value) if getattr(self, "problem", None) is not None: if old_name != value: self.problem.problem.rename_variable(old_name, value) class Constraint(interface.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = False def __init__(self, expression, sloppy=False, **kwargs): super().__init__(expression=expression, sloppy=sloppy, **kwargs) def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() self.problem.problem.reset() for var, coef in coefficients.items(): self.problem.problem.constraint_coefs[(self.name, var.name)] = float( coef ) else: raise Exception( "Can't change coefficients if constraint is not associated " "with a model." ) def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() coefs = { v: self.problem.problem.constraint_coefs.get((self.name, v.name), 0.0) for v in variables } return coefs else: raise Exception( "Can't get coefficients from solver if constraint is not " "in a model" ) def _get_expression(self): if self.problem is not None: variables = self.problem._variables all_coefs = self.problem.problem.constraint_coefs coefs = [(v, all_coefs.get((self.name, v.name), 0.0)) for v in variables] expression = add([mul((symbolics.Real(co), v)) for (v, co) in coefs]) self._expression = expression return self._expression @property def problem(self): return self._problem @problem.setter def problem(self, value): if value is None: # Update expression from solver instance one last time self._get_expression() self._problem = value @property def primal(self): if self.problem is None: return None return self.problem.problem.cprimals.get(self.name, None) @property def dual(self): if self.problem.is_integer: raise ValueError("Dual values are not well-defined for integer problems") if self.problem is None: return None d = self.problem.problem.duals.get(self.name, None) return d @interface.Constraint.name.setter def name(self, value): old_name = self.name super(Constraint, Constraint).name.fset(self, value) if getattr(self, "problem", None) is not None: if old_name != value: self.problem.problem.rename_constraint(old_name, value) @interface.Constraint.lb.setter def lb(self, value): self._check_valid_lower_bound(value) if getattr(self, "problem", None) is not None: lb = -Infinity if value is None else float(value) self.problem.problem.constraint_lbs[self.name] = lb self._lb = value @interface.Constraint.ub.setter def ub(self, value): self._check_valid_upper_bound(value) if getattr(self, "problem", None) is not None: ub = Infinity if value is None else float(value) self.problem.problem.constraint_ubs[self.name] = ub self._ub = value def __iadd__(self, other): # if self.problem is not None: # self.problem._add_to_constraint(self.index, other) if self.problem is not None: problem_reference = self.problem self.problem._remove_constraint(self) super().__iadd__(other) problem_reference._add_constraint(self, sloppy=False) else: super().__iadd__(other) return self class Objective(interface.Objective): def __init__(self, expression, sloppy=False, **kwargs): super().__init__(expression=expression, sloppy=sloppy, **kwargs) self._expression_expired = False if not (sloppy or self.is_Linear or self.is_Quadratic): raise ValueError( "This interface only supports linear and quadratic objectives.") @property def value(self): if getattr(self, "problem", None) is None: return None if self.problem.problem.obj_value is None: return None return self.problem.problem.obj_value + self.problem._objective_offset @interface.Objective.direction.setter def direction(self, value): super(Objective, Objective).direction.__set__(self, value) if value == "min": self.problem.problem.direction = 1 else: self.problem.problem.direction = -1 def _get_expression(self): if ( self.problem is not None and self._expression_expired and len(self.problem._variables) > 0 ): model = self.problem vars = model._variables expression = add( [ coef * vars[vn] for vn, coef in model.problem.obj_linear_coefs.items() ] ) q_ex = add( [ coef * vars[vn[0]] * vars[vn[1]] for vn, coef in model.problem.obj_quadratic_coefs.items() ] ) expression += q_ex self._expression = expression self._expression_expired = False return self._expression def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() for v, coef in coefficients.items(): self.problem.problem.obj_linear_coefs[v.name] = float(coef) self._expression_expired = True else: raise Exception( "Can't change coefficients if objective is not associated " "with a model." ) def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() coefs = { v: self.problem.problem.obj_linear_coefs.get(v.name, 0.0) for v in variables } return coefs else: raise Exception( "Can't get coefficients from solver if objective " "is not in a model" ) class Configuration(interface.MathematicalProgrammingConfiguration): lp_methods = _LP_METHODS qp_methods = _QP_METHODS def __init__( self, lp_method="auto", presolve=False, verbosity=0, timeout=None, qp_method="auto", **kwargs ): super().__init__(**kwargs) self.lp_method = lp_method self.presolve = presolve self.verbosity = verbosity self.timeout = timeout self.qp_method = qp_method if "tolerances" in kwargs: for key, val in kwargs["tolerances"].items(): if key in self._tolerance_functions(): setattr(self.tolerances, key, val) @property def lp_method(self): """The algorithm used to solve LP problems.""" return self.problem.problem.settings["lp_method"] @lp_method.setter def lp_method(self, value): if value not in self.lp_methods: raise ValueError( "LP Method %s is not valid (choose one of: %s)" % (value, ", ".join(self.lp_methods)) ) if getattr(self, "problem", None) is not None: self.problem.problem.settings["lp_method"] = value self._lp_method = value def _set_presolve(self, value): if getattr(self, "problem", None) is not None: if value in [True, False, "auto"]: self.problem.problem.settings["presolve"] = value else: raise ValueError( str(value) + " is not a valid presolve parameter. Must be True, " "False or 'auto'." ) @property def presolve(self): return self.problem.problem.settings["presolve"] @presolve.setter def presolve(self, value): self._set_presolve(value) self._presolve = value @property def verbosity(self): return self._verbosity @verbosity.setter def verbosity(self, value): if getattr(self, "problem", None) is not None: self.problem.problem.settings["verbose"] = int(value) self._verbosity = value @property def timeout(self): return self.problem.problem.settings["time_limit"] @timeout.setter def timeout(self, value): if getattr(self, "problem", None) is not None: if value is None: self.problem.problem.settings["time_limit"] = 0 else: self.problem.problem.settings["time_limit"] = value def __getstate__(self): return { "presolve": self.presolve, "timeout": self.timeout, "verbosity": self.verbosity, "tolerances": { "feasibility": self.tolerances.feasibility, "optimality": self.tolerances.optimality, "integrality": self.tolerances.integrality, }, } def __setstate__(self, state): for key, val in state.items(): if key != "tolerances": setattr(self, key, val) for key, val in state["tolerances"].items(): if key in self._tolerance_functions(): setattr(self.tolerances, key, val) @property def qp_method(self): """Change the algorithm used to optimize QP problems.""" return self.problem.problem.settings["qp_method"] @qp_method.setter def qp_method(self, value): if value not in _QP_METHODS: raise ValueError( "%s is not a valid qp_method. Choose between %s" % (value, str(self.qp_methods)) ) if getattr(self, "problem", None) is not None: self.problem.problem.settings["qp_method"] = value self._qp_method = value def _get_feasibility(self): return self.problem.problem.settings["primal_inf_tolerance"] def _set_feasibility(self, value): self.problem.problem.settings["primal_inf_tolerance"] = value self.problem.problem.settings["dual_inf_tolerance"] = value def _get_integrality(self): return self.problem.problem.settings["mip_tolerance"] def _set_integrality(self, value): self.problem.problem.settings["mip_tolerance"] = value def _get_optimality(self): return self.problem.problem.settings["optimality_tolerance"] def _set_optimality(self, value): self.problem.problem.settings["optimality_tolerance"] = value def _tolerance_functions(self): return { "feasibility": (self._get_feasibility, self._set_feasibility), "optimality": (self._get_optimality, self._set_optimality), "integrality": (self._get_integrality, self._set_integrality), } class Model(interface.Model): ProblemClass = MatrixProblem status_map = _STATUS_MAP def _initialize_problem(self): self.problem = self.ProblemClass() def _initialize_model_from_problem(self, problem, vc_mapping=None, offset=0): if not isinstance(problem, self.ProblemClass): raise TypeError("Provided problem is not a valid OSQP model.") self.problem = problem for name in self.problem.variables: var = Variable( name, lb=self.problem.variable_lbs[name], ub=self.problem.variable_ubs[name], problem=self, ) super()._add_variables([var]) for name in self.problem.constraints: # Since constraint expressions are lazily retrieved from the # solver they don't have to be built here lhs = symbolics.Integer(0) constr = Constraint( lhs, lb=self.problem.constraint_lbs[name], ub=self.problem.constraint_ubs[name], name=name, problem=self, ) super()._add_constraints([constr], sloppy=True) if vc_mapping is None: for constr in self.constraints: name = constr.name for variable in constr.variables: try: self._variables_to_constraints_mapping[variable.name].add(name) except KeyError: self._variables_to_constraints_mapping[variable.name] = set( [name] ) else: self._variables_to_constraints_mapping = vc_mapping linear_expression = add( [ coef * self._variables[vn] for vn, coef in self.problem.obj_linear_coefs.items() ] ) quadratic_expression = add( [ coef * self._variables[vn[0]] * self._variables[vn[1]] for vn, coef in self.problem.obj_quadratic_coefs.items() ] ) self._objective_offset = offset self._objective = Objective( linear_expression + quadratic_expression + offset, problem=self, direction={-1: "max", 1: "min"}[self.problem.direction], name="matrix_objective", ) @property def objective(self): return self._objective @objective.setter def objective(self, value): value.problem = None if self._objective is not None: # Reset previous objective self.problem.obj_linear_coefs = dict() self.problem.obj_quadratic_coefs = dict() super(Model, self.__class__).objective.fset(self, value) self.update() expression = self._objective._expression ( offset, linear_coefficients, quadratic_coeffients, ) = parse_optimization_expression(value, quadratic=True, expression=expression) self._objective_offset = offset if linear_coefficients: self.problem.obj_linear_coefs = { v.name: float(c) for v, c in linear_coefficients.items() } for key, coef in quadratic_coeffients.items(): if len(key) == 1: var = next(iter(key)) self.problem.obj_quadratic_coefs[(var.name, var.name)] = float(coef) else: var1, var2 = key self.problem.obj_quadratic_coefs[(var1.name, var2.name)] = 0.5 * float( coef ) self.problem.obj_quadratic_coefs[(var2.name, var1.name)] = 0.5 * float( coef ) self._set_objective_direction(value.direction) value.problem = self def _set_objective_direction(self, direction): self.problem.direction = {"min": 1, "max": -1}[direction] def _get_primal_values(self): if len(self.problem.primals) == 0: raise SolverError("The problem has not been solved yet!") primal_values = [self.problem.primals[v.name] for v in self._variables] return primal_values def _get_reduced_costs(self): if self.is_integer: raise ValueError("Dual values are not well-defined for integer problems") if len(self.problem.vduals) == 0: raise SolverError("The problem has not been solved yet!") reduced_costs = [self.problem.vduals[v.name] for v in self._variables] return reduced_costs def _get_constraint_values(self): if len(self.problem.cprimals) == 0: raise SolverError("The problem has not been solved yet!") constraint_primals = [self.problem.cprimals[c.name] for c in self._constraints] return constraint_primals def _get_shadow_prices(self): if self.is_integer: raise ValueError("Dual values are not well-defined for integer problems") if len(self.problem.duals) == 0: raise SolverError("The problem has not been solved yet!") dual_values = [self.problem.duals[c.name] for c in self._constraints] return dual_values @property def is_integer(self): return len(self.problem.integer_vars) > 0 def _optimize(self): self.update() self.problem.solve() prior_status = self.problem.status self._original_status = prior_status status = self.status_map[prior_status] return status def optimize(self): self.update() status = self._optimize() self._status = status return status def _set_variable_bounds_on_problem(self, var_lb, var_ub): self.problem.reset() for var, val in var_lb: lb = -Infinity if val is None else float(val) self.problem.variable_lbs[var.name] = lb for var, val in var_ub: ub = Infinity if val is None else val self.problem.variable_ubs[var.name] = float(ub) def _add_variables(self, variables): super()._add_variables(variables) self.problem.reset() for variable in variables: lb = -Infinity if variable.lb is None else float(variable.lb) ub = Infinity if variable.ub is None else float(variable.ub) self.problem.variables.add(variable.name) self.problem.variable_lbs[variable.name] = lb self.problem.variable_ubs[variable.name] = ub if variable.type in ("binary", "integer"): self.problem.integer_vars.add(variable.name) variable.problem = self def _remove_variables(self, variables): # Not calling parent method to avoid expensive variable removal # from sympy expressions if self.objective is not None: self.objective._expression = self.objective.expression.xreplace( {var: 0 for var in variables} ) for variable in variables: del self._variables_to_constraints_mapping[variable.name] variable.problem = None del self._variables[variable.name] self.problem.variables.remove(variable.name) self.problem.prune() def _add_constraints(self, constraints, sloppy=False): super()._add_constraints(constraints, sloppy=sloppy) self.problem.reset() for constraint in constraints: # This needs to be done in order to not trigger constraint._get_expression() constraint._problem = None if constraint.is_Linear: _, coeff_dict, _ = parse_optimization_expression(constraint) lb = -Infinity if constraint.lb is None else float(constraint.lb) ub = Infinity if constraint.ub is None else float(constraint.ub) self.problem.constraints.add(constraint.name) self.problem.constraint_coefs.update( { (constraint.name, v.name): float(co) for v, co in coeff_dict.items() } ) self.problem.constraint_lbs[constraint.name] = lb self.problem.constraint_ubs[constraint.name] = ub constraint.problem = self elif constraint.is_Quadratic: raise NotImplementedError( "Quadratic constraints (like %s) are not supported " "in this interface yet." % constraint ) else: raise ValueError( "This interface only supports linear or quadratic constraints. " "%s is neither linear nor quadratic." % constraint ) def _remove_constraints(self, constraints): super()._remove_constraints(constraints) for constraint in constraints: self.problem.constraints.remove(constraint.name) self.problem.prune() def _get_variable_indices(self, names): vmap = dict(zip(self.variables, range(len(self.variables)))) return [vmap[n] for n in names] def __setstate__(self, d): self.__init__() problem = pickle.loads(d["problem"]) # workaround to conserve the order problem.variables = d["variables"] problem.constraints = d["constraints"] self._initialize_model_from_problem( problem, vc_mapping=d["v_to_c"], offset=d["offset"] ) problem.variables = set(problem.variables) problem.constraints = set(problem.constraints) self.configuration = self.interface.Configuration() self.configuration.problem = self self.configuration.__setstate__(d["config"]) def __getstate__(self): self.problem.reset() self.update() return { "problem": pickle.dumps(self.problem), "variables": [v.name for v in self._variables], "constraints": [c.name for c in self._constraints], "v_to_c": self._variables_to_constraints_mapping, "config": self.configuration.__getstate__(), "offset": getattr(self, "_objective_offset", 0.0), } @classmethod def from_lp(self, lp_problem_str): """Read a model from an LP file. The solver may not have an integrated LP reader so it will either use cplex or glpk to read the model. This means that QP problems will currently require cplex to be read :( """ if available_solvers["CPLEX"]: from optlang import cplex_interface mod = cplex_interface.Model.from_lp(lp_problem_str) mod.configuration.lp_method = "auto" mod.configuration.qp_method = "auto" return super().clone(mod) else: from optlang import glpk_interface mod = glpk_interface.Model.from_lp(lp_problem_str) mod.configuration.lp_method = "auto" return super().clone(mod) optlang-1.8.1/src/optlang/scipy_interface.py000066400000000000000000000603541451753105500211570ustar00rootroot00000000000000# Copyright 2015 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ The scipy interface uses the 'linprog' function of the scipy package. It has no integer or QP capabilities. Furthermore dual values (reduced costs and shadow prices) are not supported by this interface. This interface works well with small to medium scale models but for better performance, other solvers should be used for large models. """ from __future__ import absolute_import, print_function from collections import OrderedDict from itertools import islice import numpy as np import six from optlang import interface from optlang.expression_parsing import parse_optimization_expression from scipy.optimize import linprog from optlang.util import inheritdocstring from optlang import symbolics SCIPY_STATUS = { 0: interface.OPTIMAL, 1: interface.ABORTED, 2: interface.INFEASIBLE, 3: interface.UNBOUNDED } class Problem(object): """ Scipy linprog problem. This object implements an object-oriented interface to the linprog solver function. This class is wrapped by the Model object, but can also be used as a stand-alone low-level interface. """ def __init__(self): self._objective = OrderedDict() self._direction = "min" self._rows_to_be_added = None self._cols_to_be_added = None self._A = np.zeros(shape=[0, 0]) self.upper_bounds = np.zeros([0]) self.bounds = OrderedDict() self._variables = OrderedDict() self._constraints = OrderedDict() self._status = None self._var_primals = None self._slacks = None self._f = None def _get_var_index(self, name): return self._variables[name] def _get_constraint_index(self, name): return self._constraints[name] def _add_row_to_A(self, row): # Flush any cols_to_be_added # if self._cols_to_be_added is not None: # self._flush_cols_to_add() # Add the row to queue # if self._rows_to_be_added is None: # self._rows_to_be_added = [] # self._rows_to_be_added.append(row) self._A = np.vstack((self._A, row)) # def _flush_rows_to_add(self): # self._A = np.vstack([self._A] + self._rows_to_be_added) # self._rows_to_be_added = None def _add_col_to_A(self, col): # Flush any rows_to_be_added # if self._rows_to_be_added is not None: # self._flush_rows_to_add() # Add the col to queue # if self._cols_to_be_added is None: # self._cols_to_be_added = [] # self._cols_to_be_added.append(col) self._A = np.hstack((self._A, col)) # def _flush_cols_to_add(self): # self._A = np.hstack([self._A] + self._cols_to_be_added) # self._cols_to_be_added = None def set_variable_bounds(self, name, lower, upper): """Set the bounds of a variable""" self.bounds[name] = (lower, upper) self._reset_solution() def add_variable(self, name): """Add a variable to the problem""" if name in self._variables: raise ValueError( "A variable named " + name + " already exists." ) self._variables[name] = len(self._variables) self.bounds[name] = (0, None) new_col = np.zeros(shape=[len(self._constraints), 1]) self._add_col_to_A(new_col) self._reset_solution() def add_constraint(self, name, coefficients={}, ub=0): """ Add a constraint to the problem. The constrain is formulated as a dictionary of variable names to linear coefficients. The constraint can only have an upper bound. To make a constraint with a lower bound, multiply all coefficients by -1. """ if name in self._constraints: raise ValueError( "A constraint named " + name + " already exists." ) self._constraints[name] = len(self._constraints) self.upper_bounds = np.append(self.upper_bounds, ub) new_row = np.array([[coefficients.get(name, 0) for name in self._variables]]) self._add_row_to_A(new_row) self._reset_solution() def change_var_name(self, name, value): if name != value and value in self._variables: raise ValueError("A variable with that name already exists") self._variables = OrderedDict(((value if k == name else k), v) for k, v in self._variables.items()) self._objective = OrderedDict(((value if k == name else k), v) for k, v in self._objective.items()) self.bounds = OrderedDict(((value if k == name else k), v) for k, v in self.bounds.items()) def change_constraint_name(self, name, value): if name != value and value in self._constraints: raise ValueError("A constraint with that name already exists") self._constraints = OrderedDict(((value if k == name else k), v) for k, v in self._constraints.items()) def remove_variable(self, name): """Remove a variable from the problem.""" index = self._get_var_index(name) # Remove from matrix self._A = np.delete(self.A, index, 1) # Remove from bounds del self.bounds[name] # Remove from var list del self._variables[name] self._update_variable_indices() self._reset_solution() def remove_constraint(self, name): """Remove a constraint from the problem""" index = self._get_constraint_index(name) # Remove from matrix self._A = np.delete(self.A, index, 0) # Remove from upper_bounds self.upper_bounds = np.delete(self.upper_bounds, index) # Remove from constraint list del self._constraints[name] self._update_constraint_indices() self._reset_solution() def set_constraint_bound(self, name, value): """Set the upper bound of a constraint.""" index = self._get_constraint_index(name) self.upper_bounds[index] = value self._reset_solution() def get_var_primal(self, name): """Get the primal value of a variable. Returns None if the problem has not bee optimized.""" if self._var_primals is None: return None else: index = self._get_var_index(name) return self._var_primals[index] def get_var_dual(self, name): raise NotImplementedError( "Duals are currently not implemented for the Scipy solver. Please use another interface instead.") @property def A(self): """The linear coefficient matrix.""" assert self._rows_to_be_added is None or self._cols_to_be_added is None # if self._rows_to_be_added is not None: # self._flush_rows_to_add() # if self._cols_to_be_added is not None: # self._flush_cols_to_add() return self._A @property def objective(self): return self._objective @objective.setter def objective(self, value): self._objective = value self._reset_solution() @property def offset(self): return getattr(self, '_offset', 0) @offset.setter def offset(self, value): self._offset = value @property def direction(self): return self._direction @direction.setter def direction(self, value): self._direction = value self._reset_solution() @property def status(self): if self._status is None: raise RuntimeError("Problem has not been optimized yet") return SCIPY_STATUS[self._status] def get_constraint_slack(self, name): """Get the value of the slack variable of a constraint.""" if self._slacks is None: return None else: index = self._get_constraint_index(name) return self._slacks[index] def optimize(self, method="highs", verbosity=False, tolerance=1e-9, **kwargs): """Run the linprog function on the problem. Returns None.""" c = np.array([self.objective.get(name, 0) for name in self._variables]) if self.direction == "max": c *= -1 bounds = list(six.itervalues(self.bounds)) solution = linprog(c, self.A, self.upper_bounds, bounds=bounds, method=method, options={"maxiter": 10000, "disp": verbosity}, **kwargs) self._solution = solution self._status = solution.status if SCIPY_STATUS[self._status] == interface.OPTIMAL: self._var_primals = solution.x self._slacks = solution.slack else: self._var_primals = None self._slacks = None self._f = solution.fun @property def objective_value(self): """Returns the optimal objective value""" if self._f is None: raise RuntimeError("Problem has not been optimized yet") if self.direction == "max": return -self._f + self.offset else: return self._f + self.offset def _update_variable_indices(self, start=0): i = start for name in islice(self._variables, start, len(self._constraints)): self._variables[name] = i i += 1 def _update_constraint_indices(self, start=0): i = start for name in islice(self._constraints, start, len(self._constraints)): self._constraints[name] = i i += 1 def _reset_solution(self): self._status = None self._var_primals = None self._slacks = None self._f = None @six.add_metaclass(inheritdocstring) class Variable(interface.Variable): def __init__(self, name, lb=None, ub=None, type="continuous", *args, **kwargs): if type != "continuous": raise ValueError("Scipy solver only works with continuous variables. Please use another interface") super(Variable, self).__init__(name, lb, ub, type, *args, **kwargs) @interface.Variable.lb.setter def lb(self, value): interface.Variable.lb.fset(self, value) if self.problem: self.problem.problem.set_variable_bounds(self.name, self.lb, self.ub) @interface.Variable.ub.setter def ub(self, value): interface.Variable.ub.fset(self, value) if self.problem: self.problem.problem.set_variable_bounds(self.name, self.lb, self.ub) def set_bounds(self, lb, ub): super(Variable, self).set_bounds(lb, ub) if self.problem: self.problem.problem.set_variable_bounds(self.name, lb, ub) @interface.Variable.type.setter def type(self, value): if value != "continuous": raise ValueError("Scipy solver only works with continuous variables. Please use another interface") super(Variable, Variable).type.fset(self, value) @property def primal(self): if getattr(self, "problem", None) is not None: primal = self.problem.problem.get_var_primal(self.name) return primal else: return None @property def dual(self): if getattr(self, "problem", None) is not None: dual = self.problem.problem.get_var_dual(self.name) return dual else: return None @interface.Variable.name.setter def name(self, value): if getattr(self, "problem", None) is not None: self.problem.problem.change_var_name(self.name, value) super(Variable, Variable).name.fset(self, value) @six.add_metaclass(inheritdocstring) class Constraint(interface.Constraint): _INDICATOR_CONSTRAINT_SUPPORT = False def __init__(self, expression, sloppy=False, *args, **kwargs): super(Constraint, self).__init__(expression, sloppy=sloppy, *args, **kwargs) if not sloppy: if not self.is_Linear: raise ValueError( "Scipy only supports linear constraints. %s is not linear." % self) @property def upper_constraint_name(self): return self.name + "_upper" @property def lower_constraint_name(self): return self.name + "_lower" @property def primal(self): if getattr(self, "problem", None) is not None and self.problem.status == interface.OPTIMAL: if self.lb is not None: primal = self.lb + self.problem.problem.get_constraint_slack(self.lower_constraint_name) return primal elif self.ub is not None: primal = self.ub - self.problem.problem.get_constraint_slack(self.upper_constraint_name) return primal else: return None else: return None @property def dual(self): if getattr(self, "problem", None) is not None: raise NotImplementedError( "Duals have not been implemented for the Scipy solver. Please use another interface." ) else: return None @interface.Constraint.lb.setter def lb(self, value): self._check_valid_lower_bound(value) if getattr(self, "problem", None) is not None: if self.lb is None and value is not None: negative_coefficient_dict = {name: -coef for name, coef in self.coefficient_dict().items()} self.problem.problem.add_constraint( self.lower_constraint_name, negative_coefficient_dict, ub=-value ) elif value is None and self.lb is not None: self.problem.problem.remove_constraint(self.lower_constraint_name) elif value is not None and self.lb is not None: self.problem.problem.set_constraint_bound(self.lower_constraint_name, -value) self._lb = value @interface.Constraint.ub.setter def ub(self, value): self._check_valid_upper_bound(value) if getattr(self, "problem", None) is not None: if self.ub is None and value is not None: self.problem.problem.add_constraint(self.upper_constraint_name, self.coefficient_dict(), ub=value) elif value is None and self.ub is not None: self.problem.problem.remove_constraint(self.upper_constraint_name) elif value is not None and self.ub is not None: self.problem.problem.set_constraint_bound(self.upper_constraint_name, value) self._ub = value def coefficient_dict(self, names=True): if self.expression.is_Add: coefficient_dict = {variable: coef for variable, coef in self.expression.as_coefficients_dict().items() if variable.is_Symbol} coefficient_dict = {var: float(coef) for var, coef in coefficient_dict.items()} elif self.expression.is_Atom and self.expression.is_Symbol: coefficient_dict = {self.expression: 1} elif self.expression.is_Mul and len(self.expression.args) <= 2: args = self.expression.args coefficient_dict = {args[1]: float(args[0])} elif self.expression.is_Number: coefficient_dict = {} else: raise ValueError("Invalid expression: " + str(self.expression)) if names is True: coefficient_dict = {var.name: coef for var, coef in coefficient_dict.items()} return coefficient_dict def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() lb, ub = self.lb, self.ub self.lb, self.ub = None, None coefficients_dict = self.coefficient_dict(names=False) coefficients_dict.update(coefficients) self._expression = symbolics.add(*(v * k for k, v in coefficients_dict.items())) self.lb = lb self.ub = ub else: raise Exception("Can't change coefficients if constraint is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() coefs = self.coefficient_dict(names=False) return {v: coefs.get(v, 0) for v in variables} else: raise Exception("Can't get coefficients from solver if constraint is not in a model") @six.add_metaclass(inheritdocstring) class Objective(interface.Objective): def __init__(self, expression, sloppy=False, **kwargs): super(Objective, self).__init__(expression, sloppy=sloppy, **kwargs) if not (sloppy or self.is_Linear): raise ValueError( "Scipy only supports linear objectives. %s is not linear." % self) def _get_expression(self): if self.problem is not None: coefficients_dict = self.problem.problem.objective coefficients_dict = { self.problem._variables[name]: coef for name, coef in coefficients_dict.items() if name in self.problem._variables } self._expression = symbolics.add(*(v * k for k, v in coefficients_dict.items())) + self.problem.problem.offset return self._expression @property def value(self): if getattr(self, "problem", None) is not None: return self.problem.problem.objective_value else: return None @interface.Objective.direction.setter def direction(self, value): super(Objective, self.__class__).direction.fset(self, value) if getattr(self, "problem", None) is not None: self.problem.problem.direction = value def coefficient_dict(self): if self.expression.is_Add: coefficient_dict = {variable: coef for variable, coef in self.expression.as_coefficients_dict().items() if variable.is_Symbol} elif self.expression.is_Atom and self.expression.is_Symbol: coefficient_dict = {self.expression: 1} elif self.expression.is_Mul and len(self.expression.args) <= 2 and self.expression.args[1].is_Symbol: args = self.expression.args coefficient_dict = {args[1]: float(args[0])} elif self.expression.is_Number: coefficient_dict = {} else: raise ValueError("Invalid expression: " + str(self.expression)) coefficient_dict = {var.name: float(coef) for var, coef in coefficient_dict.items()} return coefficient_dict def set_linear_coefficients(self, coefficients): if self.problem is not None: self.problem.update() self.problem.problem.objective.update({var.name: coef for var, coef in coefficients.items()}) else: raise Exception("Can't change coefficients if objective is not associated with a model.") def get_linear_coefficients(self, variables): if self.problem is not None: self.problem.update() return {v: float(self.problem.problem.objective.get(v.name, 0)) for v in variables} else: raise Exception("Can't get coefficients from solver if objective is not in a model") @six.add_metaclass(inheritdocstring) class Configuration(interface.MathematicalProgrammingConfiguration): def __init__(self, verbosity=0, tolerance=1e-9, *args, **kwargs): super(Configuration, self).__init__(*args, **kwargs) self._verbosity = verbosity self.tolerance = tolerance @property def verbosity(self): return self._verbosity @verbosity.setter def verbosity(self, value): self._verbosity = value @property def presolve(self): return False @presolve.setter def presolve(self, value): if value is not False: raise ValueError("The Scipy solver has no presolve capabilities") @property def timeout(self): return None @timeout.setter def timeout(self, value): if value is not None: raise ValueError("Scipy interface does not support timeout") @property def tolerance(self): return self._tolerance @tolerance.setter def tolerance(self, value): self._tolerance = value @six.add_metaclass(inheritdocstring) class Model(interface.Model): def _initialize_problem(self): self.problem = Problem() def _initialize_model_from_problem(self, problem): if isinstance(problem, Problem): self.problem = problem else: raise TypeError("Problem must be an instance of scipy_interface.Problem, not " + repr(type(problem))) # def _add_variable(self, variable): # print("added", variable.name) # super(Model, self)._add_variable(variable) # self.problem.add_variable(variable.name) # self.problem.set_variable_bounds(variable.name, variable.lb, variable.ub) def _add_variables(self, variables): super(Model, self)._add_variables(variables) for var in variables: self.problem.add_variable(var.name) self.problem.set_variable_bounds(var.name, var.lb, var.ub) def _remove_variables(self, variables): variable_names = [variable.name for variable in variables] super(Model, self)._remove_variables(variables) for name in variable_names: self.problem.remove_variable(name) def _add_constraints(self, constraints, sloppy=False): if sloppy is False: for c in constraints: if not c.is_Linear: raise ValueError("Scipy solver only works with linear constraints. Please use another interface.") super(Model, self)._add_constraints(constraints, sloppy=sloppy) for constraint in constraints: coefficient_dict = constraint.coefficient_dict() if constraint.ub is not None: self.problem.add_constraint(constraint.upper_constraint_name, coefficient_dict) self.problem.set_constraint_bound(constraint.upper_constraint_name, constraint.ub) if constraint.lb is not None: negative_coefficient_dict = {name: -coef for name, coef in coefficient_dict.items()} self.problem.add_constraint(constraint.lower_constraint_name, negative_coefficient_dict) self.problem.set_constraint_bound(constraint.lower_constraint_name, -constraint.lb) def _remove_constraints(self, constraints): for constraint in constraints: if constraint.lb is not None: self.problem.remove_constraint(constraint.lower_constraint_name) if constraint.ub is not None: self.problem.remove_constraint(constraint.upper_constraint_name) super(Model, self)._remove_constraints(constraints) def _optimize(self): self.problem.optimize(verbosity=bool(self.configuration.verbosity), tolerance=self.configuration.tolerance) status = self.problem.status return status @interface.Model.objective.setter def objective(self, value): super(Model, Model).objective.fset(self, value) value.problem = None if value is None: self.problem.objective = {} else: offset, coefficients, _ = parse_optimization_expression(value) self.problem.objective = {var.name: coef for var, coef in coefficients.items()} self.problem.offset = offset self.problem.direction = value.direction value.problem = self if __name__ == "__main__": x1 = Variable('x1', lb=0) x2 = Variable('x2', lb=0) x3 = Variable('x3', lb=0) c1 = Constraint(x1 + x2 + x3, lb=-100, ub=100, name='c1') c2 = Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600, name='c2') c3 = Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300, name='c3') obj = Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') model = Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) status = model.optimize() print("status:", model.status) print("objective value:", model.objective.value) for var in model.variables: print(var.name, "=", var.primal) optlang-1.8.1/src/optlang/symbolics.py000066400000000000000000000077241451753105500200160ustar00rootroot00000000000000# Copyright 2017 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ This module contains a common interface to symbolic operations in Sympy and Symengine respectively. All symbolic operations in the optlang codebase should use these functions. """ from __future__ import division import os import six import uuid import logging import optlang logger = logging.getLogger(__name__) # Read environment variable SYMENGINE_PREFERENCE = os.environ.get("OPTLANG_USE_SYMENGINE", "") if SYMENGINE_PREFERENCE.lower() in ("false", "no", "off"): USE_SYMENGINE = False else: # pragma: no cover try: import symengine from symengine import Symbol as symengine_Symbol except ImportError as e: if SYMENGINE_PREFERENCE.lower() in ("true", "yes", "on"): logger.warn("Symengine could not be imported: " + str(e)) USE_SYMENGINE = False else: USE_SYMENGINE = True if USE_SYMENGINE: # pragma: no cover # noqa: C901 optlang._USING_SYMENGINE = True Integer = symengine.Integer Real = symengine.RealDouble Basic = symengine.Basic Number = symengine.Number Zero = Real(0) One = Real(1) NegativeOne = Real(-1) sympify = symengine.sympify Expr = symengine.Expr Add = symengine.Add Mul = symengine.Mul Pow = symengine.Pow class Symbol(symengine_Symbol): """A generic symbol used in expressions.""" def __new__(cls, name, *args, **kwargs): if not isinstance(name, six.string_types): raise TypeError("name should be a string, not %s" % repr(type(name))) return symengine_Symbol.__new__(cls, name) def __init__(self, name, *args, **kwargs): super(Symbol, self).__init__(name) self._name = name def __repr__(self): return self._name def __str__(self): return self._name def __getnewargs__(self): return (self._name, {}) def add(*args): if len(args) == 1: args = args[0] elif len(args) == 0: return Zero return Add(*args) def mul(*args): if len(args) == 1: args = args[0] elif len(args) == 0: return One # if you multiply nothing the result should be zero return Mul(*args) else: # Use sympy import sympy optlang._USING_SYMENGINE = False Integer = sympy.Integer Real = sympy.RealNumber Basic = sympy.Basic Number = sympy.Number Zero = Real(0) One = Real(1) NegativeOne = Real(-1) sympify = sympy.sympify Expr = sympy.core.expr.Expr Add = sympy.Add Mul = sympy.Mul Pow = sympy.Pow class Symbol(sympy.core.Dummy): """A generic symbol used in expressions.""" def __new__(cls, name, *args, **kwargs): if not isinstance(name, six.string_types): raise TypeError("name should be a string, not %s" % repr(type(name))) return sympy.core.Dummy.__new__(cls, name) def __init__(self, *args, **kwargs): super(Symbol, self).__init__() def add(*args): if len(args) == 1: args = args[0] elif len(args) == 0: return Zero return sympy.Add._from_args(args) def mul(*args): if len(args) == 1: args = args[0] elif len(args) == 0: return One return sympy.Mul._from_args(args) optlang-1.8.1/src/optlang/tests/000077500000000000000000000000001451753105500165705ustar00rootroot00000000000000optlang-1.8.1/src/optlang/tests/__init__.py000066400000000000000000000000001451753105500206670ustar00rootroot00000000000000optlang-1.8.1/src/optlang/tests/abstract_test_cases.py000066400000000000000000001166251451753105500231750ustar00rootroot00000000000000# Copyright 2016 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from __future__ import division import abc import copy import json import os import pickle import unittest from functools import partial import six import sympy import optlang from optlang import interface, symbolics __test__ = False TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.json') TESTMILPMODELPATH = os.path.join(os.path.dirname(__file__), 'data/simple_milp.json') @six.add_metaclass(abc.ABCMeta) class AbstractVariableTestCase(unittest.TestCase): @unittest.skip('Abstract test method not implemented.') def test_magic(self): pass def setUp(self): self.var = self.interface.Variable('test') self.model = self.interface.Model() def test_set_wrong_type_raises(self): self.assertRaises(ValueError, self.interface.Variable, name="test", type="mayo") self.assertRaises(Exception, setattr, self.var, 'type', 'ketchup') self.model.add(self.var) self.model.update() self.assertRaises(ValueError, setattr, self.var, "type", "mustard") self.var.type = "integer" self.assertEqual(self.var.type, "integer") def test_change_type(self): var = self.interface.Variable("test") var.type = "binary" self.assertEqual(var.type, "binary") def test_change_name(self): self.model.add(self.var) self.model.update() self.var.name = "test_2" self.assertEqual(self.var.name, "test_2") self.assertEqual(str(self.var), self.var.name) self.model.remove(self.var) self.model.update() def test_non_string_name_raises(self): for name in [2, None, True, ["name1", "name2"]]: with self.assertRaises(TypeError): self.interface.Variable(name) @abc.abstractmethod def test_get_primal(self): pass def test_get_dual(self): with open(TESTMODELPATH) as infile: model = self.interface.Model.from_json(json.load(infile)) model.optimize() self.assertEqual(model.status, 'optimal') self.assertAlmostEqual(model.objective.value, 0.8739215069684305) self.assertTrue(isinstance(model.variables[0].dual, float)) def test_setting_lower_bound_higher_than_upper_bound_raises(self): self.model.add(self.var) self.var.ub = 0 self.assertRaises(ValueError, setattr, self.model.variables["test"], 'lb', 100.) def test_setting_nonnumerical_bounds_raises(self): self.assertRaises(TypeError, setattr, self.var, "lb", "Minestrone") self.assertRaises(TypeError, setattr, self.var, "ub", "Minestrone") self.model.add(self.var) self.assertRaises(TypeError, setattr, self.model.variables[0], 'lb', 'Chicken soup') self.assertRaises(TypeError, setattr, self.model.variables[0], 'ub', 'Chicken soup') @abc.abstractmethod def test_changing_variable_names_is_reflected_in_the_solver(self): pass def test_setting_bounds(self): self.var.ub = 5 self.model.objective = self.interface.Objective(self.var) self.model.optimize() self.assertEqual(self.var.primal, 5) self.var.ub = 4 self.model.optimize() self.assertEqual(self.var.primal, 4) self.var.lb = -3 self.model.objective.direction = "min" self.model.optimize() self.assertEqual(self.var.primal, -3) self.var.lb = sympy.Number(-4) # Sympy numbers should be valid bounds self.model.optimize() self.assertEqual(self.var.primal, -4) def test_set_bounds_method(self): var = self.interface.Variable("test", lb=-10) c = self.interface.Constraint(var, lb=-100) model = self.interface.Model() obj = self.interface.Objective(var) model.add(c) model.objective = obj for lb, ub in ((1, 10), (-1, 5), (11, 12)): obj.direction = "max" var.set_bounds(lb, ub) model.optimize() self.assertAlmostEqual(var.primal, ub) obj.direction = "min" model.optimize() self.assertAlmostEqual(var.primal, lb) var.set_bounds(None, 0) model.optimize() self.assertAlmostEqual(var.primal, -100) obj.direction = "max" var.set_bounds(1, None) self.assertEqual(model.optimize(), optlang.interface.UNBOUNDED) self.assertRaises(ValueError, var.set_bounds, 2, 1) def test_set_bounds_to_none(self): model = self.model var = self.var model.objective = self.interface.Objective(var) self.assertEqual(model.optimize(), interface.UNBOUNDED) var.ub = 10 self.assertEqual(model.optimize(), interface.OPTIMAL) var.ub = None self.assertEqual(model.optimize(), interface.UNBOUNDED) self.model.objective.direction = "min" var.lb = -10 self.assertEqual(model.optimize(), interface.OPTIMAL) var.lb = None self.assertEqual(model.optimize(), interface.UNBOUNDED) def test_invalid_name_raises(self): with self.assertRaises(Exception): self.interface.Variable("") with self.assertRaises(Exception): self.interface.Variable("This space") with self.assertRaises(Exception): self.interface.Variable("This\ttab") def test_new_invalid_name_raises(self): with self.assertRaises(Exception): self.var.name = "" with self.assertRaises(Exception): self.var.name = "This space" with self.assertRaises(Exception): self.var.name = "This\ttab" self.assertEqual(self.var.name, 'test') @six.add_metaclass(abc.ABCMeta) class AbstractConstraintTestCase(unittest.TestCase): def setUp(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) self.constraint = self.interface.Constraint( self.interface.Variable('chip') + self.interface.Variable('chap'), name='woodchips', lb=100 ) def test_indicator_constraint_support(self): if self.interface.Constraint._INDICATOR_CONSTRAINT_SUPPORT: constraint = self.interface.Constraint( self.interface.Variable('chip_2'), indicator_variable=self.interface.Variable('chip', type='binary'), active_when=0, lb=0, ub=0, name='indicator_constraint_fwd_1' ) model = self.interface.Model() model.add(constraint) model.update() self.assertEqual(constraint.problem, model) self.assertIn(constraint, model.constraints) model.remove(constraint.name) model.update() self.assertEqual(constraint.problem, None) self.assertNotIn(constraint, model.constraints) else: self.assertRaises( optlang.exceptions.IndicatorConstraintsNotSupported, self.interface.Constraint, self.interface.Variable('chip') + self.interface.Variable('chap'), indicator_variable=self.interface.Variable('indicator', type='binary') ) @abc.abstractmethod def test_get_primal(self): pass def test_get_dual(self): self.assertEqual(self.constraint.dual, None) self.model.optimize() self.assertEqual(self.model.status, 'optimal') self.assertAlmostEqual(self.model.objective.value, 0.8739215069684305) self.assertTrue(isinstance(self.model.constraints[0].dual, float)) def test_change_constraint_name(self): constraint = self.interface.Constraint.clone(self.constraint) self.assertEqual(constraint.name, 'woodchips') constraint.name = 'ketchup' self.assertEqual(constraint.name, 'ketchup') self.assertEqual([constraint.name for constraint in self.model.constraints], ['M_13dpg_c', 'M_2pg_c', 'M_3pg_c', 'M_6pgc_c', 'M_6pgl_c', 'M_ac_c', 'M_ac_e', 'M_acald_c', 'M_acald_e', 'M_accoa_c', 'M_acon_C_c', 'M_actp_c', 'M_adp_c', 'M_akg_c', 'M_akg_e', 'M_amp_c', 'M_atp_c', 'M_cit_c', 'M_co2_c', 'M_co2_e', 'M_coa_c', 'M_dhap_c', 'M_e4p_c', 'M_etoh_c', 'M_etoh_e', 'M_f6p_c', 'M_fdp_c', 'M_for_c', 'M_for_e', 'M_fru_e', 'M_fum_c', 'M_fum_e', 'M_g3p_c', 'M_g6p_c', 'M_glc_D_e', 'M_gln_L_c', 'M_gln_L_e', 'M_glu_L_c', 'M_glu_L_e', 'M_glx_c', 'M_h2o_c', 'M_h2o_e', 'M_h_c', 'M_h_e', 'M_icit_c', 'M_lac_D_c', 'M_lac_D_e', 'M_mal_L_c', 'M_mal_L_e', 'M_nad_c', 'M_nadh_c', 'M_nadp_c', 'M_nadph_c', 'M_nh4_c', 'M_nh4_e', 'M_o2_c', 'M_o2_e', 'M_oaa_c', 'M_pep_c', 'M_pi_c', 'M_pi_e', 'M_pyr_c', 'M_pyr_e', 'M_q8_c', 'M_q8h2_c', 'M_r5p_c', 'M_ru5p_D_c', 'M_s7p_c', 'M_succ_c', 'M_succ_e', 'M_succoa_c', 'M_xu5p_D_c']) for i, constraint in enumerate(self.model.constraints): constraint.name = 'c' + str(i) self.assertEqual([constraint.name for constraint in self.model.constraints], ['c' + str(i) for i in range(0, len(self.model.constraints))]) def test_setting_lower_bound_higher_than_upper_bound_raises(self): self.assertRaises(ValueError, setattr, self.model.constraints[0], 'lb', 10000000000.) self.assertRaises(ValueError, setattr, self.model.constraints[0], "ub", -1000000000.) self.assertRaises(ValueError, self.interface.Constraint, 0, lb=0, ub=-1) def test_setting_bounds(self): var = self.interface.Variable("test", lb=-10) c = self.interface.Constraint(var, lb=0) model = self.interface.Model() obj = self.interface.Objective(var) model.add(c) model.objective = obj c.ub = 5 model.optimize() self.assertAlmostEqual(var.primal, 5) c.ub = 4 model.optimize() self.assertAlmostEqual(var.primal, 4) c.lb = -3 model.objective.direction = "min" model.optimize() self.assertAlmostEqual(var.primal, -3) c.lb = sympy.Number(-4) # Sympy numbers should be valid bounds model.optimize() self.assertAlmostEqual(var.primal, -4) def test_setting_nonnumerical_bounds_raises(self): var = self.interface.Variable("test") constraint = self.interface.Constraint(var, lb=0) self.assertRaises(TypeError, setattr, constraint, "lb", "noodle soup") self.assertRaises(TypeError, setattr, self.model.constraints[0], 'lb', 'Chicken soup') self.assertRaises(TypeError, setattr, constraint, "ub", "noodle soup") self.assertRaises(TypeError, setattr, self.model.constraints[0], 'ub', 'Chicken soup') def test_set_constraint_bounds_to_none(self): model = self.interface.Model() var = self.interface.Variable("test") const = self.interface.Constraint(var, lb=-10, ub=10) obj = self.interface.Objective(var) model.add(const) model.objective = obj self.assertEqual(model.optimize(), interface.OPTIMAL) const.ub = None self.assertEqual(model.optimize(), interface.UNBOUNDED) const.ub = 10 const.lb = None obj.direction = "min" self.assertEqual(model.optimize(), interface.UNBOUNDED) const.lb = -10 self.assertEqual(model.optimize(), interface.OPTIMAL) def test_constraint_get_linear_coefficients_raises(self): self.assertRaises(Exception, self.constraint.get_linear_coefficients, []) def test_constraint_set_linear_coefficients_raises(self): self.assertRaises(Exception, self.constraint.set_linear_coefficients, {}) def test_move_constant_to_rhs(self): x = self.interface.Variable("x") c1 = self.interface.Constraint(x + 3, lb=0, ub=0) self.assertEqual(c1.expression - x, 0) self.assertEqual(c1.lb, -3) self.assertEqual(c1.ub, -3) c2 = self.interface.Constraint(x - 3, lb=0, ub=0) self.assertEqual(c2.expression - x, 0) self.assertEqual(c2.lb, 3) self.assertEqual(c2.ub, 3) c3 = self.interface.Constraint(x - 3, lb=0) self.assertEqual(c3.expression - x, 0) self.assertEqual(c3.lb, 3) c4 = self.interface.Constraint(x - 3, ub=0) self.assertEqual(c4.expression - x, 0) self.assertEqual(c4.ub, 3) c5 = self.interface.Constraint(x + 3, lb=0) self.assertEqual(c5.expression - x, 0) self.assertEqual(c5.lb, -3) c6 = self.interface.Constraint(x + 3, ub=0) self.assertEqual(c6.expression - x, 0) self.assertEqual(c6.ub, -3) def test_invalid_name_raises(self): with self.assertRaises(Exception): self.interface.Constraint(1, name="") with self.assertRaises(Exception): self.interface.Constraint(1, name="This space") with self.assertRaises(Exception): self.interface.Constraint(1, name="This\ttab") def test_new_invalid_name_raises(self): const = self.interface.Constraint(1, name="MyConstraint") with self.assertRaises(Exception): const.name = "" with self.assertRaises(Exception): const.name = "This space" with self.assertRaises(Exception): const.name = "This\ttab" def test_construct_with_sloppy(self): x, y, z, w = self.model.variables[:4] const = self.interface.Constraint( symbolics.add([symbolics.mul(symbolics.One, var) for var in [x, y, z]]), lb=0, sloppy=True ) self.model.add(const) self.model.update() self.assertTrue(const.get_linear_coefficients([x, y, z, w]) == {x: 1, y: 1, z: 1, w: 0}) @six.add_metaclass(abc.ABCMeta) class AbstractObjectiveTestCase(unittest.TestCase): @abc.abstractmethod def setUp(self): pass @abc.abstractmethod def test_change_direction(self): pass def test_objective_get_linear_coefficients_raises(self): objective = self.interface.Objective(0) self.assertRaises(Exception, objective.get_linear_coefficients, []) def test_objective_set_linear_coefficients_raises(self): objective = self.interface.Objective(0) self.assertRaises(Exception, objective.set_linear_coefficients, {}) def test_objective_value_is_none(self): objective = self.interface.Objective(0) self.assertIs(objective.value, None) def test_invalid_name_raises(self): with self.assertRaises(Exception): self.interface.Objective(1, name="") with self.assertRaises(Exception): self.interface.Objective(1, name="This space") with self.assertRaises(Exception): self.interface.Objective(1, name="This\ttab") def test_new_invalid_name_raises(self): obj = self.interface.Objective(1, name="MyObjective") with self.assertRaises(Exception): obj.name = "" with self.assertRaises(Exception): obj.name = "This space" with self.assertRaises(Exception): obj.name = "This\ttab" def test_construct_with_sloppy(self): x, y, z, w = self.model.variables[:4] obj = self.interface.Objective( symbolics.add([symbolics.mul((symbolics.One, var)) for var in [x, y, z]]), direction="min", sloppy=True ) self.model.objective = obj self.assertTrue(obj.get_linear_coefficients([x, y, z, w]) == {x: 1, y: 1, z: 1, w: 0}) @six.add_metaclass(abc.ABCMeta) class AbstractModelTestCase(unittest.TestCase): def setUp(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) def test_create_empty_model(self): model = self.interface.Model() self.assertEqual(len(model.constraints), 0) self.assertEqual(len(model.variables), 0) self.assertEqual(model.objective.expression - 0, 0) @abc.abstractmethod def test_pickle_ability(self): pass def test_pickle_empty_model(self): model = self.interface.Model() self.assertEqual(model.objective.expression - 0, 0) self.assertEqual(len(model.variables), 0) self.assertEqual(len(model.constraints), 0) pickle_string = pickle.dumps(model) from_pickle = pickle.loads(pickle_string) self.assertEqual(from_pickle.objective.expression - 0, 0) self.assertEqual(len(from_pickle.variables), 0) self.assertEqual(len(from_pickle.constraints), 0) def test_copy(self): self.model.optimize() value = self.model.objective.value model_copy = copy.copy(self.model) self.assertIsNot(self.model, model_copy) model_copy.optimize() self.assertAlmostEqual(value, model_copy.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in model_copy.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in model_copy.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_deepcopy(self): self.model.optimize() value = self.model.objective.value model_copy = copy.deepcopy(self.model) self.assertIsNot(self.model, model_copy) self.assertIsNot(self.model.problem, model_copy.problem) model_copy.optimize() self.assertAlmostEqual(value, model_copy.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in model_copy.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in model_copy.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) @abc.abstractmethod def test_config_gets_copied_too(self): pass @abc.abstractmethod def test_init_from_existing_problem(self): pass def test_add_variable(self): model = self.interface.Model() var = self.interface.Variable('x') self.assertEqual(var.problem, None) model.add(var) self.assertTrue(var in model.variables) self.assertEqual(model.variables['x'].problem, var.problem) self.assertEqual(model.variables['x'].problem, model) var = self.interface.Variable('y', lb=-13) model.add(var) self.assertTrue(var in model.variables) self.assertEqual(model.variables['x'].lb, None) self.assertEqual(model.variables['x'].ub, None) self.assertEqual(model.variables['y'].lb, -13) self.assertEqual(model.variables['x'].ub, None) def test_add_integer_var(self): var = self.interface.Variable('int_var', lb=-13, ub=499., type='integer') self.model.add(var) self.assertEqual(self.model.variables['int_var'].type, 'integer') self.assertEqual(self.model.variables['int_var'].ub, 499.) self.assertEqual(self.model.variables['int_var'].lb, -13) @abc.abstractmethod def test_add_non_cplex_conform_variable(self): pass def test_remove_variable(self): var = self.model.variables[0] self.assertEqual(var.problem, self.model) self.model.remove(var) self.assertNotIn(var, self.model.variables) self.assertEqual(var.problem, None) def test_remove_variable_str(self): var = self.model.variables.values()[0] self.model.remove(var.name) self.assertNotIn(var, self.model.variables) self.assertEqual(var.problem, None) def test_add_constraints(self): x = self.interface.Variable('x', type='binary') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=0., ub=3, type='integer') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') constr2 = self.interface.Constraint(2.333 * x + y + 3.333, ub=100.33, name='test2') constr3 = self.interface.Constraint(2.333 * x + y + z, ub=100.33, lb=-300) constr4 = self.interface.Constraint(77 * x, lb=10, name='Mul_constraint') constr5 = self.interface.Constraint(x, ub=-10, name='Only_var_constraint') constr6 = self.interface.Constraint(3, ub=88., name='Number_constraint') self.model.add(constr1) self.model.update() self.model.add(constr2) self.model.update() self.model.add(constr3, sloppy=True) self.model.update() self.model.add([constr4, constr5, constr6]) self.model.update() self.assertIn(constr1.name, self.model.constraints) self.assertIn(constr2.name, self.model.constraints) self.assertIn(constr3.name, self.model.constraints) self.assertIn(constr4.name, self.model.constraints) self.assertIn(constr5.name, self.model.constraints) self.assertIn(constr6.name, self.model.constraints) def test_remove_constraints(self): x = self.interface.Variable('x', type='binary') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=4, ub=4, type='integer') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') self.assertEqual(constr1.problem, None) self.model.add(constr1) self.model.update() self.assertEqual(constr1.problem, self.model) self.assertIn(constr1, self.model.constraints) self.model.remove(constr1.name) self.model.update() self.assertEqual(constr1.problem, None) self.assertNotIn(constr1, self.model.constraints) def test_add_nonlinear_constraint_raises(self): x = self.interface.Variable('x', type='binary') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=3, ub=3, type='integer') with self.assertRaises(ValueError): constraint = self.interface.Constraint(0.3 * x + 0.4 * y ** x + 66. * z, lb=-100, ub=0., name='test') self.model.add(constraint) self.model.update() def test_objective_get_linear_coefficients(self): coefs = self.model.objective.get_linear_coefficients(self.model.variables) self.assertEqual(len(coefs), len(self.model.variables)) expr = sum(c * v for v, c in coefs.items()) self.assertEqual((expr - self.model.objective.expression).expand() - 0, 0) def test_constraint_get_linear_coefficients(self): constraint = self.model.constraints[5] coefs = constraint.get_linear_coefficients(self.model.variables) self.assertEqual(len(coefs), len(self.model.variables)) expr = sum(c * v for v, c in coefs.items()) self.assertEqual((expr - constraint.expression).expand() - 0, 0) @abc.abstractmethod def test_change_of_constraint_is_reflected_in_low_level_solver(self): pass @abc.abstractmethod def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): pass @abc.abstractmethod def test_change_of_objective_is_reflected_in_low_level_solver(self): pass @abc.abstractmethod def test_change_variable_bounds(self): pass def test_change_variable_type(self): self.model.variables[-1].type = "integer" self.assertEqual(self.model.variables[-1].type, "integer") @abc.abstractmethod def test_change_constraint_bounds(self): pass def test_initial_objective(self): self.assertEqual(self.model.objective.expression, 1.0 * self.model.variables["R_Biomass_Ecoli_core_w_GAM"]) def test_set_objective_in_constructor(self): var = self.interface.Variable("x", ub=5) obj = self.interface.Objective(var, direction="max") model = self.interface.Model(objective=obj, variables=[var]) model.optimize() self.assertIs(model.objective, obj) self.assertAlmostEqual(model.objective.value, 5) def test_optimize(self): self.model.optimize() self.assertEqual(self.model.status, 'optimal') self.assertAlmostEqual(self.model.objective.value, 0.8739215069684303) def test_optimize_milp(self): with open(TESTMILPMODELPATH) as infile: milp_model = self.interface.Model.from_json(json.load(infile)) milp_model.optimize() self.assertEqual(milp_model.status, 'optimal') self.assertAlmostEqual(milp_model.objective.value, 122.5) for variable in milp_model.variables: if variable.type == 'integer': self.assertEqual(variable.primal % 1, 0) def test_change_objective(self): v1, v2 = self.model.variables.values()[0:2] self.model.objective = self.interface.Objective(1. * v1 + 1. * v2) self.assertEqual(self.model.objective.direction, "max") self.assertEqual( float((self.model.objective.expression - (1.0 * self.model.variables["R_PGK"] + 1.0 * self.model.variables["R_Biomass_Ecoli_core_w_GAM"])).expand()), 0. ) self.model.objective = self.interface.Objective(v1 + v2) self.assertEqual(self.model.objective.direction, "max") self.assertEqual( float((self.model.objective.expression - (1.0 * self.model.variables["R_PGK"] + 1.0 * self.model.variables["R_Biomass_Ecoli_core_w_GAM"])).expand()), 0. ) def test_number_objective(self): self.model.objective = self.interface.Objective(0.) self.assertEqual(self.model.objective.expression - 0, 0) self.assertEqual(self.model.objective.direction, "max") self.assertEqual(self.model.optimize(), "optimal") def test_raise_on_non_linear_objective(self): """Test that an exception is raised when a non-linear objective is added to the model.""" v1, v2 = self.model.variables.values()[0:2] self.assertRaises(ValueError, self.interface.Objective, v1 * v2 ** 3) @abc.abstractmethod def test_iadd_objective(self): pass @abc.abstractmethod def test_imul_objective(self): pass @abc.abstractmethod def test_set_copied_objective(self): pass @abc.abstractmethod def test_timeout(self): pass @abc.abstractmethod def test_set_linear_coefficients_objective(self): pass def test_instantiating_model_with_different_solver_problem_raises(self): self.assertRaises(TypeError, self.interface.Model, problem='Chicken soup') @abc.abstractmethod def test_set_linear_coefficients_constraint(self): pass def test_primal_values(self): self.model.optimize() primals = self.model.primal_values for var in self.model.variables: self.assertEqual(var.primal, primals[var.name]) self.assertEqual(set(var.name for var in self.model.variables), set(primals)) def test_reduced_costs(self): self.model.optimize() reduced_costs = self.model.reduced_costs for var in self.model.variables: self.assertEqual(var.dual, reduced_costs[var.name]) self.assertEqual(set(var.name for var in self.model.variables), set(reduced_costs)) def test_dual_values(self): self.model.optimize() constraint_primals = self.model.constraint_values # TODO Fix this method name for constraint in self.model.constraints: self.assertEqual(constraint.primal, constraint_primals[constraint.name]) self.assertEqual(set(const.name for const in self.model.constraints), set(constraint_primals)) def test_shadow_prices(self): self.model.optimize() shadow_prices = self.model.shadow_prices for constraint in self.model.constraints: self.assertEqual(constraint.dual, shadow_prices[constraint.name]) self.assertEqual(set(const.name for const in self.model.constraints), set(shadow_prices)) def test_change_objective_can_handle_removed_vars(self): self.model.objective = self.interface.Objective(self.model.variables[0]) self.model.remove(self.model.variables[0]) self.model.update() self.model.objective = self.interface.Objective(self.model.variables[1] * 2) def test_clone_model_with_json(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 self.model.optimize() opt = self.model.objective.value cloned_model = self.interface.Model.clone(self.model) self.assertEqual(cloned_model.configuration.verbosity, 3) self.assertEqual(len(cloned_model.variables), len(self.model.variables)) self.assertEqual(len(cloned_model.constraints), len(self.model.constraints)) cloned_model.optimize() self.assertAlmostEqual(cloned_model.objective.value, opt) def test_clone_model_with_lp(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 self.model.optimize() opt = self.model.objective.value cloned_model = self.interface.Model.clone(self.model, use_lp=True) self.assertEqual(cloned_model.configuration.verbosity, 3) self.assertEqual(len(cloned_model.variables), len(self.model.variables)) self.assertEqual(len(cloned_model.constraints), len(self.model.constraints)) cloned_model.optimize() self.assertAlmostEqual(cloned_model.objective.value, opt) def test_clone_model_without_json(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 self.model.optimize() opt = self.model.objective.value cloned_model = self.interface.Model.clone(self.model, use_json=False) self.assertEqual(cloned_model.configuration.verbosity, 3) self.assertEqual(len(cloned_model.variables), len(self.model.variables)) self.assertEqual(len(cloned_model.constraints), len(self.model.constraints)) cloned_model.optimize() print(cloned_model.objective.expression) print(cloned_model.objective.value) self.assertAlmostEqual(cloned_model.objective.value, opt) def test_remove_variable_not_in_model_raises(self): var = self.interface.Variable("test") self.assertRaises(Exception, self.model._remove_variables, [var]) def test_objective_set_linear_coefficients(self): x = self.interface.Variable("x", lb=0) y = self.interface.Variable("y", lb=0) c1 = self.interface.Constraint((y + 2 * (x - 3)).expand(), ub=0) c2 = self.interface.Constraint(y + (1 / 2) * x - 3, ub=0) obj = self.interface.Objective(x) model = self.interface.Model() model.add([c1, c2]) model.objective = obj self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) self.assertAlmostEqual(x.primal, 3) self.assertAlmostEqual(y.primal, 0) obj.set_linear_coefficients({y: 1}) self.assertEqual(float((obj.expression - (x + y)).expand()), 0.0) self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) self.assertAlmostEqual(x.primal, 2) self.assertAlmostEqual(y.primal, 2) obj.set_linear_coefficients({x: 0}) self.assertEqual(float((obj.expression - y).expand()), 0.0) self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) self.assertAlmostEqual(x.primal, 0) self.assertAlmostEqual(y.primal, 3) def test_constraint_set_linear_coefficients(self): x = self.interface.Variable("x", lb=0, ub=1000) y = self.interface.Variable("y", lb=0) c1 = self.interface.Constraint(y, ub=1) obj = self.interface.Objective(x) model = self.interface.Model() model.add([c1]) model.objective = obj self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) self.assertAlmostEqual(x.primal, x.ub) c1.set_linear_coefficients({x: 1}) self.assertEqual((c1.expression - (x + y)).expand() - 0, 0) self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) self.assertAlmostEqual(x.primal, 1) c1.set_linear_coefficients({x: 2}) self.assertEqual((c1.expression - (2 * x + y)).expand() - 0, 0) self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) self.assertAlmostEqual(x.primal, 0.5) def test_objective_handles_constants_2(self): offset = 2 self.model.optimize() optimal = self.model.objective.value objective = self.interface.Objective(self.model.objective.expression + offset) self.model.objective = objective self.model.optimize() self.assertAlmostEqual(self.model.objective.value, optimal + offset) # def test_objective_handles_constants_3(self): # offset = 3 # self.model.optimize() # optimal = self.model.objective.value # self.model.objective += offset # self.model.optimize() # self.assertEqual(self.model.objective.value, optimal + offset) def test_objective_expression_includes_constant(self): objective = self.model.objective self.model.objective = self.interface.Objective(objective.expression + 3) self.model.update() self.assertEqual((self.model.objective.expression - (objective.expression + 3.)).expand(), 0.) def test_is_integer(self): model = self.model self.assertFalse(model.is_integer) self.assertFalse(optlang.interface.Model.is_integer.fget(model)) model.variables[0].type = "integer" self.assertTrue(model.is_integer) self.assertTrue(optlang.interface.Model.is_integer.fget(model)) model.variables[0].type = "continuous" model.variables[1].type = "binary" self.assertTrue(model.is_integer) model.variables[1].type = "continuous" self.assertFalse(model.is_integer) def test_binary_variables(self): model = self.interface.Model() var = self.interface.Variable("x", type="binary") obj = self.interface.Objective(var) model.objective = obj for lb, ub in ((0, 0), (0, 1), (1, 1)): var.ub = ub var.lb = lb obj.direction = "max" model.optimize() self.assertAlmostEqual(var.primal, ub) obj.direction = "min" model.optimize() self.assertAlmostEqual(var.primal, lb) def test_integer_variable_dual(self): model = self.interface.Model() x = self.interface.Variable("x", lb=0) y = self.interface.Variable("y", lb=0) c = self.interface.Constraint(x + y, ub=1) model.add(c) model.objective = self.interface.Objective(x) model.optimize() self.assertEqual(y.dual, -1) x.type = "integer" model.optimize() self.assertRaises(ValueError, partial(getattr, y, "dual")) x.type = "continuous" model.optimize() self.assertEqual(y.dual, -1) def test_integer_constraint_dual(self): model = self.interface.Model() x = self.interface.Variable("x") c = self.interface.Constraint(x, ub=1) model.add(c) model.objective = self.interface.Objective(x) model.optimize() self.assertEqual(c.dual, 1) x.type = "integer" model.optimize() self.assertRaises(ValueError, partial(getattr, c, "dual")) x.type = "continuous" model.optimize() self.assertEqual(c.dual, 1) def test_integer_batch_duals(self): model = self.interface.Model() x = self.interface.Variable("x") c = self.interface.Constraint(x, ub=1) model.add(c) model.objective = self.interface.Objective(x) model.optimize() self.assertEqual(model.reduced_costs[x.name], 0) self.assertEqual(model.shadow_prices[c.name], 1) x.type = "integer" model.optimize() with self.assertRaises(ValueError): model.reduced_costs with self.assertRaises(ValueError): model.shadow_prices x.type = "continuous" model.optimize() self.assertEqual(model.reduced_costs[x.name], 0) self.assertEqual(model.shadow_prices[c.name], 1) def test_large_objective(self): model = self.interface.Model() model.add([self.interface.Variable(str(i), lb=1) for i in range(1100)]) model.optimize() obj = self.interface.Objective( optlang.symbolics.add([optlang.symbolics.mul((optlang.symbolics.One, v)) for v in model.variables]), direction="min" ) model.objective = obj model.optimize() self.assertAlmostEqual(model.objective.value, len(model.variables)) def test_implicitly_convert_milp_to_lp(self): model = self.interface.Model() var1 = self.interface.Variable("x", ub=1) var2 = self.interface.Variable("y", type="integer") var3 = self.interface.Variable("z", type="integer") model.add([var1, var2]) model.optimize() self.assertTrue(model.is_integer) var2.type = "continuous" model.optimize() self.assertAlmostEqual(model.reduced_costs["x"], 0) var2.type = "integer" model.add(var3) model.optimize() self.assertTrue(model.is_integer) model.remove(var2) model.optimize() model.remove(var3) model.optimize() self.assertAlmostEqual(model.reduced_costs["x"], 0) def test_change_constraint_name(self): model = self.model const = model.constraints[0] old_name = const.name new_name = "test" const.name = new_name self.assertEqual(const.name, new_name) const.name = old_name self.assertEqual(const.name, old_name) @six.add_metaclass(abc.ABCMeta) class AbstractConfigurationTestCase(unittest.TestCase): def setUp(self): pass def test_tolerance_parameters(self): model = self.interface.Model() params = dir(model.configuration.tolerances) for param in params: val = getattr(model.configuration.tolerances, param) print(val) setattr(model.configuration.tolerances, param, 2 * val) self.assertEqual( getattr(model.configuration.tolerances, param), 2 * val ) @six.add_metaclass(abc.ABCMeta) class AbstractQuadraticProgrammingTestCase(unittest.TestCase): @abc.abstractmethod def setUp(self): pass @abc.abstractmethod def test_convex_obj(self): pass @abc.abstractmethod def test_non_convex_obj(self): pass @abc.abstractmethod def test_qp_convex(self): pass @abc.abstractmethod def test_qp_non_convex(self): pass 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"min"}}optlang-1.8.1/src/optlang/tests/data/__init__.py000066400000000000000000000000001451753105500216000ustar00rootroot00000000000000optlang-1.8.1/src/optlang/tests/data/alternative_model.lp000066400000000000000000000342121451753105500235360ustar00rootroot00000000000000 Maximize obj: R_Biomass_Ecoli_core_w_GAM Subject To M_13dpg_c: R_PGK + R_GAPD = 0 M_2pg_c: - R_PGM - R_ENO = 0 M_3pg_c: - 1.496 R_Biomass_Ecoli_core_w_GAM - R_PGK + R_PGM = 0 M_6pgc_c: R_PGL - R_GND = 0 M_6pgl_c: - R_PGL + R_G6PDH2r = 0 M_ac_c: R_ACt2r - R_ACKr = 0 M_ac_e: - R_ACt2r - R_EX_ac_e = 0 M_acald_c: R_ALCD2x + R_ACALDt - R_ACALD = 0 M_acald_e: - R_ACALDt - R_EX_acald_e = 0 M_accoa_c: - 3.7478 R_Biomass_Ecoli_core_w_GAM + R_ACALD - R_PTAr + R_PFL + R_PDH - R_MALS - R_CS = 0 M_acon_C_c: - R_ACONTb + R_ACONTa = 0 M_actp_c: R_ACKr + R_PTAr = 0 M_adp_c: 59.81 R_Biomass_Ecoli_core_w_GAM + R_PGK + R_ACKr + R_SUCOAS - R_PYK + R_PPCK + R_PFK + R_GLNabc + R_GLNS - R_ATPS4r + R_ATPM + 2 R_ADK1 = 0 M_akg_c: 4.1182 R_Biomass_Ecoli_core_w_GAM + R_ICDHyr - R_GLUSy + R_GLUDy + R_AKGt2r - R_AKGDH = 0 M_akg_e: - R_AKGt2r - R_EX_akg_e = 0 M_amp_c: - R_ADK1 + R_PPS = 0 M_atp_c: - 59.81 R_Biomass_Ecoli_core_w_GAM - R_PGK - R_ACKr - R_SUCOAS + R_PYK - R_PPCK - R_PFK - R_GLNabc - R_GLNS + R_ATPS4r - R_ATPM - R_ADK1 - R_PPS = 0 M_cit_c: R_CS - R_ACONTa = 0 M_co2_c: R_GND + R_PDH + R_PPCK + R_ICDHyr + R_AKGDH - R_PPC + R_ME2 + R_ME1 + R_CO2t = 0 M_co2_e: - R_CO2t - R_EX_co2_e = 0 M_coa_c: 3.7478 R_Biomass_Ecoli_core_w_GAM - R_ACALD + R_PTAr - R_PFL - R_PDH + R_MALS + R_CS - R_SUCOAS - R_AKGDH = 0 M_dhap_c: - R_TPI + R_FBA = 0 M_e4p_c: - 0.361 R_Biomass_Ecoli_core_w_GAM - R_TKT2 + R_TALA = 0 M_etoh_c: - R_ALCD2x + R_ETOHt2r = 0 M_etoh_e: - R_ETOHt2r - R_EX_etoh_e = 0 M_f6p_c: - 0.0709 R_Biomass_Ecoli_core_w_GAM - R_PFK + R_TKT2 + R_TALA + R_PGI + R_FRUpts2 + R_FBP = 0 M_fdp_c: R_PFK - R_FBA - R_FBP = 0 M_for_c: R_PFL - R_FORti + R_FORt2 = 0 M_for_e: R_FORti - R_FORt2 - R_EX_for_e = 0 M_fru_e: - R_FRUpts2 - R_EX_fru_e = 0 M_fum_c: R_SUCDi + R_FUMt2_2 - R_FUM - R_FRD7 = 0 M_fum_e: - R_FUMt2_2 - R_EX_fum_e = 0 M_g3p_c: - 0.129 R_Biomass_Ecoli_core_w_GAM - R_GAPD + R_TPI + R_FBA + R_TKT2 - R_TALA + R_TKT1 = 0 M_g6p_c: - 0.205 R_Biomass_Ecoli_core_w_GAM - R_G6PDH2r - R_PGI + R_GLCpts = 0 M_glc_D_e: - R_GLCpts - R_EX_glc_e = 0 M_gln_L_c: - 0.2557 R_Biomass_Ecoli_core_w_GAM + R_GLNabc + R_GLNS - R_GLUSy - R_GLUN = 0 M_gln_L_e: - R_GLNabc - R_EX_gln_L_e = 0 M_glu_L_c: - 4.9414 R_Biomass_Ecoli_core_w_GAM - R_GLNS + 2 R_GLUSy - R_GLUDy + R_GLUN + R_GLUt2r = 0 M_glu_L_e: - R_GLUt2r - R_EX_glu_L_e = 0 M_glx_c: - R_MALS + R_ICL = 0 M_h2o_c: - 59.81 R_Biomass_Ecoli_core_w_GAM + R_ENO - R_PGL - R_MALS - R_CS - R_ACONTb + R_ACONTa - R_GLNabc + R_ATPS4r - R_ATPM - R_GLUDy - R_PPS - R_PPC - R_FBP - R_FUM - R_GLUN + R_H2Ot + R_CYTBD = 0 M_h2o_e: - R_H2Ot - R_EX_h2o_e = 0 M_h_c: 59.81 R_Biomass_Ecoli_core_w_GAM + R_GAPD + R_PGL + R_G6PDH2r + R_ACt2r + R_ALCD2x + R_ACALD + R_MALS + R_CS - R_PYK + R_PFK + R_GLNabc + R_GLNS + 3 R_ATPS4r + R_ATPM - R_GLUSy + R_GLUDy + R_AKGt2r + 2 R_PPS + R_PPC + R_ETOHt2r + R_FORt2 + 2 R_FUMt2_2 + R_GLUt2r - 2 R_CYTBD + 2 R_THD2 + R_SUCCt3 + 2 R_SUCCt2_2 + R_PYRt2r + R_PIt2r - 4 R_NADH16 + R_MDH + 2 R_MALt2_2 + R_LDH_D + R_D_LACt2 = 0 M_h_e: - R_ACt2r - 4 R_ATPS4r - R_AKGt2r - R_ETOHt2r - R_FORt2 - 2 R_FUMt2_2 - R_GLUt2r + 2 R_CYTBD - 2 R_THD2 - R_SUCCt3 - 2 R_SUCCt2_2 - R_PYRt2r - R_PIt2r + 3 R_NADH16 - 2 R_MALt2_2 - R_D_LACt2 - R_EX_h_e = 0 M_icit_c: R_ACONTb - R_ICDHyr - R_ICL = 0 M_lac_D_c: - R_LDH_D + R_D_LACt2 = 0 M_lac_D_e: - R_D_LACt2 - R_EX_lac_D_e = 0 M_mal_L_c: R_MALS - R_ME2 - R_ME1 + R_FUM - R_MDH + R_MALt2_2 = 0 M_mal_L_e: - R_MALt2_2 - R_EX_mal_L_e = 0 M_nad_c: - 3.547 R_Biomass_Ecoli_core_w_GAM - R_GAPD - R_ALCD2x - R_ACALD - R_PDH - R_AKGDH - R_ME1 + R_THD2 + R_NADH16 - R_MDH - R_LDH_D - R_NADTRHD = 0 M_nadh_c: 3.547 R_Biomass_Ecoli_core_w_GAM + R_GAPD + R_ALCD2x + R_ACALD + R_PDH + R_AKGDH + R_ME1 - R_THD2 - R_NADH16 + R_MDH + R_LDH_D + R_NADTRHD = 0 M_nadp_c: 13.0279 R_Biomass_Ecoli_core_w_GAM - R_GND - R_G6PDH2r - R_ICDHyr + R_GLUSy - R_GLUDy - R_ME2 - R_THD2 + R_NADTRHD = 0 M_nadph_c: - 13.0279 R_Biomass_Ecoli_core_w_GAM + R_GND + R_G6PDH2r + R_ICDHyr - R_GLUSy + R_GLUDy + R_ME2 + R_THD2 - R_NADTRHD = 0 M_nh4_c: - R_GLNS + R_GLUDy + R_GLUN + R_NH4t = 0 M_nh4_e: - R_NH4t - R_EX_nh4_e = 0 M_o2_c: - 0.5 R_CYTBD + R_O2t = 0 M_o2_e: - R_O2t - R_EX_o2_e = 0 M_oaa_c: - 1.7867 R_Biomass_Ecoli_core_w_GAM - R_CS - R_PPCK + R_PPC + R_MDH = 0 M_pep_c: - 0.5191 R_Biomass_Ecoli_core_w_GAM + R_ENO - R_PYK + R_PPCK + R_PPS - R_PPC - R_FRUpts2 - R_GLCpts = 0 M_pi_c: 59.81 R_Biomass_Ecoli_core_w_GAM - R_GAPD - R_PTAr + R_SUCOAS + R_GLNabc + R_GLNS - R_ATPS4r + R_ATPM + R_PPS + R_PPC + R_FBP + R_PIt2r = 0 M_pi_e: - R_PIt2r - R_EX_pi_e = 0 M_pyr_c: - 2.8328 R_Biomass_Ecoli_core_w_GAM - R_PFL - R_PDH + R_PYK - R_PPS + R_ME2 + R_ME1 + R_FRUpts2 + R_GLCpts + R_PYRt2r + R_LDH_D = 0 M_pyr_e: - R_PYRt2r - R_EX_pyr_e = 0 M_q8_c: - R_SUCDi + R_FRD7 + R_CYTBD - R_NADH16 = 0 M_q8h2_c: R_SUCDi - R_FRD7 - R_CYTBD + R_NADH16 = 0 M_r5p_c: - 0.8977 R_Biomass_Ecoli_core_w_GAM - R_TKT1 - R_RPI = 0 M_ru5p_D_c: R_GND + R_RPI - R_RPE = 0 M_s7p_c: - R_TALA + R_TKT1 = 0 M_succ_c: - R_SUCOAS - R_SUCDi + R_FRD7 + R_ICL - R_SUCCt3 + R_SUCCt2_2 = 0 M_succ_e: R_SUCCt3 - R_SUCCt2_2 - R_EX_succ_e = 0 M_succoa_c: R_SUCOAS + R_AKGDH = 0 M_xu5p_D_c: - R_TKT2 - R_TKT1 + R_RPE = 0 M_13dpg_c: R_Biomass_Ecoli_core_w_GAM + R_PGK = 0 M_2pg_c: - R_GAPD - R_PGM = 0 M_3pg_c: - R_Biomass_Ecoli_core_w_GAM + R_GAPD - 1.496 R_EX_succ_e = 0 M_6pgc_c: R_ENO - R_PGL = 0 M_6pgl_c: - R_ENO + R_GND = 0 M_ac_c: R_G6PDH2r - R_ACt2r = 0 M_ac_e: - R_G6PDH2r - R_ACKr = 0 M_acald_c: R_EX_ac_e + R_ALCD2x - R_ACALDt = 0 M_acald_e: - R_ALCD2x - R_ACALD = 0 M_accoa_c: R_ACALDt - R_EX_acald_e + R_PTAr + R_PFL - R_PDH - R_MALS - 3.7478 R_EX_succ_e = 0 M_acon_C_c: - R_CS + R_ACONTb = 0 M_actp_c: R_ACt2r + R_EX_acald_e = 0 M_adp_c: R_Biomass_Ecoli_core_w_GAM + R_ACt2r + R_ACONTa - R_SUCOAS + R_PYK + R_PPCK + R_PFK + R_GLNabc - R_GLNS + R_ATPS4r + 2 R_ATPM + 59.81 R_EX_succ_e = 0 M_akg_c: R_ADK1 - R_ICDHyr + R_GLUSy + R_GLUDy - R_AKGt2r + 4.1182 R_EX_succ_e = 0 M_akg_e: - R_GLUDy - R_AKGDH = 0 M_amp_c: - R_ATPM + R_EX_akg_e = 0 M_atp_c: - R_Biomass_Ecoli_core_w_GAM - R_ACt2r - R_ACONTa + R_SUCOAS - R_PYK - R_PPCK - R_PFK - R_GLNabc + R_GLNS - R_ATPS4r - R_ATPM - R_EX_akg_e - 59.81 R_EX_succ_e = 0 M_cit_c: R_MALS - R_ACONTb = 0 M_co2_c: R_PGL + R_PFL + R_PYK + R_ADK1 + R_AKGt2r - R_PPS + R_PPC + R_ME2 + R_ME1 = 0 M_co2_e: - R_ME1 - R_CO2t = 0 M_coa_c: - R_ACALDt + R_EX_acald_e - R_PTAr - R_PFL + R_PDH + R_MALS - R_ACONTa - R_AKGt2r + 3.7478 R_EX_succ_e = 0 M_dhap_c: - R_EX_co2_e + R_TPI = 0 M_e4p_c: - R_FBA + R_TKT2 - 0.361 R_EX_succ_e = 0 M_etoh_c: - R_EX_ac_e + R_TALA = 0 M_etoh_e: - R_TALA - R_ETOHt2r = 0 M_f6p_c: - R_PPCK + R_FBA + R_TKT2 + R_EX_etoh_e + R_PGI + R_FRUpts2 - 0.0709 R_EX_succ_e = 0 M_fdp_c: R_PPCK - R_TPI - R_FRUpts2 = 0 M_for_c: R_PTAr - R_FBP + R_FORti = 0 M_for_e: R_FBP - R_FORti - R_FORt2 = 0 M_fru_e: - R_PGI - R_EX_for_e = 0 M_fum_c: R_EX_fru_e + R_SUCDi - R_FUMt2_2 - R_FUM = 0 M_fum_e: - R_SUCDi - R_FRD7 = 0 M_g3p_c: - R_PGK + R_EX_co2_e + R_TPI + R_FBA - R_TKT2 + R_EX_fum_e - 0.129 R_EX_succ_e = 0 M_g6p_c: - R_GND - R_EX_etoh_e + R_TKT1 - 0.205 R_EX_succ_e = 0 M_glc_D_e: - R_TKT1 - R_GLCpts = 0 M_gln_L_c: R_PFK + R_GLNabc - R_ICDHyr - R_EX_glc_e - 0.2557 R_EX_succ_e = 0 M_gln_L_e: - R_PFK - R_GLUN = 0 M_glu_L_c: - R_GLNabc + 2 R_ICDHyr - R_GLUSy + R_EX_glc_e + R_EX_gln_L_e - 4.9414 R_EX_succ_e = 0 M_glu_L_e: - R_EX_gln_L_e - R_GLUt2r = 0 M_glx_c: - R_PDH + R_EX_glu_L_e = 0 M_h2o_c: R_PGM - R_ENO - R_PDH - R_MALS - R_CS + R_ACONTb - R_PFK + R_GLNS - R_ATPS4r - R_GLUSy - R_EX_akg_e - R_PPS - R_FRUpts2 - R_FUMt2_2 - R_EX_glc_e + R_ICL + R_H2Ot - 59.81 R_EX_succ_e = 0 M_h2o_e: - R_ICL - R_CYTBD = 0 M_h_c: R_PGK + R_ENO + R_GND + R_G6PDH2r + R_EX_ac_e + R_ACALDt + R_PDH + R_MALS - R_SUCOAS + R_PPCK + R_PFK + R_GLNabc + 3 R_GLNS + R_ATPS4r - R_ICDHyr + R_GLUSy + R_GLUDy + 2 R_EX_akg_e + R_PPS + R_TALA + R_FORti + 2 R_SUCDi + R_EX_gln_L_e - 2 R_H2Ot + 2 R_EX_h2o_e + R_THD2 + 2 R_SUCCt3 + R_SUCCt2_2 + R_PYRt2r - 4 R_PIt2r + R_NADH16 + 2 R_MDH + R_MALt2_2 + R_LDH_D + 59.81 R_EX_succ_e = 0 M_h_e: - R_G6PDH2r - 4 R_GLNS - R_GLUDy - R_TALA - R_FORti - 2 R_SUCDi - R_EX_gln_L_e + 2 R_H2Ot - 2 R_EX_h2o_e - R_THD2 - 2 R_SUCCt3 - R_SUCCt2_2 - R_PYRt2r + 3 R_PIt2r - 2 R_MDH - R_LDH_D - R_D_LACt2 = 0 M_icit_c: R_CS - R_ADK1 - R_EX_glu_L_e = 0 M_lac_D_c: - R_MALt2_2 + R_LDH_D = 0 M_lac_D_e: - R_LDH_D - R_EX_h_e = 0 M_mal_L_c: R_PDH - R_PPC - R_ME2 + R_FUMt2_2 - R_NADH16 + R_MDH = 0 M_mal_L_e: - R_MDH - R_EX_lac_D_e = 0 M_nad_c: - R_PGK - R_EX_ac_e - R_ACALDt - R_PFL - R_AKGt2r - R_ME2 + R_EX_h2o_e + R_PIt2r - R_NADH16 - R_MALt2_2 - R_EX_mal_L_e - 3.547 R_EX_succ_e = 0 M_nadh_c: R_PGK + R_EX_ac_e + R_ACALDt + R_PFL + R_AKGt2r + R_ME2 - R_EX_h2o_e - R_PIt2r + R_NADH16 + R_MALt2_2 + R_EX_mal_L_e + 3.547 R_EX_succ_e = 0 M_nadp_c: - R_PGL - R_GND - R_ADK1 + R_ICDHyr - R_GLUSy - R_PPC - R_EX_h2o_e + R_EX_mal_L_e + 13.0279 R_EX_succ_e = 0 M_nadph_c: R_PGL + R_GND + R_ADK1 - R_ICDHyr + R_GLUSy + R_PPC + R_EX_h2o_e - R_EX_mal_L_e - 13.0279 R_EX_succ_e = 0 M_nh4_c: - R_GLNabc + R_GLUSy + R_EX_glc_e + R_NADTRHD = 0 M_nh4_e: - R_NADTRHD - R_NH4t = 0 M_o2_c: - 0.5 R_H2Ot + R_EX_nh4_e = 0 M_o2_e: - R_EX_nh4_e - R_O2t = 0 M_oaa_c: - R_MALS - R_PYK + R_PPS + R_NADH16 - 1.7867 R_EX_succ_e = 0 M_pep_c: R_PGM - R_SUCOAS + R_PYK + R_EX_akg_e - R_PPS - R_PGI - R_TKT1 - 0.5191 R_EX_succ_e = 0 M_pi_c: - R_PGK - R_EX_acald_e + R_ACONTa + R_PFK + R_GLNabc - R_GLNS + R_ATPS4r + R_EX_akg_e + R_PPS + R_FRUpts2 + R_PYRt2r + 59.81 R_EX_succ_e = 0 M_pi_e: - R_PYRt2r - R_EX_o2_e = 0 M_pyr_c: - R_PTAr - R_PFL + R_SUCOAS - R_EX_akg_e + R_PPC + R_ME2 + R_PGI + R_TKT1 + R_SUCCt2_2 + R_MALt2_2 - 2.8328 R_EX_succ_e = 0 M_pyr_e: - R_SUCCt2_2 - R_EX_pi_e = 0 M_q8_c: - R_EX_fru_e + R_FUM + R_H2Ot - R_PIt2r = 0 M_q8h2_c: R_EX_fru_e - R_FUM - R_H2Ot + R_PIt2r = 0 M_r5p_c: - R_EX_fum_e - R_EX_pyr_e - 0.8977 R_EX_succ_e = 0 M_ru5p_D_c: R_PGL + R_EX_pyr_e - R_RPI = 0 M_s7p_c: - R_TKT2 + R_EX_fum_e = 0 M_succ_c: - R_ACONTa - R_EX_fru_e + R_FUM + R_EX_glu_L_e - R_THD2 + R_SUCCt3 = 0 M_succ_e: R_THD2 - R_SUCCt3 - R_RPE = 0 M_succoa_c: R_ACONTa + R_AKGt2r = 0 M_xu5p_D_c: - R_FBA - R_EX_fum_e + R_RPI = 0 Bounds 0 <= R_Biomass_Ecoli_core_w_GAM <= 10000000 -10000000 <= R_PGK <= 10000000 -10000000 <= R_GAPD <= 10000000 -10000000 <= R_PGM <= 10000000 -10000000 <= R_ENO <= 10000000 0 <= R_PGL <= 10000000 0 <= R_GND <= 10000000 -10000000 <= R_G6PDH2r <= 10000000 -10000000 <= R_ACt2r <= 10000000 -10000000 <= R_ACKr <= 10000000 0 <= R_EX_ac_e <= 10000000 -10000000 <= R_ALCD2x <= 10000000 -10000000 <= R_ACALDt <= 10000000 -10000000 <= R_ACALD <= 10000000 0 <= R_EX_acald_e <= 10000000 -10000000 <= R_PTAr <= 10000000 0 <= R_PFL <= 10000000 0 <= R_PDH <= 10000000 0 <= R_MALS <= 10000000 0 <= R_CS <= 10000000 -10000000 <= R_ACONTb <= 10000000 -10000000 <= R_ACONTa <= 10000000 -10000000 <= R_SUCOAS <= 10000000 0 <= R_PYK <= 10000000 0 <= R_PPCK <= 10000000 0 <= R_PFK <= 10000000 0 <= R_GLNabc <= 10000000 0 <= R_GLNS <= 10000000 -10000000 <= R_ATPS4r <= 10000000 8.39 <= R_ATPM <= 10000000 -10000000 <= R_ADK1 <= 10000000 -10000000 <= R_ICDHyr <= 10000000 0 <= R_GLUSy <= 10000000 -10000000 <= R_GLUDy <= 10000000 -10000000 <= R_AKGt2r <= 10000000 0 <= R_AKGDH <= 10000000 0 <= R_EX_akg_e <= 10000000 0 <= R_PPS <= 10000000 0 <= R_PPC <= 10000000 0 <= R_ME2 <= 10000000 0 <= R_ME1 <= 10000000 -10000000 <= R_CO2t <= 10000000 -10000000 <= R_EX_co2_e <= 10000000 -10000000 <= R_TPI <= 10000000 -10000000 <= R_FBA <= 10000000 -10000000 <= R_TKT2 <= 10000000 -10000000 <= R_TALA <= 10000000 -10000000 <= R_ETOHt2r <= 10000000 0 <= R_EX_etoh_e <= 10000000 -10000000 <= R_PGI <= 10000000 0 <= R_FRUpts2 <= 10000000 0 <= R_FBP <= 10000000 0 <= R_FORti <= 10000000 0 <= R_FORt2 <= 10000000 0 <= R_EX_for_e <= 10000000 0 <= R_EX_fru_e <= 10000000 0 <= R_SUCDi <= 10000000 0 <= R_FUMt2_2 <= 10000000 -10000000 <= R_FUM <= 10000000 0 <= R_FRD7 <= 10000000 0 <= R_EX_fum_e <= 10000000 -10000000 <= R_TKT1 <= 10000000 0 <= R_GLCpts <= 10000000 -10 <= R_EX_glc_e <= 10000000 0 <= R_GLUN <= 10000000 0 <= R_EX_gln_L_e <= 10000000 -10000000 <= R_GLUt2r <= 10000000 0 <= R_EX_glu_L_e <= 10000000 0 <= R_ICL <= 10000000 -10000000 <= R_H2Ot <= 10000000 0 <= R_CYTBD <= 10000000 -10000000 <= R_EX_h2o_e <= 10000000 0 <= R_THD2 <= 10000000 0 <= R_SUCCt3 <= 10000000 0 <= R_SUCCt2_2 <= 10000000 -10000000 <= R_PYRt2r <= 10000000 -10000000 <= R_PIt2r <= 10000000 0 <= R_NADH16 <= 10000000 -10000000 <= R_MDH <= 10000000 0 <= R_MALt2_2 <= 10000000 -10000000 <= R_LDH_D <= 10000000 -10000000 <= R_D_LACt2 <= 10000000 -10000000 <= R_EX_h_e <= 10000000 0 <= R_EX_lac_D_e <= 10000000 0 <= R_EX_mal_L_e <= 10000000 0 <= R_NADTRHD <= 10000000 -10000000 <= R_NH4t <= 10000000 -10000000 <= R_EX_nh4_e <= 10000000 -10000000 <= R_O2t <= 10000000 -10000000 <= 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"active_when": 1, "lb": 0.0, "ub": 0.0, "name": "M_ru5p_D_c"}, {"expression": {"args": [{"args": [{"value": -1.0, "type": "Number"}, {"name": "R_TALA", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": 1.0, "type": "Number"}, {"name": "R_TKT1", "type": "Symbol"}], "type": "Mul"}], "type": "Add"}, "indicator_variable": null, "active_when": 1, "lb": 0.0, "ub": 0.0, "name": "M_s7p_c"}, {"expression": {"args": [{"args": [{"value": -1.0, "type": "Number"}, {"name": "R_SUCOAS", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": -1.0, "type": "Number"}, {"name": "R_SUCDi", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": 1.0, "type": "Number"}, {"name": "R_FRD7", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": 1.0, "type": "Number"}, {"name": "R_ICL", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": -1.0, "type": "Number"}, {"name": "R_SUCCt3", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": 1.0, "type": "Number"}, {"name": "R_SUCCt2_2", "type": "Symbol"}], "type": "Mul"}], "type": "Add"}, "indicator_variable": null, "active_when": 1, "lb": 0.0, "ub": 0.0, "name": "M_succ_c"}, {"expression": {"args": [{"args": [{"value": 1.0, "type": "Number"}, {"name": "R_SUCCt3", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": -1.0, "type": "Number"}, {"name": "R_SUCCt2_2", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": -1.0, "type": "Number"}, {"name": "R_EX_succ_e", "type": "Symbol"}], "type": "Mul"}], "type": "Add"}, "indicator_variable": null, "active_when": 1, "lb": 0.0, "ub": 0.0, "name": "M_succ_e"}, {"expression": {"args": [{"args": [{"value": 1.0, "type": "Number"}, {"name": "R_SUCOAS", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": 1.0, "type": "Number"}, {"name": "R_AKGDH", "type": "Symbol"}], "type": "Mul"}], "type": "Add"}, "indicator_variable": null, "active_when": 1, "lb": 0.0, "ub": 0.0, "name": "M_succoa_c"}, {"expression": {"args": [{"args": [{"value": -1.0, "type": "Number"}, {"name": "R_TKT2", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": -1.0, "type": "Number"}, {"name": "R_TKT1", "type": "Symbol"}], "type": "Mul"}, {"args": [{"value": 1.0, "type": "Number"}, {"name": "R_RPE", "type": "Symbol"}], "type": "Mul"}], "type": "Add"}, "indicator_variable": null, "active_when": 1, "lb": 0.0, "ub": 0.0, "name": "M_xu5p_D_c"}]}optlang-1.8.1/src/optlang/tests/data/model.lp000066400000000000000000000200411451753105500211330ustar00rootroot00000000000000\* Problem: Unknown *\ Maximize obj: + R_Biomass_Ecoli_core_w_GAM Subject To M_13dpg_c: + R_PGK + R_GAPD = 0 M_2pg_c: - R_PGM - R_ENO = 0 M_3pg_c: + R_PGM - R_PGK - 1.496 R_Biomass_Ecoli_core_w_GAM = 0 M_6pgc_c: + R_PGL - R_GND = 0 M_6pgl_c: - R_PGL + R_G6PDH2r = 0 M_ac_c: + R_ACt2r - R_ACKr = 0 M_ac_e: - R_EX_ac_e - R_ACt2r = 0 M_acald_c: + R_ALCD2x + R_ACALDt - R_ACALD = 0 M_acald_e: - R_EX_acald_e - R_ACALDt = 0 M_accoa_c: - R_PTAr + R_PFL + R_PDH - R_MALS - R_CS - 3.7478 R_Biomass_Ecoli_core_w_GAM + R_ACALD = 0 M_acon_C_c: - R_ACONTb + R_ACONTa = 0 M_actp_c: + R_PTAr + R_ACKr = 0 M_adp_c: + R_SUCOAS - R_PYK + R_PPCK + R_PGK + R_PFK + R_GLNabc + R_GLNS + 59.81 R_Biomass_Ecoli_core_w_GAM - R_ATPS4r + R_ATPM + 2 R_ADK1 + R_ACKr = 0 M_akg_c: + R_ICDHyr - R_GLUSy + R_GLUDy + 4.1182 R_Biomass_Ecoli_core_w_GAM + R_AKGt2r - R_AKGDH = 0 M_akg_e: - R_EX_akg_e - R_AKGt2r = 0 M_amp_c: + R_PPS - R_ADK1 = 0 M_atp_c: - R_SUCOAS + R_PYK - R_PPS - R_PPCK - R_PGK - R_PFK - R_GLNabc - R_GLNS - 59.81 R_Biomass_Ecoli_core_w_GAM + R_ATPS4r - R_ATPM - R_ADK1 - R_ACKr = 0 M_cit_c: + R_CS - R_ACONTa = 0 M_co2_c: + R_PPCK - R_PPC + R_PDH + R_ME2 + R_ME1 + R_ICDHyr + R_GND + R_CO2t + R_AKGDH = 0 M_co2_e: - R_EX_co2_e - R_CO2t = 0 M_coa_c: - R_SUCOAS + R_PTAr - R_PFL - R_PDH + R_MALS + R_CS + 3.7478 R_Biomass_Ecoli_core_w_GAM - R_AKGDH - R_ACALD = 0 M_dhap_c: - R_TPI + R_FBA = 0 M_e4p_c: - R_TKT2 + R_TALA - 0.361 R_Biomass_Ecoli_core_w_GAM = 0 M_etoh_c: + R_ETOHt2r - R_ALCD2x = 0 M_etoh_e: - R_EX_etoh_e - R_ETOHt2r = 0 M_f6p_c: + R_TKT2 + R_TALA + R_PGI - R_PFK + R_FRUpts2 + R_FBP - 0.0709 R_Biomass_Ecoli_core_w_GAM = 0 M_fdp_c: + R_PFK - R_FBP - R_FBA = 0 M_for_c: + R_PFL - R_FORti + R_FORt2 = 0 M_for_e: + R_FORti - R_FORt2 - R_EX_for_e = 0 M_fru_e: - R_FRUpts2 - R_EX_fru_e = 0 M_fum_c: + R_SUCDi + R_FUMt2_2 - R_FUM - R_FRD7 = 0 M_fum_e: - R_FUMt2_2 - R_EX_fum_e = 0 M_g3p_c: + R_TPI + R_TKT2 + R_TKT1 - R_TALA - R_GAPD + R_FBA - 0.129 R_Biomass_Ecoli_core_w_GAM = 0 M_g6p_c: - R_PGI + R_GLCpts - R_G6PDH2r - 0.205 R_Biomass_Ecoli_core_w_GAM = 0 M_glc_D_e: - R_GLCpts - R_EX_glc_e = 0 M_gln_L_c: - R_GLUSy - R_GLUN + R_GLNabc + R_GLNS - 0.2557 R_Biomass_Ecoli_core_w_GAM = 0 M_gln_L_e: - R_GLNabc - R_EX_gln_L_e = 0 M_glu_L_c: + R_GLUt2r + 2 R_GLUSy + R_GLUN - R_GLUDy - R_GLNS - 4.9414 R_Biomass_Ecoli_core_w_GAM = 0 M_glu_L_e: - R_GLUt2r - R_EX_glu_L_e = 0 M_glx_c: - R_MALS + R_ICL = 0 M_h2o_c: - R_PPS - R_PPC - R_PGL - R_MALS + R_H2Ot - R_GLUN - R_GLUDy - R_GLNabc - R_FUM - R_FBP + R_ENO + R_CYTBD - R_CS - 59.81 R_Biomass_Ecoli_core_w_GAM + R_ATPS4r - R_ATPM - R_ACONTb + R_ACONTa = 0 M_h2o_e: - R_H2Ot - R_EX_h2o_e = 0 M_h_c: + 2 R_THD2 + R_SUCCt3 + 2 R_SUCCt2_2 + R_PYRt2r - R_PYK + 2 R_PPS + R_PPC + R_PIt2r + R_PGL + R_PFK - 4 R_NADH16 + R_MDH + 2 R_MALt2_2 + R_MALS + R_LDH_D + R_GLUt2r - R_GLUSy + R_GLUDy + R_GLNabc + R_GLNS + R_GAPD + R_G6PDH2r + 2 R_FUMt2_2 + R_FORt2 + R_ETOHt2r + R_D_LACt2 - 2 R_CYTBD + R_CS + 59.81 R_Biomass_Ecoli_core_w_GAM + 3 R_ATPS4r + R_ATPM + R_ALCD2x + R_AKGt2r + R_ACt2r + R_ACALD = 0 M_h_e: - 2 R_THD2 - R_SUCCt3 - 2 R_SUCCt2_2 - R_PYRt2r - R_PIt2r + 3 R_NADH16 - 2 R_MALt2_2 - R_GLUt2r - 2 R_FUMt2_2 - R_FORt2 - R_EX_h_e - R_ETOHt2r - R_D_LACt2 + 2 R_CYTBD - 4 R_ATPS4r - R_AKGt2r - R_ACt2r = 0 M_icit_c: - R_ICL - R_ICDHyr + R_ACONTb = 0 M_lac_D_c: - R_LDH_D + R_D_LACt2 = 0 M_lac_D_e: - R_EX_lac_D_e - R_D_LACt2 = 0 M_mal_L_c: - R_ME2 - R_ME1 - R_MDH + R_MALt2_2 + R_MALS + R_FUM = 0 M_mal_L_e: - R_MALt2_2 - R_EX_mal_L_e = 0 M_nad_c: + R_THD2 - R_PDH - R_NADTRHD + R_NADH16 - R_ME1 - R_MDH - R_LDH_D - R_GAPD - 3.547 R_Biomass_Ecoli_core_w_GAM - R_ALCD2x - R_AKGDH - R_ACALD = 0 M_nadh_c: - R_THD2 + R_PDH + R_NADTRHD - R_NADH16 + R_ME1 + R_MDH + R_LDH_D + R_GAPD + 3.547 R_Biomass_Ecoli_core_w_GAM + R_ALCD2x + R_AKGDH + R_ACALD = 0 M_nadp_c: - R_THD2 + R_NADTRHD - R_ME2 - R_ICDHyr - R_GND + R_GLUSy - R_GLUDy - R_G6PDH2r + 13.0279 R_Biomass_Ecoli_core_w_GAM = 0 M_nadph_c: + R_THD2 - R_NADTRHD + R_ME2 + R_ICDHyr + R_GND - R_GLUSy + R_GLUDy + R_G6PDH2r - 13.0279 R_Biomass_Ecoli_core_w_GAM = 0 M_nh4_c: + R_NH4t + R_GLUN + R_GLUDy - R_GLNS = 0 M_nh4_e: - R_NH4t - R_EX_nh4_e = 0 M_o2_c: + R_O2t - 0.5 R_CYTBD = 0 M_o2_e: - R_O2t - R_EX_o2_e = 0 M_oaa_c: - R_PPCK + R_PPC + R_MDH - R_CS - 1.7867 R_Biomass_Ecoli_core_w_GAM = 0 M_pep_c: - R_PYK + R_PPS + R_PPCK - R_PPC - R_GLCpts - R_FRUpts2 + R_ENO - 0.5191 R_Biomass_Ecoli_core_w_GAM = 0 M_pi_c: + R_SUCOAS - R_PTAr + R_PPS + R_PPC + R_PIt2r + R_GLNabc + R_GLNS - R_GAPD + R_FBP + 59.81 R_Biomass_Ecoli_core_w_GAM - R_ATPS4r + R_ATPM = 0 M_pi_e: - R_PIt2r - R_EX_pi_e = 0 M_pyr_c: + R_PYRt2r + R_PYK - R_PPS - R_PFL - R_PDH + R_ME2 + R_ME1 + R_LDH_D + R_GLCpts + R_FRUpts2 - 2.8328 R_Biomass_Ecoli_core_w_GAM = 0 M_pyr_e: - R_PYRt2r - R_EX_pyr_e = 0 M_q8_c: - R_SUCDi - R_NADH16 + R_FRD7 + R_CYTBD = 0 M_q8h2_c: + R_SUCDi + R_NADH16 - R_FRD7 - R_CYTBD = 0 M_r5p_c: - R_TKT1 - R_RPI - 0.8977 R_Biomass_Ecoli_core_w_GAM = 0 M_ru5p_D_c: + R_RPI - R_RPE + R_GND = 0 M_s7p_c: + R_TKT1 - R_TALA = 0 M_succ_c: - R_SUCOAS - R_SUCDi - R_SUCCt3 + R_SUCCt2_2 + R_ICL + R_FRD7 = 0 M_succ_e: + R_SUCCt3 - R_SUCCt2_2 - R_EX_succ_e = 0 M_succoa_c: + R_SUCOAS + R_AKGDH = 0 M_xu5p_D_c: - R_TKT2 - R_TKT1 + R_RPE = 0 Bounds -10000000 <= R_ACALD <= 10000000 -10000000 <= R_ACALDt <= 10000000 -10000000 <= R_ACKr <= 10000000 -10000000 <= R_ACONTa <= 10000000 -10000000 <= R_ACONTb <= 10000000 -10000000 <= R_ACt2r <= 10000000 -10000000 <= R_ADK1 <= 10000000 0 <= R_AKGDH <= 10000000 -10000000 <= R_AKGt2r <= 10000000 -10000000 <= R_ALCD2x <= 10000000 8.39 <= R_ATPM <= 10000000 -10000000 <= R_ATPS4r <= 10000000 0 <= R_Biomass_Ecoli_core_w_GAM <= 10000000 -10000000 <= R_CO2t <= 10000000 0 <= R_CS <= 10000000 0 <= R_CYTBD <= 10000000 -10000000 <= R_D_LACt2 <= 10000000 -10000000 <= R_ENO <= 10000000 -10000000 <= R_ETOHt2r <= 10000000 0 <= R_EX_ac_e <= 10000000 0 <= R_EX_acald_e <= 10000000 0 <= R_EX_akg_e <= 10000000 -10000000 <= R_EX_co2_e <= 10000000 0 <= R_EX_etoh_e <= 10000000 0 <= R_EX_for_e <= 10000000 0 <= R_EX_fru_e <= 10000000 0 <= R_EX_fum_e <= 10000000 -10 <= R_EX_glc_e <= 10000000 0 <= R_EX_gln_L_e <= 10000000 0 <= R_EX_glu_L_e <= 10000000 -10000000 <= R_EX_h_e <= 10000000 -10000000 <= R_EX_h2o_e <= 10000000 0 <= R_EX_lac_D_e <= 10000000 0 <= R_EX_mal_L_e <= 10000000 -10000000 <= R_EX_nh4_e <= 10000000 -10000000 <= R_EX_o2_e <= 10000000 -10000000 <= R_EX_pi_e <= 10000000 0 <= R_EX_pyr_e <= 10000000 0 <= R_EX_succ_e <= 10000000 -10000000 <= R_FBA <= 10000000 0 <= R_FBP <= 10000000 0 <= R_FORt2 <= 10000000 0 <= R_FORti <= 10000000 0 <= R_FRD7 <= 10000000 0 <= R_FRUpts2 <= 10000000 -10000000 <= R_FUM <= 10000000 0 <= R_FUMt2_2 <= 10000000 -10000000 <= R_G6PDH2r <= 10000000 -10000000 <= R_GAPD <= 10000000 0 <= R_GLCpts <= 10000000 0 <= R_GLNS <= 10000000 0 <= R_GLNabc <= 10000000 -10000000 <= R_GLUDy <= 10000000 0 <= R_GLUN <= 10000000 0 <= R_GLUSy <= 10000000 -10000000 <= R_GLUt2r <= 10000000 0 <= R_GND <= 10000000 -10000000 <= R_H2Ot <= 10000000 -10000000 <= R_ICDHyr <= 10000000 0 <= R_ICL <= 10000000 -10000000 <= R_LDH_D <= 10000000 0 <= R_MALS <= 10000000 0 <= R_MALt2_2 <= 10000000 -10000000 <= R_MDH <= 10000000 0 <= R_ME1 <= 10000000 0 <= R_ME2 <= 10000000 0 <= R_NADH16 <= 10000000 0 <= R_NADTRHD <= 10000000 -10000000 <= R_NH4t <= 10000000 -10000000 <= R_O2t <= 10000000 0 <= R_PDH <= 10000000 0 <= R_PFK <= 10000000 0 <= R_PFL <= 10000000 -10000000 <= R_PGI <= 10000000 -10000000 <= R_PGK <= 10000000 0 <= R_PGL <= 10000000 -10000000 <= R_PGM <= 10000000 -10000000 <= R_PIt2r <= 10000000 0 <= R_PPC <= 10000000 0 <= R_PPCK <= 10000000 0 <= R_PPS <= 10000000 -10000000 <= R_PTAr <= 10000000 0 <= R_PYK <= 10000000 -10000000 <= R_PYRt2r <= 10000000 -10000000 <= R_RPE <= 10000000 -10000000 <= R_RPI <= 10000000 0 <= R_SUCCt2_2 <= 10000000 0 <= R_SUCCt3 <= 10000000 0 <= R_SUCDi <= 10000000 -10000000 <= R_SUCOAS <= 10000000 -10000000 <= R_TALA <= 10000000 0 <= R_THD2 <= 10000000 -10000000 <= R_TKT1 <= 10000000 -10000000 <= R_TKT2 <= 10000000 -10000000 <= R_TPI <= 10000000 End optlang-1.8.1/src/optlang/tests/data/netlib_lp_problems.tar.gz000066400000000000000000315336501451753105500245230ustar00rootroot00000000000000‹;Öm2mastsif_netlib.tarä½K“$¹‘&Øgþ 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See also Koch, T. The final NETLIB-LP results. Operations Research Letters 32, 138–142 (2004).optlang-1.8.1/src/optlang/tests/data/parse_the_final_netlib_results.py000066400000000000000000000030511451753105500263130ustar00rootroot00000000000000"""A parser for Thorsten Koch's final netlib results.model.lp http://www.zib.de/koch/perplex/data/netlib/txt/ @article{Koch:2004:FNR:2308906.2309292, author = {Koch, Thorsten}, title = {The Final NETLIB-LP Results}, journal = {Oper. Res. Lett.}, issue_date = {March, 2004}, volume = {32}, number = {2}, month = mar, year = {2004}, issn = {0167-6377}, pages = {138--142}, numpages = {5}, url = {http://dx.doi.org/10.1016/S0167-6377(03)00094-4}, doi = {10.1016/S0167-6377(03)00094-4}, acmid = {2309292}, publisher = {Elsevier Science Publishers B. V.}, address = {Amsterdam, The Netherlands, The Netherlands}, keywords = {Linear-programming, NETLIB, Rational-arithmetic}, } """ import glob import gzip import os import pickle import re from fractions import Fraction import six OBJ_REGEX = re.compile('\* Objvalue : -?\d+/\d+') the_final_netlib_results = dict() for path in glob.glob("netlib_reference_results/*.txt.gz"): print("Parsing", path) with gzip.open(path) as fhandle: for line in fhandle.readlines(): if OBJ_REGEX.match(line): obj_value = Fraction(line.split(' : ')[1]) the_final_netlib_results[os.path.basename(path).replace('.txt.gz', '').upper()] = { "Objvalue": obj_value} break for key, value in six.iteritems(the_final_netlib_results): assert "Objvalue" in value assert isinstance(value['Objvalue'], Fraction) with open('the_final_netlib_results.pcl', 'w') as fhandle: pickle.dump(the_final_netlib_results, fhandle, protocol=2) optlang-1.8.1/src/optlang/tests/data/qp.lp000066400000000000000000000012251451753105500204560ustar00rootroot00000000000000\ENCODING=ISO-8859-1 \Problem name: gamsmodel Maximize _obj: f + 13 x(1) - [ 4 x(1) * x(2) + 4o x(1) ^2 ] / 2 Subject To obj: f = 0 Bounds f Free 0 <= x(1) <= 1 0 <= x(2) <= 1 0 <= x(3) <= 1 0 <= x(4) <= 1 0 <= x(5) <= 1 0 <= x(6) <= 1 0 <= x(7) <= 1 0 <= x(8) <= 1 0 <= x(9) <= 1 0 <= x(10) <= 1 0 <= x(11) <= 1 0 <= x(12) <= 1 0 <= x(13) <= 1 0 <= x(14) <= 1 0 <= x(15) <= 1 0 <= x(16) <= 1 0 <= x(17) <= 1 0 <= x(18) <= 1 0 <= x(19) <= 1 0 <= x(20) <= 1 0 <= x(21) <= 1 0 <= x(22) <= 1 0 <= x(23) <= 1 0 <= x(24) <= 1 0 <= x(25) <= 1 0 <= x(26) <= 1 0 <= x(27) <= 1 0 <= x(28) <= 1 0 <= x(29) <= 1 0 <= x(30) <= 1 End optlang-1.8.1/src/optlang/tests/data/qplib_1832.lp000066400000000000000000000220131451753105500216200ustar00rootroot00000000000000\ENCODING=ISO-8859-1 \Problem name: gamsmodel Maximize _obj: f + 13 x(1) - 27 x(2) - 12 x(3) - 17 x(4) + 25 x(5) - 33 x(6) + 16 x(7) - 11 x(8) + 31 x(9) + 36 x(10) + 0 x(11) + 2 x(12) - 4 x(13) - 46 x(14) + 35 x(15) - 6 x(16) - 12 x(17) - 20 x(18) - 12 x(19) + 27 x(20) - 29 x(21) + 0 x(22) + 20 x(23) + 7 x(24) + 6 x(25) + 16 x(26) + 16 x(27) - 34 x(28) + 33 x(29) + 29 x(30) + [ - 72 x(1) ^2 + 20 x(1) * x(2) - 172 x(1) * x(4) - 152 x(1) * x(5) + 84 x(1) * x(6) - 128 x(1) * x(7) + 12 x(1) * x(8) + 4 x(1) * x(9) - 136 x(1) * x(10) + 192 x(1) * x(11) + 196 x(1) * x(12) + 64 x(1) * x(13) - 40 x(1) * x(14) - 104 x(1) * x(15) - 128 x(1) * x(16) + 8 x(1) * x(17) + 156 x(1) * x(19) - 100 x(1) * x(20) - 56 x(1) * x(21) + 188 x(1) * x(22) - 76 x(1) * x(23) - 196 x(1) * x(24) + 92 x(1) * x(25) - 28 x(1) * x(26) - 52 x(1) * x(27) + 44 x(1) * x(28) + 144 x(1) * x(29) + 104 x(1) * x(30) - 42 x(2) ^2 + 164 x(2) * x(4) + 176 x(2) * x(5) - 52 x(2) * x(6) - 104 x(2) * x(7) + 52 x(2) * x(8) + 156 x(2) * x(9) - 44 x(2) * x(10) - 184 x(2) * x(11) + 80 x(2) * x(12) + 100 x(2) * x(14) + 96 x(2) * x(15) + 8 x(2) * x(16) + 60 x(2) * x(17) + 112 x(2) * x(18) + 104 x(2) * x(19) - 152 x(2) * x(20) - 132 x(2) * x(21) - 96 x(2) * x(23) + 156 x(2) * x(24) - 156 x(2) * x(25) - 56 x(2) * x(26) + 140 x(2) * x(27) - 72 x(2) * x(29) - 124 x(2) * x(30) + 72 x(3) ^2 + 44 x(3) * x(4) - 160 x(3) * x(5) - 32 x(3) * x(6) - 4 x(3) * x(7) + 56 x(3) * x(8) + 28 x(3) * x(9) + 20 x(3) * x(10) - 100 x(3) * x(11) - 152 x(3) * x(12) - 100 x(3) * x(13) + 176 x(3) * x(14) - 108 x(3) * x(16) - 180 x(3) * x(17) - 136 x(3) * x(19) + 116 x(3) * x(21) + 180 x(3) * x(22) - 116 x(3) * x(23) - 116 x(3) * x(24) - 160 x(3) * x(26) - 36 x(3) * x(27) - 184 x(3) * x(28) - 52 x(3) * x(29) + 108 x(3) * x(30) - 80 x(4) ^2 - 116 x(4) * x(5) + 96 x(4) * x(7) + 116 x(4) * x(8) - 68 x(4) * x(9) - 136 x(4) * x(10) + 180 x(4) * x(11) + 40 x(4) * x(12) + 152 x(4) * x(13) - 104 x(4) * x(15) - 44 x(4) * x(16) - 188 x(4) * x(17) + 96 x(4) * x(18) - 72 x(4) * x(19) + 60 x(4) * x(20) + 32 x(4) * x(21) - 8 x(4) * x(22) + 32 x(4) * x(23) + 4 x(4) * x(24) - 164 x(4) * x(25) - 32 x(4) * x(26) - 148 x(4) * x(27) - 36 x(4) * x(28) - 100 x(4) * x(29) - 28 x(4) * x(30) + 76 x(5) ^2 - 4 x(5) * x(7) + 56 x(5) * x(8) - 76 x(5) * x(9) + 108 x(5) * x(10) - 196 x(5) * x(11) - 68 x(5) * x(12) - 64 x(5) * x(13) - 164 x(5) * x(14) - 140 x(5) * x(15) - 144 x(5) * x(17) + 40 x(5) * x(18) + 168 x(5) * x(19) - 184 x(5) * x(20) - 124 x(5) * x(21) + 188 x(5) * x(22) + 156 x(5) * x(23) + 140 x(5) * x(24) + 132 x(5) * x(25) - 48 x(5) * x(26) - 24 x(5) * x(27) + 136 x(5) * x(28) - 116 x(5) * x(29) + 108 x(5) * x(30) + 48 x(6) * x(7) + 80 x(6) * x(10) - 60 x(6) * x(11) - 136 x(6) * x(12) + 44 x(6) * x(13) - 16 x(6) * x(14) - 52 x(6) * x(16) - 80 x(6) * x(17) - 172 x(6) * x(18) + 180 x(6) * x(20) - 24 x(6) * x(21) - 48 x(6) * x(22) - 168 x(6) * x(23) + 116 x(6) * x(24) + 176 x(6) * x(25) + 148 x(6) * x(27) + 56 x(6) * x(28) + 60 x(6) * x(29) + 160 x(6) * x(30) - 34 x(7) ^2 - 188 x(7) * x(9) + 152 x(7) * x(10) + 164 x(7) * x(11) - 108 x(7) * x(12) - 68 x(7) * x(13) - 52 x(7) * x(14) - 60 x(7) * x(15) - 184 x(7) * x(16) - 80 x(7) * x(18) - 180 x(7) * x(19) - 4 x(7) * x(21) + 192 x(7) * x(22) - 56 x(7) * x(23) - 180 x(7) * x(24) + 140 x(7) * x(25) + 152 x(7) * x(26) + 120 x(7) * x(28) + 172 x(7) * x(30) - 20 x(8) ^2 + 128 x(8) * x(9) + 108 x(8) * x(10) - 136 x(8) * x(11) - 180 x(8) * x(12) - 4 x(8) * x(13) - 148 x(8) * x(15) + 56 x(8) * x(16) - 172 x(8) * x(17) - 52 x(8) * x(18) + 76 x(8) * x(19) + 8 x(8) * x(20) + 72 x(8) * x(21) + 144 x(8) * x(22) + 76 x(8) * x(24) + 32 x(8) * x(26) - 140 x(8) * x(27) + 132 x(8) * x(28) - 4 x(8) * x(29) + 180 x(8) * x(30) + 22 x(9) ^2 - 36 x(9) * x(10) + 36 x(9) * x(11) - 108 x(9) * x(12) + 124 x(9) * x(13) - 140 x(9) * x(14) - 4 x(9) * x(15) + 172 x(9) * x(16) - 88 x(9) * x(17) - 164 x(9) * x(18) + 164 x(9) * x(20) - 176 x(9) * x(21) - 24 x(9) * x(22) + 48 x(9) * x(23) + 28 x(9) * x(24) - 52 x(9) * x(25) + 84 x(9) * x(26) - 16 x(9) * x(27) - 192 x(9) * x(28) - 84 x(9) * x(29) - 192 x(9) * x(30) + 88 x(10) ^2 + 96 x(10) * x(11) - 40 x(10) * x(12) - 80 x(10) * x(13) + 88 x(10) * x(14) - 112 x(10) * x(15) + 92 x(10) * x(16) - 36 x(10) * x(17) + 156 x(10) * x(20) - 148 x(10) * x(21) - 152 x(10) * x(22) + 48 x(10) * x(23) - 72 x(10) * x(24) - 16 x(10) * x(26) - 172 x(10) * x(27) - 48 x(10) * x(29) - 196 x(10) * x(30) - 48 x(11) ^2 - 124 x(11) * x(13) - 148 x(11) * x(14) - 196 x(11) * x(15) + 44 x(11) * x(16) + 48 x(11) * x(17) + 32 x(11) * x(18) + 176 x(11) * x(19) - 176 x(11) * x(20) - 108 x(11) * x(21) + 144 x(11) * x(22) - 124 x(11) * x(23) + 108 x(11) * x(24) - 112 x(11) * x(25) + 68 x(11) * x(27) + 184 x(11) * x(28) + 164 x(11) * x(29) - 8 x(11) * x(30) - 70 x(12) ^2 - 28 x(12) * x(13) + 104 x(12) * x(14) - 120 x(12) * x(15) + 64 x(12) * x(17) - 196 x(12) * x(18) - 84 x(12) * x(19) - 160 x(12) * x(20) + 64 x(12) * x(21) - 60 x(12) * x(22) + 24 x(12) * x(25) + 108 x(12) * x(26) + 164 x(12) * x(27) - 172 x(12) * x(29) + 16 x(12) * x(30) - 6 x(13) ^2 - 196 x(13) * x(14) + 160 x(13) * x(15) - 40 x(13) * x(16) + 148 x(13) * x(17) + 192 x(13) * x(18) + 196 x(13) * x(19) + 68 x(13) * x(21) + 192 x(13) * x(22) + 160 x(13) * x(24) + 152 x(13) * x(25) + 24 x(13) * x(26) + 172 x(13) * x(27) - 64 x(13) * x(28) + 24 x(13) * x(29) - 52 x(13) * x(30) + 4 x(14) ^2 - 124 x(14) * x(15) - 4 x(14) * x(16) + 64 x(14) * x(19) - 28 x(14) * x(20) + 116 x(14) * x(22) - 156 x(14) * x(23) + 196 x(14) * x(24) + 144 x(14) * x(25) - 148 x(14) * x(26) - 56 x(14) * x(27) + 8 x(14) * x(28) - 172 x(14) * x(29) + 184 x(14) * x(30) - 8 x(15) ^2 - 48 x(15) * x(16) + 160 x(15) * x(18) + 48 x(15) * x(20) - 64 x(15) * x(21) - 32 x(15) * x(22) - 40 x(15) * x(23) - 80 x(15) * x(24) + 180 x(15) * x(25) + 196 x(15) * x(27) + 76 x(15) * x(29) + 64 x(15) * x(30) - 68 x(16) ^2 - 24 x(16) * x(17) + 160 x(16) * x(18) - 44 x(16) * x(19) + 120 x(16) * x(20) - 188 x(16) * x(21) + 12 x(16) * x(22) + 140 x(16) * x(23) + 76 x(16) * x(24) + 128 x(16) * x(25) + 48 x(16) * x(26) + 68 x(16) * x(27) + 32 x(16) * x(28) + 72 x(16) * x(29) - 184 x(16) * x(30) + 40 x(17) ^2 + 156 x(17) * x(18) - 48 x(17) * x(19) - 84 x(17) * x(20) - 140 x(17) * x(21) + 48 x(17) * x(22) - 112 x(17) * x(23) + 24 x(17) * x(25) + 120 x(17) * x(26) - 120 x(17) * x(28) + 124 x(17) * x(29) + 80 x(18) ^2 - 160 x(18) * x(19) + 148 x(18) * x(20) - 172 x(18) * x(21) - 172 x(18) * x(23) + 104 x(18) * x(24) + 136 x(18) * x(25) - 68 x(18) * x(26) + 136 x(18) * x(27) - 164 x(18) * x(28) - 92 x(18) * x(30) - 12 x(19) ^2 - 160 x(19) * x(20) - 180 x(19) * x(21) - 168 x(19) * x(23) - 196 x(19) * x(25) - 92 x(19) * x(26) - 168 x(19) * x(27) + 112 x(19) * x(28) - 76 x(19) * x(29) - 60 x(20) ^2 + 128 x(20) * x(22) + 164 x(20) * x(24) - 12 x(20) * x(25) + 148 x(20) * x(26) + 28 x(20) * x(28) - 76 x(20) * x(30) + 28 x(21) ^2 - 52 x(21) * x(22) - 168 x(21) * x(23) + 88 x(21) * x(24) + 132 x(21) * x(25) - 64 x(21) * x(26) - 76 x(21) * x(27) - 132 x(21) * x(28) + 32 x(21) * x(29) + 24 x(21) * x(30) + 30 x(22) ^2 - 40 x(22) * x(23) + 40 x(22) * x(24) - 36 x(22) * x(26) + 108 x(22) * x(27) - 128 x(22) * x(29) - 156 x(22) * x(30) + 22 x(23) ^2 + 100 x(23) * x(24) + 100 x(23) * x(25) + 80 x(23) * x(26) + 172 x(23) * x(27) - 40 x(23) * x(28) + 36 x(23) * x(29) + 42 x(24) ^2 - 40 x(24) * x(25) - 4 x(24) * x(26) - 176 x(24) * x(27) - 180 x(24) * x(28) + 24 x(24) * x(29) + 140 x(24) * x(30) - 94 x(25) ^2 + 148 x(25) * x(26) - 24 x(25) * x(27) - 140 x(25) * x(28) + 140 x(25) * x(29) - 64 x(25) * x(30) + 70 x(26) ^2 - 160 x(26) * x(27) - 140 x(26) * x(28) - 76 x(26) * x(29) + 60 x(26) * x(30) - 84 x(27) * x(28) + 176 x(27) * x(29) - 144 x(27) * x(30) + 64 x(28) ^2 - 156 x(28) * x(29) + 140 x(28) * x(30) + 90 x(29) ^2 + 16 x(29) * x(30) + 52 x(30) ^2 ] / 2 Subject To obj: f = 0 Bounds f Free 0 <= x(1) <= 1 0 <= x(2) <= 1 0 <= x(3) <= 1 0 <= x(4) <= 1 0 <= x(5) <= 1 0 <= x(6) <= 1 0 <= x(7) <= 1 0 <= x(8) <= 1 0 <= x(9) <= 1 0 <= x(10) <= 1 0 <= x(11) <= 1 0 <= x(12) <= 1 0 <= x(13) <= 1 0 <= x(14) <= 1 0 <= x(15) <= 1 0 <= x(16) <= 1 0 <= x(17) <= 1 0 <= x(18) <= 1 0 <= x(19) <= 1 0 <= x(20) <= 1 0 <= x(21) <= 1 0 <= x(22) <= 1 0 <= x(23) <= 1 0 <= x(24) <= 1 0 <= x(25) <= 1 0 <= x(26) <= 1 0 <= x(27) <= 1 0 <= x(28) <= 1 0 <= x(29) <= 1 0 <= x(30) <= 1 End optlang-1.8.1/src/optlang/tests/data/qplib_3256.lp000066400000000000000000013135561451753105500216420ustar00rootroot00000000000000\ENCODING=ISO-8859-1 \Problem name: gamsmodel Minimize _obj: objvar + [ 2 x151 ^2 + 2 x152 ^2 + 2 x153 ^2 + 2 x154 ^2 + 2 x155 ^2 + 2 x156 ^2 + 2 x157 ^2 + 2 x158 ^2 + 2 x159 ^2 + 2 x160 ^2 + 2 x161 ^2 + 2 x162 ^2 + 2 x163 ^2 + 2 x164 ^2 + 2 x165 ^2 + 2 x166 ^2 + 2 x167 ^2 + 2 x168 ^2 + 2 x169 ^2 + 2 x170 ^2 + 2 x171 ^2 + 2 x172 ^2 + 2 x173 ^2 + 2 x174 ^2 + 2 x175 ^2 + 2 x176 ^2 + 2 x177 ^2 + 2 x178 ^2 + 2 x179 ^2 + 2 x180 ^2 + 2 x181 ^2 + 2 x182 ^2 + 2 x183 ^2 + 2 x184 ^2 + 2 x185 ^2 + 2 x186 ^2 + 2 x187 ^2 + 2 x188 ^2 + 2 x189 ^2 + 2 x190 ^2 + 2 x191 ^2 + 2 x192 ^2 + 2 x193 ^2 + 2 x194 ^2 + 2 x195 ^2 + 2 x196 ^2 + 2 x197 ^2 + 2 x198 ^2 + 2 x199 ^2 + 2 x200 ^2 + 2 x201 ^2 + 2 x202 ^2 + 2 x203 ^2 + 2 x204 ^2 + 2 x205 ^2 + 2 x206 ^2 + 2 x207 ^2 + 2 x208 ^2 + 2 x209 ^2 + 2 x210 ^2 + 2 x211 ^2 + 2 x212 ^2 + 2 x213 ^2 + 2 x214 ^2 + 2 x215 ^2 + 2 x216 ^2 + 2 x217 ^2 + 2 x218 ^2 + 2 x219 ^2 + 2 x220 ^2 + 2 x221 ^2 + 2 x222 ^2 + 2 x223 ^2 + 2 x224 ^2 + 2 x225 ^2 + 2 x226 ^2 + 2 x227 ^2 + 2 x228 ^2 + 2 x229 ^2 + 2 x230 ^2 + 2 x231 ^2 + 2 x232 ^2 + 2 x233 ^2 + 2 x234 ^2 + 2 x235 ^2 + 2 x236 ^2 + 2 x237 ^2 + 2 x238 ^2 + 2 x239 ^2 + 2 x240 ^2 + 2 x241 ^2 + 2 x242 ^2 + 2 x243 ^2 + 2 x244 ^2 + 2 x245 ^2 + 2 x246 ^2 + 2 x247 ^2 + 2 x248 ^2 + 2 x249 ^2 + 2 x250 ^2 + 2 x251 ^2 + 2 x252 ^2 + 2 x253 ^2 + 2 x254 ^2 + 2 x255 ^2 + 2 x256 ^2 + 2 x257 ^2 + 2 x258 ^2 + 2 x259 ^2 + 2 x260 ^2 + 2 x261 ^2 + 2 x262 ^2 + 2 x263 ^2 + 2 x264 ^2 + 2 x265 ^2 + 2 x266 ^2 + 2 x267 ^2 + 2 x268 ^2 + 2 x269 ^2 + 2 x270 ^2 + 2 x271 ^2 + 2 x272 ^2 + 2 x273 ^2 + 2 x274 ^2 + 2 x275 ^2 + 2 x276 ^2 + 2 x277 ^2 + 2 x278 ^2 + 2 x279 ^2 + 2 x280 ^2 + 2 x281 ^2 + 2 x282 ^2 + 2 x283 ^2 + 2 x284 ^2 + 2 x285 ^2 + 2 x286 ^2 + 2 x287 ^2 + 2 x288 ^2 + 2 x289 ^2 + 2 x290 ^2 + 2 x291 ^2 + 2 x292 ^2 + 2 x293 ^2 + 2 x294 ^2 + 2 x295 ^2 + 2 x296 ^2 + 2 x297 ^2 + 2 x298 ^2 + 2 x299 ^2 + 2 x300 ^2 + 2 x301 ^2 + 2 x302 ^2 + 2 x303 ^2 + 2 x304 ^2 + 2 x305 ^2 + 2 x306 ^2 + 2 x307 ^2 + 2 x308 ^2 + 2 x309 ^2 + 2 x310 ^2 + 2 x311 ^2 + 2 x312 ^2 + 2 x313 ^2 + 2 x314 ^2 + 2 x315 ^2 + 2 x316 ^2 + 2 x317 ^2 + 2 x318 ^2 + 2 x319 ^2 + 2 x320 ^2 + 2 x321 ^2 + 2 x322 ^2 + 2 x323 ^2 + 2 x324 ^2 + 2 x325 ^2 + 2 x326 ^2 + 2 x327 ^2 + 2 x328 ^2 + 2 x329 ^2 + 2 x330 ^2 + 2 x331 ^2 + 2 x332 ^2 + 2 x333 ^2 + 2 x334 ^2 + 2 x335 ^2 + 2 x336 ^2 + 2 x337 ^2 + 2 x338 ^2 + 2 x339 ^2 + 2 x340 ^2 + 2 x341 ^2 + 2 x342 ^2 + 2 x343 ^2 + 2 x344 ^2 + 2 x345 ^2 + 2 x346 ^2 + 2 x347 ^2 + 2 x348 ^2 + 2 x349 ^2 + 2 x350 ^2 + 2 x351 ^2 + 2 x352 ^2 + 2 x353 ^2 + 2 x354 ^2 + 2 x355 ^2 + 2 x356 ^2 + 2 x357 ^2 + 2 x358 ^2 + 2 x359 ^2 + 2 x360 ^2 + 2 x361 ^2 + 2 x362 ^2 + 2 x363 ^2 + 2 x364 ^2 + 2 x365 ^2 + 2 x366 ^2 + 2 x367 ^2 + 2 x368 ^2 + 2 x369 ^2 + 2 x370 ^2 + 2 x371 ^2 + 2 x372 ^2 + 2 x373 ^2 + 2 x374 ^2 + 2 x375 ^2 + 2 x376 ^2 + 2 x377 ^2 + 2 x378 ^2 + 2 x379 ^2 + 2 x380 ^2 + 2 x381 ^2 + 2 x382 ^2 + 2 x383 ^2 + 2 x384 ^2 + 2 x385 ^2 + 2 x386 ^2 + 2 x387 ^2 + 2 x388 ^2 + 2 x389 ^2 + 2 x390 ^2 + 2 x391 ^2 + 2 x392 ^2 + 2 x393 ^2 + 2 x394 ^2 + 2 x395 ^2 + 2 x396 ^2 + 2 x397 ^2 + 2 x398 ^2 + 2 x399 ^2 + 2 x400 ^2 + 2 x401 ^2 + 2 x402 ^2 + 2 x403 ^2 + 2 x404 ^2 + 2 x405 ^2 + 2 x406 ^2 + 2 x407 ^2 + 2 x408 ^2 + 2 x409 ^2 + 2 x410 ^2 + 2 x411 ^2 + 2 x412 ^2 + 2 x413 ^2 + 2 x414 ^2 + 2 x415 ^2 + 2 x416 ^2 + 2 x417 ^2 + 2 x418 ^2 + 2 x419 ^2 + 2 x420 ^2 + 2 x421 ^2 + 2 x422 ^2 + 2 x423 ^2 + 2 x424 ^2 + 2 x425 ^2 + 2 x426 ^2 + 2 x427 ^2 + 2 x428 ^2 + 2 x429 ^2 + 2 x430 ^2 + 2 x431 ^2 + 2 x432 ^2 + 2 x433 ^2 + 2 x434 ^2 + 2 x435 ^2 + 2 x436 ^2 + 2 x437 ^2 + 2 x438 ^2 + 2 x439 ^2 + 2 x440 ^2 + 2 x441 ^2 + 2 x442 ^2 + 2 x443 ^2 + 2 x444 ^2 + 2 x445 ^2 + 2 x446 ^2 + 2 x447 ^2 + 2 x448 ^2 + 2 x449 ^2 + 2 x450 ^2 + 2 x451 ^2 + 2 x452 ^2 + 2 x453 ^2 + 2 x454 ^2 + 2 x455 ^2 + 2 x456 ^2 + 2 x457 ^2 + 2 x458 ^2 + 2 x459 ^2 + 2 x460 ^2 + 2 x461 ^2 + 2 x462 ^2 + 2 x463 ^2 + 2 x464 ^2 + 2 x465 ^2 + 2 x466 ^2 + 2 x467 ^2 + 2 x468 ^2 + 2 x469 ^2 + 2 x470 ^2 + 2 x471 ^2 + 2 x472 ^2 + 2 x473 ^2 + 2 x474 ^2 + 2 x475 ^2 + 2 x476 ^2 + 2 x477 ^2 + 2 x478 ^2 + 2 x479 ^2 + 2 x480 ^2 + 2 x481 ^2 + 2 x482 ^2 + 2 x483 ^2 + 2 x484 ^2 + 2 x485 ^2 + 2 x486 ^2 + 2 x487 ^2 + 2 x488 ^2 + 2 x489 ^2 + 2 x490 ^2 + 2 x491 ^2 + 2 x492 ^2 + 2 x493 ^2 + 2 x494 ^2 + 2 x495 ^2 + 2 x496 ^2 + 2 x497 ^2 + 2 x498 ^2 + 2 x499 ^2 + 2 x500 ^2 + 2 x501 ^2 + 2 x502 ^2 + 2 x503 ^2 + 2 x504 ^2 + 2 x505 ^2 + 2 x506 ^2 + 2 x507 ^2 + 2 x508 ^2 + 2 x509 ^2 + 2 x510 ^2 + 2 x511 ^2 + 2 x512 ^2 + 2 x513 ^2 + 2 x514 ^2 + 2 x515 ^2 + 2 x516 ^2 + 2 x517 ^2 + 2 x518 ^2 + 2 x519 ^2 + 2 x520 ^2 + 2 x521 ^2 + 2 x522 ^2 + 2 x523 ^2 + 2 x524 ^2 + 2 x525 ^2 + 2 x526 ^2 + 2 x527 ^2 + 2 x528 ^2 + 2 x529 ^2 + 2 x530 ^2 + 2 x531 ^2 + 2 x532 ^2 + 2 x533 ^2 + 2 x534 ^2 + 2 x535 ^2 + 2 x536 ^2 + 2 x537 ^2 + 2 x538 ^2 + 2 x539 ^2 + 2 x540 ^2 + 2 x541 ^2 + 2 x542 ^2 + 2 x543 ^2 + 2 x544 ^2 + 2 x545 ^2 + 2 x546 ^2 + 2 x547 ^2 + 2 x548 ^2 + 2 x549 ^2 + 2 x550 ^2 + 2 x551 ^2 + 2 x552 ^2 + 2 x553 ^2 + 2 x554 ^2 + 2 x555 ^2 + 2 x556 ^2 + 2 x557 ^2 + 2 x558 ^2 + 2 x559 ^2 + 2 x560 ^2 + 2 x561 ^2 + 2 x562 ^2 + 2 x563 ^2 + 2 x564 ^2 + 2 x565 ^2 + 2 x566 ^2 + 2 x567 ^2 + 2 x568 ^2 + 2 x569 ^2 + 2 x570 ^2 + 2 x571 ^2 + 2 x572 ^2 + 2 x573 ^2 + 2 x574 ^2 + 2 x575 ^2 + 2 x576 ^2 + 2 x577 ^2 + 2 x578 ^2 + 2 x579 ^2 + 2 x580 ^2 + 2 x581 ^2 + 2 x582 ^2 + 2 x583 ^2 + 2 x584 ^2 + 2 x585 ^2 + 2 x586 ^2 + 2 x587 ^2 + 2 x588 ^2 + 2 x589 ^2 + 2 x590 ^2 + 2 x591 ^2 + 2 x592 ^2 + 2 x593 ^2 + 2 x594 ^2 + 2 x595 ^2 + 2 x596 ^2 + 2 x597 ^2 + 2 x598 ^2 + 2 x599 ^2 + 2 x600 ^2 + 2 x601 ^2 + 2 x602 ^2 + 2 x603 ^2 + 2 x604 ^2 + 2 x605 ^2 + 2 x606 ^2 + 2 x607 ^2 + 2 x608 ^2 + 2 x609 ^2 + 2 x610 ^2 + 2 x611 ^2 + 2 x612 ^2 + 2 x613 ^2 + 2 x614 ^2 + 2 x615 ^2 + 2 x616 ^2 + 2 x617 ^2 + 2 x618 ^2 + 2 x619 ^2 + 2 x620 ^2 + 2 x621 ^2 + 2 x622 ^2 + 2 x623 ^2 + 2 x624 ^2 + 2 x625 ^2 + 2 x626 ^2 + 2 x627 ^2 + 2 x628 ^2 + 2 x629 ^2 + 2 x630 ^2 + 2 x631 ^2 + 2 x632 ^2 + 2 x633 ^2 + 2 x634 ^2 + 2 x635 ^2 + 2 x636 ^2 + 2 x637 ^2 + 2 x638 ^2 + 2 x639 ^2 + 2 x640 ^2 + 2 x641 ^2 + 2 x642 ^2 + 2 x643 ^2 + 2 x644 ^2 + 2 x645 ^2 + 2 x646 ^2 + 2 x647 ^2 + 2 x648 ^2 + 2 x649 ^2 + 2 x650 ^2 ] / 2 Subject To _e1#0: - 5.90339318 x2 - 9.6526587 x3 - 2.55828224 x5 - 8.38574991 x8 - 3.99031913 x14 - 3.88077577 x15 - 1.54390206 x16 - 7.76617195 x18 - 8.70812774 x20 - 8.3524111 x25 - 7.74720899 x29 - 2.79044237 x30 - 2.56912715 x31 - 4.82764085 x32 - 6.57842712 x33 - 9.27657313 x34 - 4.12043206 x37 - 0.600087669999999 x38 - 2.57866003 x44 - 6.95170075 x53 - 1.49662502 x59 - 6.01571802 x62 - 4.99685455 x67 - 5.44031948 x71 - 5.09086943 x77 - 5.43174171 x83 - 8.01008533 x93 - 9.12359012 x95 - 6.27536647 x97 - 2.25424286 x103 - 7.83289224 x110 - 2.00336314 x114 - 6.94819322 x117 - 4.39980137 x121 - 8.47828866 x128 - 8.95277924 x133 - 5.53404849 x137 - 9.5428848 x140 - 0.1023365 x144 + x151 = -91.7905484773716 _e2#1: - 2.0635407 x4 - 9.81220651 x8 - 2.53798226 x13 - 3.58157034 x19 - 3.8365352 x22 - 8.26547844 x25 - 8.55523185 x30 - 0.712540389999999 x31 - 5.22383621 x32 - 4.07560285 x37 - 9.55814137 x38 - 4.21355606 x40 - 3.6852506 x44 - 3.23734812 x47 - 8.50850794 x57 - 3.13441624 x60 - 5.29556177 x62 - 2.54138324 x70 - 3.46075566 x71 - 0.158376669999999 x75 - 3.60289832 x80 - 8.6189158 x88 - 9.26457575 x91 - 1.66620199 x93 - 1.41259322 x102 - 6.51089197 x113 - 7.65467024 x117 - 0.23476481 x134 - 8.41616286 x141 - 6.0201803 x143 + x152 = -78.5012018509968 _e3#2: - 4.80988863 x7 - 5.80043921 x10 - 7.79733358 x17 - 0.407435169999999 x21 - 8.76232488 x24 - 4.69900269 x26 - 7.21096628 x28 - 2.65059754 x31 - 8.48387495 x38 - 2.41914969 x40 - 0.607831409999999 x53 - 7.11127546 x65 - 9.09752658 x70 - 8.22737324 x73 - 0.38742081 x79 - 5.26185997 x80 - 2.27932631 x89 - 6.09996996 x91 - 7.29553452 x93 - 1.84151913 x98 - 0.0925387499999997 x99 - 2.49995361 x100 - 3.66848472 x102 - 9.42321912 x105 - 9.2405427 x127 - 5.40509876 x130 - 1.68207801 x131 - 4.8174741 x136 - 2.29958477 x138 - 0.954420829999999 x142 - 1.78818294 x145 - 3.84767972 x147 - 6.97564188 x150 + x153 = -70.4429646535189 _e4#3: - 7.23870914 x6 - 6.20614994 x10 - 4.37738683 x11 - 3.35108857 x20 - 4.73976276 x28 - 9.14198243 x32 - 0.737173379999999 x36 - 5.93910276 x37 - 8.76333321 x39 - 4.98824915 x40 - 8.57678514 x41 - 5.61625403 x42 - 6.45282563 x51 - 1.86556377 x54 - 0.11966568 x57 - 0.861793799999999 x75 - 6.65844194 x80 - 8.1301285 x81 - 7.72050816 x83 - 1.28198557 x86 - 2.88211437 x87 - 6.4772955 x96 - 4.70755213 x99 - 3.73689851 x101 - 7.98512707 x107 - 7.86945291 x116 - 5.18075454 x123 - 0.86246749 x136 - 8.94548784 x141 - 4.09536569 x143 - 7.77133456 x145 + x154 = -82.5791665209982 _e5#4: - 7.19531348 x1 - 6.53222856 x5 - 7.55313409 x7 - 4.88397052 x28 - 4.54212264 x36 - 7.15007269 x38 - 6.75335203 x40 - 9.14491007 x47 - 0.80440819 x51 - 4.75415128 x52 - 8.38076347 x55 - 9.93416208 x57 - 4.05521824 x58 - 7.8190996 x63 - 2.50936075 x68 - 0.41982388 x69 - 8.51255895 x70 - 3.35592784 x87 - 1.41487399 x88 - 3.51755281 x95 - 1.74079118 x96 - 4.73410656 x119 - 8.38067029 x123 - 8.64384213 x124 - 0.935660079999999 x126 - 3.15417113 x127 - 1.49621706 x133 - 3.44304191 x142 - 7.58245786 x146 - 8.89429646 x150 + x155 = -67.0233041259078 _e6#5: - 9.9414807 x2 - 5.98249842 x12 - 8.43725459 x15 - 1.81250189 x31 - 7.04390319 x40 - 5.81389415 x42 - 8.44473537 x47 - 5.84938512 x50 - 6.91385837 x52 - 8.82071882 x53 - 6.89253981 x56 - 8.32615017 x57 - 3.40260011 x59 - 8.78203196 x60 - 9.21362965 x61 - 7.05407638 x71 - 5.46700943 x76 - 8.33179975 x79 - 6.30304906 x81 - 3.05197881 x85 - 2.88116977 x91 - 9.90804666 x102 - 7.1573049 x108 - 0.247685969999999 x110 - 0.79569268 x125 - 9.95660434 x137 - 0.32607862 x138 - 3.17574726 x141 - 1.53288195 x147 - 9.80235988 x150 + x156 = -80.0519464128506 _e7#6: - 8.00809026 x7 - 6.01617865 x15 - 3.20580731 x17 - 2.04107498 x28 - 9.76590213 x31 - 9.80397833 x36 - 4.31790805 x41 - 4.72427667 x45 - 8.04441243 x47 - 2.81881127 x49 - 5.20292545 x54 - 9.57341938 x62 - 7.78985281 x64 - 6.51628778 x68 - 8.79073909 x77 - 0.34626113 x84 - 0.18939093 x86 - 3.33348474 x87 - 8.82460133 x95 - 7.98853886 x100 - 1.51706631 x115 - 2.1326001 x120 - 5.27578643 x121 - 5.15925952 x123 - 7.02728078 x129 - 7.78963015 x131 - 6.96155416 x132 - 1.2653471 x134 - 0.132971689999999 x148 + x157 = -64.0315559103564 _e8#7: - 8.95406315 x7 - 3.59399213 x9 - 9.33094157 x15 - 9.77468717 x20 - 9.69054948 x22 - 5.21689843 x28 - 8.93913957 x36 - 5.56607503 x38 - 4.89858621 x39 - 4.72681372 x40 - 1.39453005 x43 - 4.54471563 x44 - 5.04718555 x52 - 9.8192408 x54 - 2.94712122 x57 - 1.63710482 x60 - 9.36361696 x61 - 8.16725548 x63 - 2.42319834 x65 - 1.86701568 x68 - 2.15185055 x72 - 9.02094426 x73 - 7.17190749 x82 - 1.6795302 x84 - 8.08984004 x86 - 2.21990202 x89 - 9.1137938 x101 - 6.07469795 x121 - 7.22330889 x122 - 3.60382039 x132 - 7.95340024 x133 - 2.76007514 x136 - 8.5040139 x138 - 7.47984812 x143 - 6.55479306 x147 - 3.39001652 x150 + x158 = -74.0072731036892 _e9#8: - 2.32450031 x1 - 8.45470836 x19 - 6.02978977 x30 - 6.52772334 x35 - 8.78820204 x40 - 6.99614351 x43 - 8.46348657 x46 - 3.48922464 x47 - 8.57877991 x58 - 2.83127045 x64 - 6.39624927 x67 - 1.55972223 x73 - 7.45479208 x77 - 2.92545211 x87 - 8.49374984 x94 - 4.46238093 x96 - 5.92914876 x102 - 5.61050592 x103 - 0.586041589999999 x104 - 6.14000954 x106 - 6.53334963 x109 - 7.24442855 x112 - 1.48961937 x116 - 9.42879475 x118 - 2.87842514 x126 - 1.11871102 x136 - 1.76006304 x137 - 9.98856444 x138 - 0.00253704999999993 x139 - 3.35011762 x140 - 1.72590436 x149 + x159 = -64.6571783430651 _e10#9: - 9.8442601 x1 - 0.24582142 x2 - 5.15726841 x21 - 5.12081704 x23 - 0.572877869999999 x27 - 7.82099435 x28 - 2.23380741 x30 - 8.53353094 x34 - 3.32724922 x37 - 1.0324054 x41 - 5.65484118 x48 - 9.5469301 x49 - 2.81405361 x50 - 7.0606425 x56 - 2.08651302 x60 - 8.2850678 x63 - 0.261754729999999 x65 - 2.33847329 x67 - 7.82042855 x76 - 3.80601199 x79 - 4.91002177 x80 - 3.82818275 x90 - 8.88786056 x97 - 8.29382774 x98 - 6.17404254 x99 - 4.5703843 x105 - 1.93572918 x108 - 4.91583104 x115 - 6.26551311 x137 - 0.200818949999999 x139 - 0.127598729999999 x149 + x160 = -66.1872522324552 _e11#10: - 5.96946485 x13 - 6.78766685 x17 - 3.70379181 x20 - 7.80315557 x21 - 9.7750464 x22 - 6.62994124 x30 - 9.15513127 x37 - 3.44944354 x39 - 9.71391162 x41 - 7.72801381 x44 - 6.35191401 x45 - 2.59883372 x46 - 0.78074801 x47 - 2.39815924 x55 - 3.65166537 x58 - 7.6669325 x69 - 5.09618878 x75 - 6.15045777 x78 - 3.88432406 x85 - 4.09406059 x89 - 1.6118923 x90 - 2.52268893 x91 - 6.79532456 x95 - 8.33588784 x99 - 7.51975979 x103 - 1.79111306 x107 - 9.12747864 x114 - 8.5930937 x116 - 1.78467583 x118 - 0.82485084 x122 - 3.77032084 x126 - 5.0443063 x127 - 4.74846931 x133 - 8.20113495 x135 - 9.25859191 x136 - 7.98720787 x137 - 5.35926153 x140 - 4.13519039 x144 + x161 = -87.2390508082132 _e12#11: - 3.59276318 x2 - 3.82268687 x3 - 4.33260597 x5 - 6.72796737 x11 - 7.23438696 x12 - 7.66600245 x15 - 8.37667214 x16 - 0.319837019999999 x17 - 5.32970331 x20 - 9.80223112 x25 - 0.39963813 x26 - 5.32161348 x30 - 4.72692303 x40 - 9.28245164 x44 - 7.57100693 x46 - 2.29335495 x49 - 0.0855386299999994 x51 - 4.6237476 x56 - 9.56693809 x61 - 6.51204235 x68 - 4.12589291 x73 - 4.25588368 x79 - 6.00590935 x89 - 5.51240916 x96 - 4.37460209 x106 - 1.75310916 x110 - 3.23067067 x112 - 4.89647767 x116 - 4.38667225 x126 - 2.05142772 x132 - 7.41810012 x135 - 3.50834573 x137 - 3.55815725 x146 - 8.49159662 x149 + x162 = -75.6065519542847 _e13#12: - 5.77440441 x10 - 9.24877082 x18 - 7.20880615 x28 - 5.6333794 x33 - 8.69450618 x43 - 7.907464 x48 - 0.0420600999999998 x52 - 1.34571725 x55 - 7.22072876 x58 - 7.19174946 x60 - 3.67726266 x67 - 5.51916272 x68 - 0.62403189 x73 - 3.64272211 x93 - 9.07484145 x97 - 7.96080246 x104 - 4.49734314 x111 - 1.45543634 x114 - 8.21216147 x124 - 8.72932029 x132 - 4.98005912 x133 - 0.143319639999999 x140 - 4.10877525 x141 - 6.60459216 x142 - 0.376053359999999 x145 - 4.63555324 x146 - 6.88525444 x148 + x163 = -59.2772735272887 _e14#13: - 5.9785129 x5 - 2.58020884 x11 - 4.12721215 x15 - 4.68455599 x18 - 0.10480941 x27 - 6.32172365 x29 - 2.3519436 x31 - 2.20948502 x41 - 9.19633777 x42 - 9.71559426 x50 - 9.84570965 x52 - 3.67766848 x60 - 7.66782281 x62 - 4.04721592 x65 - 9.73108189 x66 - 6.30772789 x67 - 7.67523241 x68 - 1.95522568 x74 - 9.92350824 x84 - 3.35924479 x85 - 5.24536988 x88 - 7.56693424 x91 - 0.43039446 x97 - 9.32801678 x100 - 7.95045016 x101 - 7.73962818 x106 - 1.20249116 x107 - 5.11767513 x111 - 0.29482872 x112 - 8.99988983 x119 - 2.37497943 x120 - 7.07296662 x122 - 8.37466916 x126 - 2.57776069 x127 - 0.23982898 x131 - 0.94607912 x134 - 1.89911528 x138 - 2.46482643 x144 - 4.39481102 x146 + x164 = -79.2431336663135 _e15#14: - 7.94815579 x1 - 8.33067694 x11 - 3.55718348 x16 - 4.45109385 x20 - 8.39386437 x23 - 7.98530079 x32 - 7.32954343 x35 - 3.95627779 x40 - 2.72341094 x43 - 9.46764996 x44 - 5.76871755 x49 - 2.35566609 x56 - 3.37392149 x57 - 5.47957569 x58 - 0.248880989999999 x59 - 4.83382672 x61 - 8.56041278 x62 - 0.685789969999999 x79 - 1.92114229 x82 - 7.69543247 x89 - 7.72262214 x98 - 7.14032035 x107 - 5.48277411 x108 - 5.74648102 x112 - 3.40187745 x123 - 1.26504572 x124 - 4.29043666 x143 - 2.83639877 x145 - 2.09043118 x149 + x165 = -57.2702641380987 _e16#15: - 3.93433309 x9 - 7.54575589 x10 - 7.55590987 x14 - 9.06014973 x20 - 8.24375185 x25 - 9.15008287 x26 - 2.63320323 x30 - 1.30728501 x34 - 9.9684727 x35 - 2.78184456 x38 - 4.27983825 x40 - 0.438025879999999 x42 - 1.89441887 x48 - 2.20606986 x63 - 6.98912352 x64 - 2.38218727 x72 - 9.1814033 x73 - 6.86916949 x77 - 6.463004 x81 - 5.79446032 x83 - 8.45054854 x94 - 5.55527299 x97 - 0.84126971 x99 - 5.57739163 x101 - 0.11288283 x105 - 2.185326 x106 - 8.75181802 x112 - 8.61508268 x121 - 3.71147383 x122 - 0.773425369999999 x124 - 0.726041559999999 x127 - 3.93808487 x129 - 7.59846154 x131 - 7.6485499 x138 - 5.04817853 x145 - 7.51242428 x147 - 5.84520931 x148 + x166 = -81.997550489868 _e17#16: - 8.9964213 x22 - 8.12855161 x27 - 7.91264145 x36 - 9.81848653 x38 - 5.50580994 x45 - 0.60996262 x53 - 5.48649754 x59 - 6.0782905 x66 - 7.52757555 x70 - 3.28460362 x72 - 4.99555902 x73 - 9.83957631 x74 - 9.45541376 x77 - 8.2932071 x78 - 4.73563947 x80 - 6.43059614 x99 - 9.7177512 x101 - 3.6533599 x102 - 9.30422437 x104 - 1.10691091 x105 - 2.2059693 x106 - 1.71011277 x113 - 8.82271468 x146 + x167 = -43.8018607371935 _e18#17: - 1.21305627 x2 - 3.99759285 x8 - 1.30353323 x12 - 9.91576705 x14 - 2.68920453 x17 - 8.29180945 x19 - 1.16935345 x23 - 5.19929243 x26 - 5.84285179 x33 - 0.167856919999999 x37 - 4.43801852 x48 - 2.14476133 x51 - 5.6431978 x53 - 6.29106726 x62 - 5.10867035 x65 - 6.52940625 x66 - 7.85984052 x68 - 3.11864757 x69 - 8.43707128 x73 - 4.63010872 x80 - 6.43884498 x83 - 5.34994057 x84 - 7.35003696 x88 - 9.42103717 x98 - 7.9370266 x103 - 8.63561038 x109 - 0.00375177999999976 x114 - 0.0527056499999989 x119 - 0.0926400299999997 x123 - 5.9880288 x131 - 9.26867243 x139 + x168 = -68.3500325038477 _e19#18: - 6.69512644 x25 - 6.36321807 x29 - 6.8212666 x30 - 7.94416875 x38 - 7.03664197 x40 - 1.22597169 x48 - 0.171936739999999 x58 - 5.76927528 x63 - 2.60106393 x67 - 2.877452 x75 - 6.8749868 x89 - 7.19823513 x102 - 7.13054075 x111 - 2.16692979 x114 - 8.67103429 x128 - 4.28452372 x134 - 6.09833117 x145 - 9.88370725 x149 + x169 = -43.6062215040431 _e20#19: - 0.211847639999999 x1 - 4.51369196 x5 - 4.12347969 x6 - 5.14923583 x7 - 9.09571528 x9 - 5.83227365 x10 - 2.99378087 x12 - 9.01534237 x15 - 0.60400582 x17 - 0.969972309999999 x21 - 4.8025338 x26 - 4.01389342 x40 - 0.723395699999999 x41 - 9.71722226 x43 - 3.47722657 x63 - 4.65012355 x64 - 6.40961682 x66 - 7.79732389 x70 - 2.70903556 x73 - 7.28848397 x77 - 9.62217281 x83 - 0.45111575 x87 - 0.332264969999999 x88 - 9.83404395 x89 - 3.44151226 x98 - 4.79053241 x100 - 6.98343122 x109 - 7.05673347 x116 - 2.61439749 x123 - 2.99044103 x125 - 8.2192754 x126 + x170 = -55.8199062589217 _e21#20: - 4.98225048 x2 - 0.699527409999999 x5 - 8.94579474 x10 - 7.88667073 x15 - 4.27791603 x22 - 0.445957749999999 x23 - 5.48207017 x34 - 2.36562522 x38 - 5.51773337 x45 - 8.0284017 x63 - 4.34743744 x65 - 2.93416224 x85 - 9.00258329 x94 - 8.54034232 x95 - 2.47412021 x97 - 3.141056 x99 - 7.52379937 x101 - 8.94581488 x102 - 3.34177401 x105 - 3.15763341 x108 - 4.81813676 x117 - 6.4344719 x125 - 8.6435182 x133 - 6.9246501 x136 - 3.96857051 x146 - 6.8537003 x150 + x171 = -52.7832162746409 _e22#21: - 9.30697826 x5 - 6.76353665 x9 - 0.765841509999999 x12 - 8.94016379 x22 - 4.65821272 x23 - 4.24493953 x35 - 4.41817037 x42 - 6.14765726 x50 - 2.0650989 x52 - 8.83169267 x63 - 6.1097116 x65 - 7.22893296 x68 - 0.126943719999999 x69 - 9.736396 x72 - 9.35118743 x75 - 8.25242025 x85 - 3.78876674 x88 - 9.00929638 x90 - 3.85289753 x102 - 7.85005182 x105 - 7.45481297 x117 - 2.95905715 x119 - 6.24327713 x125 - 7.65999166 x134 - 4.81650143 x135 - 8.38569918 x137 + x172 = -55.778346598855 _e23#22: - 8.32987377 x7 - 6.89210986 x13 - 8.33556815 x23 - 4.77040284 x25 - 6.18583545 x33 - 4.82231505 x34 - 2.7374349 x35 - 5.18220075 x49 - 4.6136841 x56 - 2.4882893 x59 - 3.35028285 x67 - 4.91372755 x68 - 7.05842939 x73 - 9.54490364 x77 - 8.92026882 x79 - 8.27918759 x81 - 9.14148594 x119 - 1.45251981 x121 - 3.90021718 x128 - 9.08338407 x129 - 8.17319937 x134 - 9.64158342 x136 - 6.31781302 x149 + x173 = -61.1125227286384 _e24#23: - 9.50558155 x8 - 1.05854029 x10 - 4.32976123 x11 - 1.48939232 x12 - 6.67110826 x16 - 2.53548265 x19 - 7.64811024 x21 - 3.19597423 x25 - 8.87043964 x32 - 0.69157213 x35 - 3.24729467 x39 - 3.4431072 x41 - 5.08603522 x43 - 0.63232047 x45 - 6.09120065 x46 - 4.41533343 x49 - 0.43619129 x50 - 9.39885638 x53 - 1.0216004 x55 - 9.24083882 x56 - 8.4404153 x66 - 0.77261551 x68 - 3.70019059 x80 - 6.83982039 x84 - 5.31255521 x91 - 5.37593161 x92 - 4.31375697 x95 - 5.43525778 x103 - 7.29746225 x104 - 4.31821765 x106 - 1.65886802 x107 - 3.56756242 x111 - 1.89540187 x117 - 8.24859166 x121 - 1.41091805 x123 - 0.80183233 x125 - 9.33213515 x128 - 5.51533679 x132 - 5.97389825 x137 - 4.41635924 x139 - 5.67352031 x140 - 7.83007658 x150 + x174 = -82.5210299572259 _e25#24: - 9.10534332 x6 - 0.495557179999999 x7 - 0.910772129999999 x17 - 7.47980474 x22 - 0.0885761499999993 x26 - 2.16947599 x35 - 4.32541147 x37 - 6.09315553 x39 - 0.0689003199999993 x44 - 0.92142043 x49 - 8.78918795 x63 - 1.61463555 x64 - 1.21127733 x69 - 3.33451228 x71 - 7.13512849 x76 - 3.91622144 x78 - 5.13751861 x83 - 7.54684538 x84 - 7.85884842 x89 - 2.30705524 x95 - 9.13399336 x97 - 8.03357806 x98 - 6.7727417 x99 - 3.32576894 x101 - 9.31238313 x105 - 8.28938272 x114 - 2.76509392 x117 - 3.31327663 x122 - 8.86941383 x126 - 5.45424311 x130 - 4.81607447 x136 - 5.35936428 x142 - 3.83131686 x143 - 8.16196364 x147 - 9.38401142 x150 + x175 = -77.5800958155606 _e26#25: - 8.02694787 x11 - 5.10653569 x12 - 6.17106927 x23 - 3.9234118 x27 - 0.413539789999999 x34 - 6.35187371 x41 - 9.12426288 x44 - 4.67663423 x52 - 5.341055 x53 - 4.06198087 x55 - 0.836861579999999 x67 - 3.91883043 x83 - 9.92152573 x84 - 4.13072407 x85 - 6.7966525 x92 - 7.86722655 x94 - 2.77792402 x96 - 5.5459196 x105 - 4.98194818 x112 - 4.58278191 x114 - 5.66223612 x117 - 5.40952196 x118 - 0.27845166 x119 - 1.38860409 x121 - 5.67324272 x130 - 1.7332847 x135 - 0.76634997 x138 - 7.08364424 x139 - 3.3577227 x142 + x176 = -61.7960563845464 _e27#26: - 0.27281453 x8 - 7.48050399 x22 - 0.391516569999999 x27 - 2.38378323 x29 - 1.48885448 x35 - 9.30487222 x38 - 3.57158197 x41 - 9.70706533 x45 - 7.21177045 x56 - 4.79684974 x58 - 8.17727757 x59 - 8.40652477 x69 - 4.33184497 x73 - 6.77013271 x75 - 8.54176182 x78 - 2.72850444 x80 - 9.35157864 x89 - 7.20492261 x91 - 9.66934597 x93 - 1.35707229 x107 - 7.24503663 x111 - 3.5590615 x114 - 9.00951129 x116 - 6.71117762 x117 - 0.6486059 x123 - 1.30868396 x129 - 1.22311898 x134 - 8.8274941 x141 - 1.8456578 x143 - 7.83025627 x149 + x177 = -69.8761062100166 _e28#27: - 0.34463947 x3 - 5.43045328 x6 - 0.335074929999999 x16 - 3.06199868 x20 - 4.12977767 x33 - 0.72746859 x36 - 3.70173309 x44 - 0.00260898999999926 x58 - 4.78400712 x60 - 6.58387869 x64 - 8.93780408 x69 - 5.56017131 x74 - 3.64393066 x77 - 7.51234154 x78 - 8.20920648 x84 - 1.25701297 x94 - 6.34985299 x103 - 7.12013924 x111 - 7.51335774 x112 - 8.07532746 x129 - 6.80382889 x134 - 6.27904159 x138 - 9.92253962 x144 - 1.6954815 x145 - 4.41510568 x147 - 9.93264376 x149 + x178 = -62.1679191679232 _e29#28: - 4.57780152 x4 - 4.61515419 x5 - 2.59029409 x10 - 0.409546649999999 x22 - 8.55826019 x25 - 6.5846652 x27 - 4.54942658 x31 - 4.35719951 x39 - 2.12636763 x42 - 6.43128313 x48 - 9.16791066 x63 - 9.9349841 x68 - 0.339105689999999 x74 - 3.46482003 x75 - 3.3563962 x79 - 5.2106243 x82 - 9.82202887 x85 - 4.43194008 x87 - 8.17657572 x92 - 5.80596286 x99 - 0.843810349999999 x102 - 5.38816274 x104 - 8.94261702 x107 - 0.340170769999999 x108 - 2.90270247 x109 - 5.77636238 x112 - 9.79348914 x113 - 1.07930783 x114 - 0.746612029999999 x125 - 6.98691677 x126 - 5.15763875 x130 - 2.85457094 x132 - 2.67048211 x134 - 1.74599444 x139 - 9.23861411 x141 - 4.39686087 x144 + x179 = -77.0894773047336 _e30#29: - 6.43102702 x1 - 5.07694179 x3 - 9.37210824 x4 - 4.14095434 x11 - 7.38289374 x12 - 5.23740589 x17 - 3.18049657 x19 - 1.43907377 x24 - 2.71525115 x25 - 3.62134855 x29 - 7.7685606 x36 - 0.30843513 x40 - 8.40598149 x43 - 5.4467566 x47 - 9.03400496 x49 - 8.32916039 x50 - 6.57227111 x51 - 8.03042496 x54 - 0.0788792499999991 x58 - 5.64914046 x60 - 6.10897269 x70 - 6.02484705 x71 - 9.25277844 x74 - 9.50712966 x77 - 4.01285411 x78 - 9.32443159 x80 - 6.08043009 x91 - 4.07103971 x92 - 7.27558278 x98 - 0.3388432 x105 - 4.09638342 x107 - 0.49274387 x114 - 2.93730482 x117 - 8.34148747 x122 - 3.19603759 x139 + x180 = -88.323595550137 _e31#30: - 8.87041826 x3 - 8.36244485 x4 - 4.93106325 x15 - 4.70599478 x17 - 1.59337923 x22 - 5.12321039 x25 - 6.38468072 x29 - 9.85376451 x30 - 8.92866106 x33 - 8.5061815 x34 - 6.56544704 x35 - 1.15676821 x40 - 9.05113053 x48 - 2.57181109 x52 - 5.22499499 x53 - 8.27676942 x99 - 8.05532792 x101 - 9.15570035 x105 - 8.82906746 x113 - 5.83860068 x115 - 9.84636182 x117 - 0.527515209999999 x123 - 5.01490873 x124 - 2.01458671 x130 - 0.95161061 x135 - 6.06949523 x138 - 3.24551247 x143 + x181 = -65.0019702693535 _e32#31: - 1.09996808 x10 - 9.25043112 x13 - 0.26495235 x14 - 2.5579363 x22 - 0.48640626 x23 - 3.97404141 x25 - 7.27018088 x31 - 3.2280421 x32 - 3.04890746 x33 - 3.3725256 x34 - 1.00764295 x36 - 1.84110274 x55 - 2.33207596 x58 - 9.94190882 x59 - 7.98144733 x68 - 6.42517062 x69 - 7.02827024 x76 - 9.47146798 x79 - 4.17831585 x85 - 3.45280113 x92 - 2.12468448 x96 - 4.14472948 x97 - 0.762554179999999 x101 - 7.7649124 x103 - 4.65923616 x110 - 1.7342212 x116 - 9.40700883 x117 - 5.25249059 x118 - 5.19439043 x123 - 2.63179282 x124 - 5.7819342 x127 - 4.09877057 x140 - 5.28025293 x143 - 3.19974551 x144 - 7.02278201 x148 - 8.23777651 x150 + x182 = -75.9400728809892 _e33#32: - 3.3170645 x1 - 6.16706387 x3 - 8.04339972 x7 - 2.82760782 x8 - 2.47885942 x16 - 4.54138613 x18 - 5.14611574 x19 - 2.62762896 x29 - 1.94635523 x32 - 3.1308533 x35 - 9.57628902 x38 - 6.33147102 x41 - 5.83350771 x48 - 1.20308362 x51 - 8.93447864 x62 - 7.943547 x63 - 3.67602783 x68 - 5.73065203 x72 - 9.14912905 x73 - 0.607224209999999 x82 - 6.3131263 x83 - 1.92346488 x88 - 9.36189871 x90 - 1.615988 x91 - 5.61159656 x92 - 2.33911763 x95 - 8.52204732 x101 - 2.34755963 x106 - 2.68923614 x120 - 8.09426906 x121 - 0.0249237999999996 x126 - 1.9948152 x130 - 0.332028379999999 x140 - 4.36132436 x145 + x183 = -68.738322486341 _e34#33: - 6.64647026 x5 - 7.92193642 x10 - 5.9377248 x11 - 0.87330285 x16 - 3.15724813 x18 - 0.120238069999999 x22 - 8.99532351 x26 - 7.61143578 x31 - 8.46171162 x32 - 8.29719643 x45 - 4.70945343 x51 - 3.92533132 x53 - 9.43362807 x55 - 5.66309208 x62 - 7.66369497 x65 - 4.39771755 x66 - 8.15078252 x69 - 0.70134783 x71 - 0.683289459999999 x81 - 2.91337389 x87 - 1.81617894 x92 - 0.33726076 x94 - 9.60988044 x97 - 3.62012297 x100 - 9.77870036 x103 - 9.10633382 x111 - 3.53374318 x116 - 3.305013 x125 - 0.295553 x134 - 2.00444641 x135 - 5.14940597 x141 - 3.1511184 x143 - 9.30320078 x144 - 6.36203973 x148 + x184 = -74.9046565908778 _e35#34: - 7.02476777 x2 - 5.48167751 x3 - 5.81886252 x7 - 9.53129835 x11 - 4.96809785 x13 - 1.38421665 x16 - 5.94798805 x19 - 4.5789051 x22 - 2.51645605 x28 - 4.10940812 x30 - 6.42159757 x32 - 2.97980374 x34 - 6.55718343 x35 - 4.42327675 x39 - 1.51566347 x42 - 0.59707141 x49 - 9.85667522 x53 - 8.96725035 x55 - 6.97366321 x60 - 2.88161382 x71 - 7.01369562 x74 - 9.21532953 x76 - 1.50483874 x77 - 0.49825068 x86 - 7.59321365 x91 - 4.85651033 x96 - 8.44782004 x99 - 8.2072419 x101 - 1.10678764 x102 - 7.08044726 x105 - 7.8728815 x106 - 8.55798851 x113 - 1.60090194 x114 - 3.73500362 x117 - 5.12711724 x131 - 0.307032899999999 x135 - 1.47521252 x137 - 0.499990899999999 x149 + x185 = -100.598945526765 _e36#35: - 0.83189616 x2 - 2.09216473 x4 - 8.23759384 x8 - 1.05767345 x18 - 5.02115199 x20 - 7.45041456 x21 - 7.34762874 x28 - 7.43114073 x30 - 6.41709768 x33 - 5.43947412 x42 - 3.2800892 x49 - 8.3007378 x50 - 1.67241803 x51 - 0.78808161 x52 - 6.50464814 x55 - 1.38126436 x57 - 0.424314929999999 x65 - 6.15146492 x66 - 2.32442938 x77 - 5.69862445 x81 - 0.53597484 x84 - 7.35666207 x85 - 2.92250503 x88 - 7.65079162 x96 - 9.86945167 x102 - 8.59112473 x103 - 4.67578005 x110 - 0.75850549 x113 - 5.31610877 x118 - 2.15946588 x133 - 6.27249423 x134 - 1.99523047 x136 - 5.49512947 x143 - 2.55985781 x148 - 3.54096515 x150 + x186 = -63.7289418418246 _e37#36: - 6.96158709 x1 - 6.11545262 x3 - 5.43857021 x5 - 3.29985227 x15 - 5.68481247 x18 - 4.91545178 x22 - 3.2803748 x23 - 3.52943574 x24 - 9.65701583 x28 - 4.43285591 x30 - 3.81746903 x32 - 7.20402164 x33 - 7.94681725 x34 - 9.99973724 x36 - 4.13298289 x42 - 6.48419921 x46 - 2.7983843 x47 - 4.05715847 x48 - 5.63315475 x52 - 0.72208078 x57 - 9.520433 x59 - 5.10194194 x67 - 7.29681741 x70 - 5.4262852 x74 - 0.0120761199999997 x76 - 6.7661612 x77 - 1.57512541 x80 - 5.91547726 x92 - 5.82002627 x101 - 5.5827989 x105 - 4.31283885 x116 - 1.32707459 x118 - 8.79080421 x121 - 3.77438599 x124 - 7.28931861 x126 - 9.87642562 x131 - 9.92606425 x132 - 8.55825127 x139 - 7.46791905 x144 + x187 = -93.7516567660201 _e38#37: - 7.25080441 x4 - 2.32873294 x20 - 6.24987443 x24 - 5.84205777 x26 - 9.77791012 x29 - 1.31146316 x37 - 6.99022279 x43 - 0.94077643 x51 - 5.63138825 x53 - 5.00907587 x54 - 0.684253359999999 x61 - 5.77250333 x68 - 3.78652339 x69 - 3.25042743 x70 - 9.71961762 x73 - 0.947683899999999 x75 - 7.90142837 x81 - 4.40039003 x100 - 8.91386735 x105 - 9.37960548 x113 - 5.35991567 x114 - 1.89251069 x117 - 2.5085011 x121 - 9.16394824 x123 - 6.98166424 x127 - 6.09704013 x128 - 9.82800269 x130 - 3.01240849 x136 - 2.93620478 x137 - 4.72186077 x146 - 0.194499579999999 x147 - 8.89041063 x148 - 4.90250727 x150 + x188 = -72.9217523753942 _e39#38: - 1.62475307 x2 - 6.99511862 x4 - 8.89098791 x15 - 8.20870708 x24 - 2.24470204 x34 - 2.84024019 x38 - 2.59328125 x42 - 9.06015872 x50 - 1.71506259 x60 - 6.52470286 x64 - 3.92024679 x66 - 0.3248968 x76 - 3.02294109 x79 - 0.7718737 x89 - 4.3654875 x95 - 2.67535159 x97 - 8.33581578 x99 - 3.98946634 x101 - 4.19161315 x102 - 5.01061247 x105 - 5.27787647 x109 - 3.93848331 x110 - 7.59378858 x121 - 7.89587703 x129 - 2.4324054 x135 - 8.63803613 x144 + x189 = -47.9814743890877 _e40#39: - 1.83109287 x18 - 1.31172592 x22 - 2.8572399 x23 - 4.45657722 x28 - 2.83300395 x32 - 0.9519174 x52 - 5.05109861 x62 - 5.05042255 x66 - 2.16768146 x79 - 3.66846571 x82 - 2.44554402 x87 - 6.28489933 x88 - 8.16843398 x96 - 0.741307429999999 x120 - 8.54859913 x124 - 9.24588208 x127 - 8.2854463 x129 - 8.58918722 x135 - 2.6843113 x141 - 2.69988911 x147 + x190 = -42.2659910197296 _e41#40: - 8.70670268 x1 - 6.6750917 x7 - 5.21814183 x8 - 4.18071101 x21 - 9.818103 x23 - 1.9524854 x28 - 5.41996451 x30 - 8.27828629 x33 - 3.10367037 x34 - 9.02035036 x36 - 1.36949098 x37 - 9.99609982 x38 - 1.61884193 x44 - 9.58196172 x54 - 7.2740736 x58 - 4.66278457 x60 - 9.73299439 x61 - 3.6590826 x65 - 0.365268219999999 x73 - 0.1337234 x75 - 7.07446937 x76 - 3.30332347 x79 - 9.8241898 x85 - 6.46405913 x93 - 8.27496156 x106 - 9.42194843 x114 - 4.60986086 x116 - 8.83169748 x117 - 3.11810178 x120 - 2.76937537 x127 - 4.77453507 x134 - 0.61212434 x150 + x191 = -69.5775151836468 _e42#41: - 1.7988369 x13 - 2.60440271 x21 - 5.62562764 x24 - 8.89488809 x28 - 6.58986515 x35 - 2.66274032 x37 - 5.56616659 x48 - 7.93049668 x50 - 9.32716433 x54 - 8.05597999 x60 - 6.15943464 x62 - 5.18621928 x64 - 1.3292798 x66 - 2.45935072 x73 - 6.44894107 x75 - 8.74225356 x80 - 3.76871384 x85 - 4.34666573 x86 - 1.27984014 x91 - 4.87944264 x92 - 7.73140777 x95 - 9.14502083 x99 - 4.40426396 x103 - 1.17304855 x105 - 5.8017424 x111 - 9.85416305 x113 - 3.63445983 x118 - 5.28918844 x120 - 1.86742133 x124 - 3.34531855 x129 - 6.37286463 x132 - 7.97992517 x143 - 1.63408948 x148 - 9.92457435 x150 + x192 = -74.3966238917859 _e43#42: - 0.919314729999999 x3 - 6.98146218 x5 - 2.33918591 x11 - 9.9861933 x12 - 9.83595826 x24 - 9.42618042 x28 - 6.97259359 x34 - 4.2019334 x36 - 7.96604194 x37 - 3.40600366 x38 - 0.857779449999999 x46 - 3.53929047 x50 - 8.29562515 x59 - 7.53365413 x61 - 0.873349299999999 x67 - 5.36397878 x68 - 0.546251179999999 x69 - 4.52891456 x80 - 0.0850640699999994 x82 - 2.07464596 x87 - 1.90542166 x91 - 5.1237452 x97 - 7.38626088 x105 - 1.44491663 x106 - 9.07678509 x113 - 4.63737975 x116 - 7.24277581 x118 - 7.2878803 x120 - 4.82682631 x125 - 0.306813969999999 x130 - 6.68648901 x136 - 6.16333482 x140 - 0.974715519999999 x141 - 2.88755115 x148 + x193 = -67.1940654826022 _e44#43: - 3.38817309 x7 - 3.45988395 x25 - 7.98879763 x29 - 3.55803491 x41 - 5.38875242 x56 - 8.50001748 x58 - 2.80271878 x62 - 9.33297904 x65 - 2.05467143 x68 - 4.85089237 x75 - 7.40810826 x77 - 9.27505883 x78 - 5.77002441 x81 - 7.96765129 x85 - 8.49168165 x86 - 0.927378089999999 x87 - 5.67493655 x89 - 5.64049152 x91 - 8.65792237 x94 - 4.10199165 x95 - 2.11411755 x97 - 7.13171808 x105 - 4.21150376 x108 - 8.44172865 x116 - 9.07117763 x117 - 2.98905712 x123 - 0.75345593 x125 - 0.210678929999999 x133 - 8.95791331 x136 - 2.77982266 x142 - 2.07672386 x144 - 8.39842873 x147 + x194 = -70.8110361807795 _e45#44: - 7.0903494 x3 - 9.55337159 x6 - 3.76494029 x7 - 6.52668357 x10 - 4.08413864 x13 - 5.66680854 x15 - 6.79750679 x17 - 0.940043239999999 x20 - 7.670382 x22 - 0.73237311 x28 - 9.3220028 x33 - 7.53209783 x35 - 7.8104568 x45 - 3.78759665 x46 - 2.76995842 x55 - 3.89745726 x60 - 0.915015669999999 x68 - 6.84690114 x74 - 8.67272449 x78 - 6.76191466 x82 - 5.24402009 x83 - 8.60579209 x86 - 2.66834321 x91 - 9.59151961 x102 - 8.6598056 x104 - 1.80607454 x105 - 7.99515309 x117 - 4.54314112 x120 - 6.69491034 x122 - 3.61354607 x128 - 4.3227234 x129 - 8.42420598 x137 - 3.28631841 x140 - 7.20120288 x142 - 8.13712768 x144 - 0.185903249999999 x146 - 5.10356153 x147 + x195 = -70.6002457191658 _e46#45: - 1.0271539 x6 - 2.04200628 x8 - 2.85544692 x10 - 2.31622667 x13 - 8.6109784 x16 - 2.33991823 x17 - 2.27131204 x19 - 1.83580308 x20 - 2.36892343 x21 - 0.219207939999999 x24 - 3.79665348 x26 - 4.80007835 x31 - 6.18272309 x34 - 5.56288182 x36 - 0.8456113 x44 - 1.80510714 x52 - 9.18917271 x57 - 5.01025564 x63 - 3.63046545 x69 - 1.56457396 x71 - 0.20690538 x77 - 1.13793115 x93 - 5.58412116 x94 - 2.86408976 x95 - 7.46452775 x107 - 8.88537181 x109 - 2.81948963 x112 - 3.32426485 x114 - 0.0469439699999996 x121 - 1.76207342 x131 - 9.84280551 x134 - 5.295915 x136 - 1.84258033 x143 - 8.22252071 x148 - 5.27452415 x150 + x196 = -65.4051271518279 _e47#46: - 8.18897877 x9 - 4.57073284 x13 - 4.64779711 x14 - 8.11230201 x15 - 6.03744271 x20 - 7.81620906 x22 - 8.75316361 x34 - 3.43772762 x40 - 7.85416606 x50 - 4.80875634 x54 - 9.97402875 x57 - 3.49559529 x58 - 7.09271657 x68 - 8.90398737 x76 - 3.45354613 x78 - 3.52781899 x83 - 4.98945059 x92 - 1.54233765 x93 - 1.29669243 x97 - 5.85301784 x98 - 7.88534955 x105 - 1.58084045 x110 - 3.3222757 x123 - 6.1931647 x126 - 6.70116211 x129 - 0.763748059999999 x139 - 7.53206806 x147 - 7.56704198 x149 + x197 = -76.8904293388561 _e48#47: - 2.56834938 x6 - 4.85213415 x7 - 0.838355999999999 x13 - 5.22207798 x15 - 3.95190848 x29 - 3.18639675 x32 - 4.56911237 x33 - 3.19931505 x35 - 6.5208295 x42 - 5.41873603 x48 - 4.97065985 x53 - 9.75849942 x60 - 2.21175229 x62 - 6.59479003 x65 - 8.88921082 x66 - 9.25054369 x69 - 3.14180435 x81 - 0.46116583 x82 - 9.53317122 x92 - 6.12306197 x96 - 1.90981629 x107 - 1.57617017 x115 - 4.73924398 x118 - 4.2687611 x138 - 9.80057405 x146 - 5.36707379 x149 + x198 = -48.3768039107426 _e49#48: - 2.95829748 x25 - 9.57800037 x28 - 2.23081461 x29 - 2.37648507 x32 - 6.27649893 x40 - 1.68882693 x42 - 5.008873 x43 - 4.67994039 x54 - 1.0924879 x55 - 5.36932413 x57 - 6.4667766 x58 - 4.11437333 x60 - 6.33372295 x62 - 8.38809613 x64 - 2.23841495 x65 - 1.9206139 x67 - 1.62348563 x70 - 7.58645464 x71 - 4.92157637 x73 - 5.9030769 x77 - 3.69519072 x93 - 3.64753257 x101 - 4.57322075 x102 - 7.31692347 x103 - 5.05955332 x105 - 6.33368347 x115 - 0.48427032 x118 - 8.64584192 x125 - 1.18363043 x126 - 4.34861578 x128 - 2.80733606 x131 - 4.07322322 x133 - 2.34523972 x134 - 2.48484193 x137 - 8.34197974 x138 - 5.85965542 x140 - 7.16187234 x142 - 8.70462044 x146 + x199 = -67.2974411047804 _e50#49: - 6.66557242 x1 - 1.53293223 x2 - 1.90433336 x3 - 7.40299595 x4 - 6.62076128 x17 - 5.39361553 x28 - 2.15782712 x35 - 4.23781698 x51 - 7.0076197 x52 - 6.00535223 x55 - 1.13361138 x56 - 0.36747864 x80 - 0.279477739999999 x82 - 8.88622614 x84 - 6.38341155 x91 - 8.2197336 x92 - 2.04479809 x98 - 6.76513278 x100 - 2.87683826 x103 - 1.46706655 x110 - 4.84441701 x112 - 8.70945695 x134 - 0.986724 x135 - 6.92941156 x137 - 2.31229663 x142 - 5.29040297 x145 - 3.86727843 x147 - 4.32337195 x149 + x200 = -57.109947350456 _e51#50: - 5.78054443 x1 - 0.86067754 x7 - 4.69234869 x13 - 0.25278292 x15 - 1.48016957 x16 - 5.0884764 x23 - 6.65023529 x24 - 2.41518842 x26 - 6.84318432 x38 - 9.92545973 x47 - 1.64813054 x53 - 9.48621495 x54 - 2.93505687 x59 - 1.51239658 x61 - 0.8877812 x62 - 6.10786948 x64 - 3.4548065 x65 - 8.44775145 x67 - 0.702102929999999 x75 - 8.07946144 x77 - 2.36764376 x78 - 5.80208493 x86 - 1.5020457 x87 - 2.14340465 x90 - 8.3338289 x91 - 5.47304541 x94 - 3.69574744 x100 - 1.98563203 x102 - 0.440444329999999 x103 - 6.53500923 x104 - 0.936219349999999 x106 - 2.50638795 x107 - 9.05989258 x109 - 3.76973099 x110 - 1.99940203 x111 - 5.0870058 x114 - 4.3818666 x115 - 3.54715674 x130 - 5.44590227 x131 - 4.37640084 x138 - 5.19103542 x147 - 2.73587898 x150 + x201 = -83.2990719809206 _e52#51: - 3.64651285 x3 - 4.72787462 x7 - 1.70557946 x10 - 6.54315479 x12 - 0.982796229999999 x19 - 6.19857509 x20 - 7.52582652 x26 - 4.44491897 x34 - 0.642767869999999 x36 - 0.137835749999999 x48 - 5.14369163 x49 - 7.24015948 x56 - 4.92373589 x57 - 6.5247906 x60 - 6.37435613 x66 - 7.92601281 x68 - 0.579447519999999 x70 - 6.33012821 x71 - 2.4207456 x72 - 0.0373878899999991 x79 - 5.6893449 x83 - 8.64396928 x89 - 0.848077429999999 x94 - 9.90151143 x106 - 5.87937872 x109 - 3.64166667 x112 - 4.61547513 x116 - 7.85706735 x121 - 8.57465296 x125 - 8.18923081 x128 - 7.36000301 x136 - 6.54180503 x137 - 6.28664369 x140 - 2.17446088 x145 - 0.14671134 x149 + x202 = -64.9748962224151 _e53#52: - 6.62711895 x4 - 9.39963606 x11 - 9.25575383 x16 - 4.48632141 x23 - 6.76633588 x26 - 9.6733354 x27 - 5.15004136 x34 - 2.6677308 x36 - 6.6128474 x37 - 6.72584352 x46 - 8.19921504 x48 - 9.0773823 x49 - 1.74661911 x52 - 3.60683623 x57 - 9.2933902 x60 - 6.89692145 x62 - 3.03071385 x63 - 7.53321652 x74 - 5.26557569 x76 - 1.08774844 x80 - 4.1602979 x83 - 1.79281775 x86 - 0.193182879999999 x91 - 5.65537359 x92 - 4.87492675 x94 - 2.74376859 x97 - 9.07807507 x99 - 6.18403312 x101 - 2.50727526 x102 - 3.54108262 x106 - 2.79528653 x108 - 6.91331432 x115 - 0.0786376099999997 x116 - 8.98710883 x125 - 6.33295369 x135 - 1.8024448 x137 - 1.04394787 x139 + x203 = -91.4058980344323 _e54#53: - 6.32377848 x3 - 6.99317428 x6 - 8.34827638 x9 - 5.48829198 x21 - 6.81911037 x22 - 9.69670794 x32 - 8.73433984 x36 - 8.6026707 x43 - 6.76902207 x57 - 7.75594157 x66 - 0.5156984 x69 - 9.68540572 x79 - 3.77173255 x88 - 6.173766 x99 - 8.26088585 x101 - 8.13549261 x106 - 6.59675313 x109 - 2.3484051 x110 - 0.326845159999999 x115 - 4.84509828 x117 - 7.53768177 x121 - 0.041402439999999 x122 - 6.12356801 x138 - 9.53549965 x139 - 0.00634972999999928 x143 - 5.42757132 x145 + x204 = -55.0775311764557 _e55#54: - 1.68911151 x3 - 0.201052919999999 x4 - 1.82485891 x5 - 1.15136949 x8 - 1.16717159 x19 - 7.27670802 x28 - 6.8726446 x29 - 6.85953356 x33 - 7.34136895 x39 - 8.88924724 x56 - 4.41749826 x57 - 1.18623701 x61 - 8.28091918 x72 - 8.15115108 x74 - 5.57770775 x75 - 7.79830624 x77 - 6.30027379 x79 - 4.55453778 x88 - 1.71807206 x94 - 7.60139575 x97 - 5.75391166 x98 - 4.76609567 x99 - 7.72948927 x100 - 3.20133723 x105 - 6.01634456 x106 - 6.99373312 x123 - 2.47558437 x125 - 8.18615205 x128 - 5.04953084 x133 - 9.11271528 x141 - 8.47891728 x143 - 6.73780248 x146 - 4.27434789 x148 + x205 = -79.6284389116424 _e56#55: - 1.32720515 x5 - 0.347783249999999 x9 - 8.61111612 x10 - 7.64974116 x15 - 6.88955175 x19 - 9.24468439 x24 - 8.66262143 x25 - 7.61526885 x27 - 9.05094223 x29 - 3.72186883 x33 - 8.58263737 x39 - 6.7533636 x46 - 8.77498695 x47 - 5.06579726 x52 - 3.71197709 x55 - 4.06229305 x56 - 1.99337571 x57 - 3.85736932 x66 - 3.61629275 x68 - 5.99441703 x70 - 7.2110632 x75 - 8.514257 x81 - 1.6104739 x90 - 1.21394409 x91 - 5.49190522 x96 - 9.34892469 x97 - 0.12322372 x101 - 0.952929539999999 x105 - 9.87947032 x111 - 8.51125718 x115 - 1.85307697 x122 - 2.07013687 x127 - 4.72079032 x130 - 2.45189717 x140 - 9.67824848 x144 - 1.38212901 x145 - 7.82176618 x149 + x206 = -86.4305533583835 _e57#56: - 7.28260784 x10 - 6.61486807 x13 - 0.78280523 x18 - 5.54430606 x21 - 1.0472657 x22 - 3.49312532 x25 - 4.56819051 x30 - 1.28367842 x32 - 8.48895936 x39 - 3.68591451 x44 - 6.82279464 x45 - 6.2196108 x48 - 0.323770959999999 x50 - 3.82120948 x58 - 9.63114135 x60 - 3.16599751 x67 - 1.14367314 x74 - 0.0541369199999997 x78 - 8.3108843 x82 - 9.18501061 x85 - 3.53742324 x87 - 5.8095269 x89 - 5.48899871 x99 - 7.47122969 x104 - 1.08389235 x106 - 6.87233713 x120 - 4.67793516 x123 - 9.88108778 x127 - 6.55413005 x132 - 2.26078634 x140 - 0.197905159999999 x147 - 6.44581085 x149 + x207 = -65.4416442587404 _e58#57: - 4.71237787 x8 - 2.33043005 x9 - 0.170938479999999 x10 - 6.25597357 x15 - 7.86238109 x16 - 1.22832136 x20 - 9.48157393 x28 - 5.31291977 x33 - 5.59412934 x35 - 4.22021097 x41 - 3.01632085 x44 - 1.16277264 x48 - 5.07369288 x52 - 1.84021426 x59 - 1.40055304 x62 - 1.7734547 x65 - 7.57872908 x76 - 0.74293172 x77 - 4.37300707 x79 - 3.84078105 x81 - 2.02850732 x84 - 4.49257726 x90 - 8.57708179 x96 - 8.61998641 x98 - 8.99959922 x111 - 1.731863 x114 - 1.82243723 x115 - 0.71211607 x118 - 0.235917529999999 x126 - 5.47613745 x130 - 2.37396163 x140 - 5.90384358 x145 + x208 = -72.7512280834593 _e59#58: - 8.4094123 x14 - 8.59320561 x19 - 1.01090293 x21 - 5.95451519 x43 - 7.16107863 x48 - 1.43324584 x50 - 6.3420371 x58 - 9.23545831 x60 - 2.65672059 x61 - 1.51417425 x62 - 8.34600893 x67 - 2.28493984 x71 - 3.60045399 x78 - 7.25444318 x79 - 6.84144813 x84 - 3.55930019 x87 - 4.44028971 x100 - 9.4899387 x101 - 9.57772997 x107 - 0.335149629999999 x115 - 3.25720779 x117 - 9.09205306 x119 - 8.90971679 x121 - 2.58511578 x126 - 5.27650221 x134 - 8.22958903 x135 - 5.20870787 x139 - 4.36925577 x150 + x209 = -70.8225499631478 _e60#59: - 6.66013085 x8 - 8.19789551 x9 - 6.82396041 x12 - 1.90821483 x18 - 7.39741633 x23 - 6.79671005 x31 - 0.83900168 x32 - 1.2524834 x39 - 2.20907291 x42 - 8.23455553 x49 - 0.629781559999999 x56 - 7.52459216 x58 - 2.43204742 x72 - 5.18799646 x76 - 0.303357809999999 x77 - 6.21898042 x82 - 9.00357855 x92 - 1.1058521 x98 - 7.53609406 x103 - 2.12726209 x111 - 7.05392784 x113 - 1.94134945 x117 - 2.99549287 x127 - 8.72784511 x138 - 0.648488359999999 x140 - 7.44103871 x141 - 1.00570018 x142 - 0.69689923 x145 + x210 = -56.142228112346 _e61#60: - 2.72723606 x4 - 6.51431113 x7 - 1.82117695 x14 - 5.97708523 x15 - 5.60931196 x18 - 5.42192027 x33 - 5.73665578 x45 - 3.85250987 x46 - 5.72836713 x48 - 3.46152244 x51 - 8.19353507 x52 - 2.82462692 x57 - 5.36192475 x66 - 5.44712488 x67 - 8.69142862 x68 - 3.52241654 x74 - 2.64795117 x79 - 1.559312 x81 - 7.7166232 x82 - 1.50807242 x84 - 4.82764909 x85 - 4.93292292 x89 - 4.8981434 x92 - 7.71251307 x97 - 5.86596955 x100 - 4.4965918 x106 - 4.13333824 x117 - 1.1839934 x124 - 5.82393388 x128 - 0.92011683 x129 - 3.49880253 x130 - 8.80421072 x134 - 5.78580712 x135 - 4.88448649 x139 + x211 = -64.818089167069 _e62#61: - 4.09140477 x2 - 0.775827069999999 x7 - 1.89251843 x8 - 1.39432325 x15 - 4.86787157 x16 - 0.91787317 x25 - 6.84198753 x26 - 8.01841797 x33 - 2.61852643 x43 - 1.74913537 x45 - 4.26440397 x47 - 3.97679387 x55 - 7.68697238 x62 - 7.56398914 x66 - 2.36361948 x73 - 5.07276918 x85 - 3.60698331 x86 - 4.63811836 x92 - 7.79348104 x99 - 0.272112619999999 x114 - 7.90042413 x117 - 7.66557399 x126 - 5.0132122 x140 - 6.41568382 x141 - 5.44158019 x143 + x212 = -43.3937198467216 _e63#62: - 7.22641679 x5 - 5.50750362 x7 - 2.93475248 x15 - 7.77553521 x25 - 6.45687114 x30 - 0.398212899999999 x32 - 0.0792155299999997 x35 - 7.65811181 x40 - 8.89132659 x58 - 9.78945741 x61 - 7.67606692 x62 - 8.3329105 x65 - 9.26748608 x67 - 1.7344291 x68 - 7.92272369 x77 - 5.1208618 x78 - 6.01037 x96 - 9.64755767 x97 - 0.73358756 x108 - 2.7964751 x110 - 5.06166207 x112 - 1.50109893 x115 - 5.40549313 x116 - 0.535505039999999 x118 - 8.38289517 x128 - 9.91441665 x130 - 2.8019033 x141 - 6.07697466 x144 - 9.27149599 x145 - 3.06330954 x149 - 8.11431954 x150 + x213 = -80.558853352813 _e64#63: - 5.16651511 x12 - 6.47059816 x13 - 5.65766747 x22 - 1.0153617 x23 - 5.18950604 x28 - 3.38046509 x36 - 9.8248829 x40 - 9.79389951 x43 - 6.38721062 x44 - 8.81727909 x55 - 5.28536525 x71 - 4.16455584 x77 - 4.91603797 x80 - 0.804307479999999 x81 - 9.28583319 x86 - 5.98200554 x90 - 7.65557004 x91 - 5.7552217 x92 - 5.3701704 x94 - 0.75250092 x99 - 1.6737903 x108 - 8.58488245 x115 - 4.617174 x124 - 9.54419351 x126 - 6.63700266 x129 - 5.86519959 x134 - 8.03327331 x136 - 9.36413454 x138 - 2.19858735 x145 - 3.75058718 x147 - 7.40647618 x148 + x214 = -82.183494389659 _e65#64: - 9.71801349 x3 - 7.92823205 x7 - 7.06654242 x16 - 4.43624043 x19 - 9.6002756 x21 - 6.28523389 x24 - 1.98876173 x48 - 5.78693599 x50 - 7.62497777 x53 - 6.98254832 x77 - 2.03825934 x95 - 4.90194222 x97 - 7.14792321 x101 - 5.99178369 x104 - 6.42832975 x110 - 1.79850982 x115 - 5.89738668 x119 - 0.589414129999999 x121 - 9.64230403 x123 - 4.90147917 x127 - 8.41140067 x131 - 4.25828379 x132 - 6.64762572 x137 - 2.67273935 x141 - 7.94009832 x144 + x215 = -64.3163827109629 _e66#65: - 0.963094539999999 x1 - 2.72291499 x17 - 3.23982649 x22 - 8.7326349 x24 - 2.98225219 x30 - 9.74566737 x32 - 2.1357877 x37 - 7.49588403 x46 - 9.02782168 x47 - 7.60929833 x48 - 5.83164534 x57 - 5.64855189 x59 - 9.06987838 x60 - 5.91667141 x67 - 7.92467975 x70 - 2.63430098 x71 - 6.89002026 x72 - 6.69959792 x76 - 2.96789571 x78 - 2.76312326 x79 - 1.44238589 x84 - 8.80066972 x86 - 1.30237687 x87 - 1.80281023 x91 - 1.59306596 x92 - 3.88429506 x93 - 2.62652417 x96 - 6.52518601 x104 - 1.72013546 x107 - 4.27793034 x118 - 8.41491783 x122 - 2.8303371 x123 - 2.37690074 x131 - 0.560548479999999 x135 - 3.06622805 x144 - 7.05356888 x146 - 9.64957054 x150 + x216 = -79.4260891285436 _e67#66: - 3.36916178 x5 - 8.05732579 x7 - 5.02126906 x10 - 8.86520144 x11 - 8.67057248 x15 - 7.78460521 x16 - 8.91066704 x18 - 7.14249656 x28 - 5.81650428 x31 - 8.24181664 x34 - 4.83419243 x37 - 4.27213363 x40 - 4.14897825 x42 - 6.73761037 x46 - 5.67340134 x53 - 2.03045172 x57 - 3.12854584 x60 - 1.30309566 x61 - 5.09789495 x62 - 4.68964168 x74 - 3.87569195 x75 - 6.53404755 x81 - 9.23166501 x83 - 2.33919119 x84 - 2.41777421 x99 - 9.56765198 x102 - 1.96127926 x106 - 3.1730579 x107 - 6.23136974 x111 - 9.363318 x117 - 7.08111665 x118 - 6.55036601 x120 - 6.60466884 x122 - 7.19741044 x123 - 0.637328239999999 x131 - 1.19416713 x132 - 7.49303962 x139 - 1.28400233 x140 - 0.216560739999999 x144 - 0.908845189999999 x146 - 5.69486121 x147 - 3.85863806 x149 + x217 = -86.1175290288372 _e68#67: - 4.02053025 x9 - 2.70321252 x10 - 8.65203706 x13 - 2.29417056 x23 - 8.49035346 x30 - 2.45176137 x35 - 8.9146324 x36 - 9.32550811 x39 - 1.57155412 x44 - 9.3113807 x45 - 3.05736651 x50 - 9.54203933 x58 - 1.58830969 x60 - 9.3663054 x62 - 1.32001091 x86 - 5.43689054 x87 - 6.25269202 x89 - 5.50543079 x94 - 5.47485609 x96 - 1.47912093 x97 - 1.22582515 x98 - 7.89182453 x121 - 5.60751566 x122 - 7.94417217 x124 - 7.57253571 x127 - 1.18108254 x128 - 3.97448711 x130 - 4.23101545 x150 + x218 = -63.5955573378298 _e69#68: - 3.229782 x24 - 1.82616897 x31 - 9.50028543 x32 - 3.50482899 x34 - 0.805346619999999 x38 - 1.24916778 x42 - 0.00886153999999917 x43 - 7.51152955 x44 - 8.06126085 x47 - 4.00285638 x57 - 6.73731488 x60 - 9.58437852 x65 - 2.61250942 x71 - 3.16514169 x73 - 2.30974912 x81 - 7.43154611 x82 - 2.27228459 x83 - 2.6964647 x90 - 9.7733443 x91 - 7.68576494 x97 - 5.79651152 x112 - 4.78589332 x114 - 5.64811782 x115 - 5.5411016 x121 - 9.6216895 x130 - 7.28475599 x132 - 6.55179413 x135 - 7.64216167 x137 - 9.0151696 x146 + x219 = -65.5904216613782 _e70#69: - 5.96155228 x5 - 8.27971585 x7 - 6.16941665 x10 - 6.32045361 x15 - 3.27298503 x24 - 9.84120937 x28 - 3.46942002 x32 - 6.71424998 x42 - 5.34267553 x49 - 0.520863239999999 x52 - 5.97881021 x57 - 4.27808142 x78 - 3.90820414 x88 - 7.42406614 x109 - 2.9515633 x111 - 5.39765561 x113 - 2.7071463 x115 - 5.63588451 x118 - 4.67545914 x120 - 1.28715569 x123 - 8.41010522 x128 - 7.30684393 x130 - 6.37836858 x131 - 3.68804292 x138 - 2.69048478 x140 - 4.01445471 x143 - 2.32093681 x145 + x220 = -55.7941029524541 _e71#70: - 6.13130776 x7 - 5.64164737 x9 - 9.48429874 x14 - 8.1021341 x16 - 2.59713072 x28 - 7.71469098 x32 - 9.02117609 x36 - 5.60949948 x44 - 5.08822398 x45 - 7.41180677 x46 - 8.0128244 x48 - 3.30112872 x57 - 0.107775179999999 x58 - 2.76770979 x61 - 5.84323642 x62 - 9.80944212 x63 - 6.35885796 x64 - 6.89268254 x69 - 1.32108038 x72 - 5.16395556 x81 - 4.32559357 x86 - 9.87665952 x92 - 3.13792705 x96 - 1.03099851 x102 - 8.64799507 x109 - 6.93071514 x110 - 7.06030461 x113 - 0.113019999999999 x114 - 8.91918532 x119 - 9.80636274 x123 - 3.47016934 x131 - 7.47390184 x139 - 4.18313179 x145 - 7.9990723 x146 - 4.38245552 x150 + x221 = -84.3219915752059 _e72#71: - 0.0786715399999993 x6 - 5.9077004 x10 - 7.6691038 x17 - 6.68976434 x23 - 2.46284247 x25 - 6.33760674 x28 - 2.88066176 x37 - 6.36468456 x43 - 0.63255596 x45 - 0.460299749999999 x46 - 5.7714583 x47 - 2.40317455 x52 - 8.59069099 x57 - 8.63676092 x61 - 9.62107899 x67 - 0.581857059999999 x69 - 8.9021496 x72 - 7.04236696 x77 - 8.47335311 x79 - 2.69924731 x90 - 8.84655177 x94 - 9.08985324 x96 - 1.84213707 x112 - 9.0869645 x113 - 6.63557844 x115 - 9.43497513 x117 - 2.85175944 x123 - 9.28904587 x125 - 1.81523895 x131 - 7.5705974 x132 - 4.54340438 x137 + x222 = -76.5411587458942 _e73#72: - 6.58687874 x2 - 4.76509965 x4 - 2.24684655 x16 - 9.86442621 x19 - 4.97870681 x21 - 9.59277632 x25 - 4.17296964 x29 - 1.46460302 x34 - 3.38879885 x35 - 8.44303657 x37 - 7.27986309 x39 - 0.544194619999999 x62 - 8.79916548 x70 - 6.90391669 x75 - 8.63071653 x79 - 1.64240311 x90 - 5.53646397 x91 - 1.75347788 x92 - 4.47093668 x96 - 1.80192054 x97 - 7.27534514 x99 - 2.02399369 x103 - 3.21723984 x108 - 5.40851102 x113 - 2.36227842 x117 - 6.27908801 x118 - 8.2875137 x126 - 4.87462031 x127 - 4.83073531 x131 - 6.76608164 x139 - 2.7197129 x141 - 9.85647736 x143 - 1.77515671 x145 + x223 = -92.8631678361176 _e74#73: - 5.882557 x3 - 2.59679643 x13 - 2.59373243 x27 - 2.23183303 x28 - 1.74407838 x31 - 8.29999861 x37 - 5.4179015 x39 - 4.57655603 x40 - 7.16570744 x68 - 5.33542606 x70 - 1.6682488 x75 - 0.1985567 x81 - 2.1591381 x82 - 4.78183246 x86 - 8.9739445 x89 - 7.71639312 x90 - 9.62861239 x92 - 9.3815901 x93 - 1.81514403 x97 - 7.63210716 x103 - 9.5715251 x116 - 0.16094886 x122 - 6.5082072 x124 - 8.85739925 x131 - 4.57774275 x139 - 3.17466187 x141 - 5.75608497 x145 + x224 = -73.629229663908 _e75#74: - 9.18097994 x15 - 6.20569458 x16 - 5.75405444 x18 - 4.19195338 x21 - 8.85070862 x23 - 2.98310822 x24 - 2.929169 x28 - 6.16010877 x35 - 9.33280795 x39 - 1.79532094 x43 - 9.61330046 x46 - 9.40294451 x48 - 1.86763353 x49 - 9.67970524 x58 - 8.93283722 x61 - 3.98070513 x63 - 8.49557212 x65 - 0.0778104899999998 x87 - 1.97103049 x100 - 6.39936318 x104 - 1.1214123 x108 - 0.707844139999999 x110 - 0.33482142 x119 - 9.22262184 x128 - 0.411796379999999 x129 - 7.96727506 x133 - 5.71054858 x141 - 9.19684547 x150 + x225 = -58.7431835720023 _e76#75: - 9.59232795 x1 - 4.29675487 x5 - 7.61502562 x13 - 2.63905671 x15 - 7.57110874 x16 - 6.83539559 x17 - 2.02910265 x18 - 6.13351946 x20 - 9.88584435 x22 - 4.79123144 x27 - 2.86908332 x29 - 3.29464001 x30 - 3.52842157 x35 - 3.13942935 x41 - 3.43748053 x42 - 5.96291524 x46 - 5.15767571 x54 - 7.57966956 x55 - 4.53979889 x57 - 5.60811347 x63 - 6.35428526 x67 - 4.75243784 x70 - 4.14592878 x71 - 2.57831124 x73 - 6.29022905 x74 - 8.30004156 x90 - 3.64600448 x94 - 5.04565833 x95 - 1.01982687 x103 - 7.79007146 x112 - 6.45200685 x117 - 4.84076558 x121 - 6.65157349 x122 - 1.07022835 x127 - 2.702032 x130 - 7.96739379 x135 - 0.713979789999999 x137 - 1.77615119 x141 - 2.12013367 x146 + x226 = -81.6702067492122 _e77#76: - 4.9648974 x7 - 7.8176428 x18 - 2.22386267 x20 - 0.0188730699999995 x26 - 6.76247149 x28 - 6.5516816 x29 - 7.93649447 x30 - 2.30408147 x43 - 5.64344183 x47 - 2.0610118 x50 - 9.77572766 x54 - 2.11008049 x74 - 4.13532161 x88 - 5.18586771 x89 - 7.96398298 x96 - 7.73994653 x100 - 4.00994304 x101 - 6.33153473 x106 - 1.85894065 x112 - 3.45807677 x113 - 1.36541416 x116 - 1.08134115 x118 - 7.83714927 x120 - 7.28281084 x123 - 6.90273613 x124 - 1.86206244 x130 - 6.70897455 x136 - 3.96183206 x141 - 1.73310063 x142 - 3.52612889 x144 - 4.03453602 x146 - 4.09528171 x148 + x227 = -66.9598334233637 _e78#77: - 5.47797047 x4 - 8.64683234 x13 - 0.559093759999999 x14 - 7.11254135 x17 - 6.27647477 x24 - 2.78140735 x31 - 7.7465656 x34 - 1.45689894 x35 - 5.58238491 x36 - 7.96522014 x38 - 1.88599385 x40 - 0.635129889999999 x41 - 0.678872039999999 x49 - 5.26857261 x58 - 4.52551743 x59 - 4.35219565 x65 - 8.50953124 x68 - 2.85729218 x69 - 4.28961356 x76 - 7.6218065 x77 - 7.4227101 x84 - 0.39100877 x85 - 9.67808841 x94 - 4.71373476 x96 - 7.02580871 x98 - 8.21692012 x99 - 4.0244348 x105 - 5.74335065 x106 - 4.8017039 x110 - 6.02209212 x115 - 3.17369716 x124 - 7.98311416 x129 - 5.63804213 x137 - 9.23550697 x139 - 1.76001063 x140 - 4.41052844 x143 - 0.34095483 x145 - 2.52149885 x147 - 1.92648942 x150 + x228 = -94.7152228743582 _e79#78: - 0.488569929999999 x1 - 8.14204225 x2 - 8.21293617 x13 - 8.41241844 x16 - 0.345587289999999 x20 - 3.29126969 x25 - 1.38514242 x32 - 2.44204526 x33 - 0.251162639999999 x36 - 0.79183409 x47 - 4.00694255 x48 - 5.99443827 x50 - 1.01912084 x51 - 1.7499777 x53 - 1.91440235 x72 - 9.13038431 x78 - 7.66032767 x85 - 6.42296967 x91 - 0.54022069 x113 - 0.35006986 x115 - 9.72479317 x117 - 4.84491288 x124 - 5.44248413 x128 - 5.81345711 x133 - 3.52137311 x138 - 8.18949248 x139 - 4.73270243 x144 + x229 = -54.4480204899549 _e80#79: - 1.14769072 x10 - 9.16073797 x20 - 5.01586073 x24 - 0.42937096 x25 - 1.7469567 x28 - 9.3214745 x43 - 6.53034986 x53 - 6.51232501 x55 - 7.95509125 x58 - 9.40001302 x59 - 3.53138378 x65 - 1.5882388 x67 - 2.97210336 x68 - 9.0912668 x70 - 8.49959113 x75 - 5.65180303 x81 - 2.14693991 x87 - 3.44273497 x89 - 3.78577818 x95 - 8.75704761 x99 - 7.3485952 x102 - 7.43199258 x105 - 2.71972108 x108 - 7.15329142 x119 - 9.48743917 x120 - 1.51813407 x127 - 0.252711879999999 x128 - 4.09614647 x130 - 2.60523895 x131 - 9.18805674 x136 - 6.32694232 x148 - 7.77728855 x149 - 9.66671525 x150 + x230 = -63.5864469466713 _e81#80: - 8.02269708 x22 - 6.85962499 x28 - 8.08984961 x33 - 1.7416314 x39 - 7.93454191 x41 - 9.71732899 x42 - 8.37263177 x48 - 3.59641074 x55 - 1.35896893 x57 - 2.23631394 x58 - 4.41664955 x68 - 0.634518959999999 x69 - 8.20604955 x72 - 6.51578589 x73 - 4.60671921 x74 - 4.92308927 x76 - 8.82282076 x77 - 2.26878697 x81 - 7.83034295 x82 - 7.88333098 x83 - 8.95398551 x89 - 0.0391903099999991 x91 - 3.14060585 x101 - 2.67964648 x108 - 8.27488821 x110 - 6.81497224 x111 - 9.59305615 x114 - 6.36768219 x115 - 4.93610997 x121 - 9.88272718 x122 - 7.44911397 x135 - 6.39317667 x142 + x231 = -70.7822462977222 _e82#81: - 7.10112975 x11 - 5.24534589 x16 - 0.551946459999999 x19 - 7.68707475 x22 - 5.29458715 x26 - 5.23426251 x27 - 7.95054219 x28 - 5.61514982 x43 - 3.13770304 x47 - 7.31250142 x50 - 5.80534304 x51 - 7.72553416 x54 - 1.85573822 x55 - 4.69351212 x57 - 8.00708487 x61 - 6.48109149 x71 - 6.74097252 x80 - 3.61439872 x85 - 2.15390055 x89 - 2.95379231 x95 - 1.59423989 x112 - 6.62959783 x115 - 0.50597728 x119 - 3.00683635 x124 - 6.43025403 x128 - 6.34289291 x137 - 2.4201569 x138 + x232 = -49.8348215648079 _e83#82: - 1.40419205 x1 - 3.20500398 x2 - 0.417540519999999 x10 - 4.19639772 x14 - 7.82758515 x20 - 0.64807514 x27 - 1.44454619 x30 - 1.54325216 x43 - 9.70645842 x47 - 0.86398286 x50 - 2.4597793 x54 - 1.4803543 x59 - 5.03704258 x60 - 3.51173936 x62 - 0.481747749999999 x63 - 0.4513384 x65 - 6.23426443 x83 - 9.8549153 x87 - 0.99872546 x88 - 8.09789453 x94 - 7.73315363 x100 - 7.87697823 x111 - 0.16495984 x113 - 7.79241609 x114 - 3.38106039 x116 - 6.3937352 x117 - 9.62278317 x119 - 1.66122853 x120 - 7.48584796 x123 - 8.49550913 x127 - 4.49947175 x128 - 1.21899267 x129 - 1.97231035 x134 - 2.26583596 x136 - 0.14732114 x138 - 4.88869442 x144 - 7.73497379 x148 + x233 = -66.412328020152 _e84#83: - 6.41990169 x4 - 1.94916563 x5 - 3.31366289 x8 - 6.22601787 x18 - 0.184275009999999 x21 - 2.14188039 x22 - 4.58175195 x25 - 0.54173458 x35 - 8.93799401 x46 - 9.42809631 x49 - 8.5752661 x50 - 1.55504958 x52 - 3.48899198 x56 - 7.8263308 x59 - 4.73194814 x73 - 9.61528179 x83 - 6.74983676 x86 - 6.05247471 x88 - 6.46808208 x89 - 3.3222768 x90 - 2.96842655 x91 - 7.80322105 x93 - 0.726455399999999 x94 - 5.40272925 x97 - 0.89259973 x103 - 3.85617741 x107 - 4.41187127 x110 - 5.62972035 x120 - 4.50923711 x123 - 5.86520448 x124 - 1.89933954 x126 - 6.19923794 x129 - 4.67640471 x138 - 2.72580424 x144 - 4.37852621 x145 - 4.03255626 x148 + x234 = -69.7192466413586 _e85#84: - 9.83335513 x4 - 7.68050833 x6 - 6.9707553 x7 - 1.6662233 x19 - 0.14900488 x20 - 7.36965833 x22 - 1.68092611 x32 - 3.90346868 x48 - 9.8943469 x49 - 4.66243402 x50 - 5.7475444 x51 - 1.91063221 x54 - 6.23941313 x58 - 8.13197098 x66 - 5.04376875 x76 - 8.92019258 x77 - 4.00532862 x80 - 1.64808698 x85 - 0.82775367 x96 - 0.0267737099999998 x102 - 9.31198089 x117 - 0.87410197 x121 - 2.86213348 x129 - 5.82235904 x134 - 1.16537033 x138 - 0.417386199999999 x140 - 0.762398329999999 x141 - 6.21075493 x145 - 0.0159549599999997 x149 + x235 = -54.0660912163956 _e86#85: - 0.42275776 x4 - 1.70013428 x6 - 2.49026652 x8 - 9.72843627 x10 - 6.99879451 x11 - 1.73830356 x14 - 6.58487692 x15 - 8.26005862 x18 - 3.08702169 x20 - 6.9285416 x35 - 3.34564338 x46 - 6.14199252 x55 - 3.24060744 x70 - 6.90722012 x76 - 6.39312798 x78 - 2.63718474 x80 - 2.43956092 x87 - 3.36388439 x94 - 4.36191597 x101 - 0.97651006 x102 - 4.16436575 x104 - 9.77933625 x111 - 2.72723908 x115 - 9.41214135 x117 - 8.15250834 x120 - 8.56678457 x125 - 7.99640788 x130 - 0.599734209999999 x131 - 5.96091951 x139 - 8.87072656 x140 - 8.6710893 x142 - 2.23727543 x144 - 4.01334809 x148 - 1.24655729 x150 + x236 = -65.0011431614518 _e87#86: - 7.84641896 x1 - 4.63439481 x3 - 5.67546414 x6 - 5.47476017 x9 - 5.34901284 x13 - 6.7258754 x14 - 2.01869583 x15 - 5.4688961 x16 - 2.52577012 x19 - 4.15502394 x28 - 5.83116576 x30 - 9.87305886 x33 - 4.80676713 x35 - 3.4783098 x39 - 8.41844167 x40 - 5.46577169 x44 - 1.83694725 x47 - 7.08077412 x51 - 1.00983579 x63 - 2.79549674 x67 - 1.47791558 x69 - 5.1323829 x70 - 7.66757802 x71 - 2.65691139 x76 - 2.04792794 x94 - 0.0280392099999993 x99 - 0.0720802599999992 x102 - 6.43587204 x104 - 0.89040029 x108 - 1.40609558 x114 - 3.02507292 x117 - 3.45129648 x119 - 1.4795585 x120 - 7.49306304 x131 - 4.99658791 x138 - 0.15371485 x139 - 4.50521376 x145 - 7.39579217 x149 - 4.44369181 x150 + x237 = -73.3217697845586 _e88#87: - 0.356587349999999 x2 - 9.32842308 x4 - 3.33661208 x5 - 9.75256254 x7 - 3.41525819 x10 - 8.53803938 x13 - 5.29037486 x14 - 0.931830109999999 x32 - 1.33285977 x37 - 1.02440641 x39 - 4.8305874 x52 - 4.68372088 x55 - 2.2529033 x64 - 3.97682572 x65 - 4.91255464 x70 - 6.58605378 x72 - 6.39822523 x74 - 0.56727511 x76 - 4.47411044 x78 - 7.70997743 x85 - 6.69588798 x87 - 9.33312791 x97 - 0.2401802 x101 - 9.86401858 x103 - 5.68060643 x108 - 2.33742504 x110 - 6.30933802 x112 - 5.06835685 x114 - 7.02742877 x116 - 8.10121346 x117 - 9.44364596 x118 - 7.63495446 x135 - 6.66354811 x146 - 9.5753278 x149 + x238 = -75.715864821014 _e89#88: - 1.13033211 x1 - 4.18700568 x8 - 6.418186 x20 - 8.26044971 x26 - 9.10079345 x33 - 4.66050351 x34 - 1.44819373 x44 - 4.0671197 x49 - 1.2013537 x54 - 7.76478274 x58 - 8.65312486 x62 - 7.39274749 x63 - 1.77851563 x67 - 5.60487752 x80 - 6.84516369 x82 - 1.8175989 x85 - 9.52182774 x86 - 4.80470201 x92 - 7.77933836 x94 - 5.37709634 x99 - 8.97479571 x102 - 7.83081723 x105 - 5.17339914 x107 - 7.50544632 x120 - 9.87950368 x124 - 8.60849106 x131 - 5.05972958 x132 - 6.87193319 x133 - 5.44708645 x138 - 7.50528576 x139 - 2.64518691 x142 - 8.51140212 x145 - 2.07777749 x147 - 2.79323342 x150 + x239 = -84.6285647031035 _e90#89: - 3.14466324 x1 - 6.7435913 x18 - 3.25841004 x21 - 5.97443791 x25 - 1.33074281 x27 - 7.95647762 x29 - 2.19809799 x37 - 2.01958884 x46 - 6.85293506 x48 - 5.04771835 x51 - 0.65736629 x55 - 9.40271785 x63 - 4.99393658 x66 - 4.49748771 x68 - 6.95954282 x69 - 8.58121832 x79 - 2.96429732 x93 - 0.332868829999999 x96 - 5.48474366 x97 - 3.82757401 x98 - 8.3792195 x103 - 6.31918528 x104 - 2.60594339 x108 - 9.45966988 x110 - 0.832162479999999 x128 - 8.16896334 x129 - 3.32764374 x134 - 0.42378732 x135 - 9.2365323 x136 - 6.51763282 x137 - 5.51187944 x139 - 4.67629914 x143 + x240 = -81.3933644897026 _e91#90: - 2.48019285 x3 - 5.19246185 x5 - 9.20665229 x6 - 6.27788858 x10 - 7.34348846 x13 - 1.81185031 x15 - 8.10881403 x31 - 8.44621045 x33 - 5.13691614 x34 - 9.11077713 x36 - 2.1502108 x40 - 2.8359741 x45 - 1.1961083 x46 - 4.81114683 x47 - 1.58106229 x53 - 6.95851612 x54 - 7.42828723 x60 - 2.70983574 x62 - 1.51974927 x65 - 0.964588 x66 - 0.0438208499999992 x69 - 2.47167807 x75 - 7.32778234 x76 - 9.40791916 x77 - 4.02171441 x84 - 7.43605206 x89 - 8.1958375 x98 - 0.60561263 x103 - 3.51662229 x106 - 9.47945197 x120 - 0.487952939999999 x132 - 1.11633351 x133 - 3.11366654 x134 - 7.42515191 x139 - 4.45557208 x140 - 5.60692574 x144 + x241 = -76.4146860464954 _e92#91: - 4.88373539 x2 - 0.870317629999999 x5 - 6.98794293 x12 - 2.87509953 x13 - 1.87945799 x22 - 2.73725071 x23 - 5.98553649 x26 - 1.68059891 x33 - 8.46758127 x36 - 9.60609942 x39 - 5.46545108 x41 - 3.73674408 x44 - 2.72187689 x46 - 5.82235798 x48 - 7.77860041 x52 - 0.72513018 x55 - 4.43985533 x59 - 2.71864602 x62 - 1.5316359 x64 - 5.73660155 x68 - 1.93405181 x73 - 3.23221438 x74 - 4.94714577 x86 - 9.38701084 x87 - 9.61375232 x89 - 6.08922519 x92 - 1.59327539 x95 - 0.0891977899999996 x100 - 8.45341084 x105 - 2.74749295 x111 - 7.84203752 x118 - 6.69862059 x128 - 7.85160401 x130 - 2.99984397 x131 - 3.9942188 x132 - 7.0954184 x134 - 8.2645059 x144 - 7.76932456 x148 + x242 = -90.0192954109525 _e93#92: - 1.09887429 x1 - 8.55752596 x5 - 8.87747969 x10 - 2.98145053 x11 - 0.887135489999999 x18 - 4.00967326 x20 - 3.13344335 x24 - 1.38182509 x27 - 9.9243033 x28 - 1.54844503 x32 - 4.08858829 x33 - 8.3642362 x35 - 9.40144637 x37 - 8.61566679 x41 - 2.38877503 x42 - 0.11403894 x43 - 9.73653719 x46 - 4.74943504 x51 - 5.26904538 x55 - 6.51100105 x57 - 5.89956828 x59 - 0.85119906 x63 - 4.44532984 x67 - 3.75042471 x69 - 9.86571371 x73 - 1.48629489 x75 - 3.59419838 x77 - 4.34633181 x83 - 8.52078367 x87 - 0.0120411499999995 x91 - 4.30260871 x92 - 6.81401241 x93 - 0.681309329999999 x94 - 1.96817726 x97 - 5.39086368 x102 - 2.12371674 x107 - 1.71488714 x111 - 4.49799975 x113 - 5.03637688 x114 - 4.34153314 x116 - 5.87038855 x124 - 0.13430035 x128 - 5.60127225 x132 - 0.476941879999999 x139 - 6.97553125 x143 - 1.02825893 x147 - 8.29192087 x148 - 2.23511178 x150 + x243 = -81.0277306955578 _e94#93: - 1.8148852 x6 - 6.98128638 x10 - 6.01190104 x11 - 1.11911927 x15 - 5.21596041 x19 - 1.99705799 x20 - 6.51747444 x21 - 8.29861074 x22 - 8.78347207 x25 - 4.7841813 x29 - 3.85466971 x35 - 6.73111317 x37 - 2.26213801 x41 - 6.6001592 x50 - 5.66668697 x54 - 7.80051993 x58 - 8.45774746 x64 - 1.67917514 x66 - 7.12765495 x75 - 1.69623249 x78 - 7.25111039 x85 - 8.73422324 x89 - 5.6968091 x92 - 5.41459367 x96 - 8.70372298 x99 - 8.03200933 x103 - 5.43550554 x105 - 7.53970382 x106 - 2.21171516 x108 - 6.26744791 x114 - 1.25185012 x115 - 2.80026355 x116 - 9.77405389 x121 - 4.09329839 x122 - 9.12678082 x125 - 4.15602232 x129 + x244 = -84.3637369901656 _e95#94: - 1.74753525 x5 - 6.53328415 x9 - 5.71513812 x10 - 2.12378337 x14 - 3.09069757 x16 - 2.40941315 x18 - 1.23658125 x24 - 7.70521388 x33 - 1.3645564 x44 - 3.65455179 x64 - 4.41722984 x65 - 4.32194352 x73 - 6.04571206 x75 - 7.23703605 x79 - 1.07549551 x80 - 8.35986446 x82 - 8.6394839 x86 - 8.17788193 x89 - 2.49857459 x105 - 7.06545016 x109 - 1.712241 x110 - 9.50089999 x116 - 5.21955099 x117 - 4.36476135 x119 - 8.21068291 x121 - 2.34960524 x122 - 3.86007437 x123 - 2.68964985 x132 - 4.75627736 x135 - 2.40773606 x148 - 4.72813704 x149 + x245 = -49.322834859827 _e96#95: - 2.51166075 x3 - 6.58434949 x9 - 8.25015959 x16 - 4.46020863 x19 - 0.15123119 x20 - 3.1244317 x26 - 2.62218687 x27 - 6.25315662 x31 - 2.48671319 x37 - 0.74635842 x40 - 9.08009919 x56 - 9.55039761 x58 - 4.33718606 x61 - 7.92262823 x72 - 6.05624252 x75 - 6.43094975 x77 - 2.3064545 x81 - 3.78637508 x90 - 4.1678692 x104 - 4.43853637 x108 - 6.09382222 x109 - 0.0279039399999992 x117 - 1.44693365 x118 - 2.00297613 x123 - 9.75047726 x135 - 0.0158097099999999 x140 - 7.41652738 x143 - 3.3403113 x150 + x246 = -52.0351112030179 _e97#96: - 8.30651627 x3 - 8.55474344 x26 - 4.50546808 x27 - 5.44307587 x32 - 4.7643972 x38 - 7.98786482 x39 - 6.61670991 x43 - 5.86419606 x44 - 4.36653692 x45 - 0.109381099999999 x50 - 9.37926302 x57 - 1.10875407 x58 - 9.90526066 x60 - 2.48107283 x63 - 7.08398092 x65 - 8.36172718 x66 - 3.68023167 x73 - 4.06539445 x83 - 7.67984717 x94 - 2.15304619 x96 - 7.82528147 x101 - 5.71531935 x102 - 3.44607912 x108 - 2.35343107 x112 - 2.73752535 x113 - 2.20969983 x120 - 2.5717526 x127 - 0.9718664 x141 - 8.91814502 x143 - 4.69370658 x147 - 3.80954718 x150 + x247 = -70.4882774479809 _e98#97: - 6.60099228 x9 - 6.97742432 x12 - 2.84485583 x22 - 3.3217415 x26 - 4.30666548 x28 - 1.00865319 x35 - 6.92359791 x36 - 3.83743274 x37 - 3.09508084 x38 - 0.435433999999999 x39 - 2.93013612 x40 - 7.80890887 x42 - 3.14755226 x43 - 0.385401439999999 x48 - 6.63428589 x64 - 0.41399525 x65 - 0.336218779999999 x70 - 2.01875201 x75 - 0.198036229999999 x77 - 2.15638444 x78 - 1.53979435 x79 - 7.66620447 x80 - 3.55645301 x83 - 0.65066145 x88 - 3.55023891 x95 - 6.14700738 x104 - 9.77733104 x108 - 2.93141512 x117 - 8.18004771 x119 - 9.73770523 x125 - 2.15650128 x132 - 5.71296487 x133 - 1.24210522 x134 - 7.48719423 x141 - 3.1261064 x143 - 8.62204088 x147 + x248 = -56.1023184112951 _e99#98: - 9.15890224 x12 - 3.40097364 x23 - 7.53358331 x28 - 4.02454112 x50 - 5.75760344 x51 - 8.00915193 x56 - 1.24889742 x68 - 9.84659169 x75 - 3.91725576 x76 - 2.77718403 x80 - 3.96154415 x81 - 7.33938173 x82 - 5.79778915 x89 - 5.45165215 x90 - 7.11440759 x96 - 7.25735352 x109 - 6.9672599 x111 - 4.58333269 x112 - 5.5123168 x125 - 5.78827872 x127 - 3.04011677 x131 - 5.63927739 x135 - 1.36219278 x142 - 5.04476279 x146 - 5.96465454 x148 + x249 = -55.0313842687432 _e100#99: - 8.57664381 x2 - 4.72546015 x3 - 8.83039994 x5 - 5.7930956 x6 - 3.12577122 x11 - 3.49353347 x19 - 4.99730321 x22 - 3.90802571 x24 - 2.93813532 x25 - 9.48453497 x38 - 5.01404934 x39 - 6.9397362 x41 - 6.75804768 x47 - 5.45734501 x53 - 3.71451288 x55 - 1.95088512 x63 - 0.11037389 x72 - 8.29723038 x76 - 0.812713559999999 x83 - 3.93730755 x89 - 7.20557844 x93 - 1.95954872 x94 - 9.26190269 x108 - 5.04399865 x109 - 8.3469541 x110 - 9.11197259 x115 - 4.2646809 x116 - 4.6423384 x117 - 9.8043649 x119 - 4.3153754 x121 - 8.15024905 x122 - 6.47737573 x123 - 3.69615057 x130 - 0.92946028 x139 - 5.32216944 x144 + x250 = -90.5083061027045 _e101#100: - 5.07901581 x11 - 3.43998855 x24 - 6.69903943 x34 - 7.90996197 x36 - 8.80973913 x43 - 6.57606952 x52 - 1.85440623 x53 - 0.811297539999999 x54 - 8.64005955 x55 - 3.3587988 x61 - 7.4600964 x63 - 7.79355881 x76 - 8.43450295 x77 - 4.55446815 x80 - 0.77335431 x82 - 4.55446137 x89 - 5.54810654 x91 - 6.65999758 x102 - 2.75012 x110 - 5.50398858 x111 - 5.74200651 x113 - 1.40176628 x115 - 7.60583581 x118 - 6.79003459 x125 - 4.6835991 x128 - 4.22292086 x133 - 2.8117087 x136 - 6.00729379 x138 - 3.9674449 x139 - 7.38547463 x143 + x251 = -68.1174079499218 _e102#101: - 5.4849755 x1 - 4.98649161 x3 - 6.8115926 x6 - 3.75560879 x7 - 9.79725712 x18 - 9.17370109 x19 - 6.14882974 x37 - 0.957848649999999 x38 - 5.01492441 x46 - 8.4856554 x51 - 0.0911708499999997 x53 - 4.7021952 x56 - 2.29464279 x61 - 0.46066596 x65 - 2.8346373 x91 - 3.32369387 x100 - 1.22456413 x103 - 9.00306101 x112 - 8.44217212 x115 - 9.27061261 x119 - 2.18559451 x121 - 7.90073192 x124 - 8.97069042 x128 - 2.09906034 x130 - 9.52907384 x138 - 1.95324459 x140 - 9.94645508 x144 - 1.70173622 x150 + x252 = -55.5160526270643 _e103#102: - 4.06139359 x2 - 2.41121837 x11 - 3.68381942 x12 - 9.10846998 x15 - 3.09445142 x17 - 7.55200117 x22 - 8.49321753 x23 - 5.57280125 x33 - 7.42959685 x45 - 8.86174273 x50 - 5.45102573 x51 - 6.56972744 x55 - 4.70886552 x57 - 8.81573449 x60 - 9.41789878 x65 - 8.24903602 x66 - 3.47782557 x67 - 7.46183736 x69 - 8.85142672 x70 - 0.935733049999999 x71 - 3.33508012 x72 - 2.90142456 x78 - 7.70242825 x80 - 6.13010277 x81 - 3.84856838 x86 - 6.39852076 x87 - 2.8922501 x90 - 2.74593625 x92 - 7.71684612 x94 - 1.08805838 x96 - 4.86558127 x102 - 1.88729515 x103 - 0.36396196 x104 - 9.57276022 x107 - 9.10344242 x112 - 4.20362687 x117 - 9.84559585 x118 - 6.73237205 x120 - 7.2420988 x126 - 4.50108398 x127 - 2.02616301 x128 - 8.28016915 x136 - 2.55033956 x138 - 6.67010276 x144 - 3.45495447 x150 + x253 = -92.5547828349685 _e104#103: - 1.78217454 x3 - 6.52049261 x4 - 6.68160593 x13 - 2.15872541 x14 - 7.56892414 x17 - 4.49322453 x29 - 2.73903925 x32 - 7.26964549 x41 - 5.72353422 x43 - 8.89002752 x46 - 4.90971326 x52 - 4.73019503 x60 - 4.3490608 x61 - 5.76649286 x65 - 9.74582623 x67 - 4.48504876 x72 - 6.38756101 x78 - 7.74689969 x82 - 9.47685326 x92 - 2.97280193 x94 - 5.45605329 x105 - 5.46055199 x110 - 2.41527084 x115 - 0.57657997 x117 - 7.74860123 x128 - 1.17754889 x130 - 0.31340529 x134 - 4.63269394 x139 - 2.8708146 x141 - 8.97449581 x146 - 8.69586014 x148 + x254 = -65.6660400335353 _e105#104: - 0.537148799999999 x6 - 9.43097166 x19 - 2.92632241 x29 - 9.15168033 x45 - 7.68102334 x49 - 9.33475862 x50 - 3.34197712 x52 - 3.34862519 x56 - 3.06695241 x62 - 2.10565652 x72 - 7.82590156 x73 - 7.95274359 x80 - 5.8889408 x84 - 9.99497244 x85 - 1.10917545 x87 - 2.29359468 x88 - 8.23915452 x93 - 1.66929755 x94 - 7.07148713 x96 - 3.16442028 x103 - 2.82914342 x108 - 5.98061212 x111 - 1.96123724 x116 - 4.63921998 x119 - 2.36427576 x124 - 8.27145659 x130 - 3.20378036 x135 - 4.69688805 x146 - 8.71749742 x147 + x255 = -63.4568054838428 _e106#105: - 3.55749148 x13 - 9.40395913 x20 - 4.36822093 x28 - 8.02110597 x29 - 2.75992475 x31 - 5.82222704 x33 - 2.89585451 x37 - 9.59729785 x40 - 3.13261473 x46 - 0.22827317 x48 - 0.00823065999999928 x49 - 4.11550683 x54 - 4.83071139 x57 - 6.2543047 x63 - 1.43292193 x64 - 1.22757371 x67 - 4.09720277 x77 - 4.60672492 x80 - 8.72498646 x83 - 3.82620337 x91 - 3.58291502 x94 - 0.121786939999999 x101 - 7.25960381 x102 - 2.35075447 x106 - 9.42852941 x107 - 4.63322013 x110 - 5.92147427 x111 - 2.33706396 x113 - 0.0359473399999999 x116 - 9.08748622 x118 - 1.83434052 x121 - 4.75176295 x129 - 2.63387813 x137 - 9.51755306 x138 - 4.4768181 x140 - 2.27205418 x147 - 2.9161883 x149 - 3.22254856 x150 + x256 = -73.6415644083444 _e107#106: - 1.53988 x2 - 4.22847958 x11 - 1.36334922 x14 - 7.80854592 x15 - 1.85159351 x17 - 3.92239786 x18 - 7.59463387 x27 - 0.191618349999999 x36 - 7.37309013 x37 - 0.52006013 x40 - 9.5459664 x43 - 4.06264001 x49 - 4.61567453 x51 - 7.0939077 x52 - 2.89037507 x63 - 0.0641941099999999 x69 - 5.84668282 x90 - 4.58299567 x92 - 0.708098989999999 x99 - 3.83107213 x110 - 8.59013431 x111 - 9.83360234 x113 - 9.53933112 x120 - 4.55744234 x126 - 0.00000115999999938943 x128 - 6.57361546 x129 - 8.62031797 x131 - 1.78448291 x132 - 1.64110765 x141 - 7.73675013 x143 - 5.92761065 x144 - 9.49033978 x145 + x257 = -87.7794392411607 _e108#107: - 0.131708859999999 x2 - 2.96212672 x10 - 6.80640966 x19 - 0.98889978 x22 - 4.7345169 x24 - 2.24258585 x26 - 1.36309052 x34 - 1.11408739 x35 - 5.92789711 x36 - 4.48928793 x40 - 9.29556658 x43 - 5.13200311 x57 - 8.82607128 x59 - 7.26735921 x60 - 6.28289592 x62 - 8.33841217 x71 - 9.59729669 x94 - 6.55899927 x96 - 1.6079552 x104 - 8.22374775 x110 - 2.47439918 x112 - 7.09396126 x118 - 0.326694049999999 x133 - 1.94258215 x135 - 1.09586485 x139 - 1.13507605 x142 - 7.80031526 x144 - 7.73608668 x147 - 9.09168647 x150 + x258 = -70.1148715356291 _e109#108: - 1.34032917 x6 - 8.75869642 x12 - 6.14551642 x13 - 6.42285736 x14 - 4.93924148 x26 - 5.33765355 x31 - 0.789471159999999 x37 - 3.51099268 x40 - 2.76858813 x44 - 2.8045903 x46 - 3.49592835 x51 - 5.15446626 x60 - 6.07487886 x68 - 7.90959786 x74 - 6.25307035 x86 - 9.797655 x92 - 4.94693811 x98 - 3.78706141 x102 - 1.0678828 x103 - 6.79392847 x105 - 9.78995752 x108 - 0.987734229999999 x110 - 1.69700426 x111 - 0.182119989999999 x115 - 0.15835894 x117 - 7.54775879 x121 - 5.60945947 x124 - 0.44736864 x139 - 0.790577309999999 x140 - 4.89392075 x142 - 3.37958056 x149 + x259 = -62.5754619375688 _e110#109: - 6.82986733 x8 - 2.09473388 x11 - 5.10027983 x13 - 2.46716647 x20 - 6.35645611 x28 - 4.94681281 x29 - 9.07704885 x32 - 7.55766445 x33 - 5.8618616 x35 - 4.59239301 x43 - 0.77038093 x47 - 8.93211836 x53 - 9.77968699 x60 - 8.83036045 x64 - 0.796748679999999 x68 - 9.94410339 x70 - 7.55463014 x76 - 5.76925171 x78 - 1.94258099 x89 - 4.52224939 x92 - 2.51475808 x103 - 6.01583235 x104 - 6.09497903 x105 - 1.35493634 x114 - 5.41271852 x115 - 9.26835664 x116 - 6.01380756 x122 - 3.46073064 x126 - 8.13283182 x132 - 4.34875377 x133 - 6.05495426 x134 + x260 = -97.9439175495218 _e111#110: - 1.26840683 x2 - 1.40549761 x3 - 1.69050291 x14 - 7.56803124 x17 - 0.665178329999999 x19 - 6.77931228 x27 - 2.77759475 x38 - 7.42699907 x39 - 2.53029579 x43 - 6.94476818 x47 - 8.11754525 x51 - 6.44448666 x55 - 8.84674095 x56 - 4.66014297 x59 - 0.0603201699999989 x63 - 8.42133506 x69 - 7.57442796 x74 - 8.17616864 x77 - 6.6730606 x78 - 7.88113855 x79 - 7.72256808 x81 - 5.76247919 x83 - 0.49594598 x92 - 2.20676421 x93 - 1.57550775 x117 - 0.37413603 x121 - 4.69593174 x126 - 9.45380447 x134 - 9.0142016 x141 - 5.49197979 x142 - 6.40167515 x147 + x261 = -70.1513878482266 _e112#111: - 3.11912495 x1 - 6.55109787 x6 - 8.00216993 x7 - 5.66951616 x13 - 4.62339614 x18 - 7.94718752 x31 - 5.12981455 x35 - 0.927414059999999 x52 - 3.2756692 x53 - 2.60769203 x56 - 1.9821903 x61 - 0.874698189999999 x62 - 7.72832092 x68 - 2.72480056 x72 - 5.02809812 x81 - 4.39797477 x84 - 1.17281635 x85 - 5.25435958 x86 - 1.72059785 x89 - 0.40434809 x94 - 3.013362 x101 - 7.34225451 x103 - 9.45483302 x104 - 2.6753737 x110 - 4.4385395 x113 - 9.31076373 x117 - 6.59022308 x119 - 5.10086477 x123 - 4.30872222 x128 - 1.83249947 x129 - 3.7005459 x143 - 9.86933462 x149 + x262 = -50.6584739058318 _e113#112: - 6.66843419 x5 - 0.83688959 x9 - 8.09508939 x14 - 7.11561114 x18 - 7.24007311 x20 - 6.82919917 x22 - 5.88311578 x26 - 5.26300218 x33 - 1.91150411 x42 - 4.31152359 x49 - 2.24284907 x57 - 8.99955858 x58 - 9.65791049 x61 - 0.79470124 x88 - 4.51930627 x90 - 8.60837582 x98 - 4.49731681 x101 - 5.32659878 x102 - 2.1727222 x103 - 4.16301055 x106 - 7.43442628 x111 - 6.53309275 x119 - 5.93306566 x123 - 0.256093199999999 x134 - 7.61447017 x137 - 6.10787859 x139 - 0.0224558599999991 x142 - 9.32887552 x145 - 1.60666784 x146 - 7.8309438 x148 + x263 = -65.7790272398899 _e114#113: - 4.17720439 x5 - 3.15833288 x16 - 5.66292385 x17 - 3.86464505 x21 - 4.43021153 x34 - 8.88157997 x36 - 8.06465759 x42 - 4.96777795 x46 - 5.97663971 x52 - 3.59838839 x58 - 7.07819094 x65 - 5.04753725 x67 - 2.52320954 x71 - 5.29079392 x77 - 1.57977532 x81 - 8.95888704 x87 - 0.468609489999999 x91 - 2.86303175 x95 - 8.9366277 x103 - 1.89429134 x106 - 5.6470603 x107 - 5.29452062 x115 - 6.34051968 x122 - 7.29887075 x126 - 6.75020967 x129 - 0.11733632 x135 - 4.45058014 x141 - 9.55668328 x150 + x264 = -61.8799812026189 _e115#114: - 5.64682996 x4 - 5.4408322 x6 - 0.36406046 x11 - 8.20002786 x14 - 4.60753545 x18 - 7.08546985 x19 - 8.54196793 x20 - 4.92824868 x22 - 7.35805172 x24 - 8.42245207 x27 - 1.71003907 x30 - 3.80566874 x34 - 6.92149154 x36 - 1.73064946 x48 - 2.5219106 x51 - 8.64907124 x56 - 8.53012712 x58 - 6.6493522 x64 - 2.09351198 x67 - 4.07283199 x77 - 1.89037826 x82 - 4.00444125 x84 - 6.38630945 x90 - 8.53840611 x93 - 1.46878118 x97 - 1.79924091 x100 - 6.46513871 x101 - 7.68308792 x106 - 0.655466729999999 x120 - 4.82603426 x122 - 5.76955566 x123 - 7.31460039 x128 - 1.64150686 x130 - 1.23545842 x136 - 9.08466217 x141 - 0.71363753 x143 - 1.68688428 x148 - 2.76666735 x149 + x265 = -77.1635279329363 _e116#115: - 2.80468818 x6 - 3.52365096 x8 - 5.63288343 x12 - 0.785074079999999 x14 - 4.43958077 x21 - 1.86023367 x33 - 8.36571494 x36 - 3.61002892 x38 - 9.72156914 x39 - 1.48404975 x44 - 7.86009434 x45 - 9.80742693 x46 - 1.36580509 x56 - 6.49411647 x67 - 2.50286615 x70 - 9.13676859 x81 - 3.9721998 x86 - 5.38879092 x90 - 1.35550624 x93 - 1.19189485 x103 - 5.12067815 x106 - 2.45049362 x114 - 6.71001573 x118 - 2.32909555 x124 - 3.26047825 x125 - 1.15737706 x129 - 7.55105411 x139 - 0.825404759999999 x140 - 7.69956666 x143 + x266 = -53.943110409518 _e117#116: - 2.32007711 x8 - 7.50595004 x13 - 4.6454711 x18 - 2.483472 x26 - 1.31969576 x29 - 7.57431719 x34 - 1.45959995 x35 - 9.13408986 x40 - 5.25531278 x46 - 2.91632293 x48 - 5.31381155 x56 - 5.58448348 x57 - 0.25803904 x60 - 4.08532596 x63 - 9.17216561 x64 - 3.07934971 x66 - 2.15704183 x70 - 0.375454119999999 x71 - 6.21287238 x73 - 1.66777043 x86 - 6.20067466 x98 - 0.87139796 x102 - 0.88463431 x103 - 6.10610208 x121 - 4.60141443 x124 - 4.22469942 x129 - 7.8764395 x139 - 6.16559924 x145 + x267 = -62.9019261135683 _e118#117: - 7.21043136 x4 - 9.07503501 x5 - 0.633912029999999 x7 - 4.93874213 x10 - 6.63506548 x13 - 1.08811832 x16 - 1.0724979 x26 - 2.95392263 x28 - 1.21074214 x29 - 7.71391495 x32 - 7.2929731 x34 - 4.60373821 x52 - 8.4984249 x63 - 2.41198294 x65 - 0.0219431899999989 x74 - 8.76717683 x76 - 3.52449528 x81 - 0.178612479999999 x82 - 1.38975387 x87 - 5.87555376 x93 - 5.4713302 x95 - 0.0884229699999994 x97 - 6.98149874 x105 - 6.31220864 x119 - 7.871551 x128 - 5.0614486 x136 - 4.0439582 x137 - 4.42867841 x145 - 5.61034617 x146 - 0.0295098499999991 x149 - 7.47524982 x150 + x268 = -68.3103545536927 _e119#118: - 1.66031851 x2 - 9.32468694 x3 - 8.52525458 x4 - 6.51542484 x9 - 6.12619734 x10 - 6.47367571 x11 - 6.72478565 x18 - 3.95025661 x22 - 6.62161409 x24 - 7.83101096 x25 - 1.01328237 x27 - 3.73092428 x29 - 6.57493986 x30 - 1.23868553 x32 - 2.24067258 x38 - 6.27897951 x43 - 4.84516842 x47 - 9.67950311 x48 - 5.76395616 x64 - 3.65560846 x65 - 7.8913987 x69 - 1.89560387 x71 - 4.61596125 x73 - 5.00822218 x77 - 9.65937725 x96 - 8.24963025 x98 - 2.93434537 x111 - 2.61866502 x114 - 9.12911544 x119 - 6.44264722 x123 - 8.5890259 x124 - 1.63422687 x131 - 3.63642495 x143 - 6.254315 x146 - 8.15888324 x147 - 9.34842543 x149 + x269 = -87.5033625509117 _e120#119: - 5.58210197 x8 - 6.80097337 x9 - 6.04559494 x11 - 6.45730075 x16 - 3.42254474 x17 - 0.808788509999999 x25 - 0.881057679999999 x28 - 8.40904016 x35 - 6.64462761 x39 - 7.86969358 x40 - 9.46969606 x42 - 4.9915355 x43 - 8.37066037 x45 - 0.687246309999999 x46 - 6.2639035 x51 - 2.00860991 x55 - 3.80316527 x57 - 2.39504734 x61 - 8.77923628 x67 - 9.87249226 x71 - 6.13650529 x73 - 9.63486741 x74 - 8.32543823 x81 - 2.60742807 x83 - 0.0605383399999992 x86 - 5.61100957 x93 - 3.97634825 x94 - 2.30987608 x97 - 0.10195054 x100 - 9.36982397 x101 - 0.50869619 x107 - 7.4665136 x108 - 8.82670259 x109 - 2.21872939 x116 - 7.51180268 x120 - 1.32067314 x121 - 9.50089063 x124 - 4.37420229 x125 - 7.7800547 x127 - 2.4200685 x133 - 1.8071809 x140 + x270 = -81.7652323054234 _e121#120: - 7.63446251 x1 - 8.69601354 x9 - 1.78782625 x16 - 3.18818165 x18 - 8.89038717 x19 - 8.18998661 x21 - 3.51876927 x31 - 6.41313737 x35 - 1.11377608 x41 - 9.97390836 x46 - 4.31173801 x54 - 7.72906042 x60 - 1.6434584 x63 - 3.22222809 x66 - 9.10842626 x67 - 3.5245036 x68 - 2.17066279 x80 - 2.32265739 x81 - 1.41478721 x95 - 4.75698471 x99 - 0.98716151 x109 - 9.99041448 x112 - 4.61889839 x116 - 1.69655913 x117 - 8.41519413 x123 - 7.0934071 x124 - 9.67855825 x129 - 7.1941017 x143 - 6.89288896 x144 - 6.23316902 x147 - 9.86567795 x149 + x271 = -66.3103257459123 _e122#121: - 4.23028089 x11 - 5.07475824 x34 - 6.45532638 x36 - 3.63556995 x48 - 7.00838374 x67 - 2.14406153 x68 - 2.89182407 x72 - 6.04244831 x76 - 3.27646977 x83 - 3.87493215 x84 - 4.13464336 x86 - 2.00775753 x88 - 6.0518038 x90 - 9.89389617 x91 - 8.41862568 x93 - 2.02572922 x94 - 6.17313445 x101 - 1.05450193 x107 - 7.8981284 x117 - 8.69210212 x119 - 3.49314461 x122 - 9.37101454 x129 - 5.77544089 x130 - 3.93748732 x134 - 8.16476645 x138 - 3.70447804 x139 - 3.41716588 x148 + x272 = -75.3373502433234 _e123#122: - 2.50093534 x2 - 2.62648367 x5 - 6.1813767 x8 - 9.715604 x11 - 4.01809003 x15 - 2.3345398 x16 - 0.101416099999999 x18 - 8.17523272 x22 - 8.09419301 x23 - 3.31802017 x24 - 0.614800019999999 x25 - 9.04788792 x36 - 7.50781539 x38 - 1.94182036 x41 - 2.7276768 x43 - 0.49283895 x44 - 9.87913955 x56 - 8.81624129 x57 - 4.57722841 x61 - 6.11767277 x66 - 7.69408747 x67 - 9.68334959 x68 - 0.610065909999999 x71 - 5.74344084 x74 - 4.6881186 x77 - 7.5122889 x81 - 5.07662652 x88 - 7.62474976 x94 - 4.48070857 x106 - 8.4636873 x120 - 2.71671875 x123 - 8.32873631 x132 - 1.27478903 x133 - 2.19585385 x134 - 3.04189802 x137 - 6.25463917 x138 - 6.01668821 x140 - 0.228842429999999 x146 + x273 = -85.6329607334651 _e124#123: - 9.59498059 x6 - 0.92194826 x7 - 4.87784516 x8 - 2.17092022 x10 - 5.41318607 x12 - 8.50122562 x13 - 4.00247166 x19 - 8.73184454 x21 - 6.48334119 x27 - 3.93511741 x28 - 2.5059831 x40 - 9.38060006 x53 - 1.1565425 x54 - 2.24092819 x56 - 9.74957232 x71 - 6.61107094 x76 - 3.73860763 x80 - 5.30683364 x82 - 5.73359471 x94 - 9.94820768 x100 - 9.84992605 x102 - 9.78780914 x103 - 7.25978156 x109 - 3.64608972 x110 - 4.53966277 x114 - 1.08580927 x116 - 1.17395864 x118 - 7.72297595 x119 - 3.00543961 x129 - 0.287221439999999 x133 - 2.6423489 x144 + x274 = -71.9326535609647 _e125#124: - 9.34362267 x12 - 9.38191093 x14 - 3.97939918 x16 - 1.326399 x18 - 5.91484278 x20 - 5.12426254 x22 - 5.63343617 x34 - 3.67918185 x49 - 4.61956367 x50 - 1.68746298 x56 - 0.99837679 x57 - 2.70891725 x60 - 0.0377567899999998 x61 - 3.07790904 x66 - 4.41448584 x67 - 2.46268227 x77 - 4.72155196 x84 - 7.71002127 x85 - 3.05348322 x87 - 7.32427269 x88 - 0.81672173 x91 - 0.9475386 x96 - 7.22059395 x101 - 9.29947146 x104 - 3.38405413 x107 - 1.11092802 x109 - 5.89974037 x120 - 7.48984229 x122 - 8.66238563 x127 - 0.993410229999999 x128 - 2.0606513 x132 - 6.00416774 x137 + x275 = -62.2311924792147 _e126#125: - 5.99050224 x6 - 4.05597786 x8 - 3.68974181 x10 - 4.80337165 x16 - 5.03886973 x20 - 4.54684072 x34 - 0.0662227299999996 x35 - 6.00100503 x44 - 7.99516679 x48 - 0.61871504 x59 - 8.22130581 x63 - 4.87158116 x67 - 2.22517629 x71 - 5.30710057 x72 - 8.79609426 x74 - 0.92937097 x76 - 6.21092646 x79 - 9.81102024 x86 - 8.97810479 x88 - 4.68107793 x89 - 6.75080044 x92 - 9.40003948 x96 - 9.55069645 x99 - 4.46047373 x101 - 5.02851993 x105 - 9.73349091 x107 - 7.70091291 x108 - 3.05571899 x109 - 4.41807375 x111 - 6.21513377 x115 - 7.01863678 x121 - 8.01097236 x124 - 1.6108843 x129 - 8.63503398 x139 - 3.82038838 x140 - 0.1231496 x145 + x276 = -82.5709855195678 _e127#126: - 4.16450449 x2 - 8.02744496 x12 - 1.08124091 x17 - 8.41384815 x18 - 8.08968302 x25 - 7.54109466 x29 - 2.49044832 x33 - 1.66945448 x49 - 0.0549238699999999 x51 - 0.88718196 x59 - 3.09165245 x62 - 4.88314894 x70 - 4.353391 x75 - 4.24590827 x79 - 3.62548609 x80 - 2.85912379 x88 - 0.70618879 x89 - 9.4183024 x91 - 6.66054507 x98 - 6.60859131 x99 - 0.076578679999999 x107 - 2.36334281 x113 - 8.88852887 x119 - 9.91460719 x123 - 8.91340455 x125 - 6.38704088 x126 - 1.38144136 x133 - 6.30770381 x135 - 9.62033825 x136 - 5.51238856 x137 - 4.83382437 x139 - 9.14726725 x142 - 0.89261473 x146 + x277 = -70.4846017244524 _e128#127: - 6.33341199 x3 - 6.20781901 x19 - 8.50090519 x21 - 6.75753702 x32 - 1.6538321 x40 - 3.8643562 x62 - 5.80326184 x71 - 3.7650286 x74 - 4.25301486 x81 - 9.98854696 x84 - 9.89157129 x92 - 4.65096642 x96 - 6.27032854 x98 - 5.94493317 x105 - 3.11192444 x109 - 6.34752782 x110 - 4.81856544 x121 - 6.43090098 x127 - 1.26779653 x133 - 3.97260408 x137 - 7.9875785 x138 - 4.62661616 x143 - 1.46623371 x144 - 8.65904086 x146 + x278 = -64.82059721538 _e129#128: - 7.71077191 x6 - 3.71702864 x10 - 7.10437875 x11 - 5.84909448 x18 - 7.77977355 x22 - 6.68669172 x23 - 7.1897541 x24 - 5.63501088 x29 - 5.29768159 x50 - 4.47192677 x61 - 5.13694864 x66 - 5.08252449 x69 - 1.43058437 x73 - 7.11078582 x75 - 1.30614931 x76 - 9.86760595 x78 - 2.20007134 x83 - 1.58007138 x84 - 0.343087769999999 x90 - 4.6624299 x93 - 5.83280988 x96 - 5.49653344 x97 - 2.69827078 x98 - 9.3684041 x99 - 3.370469 x101 - 4.69681951 x105 - 0.985304269999999 x112 - 1.69200018 x118 - 4.71067477 x126 - 4.98276276 x128 - 2.86516977 x131 - 5.25217108 x132 - 7.79397086 x144 - 0.41122217 x147 + x279 = -59.7851946053558 _e130#129: - 9.21644236 x2 - 9.16338378 x5 - 2.19490172 x12 - 5.74833797 x15 - 5.67141689 x16 - 3.03227549 x23 - 8.82346361 x36 - 8.12197053 x43 - 0.95205216 x53 - 0.34795417 x57 - 7.39273122 x60 - 5.57080373 x63 - 0.732936729999999 x71 - 2.60704106 x72 - 4.74240089 x77 - 5.57567518 x83 - 5.58050272 x89 - 8.09970179 x90 - 2.24200716 x94 - 5.11549075 x95 - 4.1092022 x103 - 0.77120389 x106 - 0.288005659999999 x108 - 0.0916785599999992 x110 - 2.1446728 x116 - 7.69571494 x120 - 3.17016267 x123 - 2.98362519 x128 - 8.09361171 x136 - 1.22073937 x140 - 1.16508335 x149 + x280 = -61.5554184498238 _e131#130: - 1.76960076 x2 - 3.69891426 x4 - 5.92237437 x5 - 8.55220195 x25 - 7.54112071 x43 - 5.61459109 x45 - 2.21152438 x51 - 1.68850009 x54 - 5.69212135 x57 - 8.39210136 x63 - 9.88787671 x69 - 2.384609 x71 - 6.35074296 x76 - 4.54983866 x78 - 6.93956802 x84 - 3.42902298 x86 - 7.01270019 x89 - 3.70442168 x92 - 0.0840586099999996 x94 - 3.51652905 x97 - 4.20612891 x110 - 7.54139917 x114 - 4.07694222 x115 - 3.30684342 x123 - 3.36734788 x124 - 1.38361023 x126 - 5.50821 x128 - 8.55858387 x131 - 4.34800046 x135 - 5.60047268 x147 - 0.87354512 x148 - 7.57504485 x149 + x281 = -64.5768059374041 _e132#131: - 0.941033189999999 x1 - 6.76362713 x23 - 4.41548795 x29 - 3.70109991 x31 - 8.15062113 x33 - 9.21898029 x36 - 1.17587133 x48 - 0.835605989999999 x49 - 7.53635553 x53 - 5.6045563 x55 - 5.42820189 x63 - 9.49768452 x68 - 2.1664046 x70 - 8.57403676 x73 - 2.43465786 x75 - 8.65948109 x85 - 6.53995291 x91 - 9.85366349 x94 - 4.76912437 x101 - 2.88669848 x103 - 1.32341643 x106 - 7.43180281 x111 - 7.94991849 x112 - 0.546925679999999 x120 - 0.0110189699999996 x125 - 3.58432704 x137 - 2.97724327 x138 - 1.86970382 x145 - 2.5823156 x148 - 3.38806077 x149 + x282 = -54.3945879055106 _e133#132: - 3.56652956 x1 - 4.74006919 x3 - 8.04414719 x5 - 2.49514549 x17 - 6.81380527 x21 - 5.61780623 x25 - 1.9427976 x28 - 2.19716713 x32 - 7.8533478 x37 - 1.43219747 x41 - 5.60471989 x48 - 7.84205145 x56 - 8.4010383 x60 - 0.0969267099999993 x62 - 6.77019528 x64 - 3.78893656 x65 - 3.21516486 x66 - 1.22267508 x82 - 3.68789529 x85 - 2.33804733 x88 - 5.57495868 x92 - 1.22074255 x96 - 9.52294857 x99 - 7.4793104 x100 - 1.71084134 x103 - 4.76424602 x105 - 0.74822305 x110 - 4.12650488 x113 - 6.17939655 x117 - 1.16877821 x119 - 6.70446464 x120 - 5.18438662 x121 - 7.03656999 x130 - 6.25583547 x131 - 7.52489876 x133 - 2.31549653 x138 - 2.03049942 x141 - 9.44258729 x142 - 7.55274096 x144 - 5.41691605 x146 - 4.76363915 x149 + x283 = -82.5468528950865 _e134#133: - 6.53978932 x2 - 7.43981393 x4 - 5.86577059 x6 - 4.95617637 x8 - 3.12725791 x16 - 6.07752411 x23 - 3.39423472 x25 - 5.86420351 x28 - 6.17678717 x32 - 6.01540408 x34 - 0.28898307 x39 - 7.52170336 x49 - 6.98184292 x58 - 2.51451565 x63 - 5.99148471 x66 - 3.799036 x68 - 1.28052006 x76 - 8.07965754 x77 - 3.11270536 x80 - 7.4671851 x87 - 2.72381731 x91 - 1.0212958 x95 - 7.01774181 x97 - 3.89584194 x115 - 0.000163589999999658 x118 - 2.41384956 x119 - 8.90335378 x120 - 7.93052211 x122 - 8.19615852 x128 - 1.3542787 x129 - 4.55568377 x140 - 4.68272217 x142 - 3.8342318 x146 - 7.56892296 x149 + x284 = -67.9179550610428 _e135#134: - 2.6882602 x14 - 8.7369022 x18 - 9.38278711 x20 - 3.8771203 x21 - 3.98957068 x25 - 4.98187672 x29 - 6.43597134 x32 - 1.56960564 x33 - 9.87843574 x35 - 3.70988386 x37 - 1.66925939 x42 - 0.90374325 x44 - 8.00178001 x54 - 5.72353846 x57 - 3.5717461 x62 - 5.38218772 x68 - 5.73209253 x76 - 3.42323462 x86 - 1.71583178 x92 - 5.43574423 x95 - 7.12363268 x98 - 4.06452449 x100 - 7.3414609 x102 - 8.99291623 x110 - 6.46824155 x140 - 2.48384035 x143 + x285 = -60.802939677025 _e136#135: - 0.140161459999999 x8 - 3.6021901 x11 - 7.72127066 x12 - 9.7823693 x16 - 4.31225171 x17 - 2.55689924 x20 - 6.30096081 x22 - 7.45889435 x23 - 5.03520525 x28 - 4.28064337 x31 - 9.03478998 x33 - 0.532297009999999 x48 - 3.95315266 x55 - 6.93330881 x58 - 6.29840689 x60 - 6.01935267 x68 - 5.83690918 x73 - 9.98117182 x85 - 7.64000647 x88 - 2.47526483 x90 - 0.0983530299999991 x91 - 6.87285436 x99 - 8.48793482 x100 - 0.643417559999999 x103 - 5.93736265 x114 - 9.79204462 x118 - 8.14293285 x121 - 6.39441787 x122 - 1.70315237 x125 - 7.73208383 x127 - 5.18064763 x129 - 9.74424407 x135 - 2.94334214 x138 - 0.346708379999999 x148 - 4.25246439 x149 + x286 = -76.602223670737 _e137#136: - 4.83395577 x1 - 0.276548679999999 x4 - 2.31437713 x5 - 5.63377662 x11 - 0.51117444 x17 - 0.612670559999999 x20 - 3.94886675 x23 - 1.62721279 x30 - 1.18819908 x33 - 8.32731465 x43 - 3.1435695 x52 - 9.07314134 x55 - 6.78266585 x70 - 3.45635242 x72 - 5.20716467 x78 - 5.16100576 x79 - 2.62529559 x89 - 7.8521544 x94 - 1.40354135 x97 - 3.55625457 x99 - 9.63854304 x102 - 0.933778159999999 x113 - 3.6428623 x121 - 0.72941233 x129 - 1.60201557 x137 - 1.29305696 x143 - 7.56405861 x147 - 8.07610724 x149 + x287 = -36.0513344653126 _e138#137: - 1.15808495 x5 - 0.291072689999999 x6 - 4.05291326 x13 - 4.09632567 x27 - 2.38354702 x36 - 7.05487307 x38 - 2.58852303 x39 - 4.35009328 x44 - 4.93316593 x57 - 1.97939181 x58 - 1.91646801 x61 - 8.90351873 x64 - 4.71616531 x67 - 1.14076183 x70 - 5.0647002 x74 - 8.92758578 x75 - 0.50161842 x80 - 2.66841194 x85 - 4.07840836 x86 - 9.05295697 x90 - 2.71023614 x95 - 1.26384228 x96 - 3.76931299 x97 - 7.15096703 x100 - 9.47081125 x103 - 5.62124868 x105 - 9.95071344 x111 - 8.09002194 x113 - 8.84379265 x124 - 9.93096615 x128 - 7.30191345 x130 - 2.29643163 x131 - 0.668306249999999 x138 - 4.14841788 x141 - 2.36484289 x150 + x288 = -83.6101962112742 _e139#138: - 9.08120074 x3 - 3.58681871 x10 - 6.18882309 x17 - 5.2342225 x19 - 2.46217048 x51 - 5.42582736 x54 - 4.91790945 x60 - 7.44568611 x61 - 6.23644493 x62 - 9.85496207 x68 - 5.41198249 x71 - 1.41133464 x76 - 2.59327704 x81 - 3.47253089 x102 - 4.7254597 x104 - 4.30175095 x107 - 6.74393383 x111 - 1.43275603 x116 - 2.38341098 x118 - 8.33186317 x120 - 8.21474281 x124 - 9.94436431 x126 - 9.80044887 x129 - 9.2623699 x134 - 2.10699834 x140 - 4.74049594 x144 - 6.95474641 x147 - 3.83891884 x150 + x289 = -70.2015330450244 _e140#139: - 4.32049537 x1 - 8.03052506 x3 - 0.28925522 x4 - 7.71531965 x6 - 6.38885066 x8 - 7.99719233 x9 - 5.99155886 x15 - 2.14491993 x20 - 7.045266 x21 - 7.46124727 x26 - 8.9174026 x34 - 6.42766138 x36 - 4.85808174 x43 - 9.86030093 x48 - 2.0407278 x52 - 6.17712863 x58 - 8.54161818 x65 - 2.36750547 x68 - 5.84017894 x70 - 6.34920778 x73 - 1.85935506 x77 - 1.31686816 x81 - 6.12101731 x86 - 3.55250007 x88 - 6.34519062 x94 - 4.29868245 x98 - 1.19249493 x102 - 5.81799505 x103 - 8.77728892 x105 - 6.53599013 x108 - 3.69173529 x112 - 8.80998136 x117 - 1.54372018 x120 - 6.99349712 x121 - 8.8115672 x123 - 3.43441298 x124 - 8.04659283 x133 - 4.65464613 x138 - 1.72858519 x141 - 0.9738384 x143 - 0.92919307 x144 - 3.25374321 x146 + x290 = -88.0914038966263 _e141#140: - 4.1105345 x1 - 1.74081416 x9 - 6.98443759 x15 - 8.61409799 x17 - 1.18089614 x24 - 8.74393156 x26 - 4.32311563 x27 - 9.84973543 x31 - 1.17234796 x37 - 3.26320569 x52 - 4.80952979 x58 - 9.65283296 x60 - 1.54248721 x68 - 3.65218912 x85 - 3.88210718 x97 - 7.92441233 x102 - 8.63411891 x105 - 2.80203195 x118 - 1.80836924 x123 - 0.757336359999999 x124 - 9.68274945 x128 - 1.61943864 x130 - 2.54333782 x142 - 1.47171649 x143 + x291 = -38.2436529957285 _e142#141: - 0.191216449999999 x6 - 5.00311967 x12 - 4.44831844 x21 - 1.1849107 x23 - 5.27900869 x37 - 3.16226581 x40 - 1.77391155 x46 - 8.48644791 x58 - 1.56492046 x60 - 4.66858978 x63 - 4.74349797 x64 - 1.1172498 x65 - 3.35018669 x67 - 4.38958046 x72 - 0.28912596 x75 - 6.36935475 x77 - 4.41414442 x93 - 5.28462729 x94 - 3.00417448 x105 - 5.70174815 x109 - 1.50298286 x111 - 1.96029545 x119 - 0.261579719999999 x122 - 5.99544334 x138 - 9.40966995 x140 - 2.77421372 x144 - 7.58904506 x149 - 0.855817099999999 x150 + x292 = -45.3491143337758 _e143#142: - 0.89811994 x7 - 5.37935237 x10 - 0.59359392 x14 - 7.35373103 x18 - 4.78428732 x19 - 7.19076528 x20 - 6.57337019 x22 - 5.00376751 x24 - 0.20231338 x25 - 1.95561016 x27 - 4.00955649 x30 - 4.82314018 x31 - 1.40385063 x39 - 3.49266163 x42 - 3.53181565 x45 - 7.98998714 x48 - 7.3069985 x50 - 9.58342473 x51 - 6.7319174 x52 - 2.81612386 x55 - 4.02474303 x57 - 5.27237911 x60 - 7.06560107 x63 - 0.872768089999999 x80 - 0.0757184599999994 x82 - 5.5498407 x85 - 2.66014929 x86 - 6.75680347 x90 - 6.95652684 x102 - 9.79367231 x105 - 9.69887883 x110 - 2.49631176 x112 - 3.07117442 x113 - 7.84502358 x114 - 8.4798504 x120 - 0.962946259999999 x125 - 9.68245175 x150 + x293 = -85.2017216619517 _e144#143: - 9.35503848 x6 - 1.39249098 x16 - 6.31013912 x22 - 4.20788185 x23 - 4.76601738 x28 - 3.11113503 x29 - 7.67888357 x34 - 6.53546363 x51 - 0.589608629999999 x60 - 1.0619477 x66 - 8.58556482 x68 - 2.66599668 x70 - 9.89901707 x74 - 7.5934639 x83 - 0.66955421 x90 - 0.506009089999999 x91 - 6.22519214 x105 - 1.48603187 x107 - 2.78269693 x111 - 0.0910913899999999 x112 - 3.92888797 x114 - 0.00659750999999931 x117 - 0.601974199999999 x124 - 4.98613803 x130 - 5.38845949 x139 - 9.72475882 x143 - 7.04004757 x144 - 0.18169861 x145 - 5.52310858 x146 - 3.25821972 x147 + x294 = -70.6475972880563 _e145#144: - 6.73526085 x1 - 8.74916366 x14 - 2.41456585 x15 - 4.63980045 x24 - 2.91741804 x28 - 9.29429877 x30 - 0.362562649999999 x31 - 8.40197944 x34 - 8.74011574 x35 - 2.26820463 x41 - 1.36385292 x46 - 9.36978523 x48 - 8.11542301 x50 - 5.28826098 x51 - 6.66470595 x58 - 7.34713352 x61 - 4.18231312 x62 - 2.20462725 x63 - 8.99706737 x64 - 5.16304116 x67 - 8.36932694 x71 - 2.98737766 x72 - 5.1508322 x74 - 4.03727609 x79 - 0.675748829999999 x92 - 3.66545782 x94 - 4.16404392 x103 - 2.34126597 x104 - 1.87120682 x107 - 7.7227592 x109 - 0.815861569999999 x122 - 0.62607447 x133 - 7.14133845 x144 - 9.56753376 x150 + x295 = -82.3329962455596 _e146#145: - 2.73228637 x6 - 9.87602863 x7 - 8.13771529 x15 - 2.64758945 x18 - 6.87036803 x25 - 8.4649021 x29 - 8.82741309 x37 - 5.92328692 x45 - 0.701811459999999 x46 - 7.3332706 x54 - 4.70184748 x57 - 4.85764592 x59 - 3.3290182 x71 - 6.92567017 x77 - 9.00670292 x111 - 5.68958066 x112 - 7.22844706 x122 - 3.96887315 x131 - 2.33667503 x132 - 7.04325818 x133 - 2.29527346 x134 + x296 = -46.6401085202808 _e147#146: - 7.0528091 x6 - 9.39412518 x7 - 1.02207487 x8 - 8.32966133 x9 - 8.70953619 x12 - 4.52828139 x16 - 7.25142762 x17 - 0.723095869999999 x18 - 2.20465211 x21 - 1.678596 x25 - 0.301905219999999 x29 - 0.784220409999999 x32 - 5.44942633 x35 - 5.38924391 x36 - 9.07124205 x56 - 6.67757931 x57 - 3.67630403 x58 - 5.97943511 x75 - 9.20344769 x76 - 5.1414816 x87 - 6.40913392 x88 - 0.330605759999999 x93 - 0.0344912099999994 x103 - 1.96049686 x104 - 1.7251941 x106 - 6.97294453 x111 - 2.09863802 x114 - 6.74171976 x124 - 2.52190945 x134 - 5.83033322 x138 - 2.5578642 x141 - 4.2490142 x142 + x297 = -57.1695699690354 _e148#147: - 1.41267109 x2 - 2.70950281 x8 - 6.74389101 x11 - 3.03769926 x16 - 1.3321931 x18 - 6.2120234 x23 - 6.77334663 x26 - 3.40158844 x31 - 6.71635085 x34 - 8.35366807 x36 - 9.79361968 x40 - 0.0215595599999996 x43 - 1.96019302 x48 - 2.6567719 x49 - 5.11634099 x54 - 2.07677923 x62 - 8.95055473 x67 - 6.69251329 x70 - 2.0654059 x72 - 5.59954621 x74 - 9.34929737 x75 - 1.89242598 x78 - 8.25799737 x82 - 6.37706027 x87 - 5.72866736 x91 - 6.85803095 x96 - 5.98839536 x98 - 6.83832937 x101 - 6.80552219 x102 - 6.43556605 x104 - 0.0970213999999991 x112 - 5.06331366 x115 - 2.11106224 x117 - 7.56961885 x118 - 0.908191779999999 x119 - 7.31171104 x129 - 2.74165446 x135 - 2.20087402 x136 - 8.21267721 x141 - 4.84889094 x142 - 0.0561481899999994 x150 + x298 = -98.7341637306523 _e149#148: - 7.28032053 x1 - 1.09943998 x13 - 0.97857196 x15 - 3.10136125 x21 - 9.72923899 x28 - 8.01625772 x29 - 4.47711949 x36 - 9.48387893 x39 - 5.17471372 x40 - 7.55130747 x47 - 3.50321784 x55 - 3.97239845 x61 - 6.26036369 x63 - 9.59714803 x76 - 2.65694826 x82 - 7.95010988 x83 - 7.49721541 x92 - 8.72127934 x98 - 0.357004129999999 x106 - 2.33432155 x111 - 0.92533943 x120 - 9.75094587 x121 - 7.31479142 x137 - 7.52794023 x141 - 1.92312716 x144 - 4.04204162 x147 + x299 = -67.6899441543903 _e150#149: - 5.43056196 x1 - 7.22924451 x7 - 0.30525222 x10 - 3.94423914 x17 - 7.24807461 x18 - 7.4890656 x19 - 6.9239243 x21 - 9.19041229 x27 - 9.01869161 x29 - 1.85793477 x32 - 6.29750051 x35 - 4.65186617 x42 - 8.75572283 x45 - 4.75939293 x52 - 9.2466756 x53 - 4.31641992 x54 - 0.975188969999999 x55 - 3.87770185 x57 - 5.8480072 x59 - 3.65064257 x66 - 9.40155943 x73 - 0.825727839999999 x76 - 7.87049252 x84 - 5.97951794 x97 - 6.52963106 x106 - 5.42752739 x107 - 4.81108877 x111 - 8.13254009 x118 - 1.70248012 x123 - 4.50640655 x124 - 2.67991217 x137 - 9.74331951 x138 - 0.3743047 x141 - 4.48412967 x143 + x300 = -68.4131614249021 _e151#150: - 4.88976725 x1 - 1.40358477 x2 - 9.27513386 x8 - 9.3502294 x15 - 9.33946714 x21 - 7.58588748 x22 - 1.84370267 x24 - 7.9791209 x28 - 9.42240135 x29 - 3.38510436 x35 - 8.36543067 x38 - 5.80184728 x42 - 7.90807726 x44 - 3.35421361 x45 - 4.71698339 x60 - 4.67448026 x67 - 8.75725156 x81 - 5.86334187 x89 - 4.1994278 x93 - 2.77391398 x97 - 8.41952781 x104 - 1.23525245 x106 - 2.72705655 x115 - 5.24510932 x118 - 3.12649047 x125 - 3.07353472 x126 - 0.208745069999999 x129 - 5.82448432 x137 - 8.21184033 x138 - 5.91733036 x139 - 2.12869578 x140 - 8.28124279 x144 - 0.17474668 x148 + x301 = -76.8148929713183 _e152#151: - 9.2718439 x5 - 9.58467921 x8 - 1.69536813 x10 - 0.813202079999999 x12 - 7.00279052 x13 - 7.61733816 x18 - 6.25085917 x22 - 0.99369431 x25 - 1.45144955 x30 - 3.32851243 x34 - 9.14921318 x37 - 5.62251381 x39 - 4.19530951 x40 - 4.50218796 x47 - 5.0601429 x49 - 0.817748669999999 x50 - 4.17453989 x57 - 2.97362849 x58 - 6.52868456 x59 - 7.98639318 x63 - 7.47495585 x65 - 5.54191169 x73 - 6.71768358 x74 - 8.30516214 x79 - 3.57279534 x80 - 6.20565725 x83 - 0.870946319999999 x85 - 2.04286182 x86 - 4.19913656 x91 - 4.58764536 x95 - 0.65123944 x97 - 3.38839432 x98 - 8.13098086 x108 - 3.44594629 x109 - 4.68076266 x117 - 8.19512576 x120 - 5.07876613 x122 - 7.84602244 x123 - 1.14866161 x127 - 2.77732299 x130 - 6.67276265 x140 - 1.53277806 x144 - 6.15122761 x145 - 1.75692633 x149 + x302 = -102.672296216667 _e153#152: - 2.89934885 x1 - 8.94221798 x6 - 8.17208367 x7 - 3.09842263 x8 - 5.70233852 x13 - 3.14457215 x18 - 8.46852082 x19 - 5.54302566 x23 - 7.64456611 x33 - 3.39147554 x40 - 8.77116191 x44 - 9.99671004 x53 - 0.234449809999999 x59 - 2.35590099 x62 - 3.2273146 x72 - 5.15908785 x81 - 9.63821726 x88 - 6.82845782 x91 - 7.60858995 x105 - 3.08601888 x110 - 7.52666515 x114 - 1.24113592 x117 - 2.2683002 x119 - 9.47832612 x121 - 9.8277077 x125 - 6.30289134 x126 - 4.9544068 x138 - 9.97511209 x141 - 8.00122369 x148 + x303 = -73.724445240999 _e154#153: - 4.45063139 x1 - 0.62902684 x7 - 6.55729226 x10 - 1.75392344 x13 - 0.722683719999999 x17 - 8.50908895 x22 - 0.844085309999999 x23 - 9.58976966 x31 - 0.388818679999999 x42 - 3.97479201 x44 - 2.09648214 x46 - 7.9138534 x52 - 0.185239669999999 x53 - 6.96447962 x59 - 4.1021883 x62 - 1.96099162 x63 - 3.49630988 x67 - 7.23517447 x70 - 0.0281942299999993 x76 - 1.66880406 x82 - 6.92846598 x93 - 7.82228497 x94 - 2.59204379 x103 - 4.9724048 x107 - 2.07805317 x108 - 7.35736634 x110 - 0.91766359 x115 - 3.78798825 x120 - 5.99499986 x129 - 9.79607319 x137 - 2.72871003 x140 - 6.61588759 x142 - 0.48212764 x149 + x304 = -53.0783457612569 _e155#154: - 8.06806981 x1 - 2.10265442 x7 - 6.67379196 x10 - 0.46599977 x11 - 6.4239147 x12 - 4.02879256 x23 - 1.48495467 x34 - 1.18445278 x43 - 0.95995129 x45 - 5.0505719 x53 - 6.17721838 x54 - 4.22019563 x58 - 4.95503802 x72 - 4.08071886 x77 - 6.56037326 x78 - 4.07317444 x80 - 4.39955999 x97 - 1.98168526 x99 - 5.15422973 x103 - 2.17708381 x104 - 3.30234944 x106 - 6.09288227 x109 - 9.21057819 x112 - 7.64302626 x113 - 5.95250987 x117 - 6.19169894 x130 - 9.0824827 x136 - 9.42332141 x137 + x305 = -46.1269754676754 _e156#155: - 6.11659897 x2 - 7.42451346 x6 - 0.53571788 x14 - 2.46401446 x15 - 1.74775116 x20 - 1.96274516 x24 - 8.22832885 x35 - 1.38465023 x36 - 9.6631654 x37 - 0.86485563 x39 - 6.28664911 x47 - 8.37170532 x50 - 2.89147573 x53 - 5.67682535 x54 - 9.67274997 x59 - 6.96943525 x73 - 0.472316549999999 x74 - 1.90834142 x75 - 5.2400532 x85 - 2.98600058 x92 - 0.604782389999999 x95 - 5.5622245 x97 - 1.64020102 x101 - 9.08576754 x102 - 4.72748634 x106 - 2.1652562 x124 - 9.8531008 x126 - 1.51077755 x127 - 0.348730979999999 x131 - 5.95110824 x133 - 1.95691082 x137 - 5.57982939 x140 - 4.4390229 x150 + x306 = -46.6840968059825 _e157#156: - 1.09613599 x6 - 7.20966077 x7 - 8.86346915 x12 - 7.1367185 x13 - 5.99197871 x14 - 7.25571601 x19 - 0.85284972 x35 - 2.11972724 x42 - 3.06406338 x45 - 6.83799997 x47 - 4.37136576 x55 - 0.312881199999999 x56 - 8.22576375 x57 - 4.35479884 x59 - 0.710305649999999 x61 - 0.96195512 x66 - 2.43681964 x67 - 6.13691571 x75 - 9.98378333 x77 - 9.18248822 x79 - 4.82764527 x81 - 0.575542969999999 x83 - 7.4819949 x85 - 4.46983545 x91 - 8.32564334 x96 - 6.90574678 x97 - 7.59071912 x98 - 5.09411962 x100 - 5.69473944 x102 - 1.92141981 x105 - 2.64865596 x106 - 0.304437519999999 x109 - 1.5410028 x119 - 1.25598733 x125 - 7.71750239 x131 - 7.91317549 x146 - 3.80168419 x149 + x307 = -83.150825443556 _e158#157: - 5.77975093 x2 - 9.21744494 x3 - 5.13092715 x8 - 6.77375855 x24 - 1.50611055 x27 - 5.96872654 x28 - 7.00921072 x35 - 4.25483743 x36 - 8.84777844 x45 - 8.63460407 x46 - 2.95467801 x47 - 2.21007454 x49 - 5.55826768 x59 - 4.15703204 x62 - 6.86862554 x64 - 2.53358941 x74 - 9.46323042 x75 - 7.01450944 x76 - 0.560418109999999 x78 - 4.74564631 x80 - 7.11571799 x85 - 5.17397334 x90 - 7.76364986 x92 - 5.87106578 x93 - 1.18968432 x97 - 1.25487161 x101 - 6.77741427 x110 - 8.46629465 x111 - 1.47989003 x114 - 4.63605585 x119 - 8.55301378 x128 - 7.38536359 x129 - 0.237989099999999 x131 - 1.06743944 x136 - 2.87336841 x141 - 8.3931928 x143 + x308 = -85.8993261627997 _e159#158: - 0.73793715 x3 - 6.92460709 x7 - 2.1784205 x8 - 2.74830869 x9 - 9.80934595 x10 - 3.95197708 x11 - 2.25248451 x20 - 1.33126243 x26 - 2.6161753 x31 - 3.05313935 x33 - 3.736693 x35 - 9.94018429 x40 - 0.103981969999999 x52 - 8.06966275 x53 - 3.70110327 x57 - 1.73098846 x58 - 7.63764867 x59 - 5.84426507 x65 - 9.85203822 x74 - 7.23872257 x75 - 8.26701085 x77 - 9.89451568 x81 - 9.56345123 x85 - 7.74372291 x86 - 9.24584618 x90 - 2.25788113 x92 - 2.64922477 x93 - 7.82723428 x98 - 7.67264895 x110 - 0.517858369999999 x114 - 6.07315883 x116 - 5.57448435 x131 - 4.97454382 x132 + x309 = -86.7890865913046 _e160#159: - 2.04098027 x4 - 1.95804644 x7 - 1.98123552 x15 - 2.54467399 x21 - 2.23477477 x23 - 7.83989953 x28 - 9.52499887 x29 - 0.0798537199999994 x34 - 2.06891042 x36 - 3.94964597 x43 - 8.54102836 x52 - 0.95043409 x66 - 5.23641147 x68 - 7.21030732 x70 - 3.76238764 x78 - 6.72288036 x79 - 4.75132959 x80 - 1.60561266 x85 - 1.02054416 x91 - 2.70823196 x95 - 8.78923604 x101 - 6.77420886 x105 - 2.37070626 x106 - 9.56601733 x115 - 3.89608582 x116 - 7.67460772 x128 - 3.20413644 x136 - 6.30748712 x142 - 4.57251848 x143 - 6.49471523 x144 - 4.56623857 x147 + x310 = -62.3020000515791 _e161#160: - 3.19057958 x1 - 4.52695525 x3 - 7.76829472 x7 - 1.51128506 x15 - 8.08737249 x21 - 7.19246617 x22 - 4.82216489 x29 - 0.610934299999999 x32 - 7.51204765 x50 - 5.84257654 x51 - 8.80167618 x52 - 5.38623951 x56 - 8.35920748 x60 - 4.08413237 x63 - 1.61898394 x66 - 8.36723089 x73 - 7.35858976 x76 - 8.28233468 x82 - 5.07370097 x83 - 6.60520951 x86 - 7.64448996 x91 - 7.67996603 x95 - 4.8365472 x96 - 8.04993673 x98 - 9.86255977 x100 - 9.20973775 x109 - 2.17188957 x118 - 8.59269691 x120 - 9.98229026 x127 - 6.5086371 x135 - 6.90882357 x137 - 7.02671437 x138 - 8.33221742 x141 - 4.00946168 x147 - 8.43704639 x148 + x311 = -105.358723179358 _e162#161: - 2.88077134 x8 - 1.5353082 x12 - 5.47931886 x17 - 6.12473897 x19 - 0.87861529 x22 - 4.89929137 x33 - 4.36689009 x37 - 2.75353331 x51 - 8.69186651 x53 - 5.36225764 x54 - 0.66902959 x55 - 7.37004301 x79 - 1.2641424 x82 - 1.17896505 x87 - 9.96820055 x92 - 9.30715889 x93 - 7.4522332 x107 - 3.66676131 x108 - 4.02887429 x118 - 6.08231917 x119 - 7.22410563 x124 - 2.99182522 x130 - 8.80054159 x137 - 9.22607527 x141 - 2.67760071 x146 - 7.1785443 x147 + x312 = -56.8698594270063 _e163#162: - 2.47957989 x8 - 6.77479951 x12 - 3.70678548 x17 - 9.60140958 x21 - 1.87591485 x23 - 0.592840659999999 x25 - 4.01636545 x32 - 3.4269784 x34 - 6.10517927 x36 - 5.00066325 x40 - 8.30187493 x43 - 2.71712077 x44 - 7.70640717 x47 - 3.89697755 x50 - 8.85525392 x55 - 0.905757169999999 x57 - 2.46584094 x59 - 8.4839194 x68 - 5.96647395 x71 - 1.53513003 x75 - 8.96775313 x86 - 2.28520979 x107 - 5.40977178 x116 - 0.0139218699999999 x119 - 2.342585 x122 - 3.83613479 x124 - 3.80526217 x126 - 6.24116696 x128 - 6.92576133 x131 - 4.79339885 x143 - 4.34284203 x145 - 0.65715397 x150 + x313 = -60.5062834603921 _e164#163: - 5.51380467 x2 - 3.36656764 x8 - 9.05671483 x13 - 5.56521391 x16 - 7.3672938 x17 - 1.83979879 x19 - 0.112853319999999 x27 - 3.30285548 x31 - 2.02916192 x32 - 2.41757272 x43 - 2.15114334 x51 - 9.03624652 x53 - 4.10204785 x58 - 3.95923692 x76 - 3.43003373 x80 - 8.93307636 x84 - 8.86254217 x93 - 2.43659673 x96 - 1.42489574 x100 - 9.13994735 x107 - 4.39309868 x108 - 0.934590239999999 x118 - 1.19349672 x129 - 6.21931406 x132 - 0.162770349999999 x134 - 2.89334853 x140 - 2.16078421 x148 + x314 = -58.3539047621961 _e165#164: - 4.17622879 x4 - 8.47704252 x5 - 6.85206772 x6 - 5.24940432 x8 - 7.36617411 x23 - 5.34088109 x26 - 8.84656968 x29 - 9.02782171 x32 - 0.93195403 x36 - 5.20511104 x40 - 3.49299628 x42 - 0.236727579999999 x51 - 5.09579793 x52 - 7.219777 x54 - 4.7875089 x59 - 1.56692948 x60 - 9.66059424 x73 - 4.83297659 x79 - 1.74301047 x80 - 5.98504758 x83 - 6.26026583 x84 - 6.61202916 x91 - 0.813436949999999 x92 - 7.44062537 x95 - 7.69968606 x100 - 2.11579814 x106 - 7.16429773 x109 - 8.17757408 x120 - 8.73900516 x122 - 9.65978216 x123 - 9.45530525 x127 - 3.68929906 x128 - 6.77445314 x131 - 0.95853208 x134 - 6.82170902 x135 - 4.51291618 x140 - 3.45471446 x141 - 0.86552408 x143 + x315 = -91.030015542342 _e166#165: - 2.6363919 x1 - 6.40170311 x8 - 0.736735599999999 x9 - 0.579093959999999 x23 - 6.49616163 x24 - 5.86644035 x29 - 4.06033789 x31 - 9.80023117 x32 - 8.89421278 x33 - 3.58140096 x37 - 3.51935901 x39 - 2.6216135 x40 - 4.1415255 x41 - 8.8215904 x48 - 5.98733792 x56 - 3.50480732 x58 - 3.86010619 x67 - 0.869641409999999 x69 - 7.29583462 x70 - 0.881266709999999 x75 - 3.2911443 x82 - 8.7899393 x84 - 8.57444746 x89 - 1.55204864 x90 - 9.51475144 x92 - 2.63454341 x93 - 3.36531225 x94 - 3.38014296 x98 - 6.9338721 x102 - 3.06663601 x107 - 4.80220428 x116 - 2.63636556 x120 - 2.53068296 x125 - 5.55854639 x127 - 0.87373967 x128 - 8.31297674 x130 - 7.05197122 x131 - 7.39772366 x135 - 4.17543243 x143 - 9.38854121 x145 - 8.30067802 x146 + x316 = -97.6498450779766 _e167#166: - 3.30658738 x4 - 1.1812079 x5 - 5.97080101 x7 - 1.95826002 x24 - 8.57623481 x25 - 6.76643363 x27 - 7.29452104 x35 - 9.51307027 x41 - 8.29741062 x43 - 1.90654088 x63 - 6.66723434 x64 - 8.31187377 x68 - 8.14189331 x71 - 2.74789029 x72 - 1.76506932 x75 - 4.7687357 x77 - 8.32995543 x82 - 4.02066002 x83 - 4.07520571 x86 - 6.2545188 x93 - 0.12365769 x94 - 9.80025751 x100 - 2.76523293 x108 - 8.75959017 x109 - 3.2247133 x117 - 0.80479839 x127 - 2.95599463 x129 - 5.48420463 x134 - 1.61213666 x137 - 3.01047889 x138 - 9.14082913 x148 - 1.08241304 x150 + x317 = -57.8397272492409 _e168#167: - 8.73624022 x3 - 9.0519912 x4 - 0.15447468 x6 - 6.20104241 x8 - 5.31282115 x12 - 8.11763379 x13 - 0.871322579999999 x15 - 1.63296741 x16 - 2.40678017 x20 - 6.55843394 x21 - 2.42095592 x22 - 9.61192155 x25 - 3.9366802 x26 - 9.99997366 x44 - 6.12897985 x48 - 4.82181079 x50 - 0.29464571 x75 - 1.81681511 x77 - 1.18553087 x88 - 3.33738577 x94 - 4.37520126 x96 - 0.494328429999999 x99 - 4.71927706 x101 - 9.78722837 x106 - 8.5595944 x107 - 1.82927551 x110 - 3.13666962 x111 - 2.58889689 x112 - 3.26162631 x114 - 3.43441485 x115 - 8.64342886 x119 - 1.001576 x121 - 1.72783056 x126 - 4.16522465 x129 - 3.08759159 x130 - 3.08021958 x132 - 8.92384222 x140 - 8.45476256 x141 - 5.40110407 x146 - 7.82971614 x149 + x318 = -85.0792144641063 _e169#168: - 4.12946042 x3 - 9.96612356 x9 - 4.78449056 x11 - 8.93486778 x15 - 1.56535317 x26 - 1.40498878 x35 - 2.26773481 x37 - 6.95072761 x38 - 3.06318899 x39 - 8.02498256 x45 - 2.27047655 x52 - 7.03719291 x59 - 5.28138339 x63 - 3.18114224 x67 - 4.51989797 x76 - 0.98144421 x82 - 0.17871032 x88 - 2.50200969 x89 - 5.22428218 x95 - 5.06167373 x98 - 3.82404807 x109 - 3.31030676 x125 - 9.36763163 x127 - 0.50023929 x131 - 9.8911996 x139 - 4.10908215 x140 - 1.47002824 x142 - 1.18878991 x145 - 8.23490434 x150 + x319 = -57.1125388701818 _e170#169: - 1.36024415 x2 - 6.49185536 x10 - 6.27398569 x23 - 7.7416094 x25 - 4.93101207 x26 - 3.21372808 x37 - 4.57494375 x39 - 7.7290955 x40 - 5.95968689 x42 - 6.56251507 x43 - 7.75479601 x46 - 8.87328088 x66 - 7.65246499 x76 - 0.976760229999999 x89 - 0.25114742 x92 - 4.29358572 x98 - 7.56101582 x100 - 2.26533578 x104 - 2.39741856 x108 - 7.0452034 x110 - 1.80287673 x114 - 2.98830988 x120 - 6.21223763 x122 - 8.18557365 x127 - 7.31736401 x136 - 9.05730741 x138 - 8.40348547 x142 - 8.944633 x146 - 6.3946819 x150 + x320 = -75.2516425106554 _e171#170: - 6.66992009 x4 - 1.78521139 x9 - 5.4458487 x12 - 3.60559559 x14 - 4.80620234 x15 - 5.28770315 x22 - 7.87846105 x23 - 7.99161625 x26 - 4.02760233 x28 - 8.95727667 x33 - 9.48919016 x50 - 4.90811051 x51 - 6.28983719 x57 - 9.330412 x62 - 7.12002125 x75 - 1.28471486 x80 - 0.0919096999999991 x82 - 2.71160459 x90 - 0.269188909999999 x98 - 8.08374006 x101 - 8.77240873 x105 - 5.72597495 x109 - 1.02149056 x111 - 8.38980866 x116 - 2.26494769 x117 - 9.78014178 x118 - 5.95914008 x119 - 8.66213922 x121 - 2.14452527 x133 - 7.77548584 x137 - 0.146521509999999 x141 - 4.2788603 x145 - 3.00959058 x150 + x321 = -67.8420448406784 _e172#171: - 6.32410672 x6 - 3.69195208 x7 - 9.61178746 x8 - 4.69160702 x11 - 0.848298319999999 x12 - 5.38198844 x13 - 3.93956732 x28 - 4.96976403 x29 - 1.11244348 x33 - 3.04111785 x39 - 1.28389157 x40 - 6.03684383 x41 - 7.31555434 x42 - 0.43012686 x43 - 8.90888754 x45 - 5.12388636 x53 - 6.04939208 x54 - 4.22767833 x64 - 2.68231724 x65 - 9.72271392 x79 - 9.72601917 x82 - 0.99318312 x84 - 0.617210029999999 x87 - 0.19064326 x89 - 6.80407263 x93 - 4.00076378 x97 - 1.06516254 x103 - 6.45685031 x112 - 4.12662144 x123 - 0.38267604 x124 - 2.80322314 x126 - 8.07901865 x133 - 9.40283367 x136 - 0.102525389999999 x143 - 6.88593332 x149 + x322 = -70.7499021791423 _e173#172: - 6.36057473 x3 - 9.72964906 x6 - 1.37274987 x13 - 4.07942234 x15 - 1.08835127 x35 - 2.13618157 x39 - 3.08968568 x43 - 6.37499017 x47 - 8.68077155 x48 - 9.21861383 x54 - 5.40149878 x57 - 6.05271006 x64 - 1.59456813 x68 - 8.64177607 x75 - 9.60483181 x77 - 3.7410398 x79 - 8.83085284 x80 - 3.75183961 x88 - 7.60894021 x92 - 1.22437919 x105 - 0.878258019999999 x108 - 0.0863564899999991 x114 - 4.80558512 x135 - 9.40390387 x140 - 2.96983727 x141 - 7.39037219 x142 - 9.91196499 x146 + x323 = -56.4426541656647 _e174#173: - 6.01248736 x3 - 1.62325332 x12 - 8.13300734 x23 - 4.99405438 x25 - 8.51948493 x30 - 4.59360143 x31 - 6.16611884 x33 - 2.76293391 x36 - 6.25595474 x39 - 1.94369246 x41 - 9.24611371 x43 - 2.3441709 x44 - 8.35749671 x46 - 0.9375322 x48 - 4.50057188 x53 - 9.68838633 x59 - 4.64546721 x61 - 2.38997489 x66 - 7.07824921 x70 - 7.04683666 x72 - 7.35201664 x76 - 1.36796495 x82 - 3.39094586 x84 - 1.76948721 x86 - 4.00483326 x87 - 3.31724096 x96 - 6.36210281 x99 - 3.93887976 x102 - 7.5173589 x103 - 2.72195291 x107 - 4.26400802 x109 - 6.14595363 x110 - 8.86793162 x114 - 4.10569962 x116 - 4.98156462 x130 - 0.33814634 x135 - 1.36521721 x141 - 8.78848697 x145 - 6.49261124 x146 - 0.9288237 x147 - 5.54517605 x148 + x324 = -78.0932820138511 _e175#174: - 4.41409774 x10 - 6.92251457 x17 - 4.01832588 x19 - 9.10483367 x21 - 2.75865649 x29 - 6.99173018 x31 - 1.03373593 x33 - 4.07418539 x37 - 6.08559271 x38 - 3.74042258 x39 - 2.94705356 x42 - 8.84321583 x46 - 7.00769615 x47 - 7.10874185 x52 - 7.93346871 x55 - 2.22041965 x58 - 8.03048195 x64 - 8.10812106 x68 - 8.47737691 x70 - 5.48839881 x76 - 7.24136546 x78 - 0.54561573 x81 - 6.29120181 x84 - 9.50637198 x85 - 8.43379039 x106 - 0.525509489999999 x110 - 1.58588093 x111 - 8.31516407 x115 - 0.77089455 x119 - 5.01551737 x126 - 1.04398362 x127 - 7.22199086 x128 - 2.49990554 x133 - 1.38600749 x143 - 9.18471517 x147 - 3.10988034 x148 + x325 = -74.136415944297 _e176#175: - 6.08760201 x13 - 5.38121849 x19 - 2.32062276 x23 - 4.30989746 x27 - 9.66851689 x29 - 8.34384284 x37 - 0.042108019999999 x38 - 9.10520262 x40 - 8.92475338 x47 - 2.21731818 x50 - 9.96475293 x51 - 2.43732048 x54 - 0.812323319999999 x56 - 1.81866141 x66 - 6.77161578 x76 - 2.62236813 x83 - 3.72967733 x88 - 4.67286896 x91 - 3.60148359 x94 - 5.16798403 x99 - 4.57834367 x100 - 5.66082917 x104 - 8.16730147 x109 - 8.25808461 x118 - 7.30334385 x119 - 6.38826872 x133 - 1.6842105 x135 - 9.0073435 x139 - 6.69358592 x142 - 5.59503692 x148 + x326 = -77.4178855652549 _e177#176: - 7.47525088 x6 - 3.61675029 x12 - 5.33925464 x13 - 3.92863545 x14 - 8.90317869 x15 - 1.66837914 x17 - 4.1692413 x19 - 2.80063943 x24 - 3.91234447 x27 - 8.27464823 x36 - 9.93631024 x39 - 0.91973011 x58 - 9.06891375 x62 - 3.44686553 x69 - 7.18422499 x72 - 0.302663959999999 x73 - 2.9341614 x79 - 7.58683295 x80 - 6.63385022 x84 - 6.94887201 x86 - 0.487797219999999 x87 - 8.44707136 x90 - 7.31105925 x94 - 9.33257777 x99 - 5.62269028 x104 - 3.79977553 x119 - 0.0369333899999991 x124 - 7.85840312 x128 - 7.8024595 x133 - 4.36093846 x135 - 1.93352109 x137 + x327 = -62.4370503471846 _e178#177: - 5.67673748 x1 - 1.57605434 x2 - 8.96671723 x6 - 0.609305489999999 x10 - 5.3714717 x18 - 0.43745823 x27 - 4.98692486 x33 - 3.3412845 x35 - 1.28321697 x50 - 5.38100267 x67 - 3.1840616 x73 - 8.38166715 x78 - 4.09511161 x81 - 6.73419364 x84 - 4.05283418 x87 - 4.07494824 x91 - 9.8521374 x103 - 7.48719006 x121 - 2.28782648 x127 - 5.3442851 x129 - 4.46221964 x132 - 6.50743796 x134 - 5.30757843 x136 - 6.41032175 x142 - 4.36537054 x145 + x328 = -47.2104365185921 _e179#178: - 7.52914828 x6 - 9.95803615 x8 - 1.60801269 x21 - 4.59328123 x29 - 1.99986225 x36 - 5.82539846 x38 - 5.86658221 x41 - 6.06566288 x43 - 9.22903376 x46 - 3.07661432 x49 - 2.33908014 x53 - 6.27037931 x56 - 2.35181804 x58 - 6.64357992 x59 - 2.93179146 x64 - 5.82780696 x71 - 4.33908159 x76 - 9.17191318 x79 - 1.92267415 x89 - 7.20046911 x93 - 1.57846217 x100 - 3.53877497 x103 - 2.41460177 x107 - 5.72233317 x113 - 8.14579927 x120 - 1.6415203 x138 - 3.8839807 x140 - 9.7420929 x144 + x329 = -65.8130420021056 _e180#179: - 6.36441928 x2 - 4.85577711 x18 - 6.93405722 x22 - 7.84668159 x23 - 9.04561447 x25 - 6.85969592 x27 - 8.58064997 x31 - 2.79853444 x38 - 1.09504749 x41 - 0.54064507 x42 - 7.3708725 x48 - 7.10635444 x49 - 3.24775136 x54 - 7.46193704 x57 - 5.02619786 x70 - 3.28732811 x72 - 6.86860919 x80 - 3.77228428 x84 - 6.917976 x87 - 9.90035711 x89 - 5.65397626 x104 - 8.39541309 x106 - 3.97442242 x108 - 8.0603666 x111 - 7.99651918 x117 - 7.07774398 x125 - 8.74268026 x126 - 3.72937275 x127 - 9.92110276 x129 - 3.74960957 x137 - 6.79082173 x141 - 7.63892379 x149 + x330 = -82.3812334125869 _e181#180: - 3.89187737 x4 - 1.95287208 x16 - 3.80255477 x31 - 8.46300175 x34 - 6.08254727 x41 - 0.807159 x47 - 4.74634938 x48 - 0.29287081 x49 - 1.96951706 x53 - 1.62658184 x57 - 7.95048628 x58 - 4.16794455 x60 - 4.04905628 x69 - 3.1668556 x77 - 6.26495904 x81 - 1.3534329 x87 - 2.69828215 x94 - 1.32443273 x96 - 0.161057649999999 x99 - 1.66373619 x106 - 5.16878136 x111 - 7.11002739 x121 - 3.26018847 x125 - 1.90667507 x131 - 0.192634899999999 x135 - 3.91371013 x136 - 2.26310811 x141 - 0.76603201 x144 - 6.99406705 x149 + x331 = -45.0822347334595 _e182#181: - 1.53192114 x1 - 1.52402993 x7 - 2.05894723 x9 - 4.67406286 x14 - 1.30520962 x23 - 7.87732068 x25 - 0.171137039999999 x30 - 5.1228569 x33 - 8.75581855 x38 - 0.93551007 x46 - 0.225029269999999 x52 - 0.840492819999999 x53 - 1.09016904 x63 - 5.56127552 x66 - 6.48206308 x70 - 6.47273894 x72 - 6.77395331 x80 - 6.48190443 x85 - 4.45774421 x89 - 4.66314221 x96 - 3.02034709 x99 - 5.58357348 x111 - 8.27958246 x113 - 9.86562887 x114 - 7.04872883 x119 - 1.27450451 x129 - 9.03610026 x139 - 0.898451389999999 x141 - 5.45928395 x145 + x332 = -50.5115917383068 _e183#182: - 0.807770839999999 x2 - 1.8440817 x5 - 3.06377822 x6 - 2.59014889 x17 - 7.07738894 x22 - 9.24832628 x27 - 4.12392699 x33 - 8.53616735 x38 - 0.0793547799999994 x42 - 9.73335838 x43 - 9.15738643 x50 - 5.62231978 x52 - 3.09792069 x58 - 3.48437117 x65 - 8.18474997 x67 - 8.76772668 x70 - 9.23072939 x80 - 1.86289802 x83 - 6.60103312 x85 - 8.13171694 x96 - 0.147213009999999 x105 - 6.85392542 x113 - 1.05442069 x116 - 8.34327082 x122 - 7.65523091 x128 - 4.23846557 x130 - 7.74338078 x137 - 2.15620049 x138 - 3.21548187 x148 + x333 = -58.0283359913709 _e184#183: - 2.72119078 x2 - 7.50265485 x4 - 9.41431893 x5 - 4.08858977 x13 - 4.3156979 x15 - 4.00946917 x19 - 0.64263926 x21 - 8.25551221 x23 - 9.21391098 x28 - 3.13968276 x38 - 1.39333097 x43 - 2.4330068 x48 - 3.30588334 x61 - 0.508994269999999 x66 - 5.12847153 x67 - 1.75946206 x71 - 3.33870948 x72 - 2.85928944 x73 - 3.91983729 x76 - 3.1108011 x79 - 2.75560148 x82 - 3.78854036 x85 - 9.36782944 x99 - 8.84346536 x100 - 3.93559346 x102 - 1.80512103 x110 - 4.40044301 x111 - 3.76018449 x122 - 0.97722086 x124 - 9.65456483 x125 - 5.85144701 x130 - 7.42558689 x132 - 2.08055609 x147 + x334 = -59.2679275881192 _e185#184: - 9.92961926 x4 - 7.83484671 x6 - 8.4814387 x13 - 7.73806615 x20 - 2.05706946 x21 - 4.09073476 x22 - 8.39438718 x47 - 3.58123456 x49 - 7.45375049 x57 - 6.53108097 x58 - 7.71440111 x61 - 1.71435863 x64 - 6.1011661 x65 - 1.87212212 x68 - 1.69996591 x69 - 6.96285793 x70 - 3.65416292 x72 - 6.40732783 x73 - 8.08389721 x82 - 2.08655736 x83 - 2.93558406 x85 - 1.22594193 x92 - 1.82273939 x95 - 2.0433709 x102 - 8.60654809 x105 - 2.24450807 x107 - 1.25191968 x109 - 1.41932028 x112 - 3.56525032 x114 - 9.00718593 x115 - 5.08998399 x123 - 4.60351541 x126 - 1.31397619 x135 - 2.69964842 x144 + x335 = -64.4353844354879 _e186#185: - 4.14849691 x3 - 4.88667449 x5 - 2.03055084 x8 - 8.27509089 x10 - 5.15395951 x17 - 4.09156276 x19 - 4.6891079 x22 - 1.24790308 x23 - 6.15456836 x27 - 5.65682342 x28 - 9.22061643 x31 - 1.98953994 x33 - 3.6105478 x48 - 6.30898504 x53 - 1.52661715 x63 - 0.11649701 x64 - 8.44632082 x65 - 4.06747508 x66 - 4.91507911 x68 - 9.53844096 x70 - 1.84230622 x71 - 5.72351418 x74 - 9.35052313 x76 - 8.20673988 x79 - 5.9733107 x84 - 4.34326615 x87 - 2.50913572 x90 - 5.38495928 x94 - 8.90733841 x109 - 3.97462101 x114 - 2.31287125 x119 - 1.30397035 x125 - 8.8847536 x139 - 8.16135002 x140 - 1.99141841 x147 - 0.127240959999999 x149 + x336 = -76.5796571267483 _e187#186: - 0.32504566 x7 - 5.49613599 x20 - 2.87382586 x21 - 3.64368748 x25 - 2.53090004 x29 - 5.58708975 x40 - 0.936367899999999 x45 - 7.88714593 x46 - 0.238249869999999 x55 - 4.20610508 x56 - 8.48432358 x57 - 0.274698819999999 x70 - 1.76475545 x73 - 7.71380331 x79 - 1.58159904 x82 - 3.0094279 x85 - 4.67389615 x86 - 3.47912948 x89 - 4.21820972 x90 - 6.41043076 x98 - 2.82960503 x115 - 7.93981608 x117 - 9.88070371 x120 - 1.57272495 x124 - 6.63781227 x134 - 8.15802693 x137 - 3.53350197 x138 - 4.44020973 x143 - 9.55565732 x147 + x337 = -54.6054635412181 _e188#187: - 7.34849431 x6 - 0.289574029999999 x11 - 5.9486934 x12 - 6.65800473 x13 - 0.88232291 x16 - 2.02826566 x23 - 7.30972808 x35 - 3.83746123 x36 - 4.14104428 x39 - 5.26184283 x41 - 7.91304139 x47 - 3.04402625 x63 - 0.982696559999999 x69 - 6.37836188 x70 - 8.27603033 x71 - 1.54454195 x76 - 0.465977639999999 x79 - 4.2178376 x85 - 9.95695644 x88 - 9.84601466 x90 - 6.30140141 x91 - 0.86685029 x99 - 0.39841472 x108 - 2.73066966 x114 - 7.49567398 x121 - 7.46185442 x122 - 7.6618544 x128 + x338 = -57.8604354836645 _e189#188: - 9.65098031 x1 - 0.64429424 x9 - 8.08823135 x10 - 1.13659274 x14 - 0.230013849999999 x26 - 0.77403483 x30 - 4.27659813 x33 - 3.92926483 x40 - 2.67948793 x43 - 8.36782657 x45 - 1.828378 x54 - 7.69728037 x57 - 2.7987242 x62 - 2.04315808 x68 - 1.16712168 x75 - 8.95038197 x82 - 4.12860635 x87 - 6.01146984 x103 - 0.437120059999999 x107 - 8.48633888 x109 - 5.43068036 x113 - 4.49574443 x115 - 2.66538654 x121 - 2.66319126 x131 - 5.84515568 x132 + x339 = -34.9628104246202 _e190#189: - 2.22953162 x3 - 5.55545613 x10 - 1.3943073 x21 - 5.3570759 x22 - 0.162333069999999 x25 - 1.1040156 x33 - 6.55077869 x34 - 1.60071 x35 - 9.09707572 x44 - 4.83677298 x53 - 1.4688493 x56 - 6.0674881 x63 - 6.9339381 x64 - 0.64178129 x65 - 1.24686123 x66 - 4.64313565 x84 - 1.85971196 x85 - 4.41621119 x86 - 2.88686203 x87 - 3.68466239 x88 - 0.96375731 x94 - 4.05060072 x99 - 6.70010487 x108 - 6.66829345 x110 - 8.70576056 x118 - 3.45661779 x126 - 7.76596694 x130 - 7.21776715 x132 - 4.75342432 x142 + x340 = -56.5084585856781 _e191#190: - 4.8446778 x1 - 0.107226039999999 x15 - 9.28161291 x21 - 2.93118994 x35 - 2.4729551 x36 - 2.36861193 x38 - 8.07355618 x51 - 8.32790473 x68 - 7.2712601 x69 - 1.79716502 x86 - 6.33956091 x88 - 4.51864992 x94 - 3.85981914 x99 - 8.65767992 x107 - 6.78131525 x111 - 3.25408029 x117 - 5.90635572 x123 - 3.14590979 x133 - 9.63310796 x134 - 2.16108973 x135 - 6.94179693 x139 - 4.96470272 x141 - 0.27790683 x146 - 2.7084301 x147 + x341 = -53.211811281646 _e192#191: - 2.8171766 x2 - 9.54375427 x3 - 1.36268133 x10 - 5.15704141 x19 - 8.66363764 x27 - 7.86140192 x33 - 2.70047865 x34 - 2.37640953 x46 - 9.31901347 x47 - 4.97601786 x49 - 7.8663094 x54 - 3.26148858 x57 - 9.74387214 x67 - 5.94098625 x69 - 9.71004897 x71 - 9.92129988 x72 - 1.05040621 x74 - 7.40065046 x76 - 2.17783502 x89 - 2.02524135 x97 - 0.29667021 x109 - 3.83728524 x110 - 8.35145831 x113 - 9.39110623 x119 - 8.19733073 x122 - 8.89489745 x128 - 0.960882019999999 x129 - 9.40168289 x130 - 6.48592661 x131 - 7.90361763 x134 - 6.09559494 x139 - 8.72760607 x141 - 7.23176522 x148 + x342 = -94.7271413959674 _e193#192: - 6.62469214 x3 - 1.23076632 x17 - 1.5752844 x23 - 1.72497716 x26 - 0.126501849999999 x33 - 7.22388913 x39 - 0.720481409999999 x43 - 0.196455019999999 x48 - 7.24248519 x49 - 9.68187694 x51 - 2.39096984 x55 - 2.59019182 x58 - 9.84737715 x63 - 2.612299 x71 - 4.65949449 x72 - 8.50277414 x74 - 7.773396 x76 - 7.74487854 x78 - 4.0549349 x88 - 1.28004033 x93 - 9.31414952 x96 - 8.65782938 x98 - 6.11707173 x101 - 2.87546082 x102 - 2.65692077 x106 - 1.70042362 x107 - 0.897670699999999 x109 - 0.643634769999999 x112 - 7.94705433 x113 - 1.56854446 x116 - 6.06781162 x129 - 0.0473644699999998 x136 + x343 = -73.8824728527343 _e194#193: - 8.93428381 x3 - 6.09794827 x18 - 0.758912119999999 x23 - 7.66594379 x24 - 4.86256937 x25 - 8.51983194 x27 - 5.82996905 x44 - 8.02447467 x47 - 5.75744666 x49 - 9.37814365 x59 - 3.64746464 x67 - 3.69995706 x69 - 5.66045919 x72 - 5.78201795 x80 - 7.09520705 x84 - 3.29933647 x86 - 5.24124483 x98 - 5.6434182 x105 - 9.04317152 x106 - 6.94092642 x110 - 6.82887179 x112 - 0.807865069999999 x115 - 3.25120185 x116 - 4.92865339 x117 - 8.93202559 x121 - 7.16354031 x122 - 8.98496002 x123 - 8.27504246 x124 - 4.8474796 x131 - 1.40146794 x136 - 5.22043716 x139 - 9.37617579 x148 + x344 = -69.141971696082 _e195#194: - 6.42038836 x3 - 2.6470977 x7 - 6.64920557 x8 - 0.137328179999999 x9 - 2.69099912 x15 - 3.60908828 x23 - 1.10212368 x26 - 5.59556098 x29 - 5.71963719 x36 - 3.75826469 x39 - 7.44275509 x40 - 0.96269121 x48 - 9.26672315 x50 - 7.919741 x60 - 3.98056337 x67 - 1.69603875 x73 - 2.29874073 x74 - 4.41174409 x75 - 2.74001714 x76 - 1.85145939 x78 - 1.58521334 x79 - 3.49783667 x82 - 1.573505 x83 - 6.65758075 x85 - 4.30298053 x86 - 7.57304282 x89 - 4.41348893 x91 - 1.58363423 x95 - 3.18617562 x96 - 0.65689636 x101 - 7.58258269 x102 - 5.43500657 x119 - 7.48995807 x127 - 4.66420286 x147 - 8.42519825 x149 + x345 = -63.1257916430965 _e196#195: - 1.48929201 x10 - 8.00289872 x27 - 4.01755804 x33 - 3.46122215 x35 - 8.89975129 x41 - 5.53261815 x54 - 5.30037349 x56 - 1.6386944 x67 - 3.34416659 x72 - 9.98333112 x82 - 2.56997495 x85 - 8.47385947 x88 - 2.27670306 x105 - 1.79496774 x111 - 3.1858693 x112 - 3.25245486 x116 - 3.27893514 x117 - 5.33365632 x132 - 5.17307269 x135 - 0.44189198 x142 + x346 = -27.7912620800133 _e197#196: - 0.322440089999999 x2 - 1.88818558 x3 - 8.98326178 x6 - 5.27475881 x7 - 4.17116718 x25 - 7.77911923 x29 - 3.07764901 x32 - 9.83811432 x35 - 6.34149354 x37 - 0.110800049999999 x42 - 3.74279803 x44 - 5.30223202 x54 - 3.4847052 x57 - 0.824533949999999 x67 - 0.681226899999999 x73 - 6.45479392 x74 - 6.65532253 x80 - 5.36857257 x83 - 5.79909072 x92 - 5.0225876 x96 - 8.40885813 x111 - 8.14786647 x117 - 0.65468816 x125 - 5.50358207 x133 - 2.57621187 x144 - 8.54756984 x147 - 2.83945508 x148 - 9.88991243 x150 + x347 = -59.0619972266397 _e198#197: - 1.35035597 x15 - 7.05732867 x23 - 3.79827146 x25 - 9.41554701 x31 - 3.17481531 x36 - 0.0944300099999995 x58 - 4.73407367 x59 - 0.504300449999999 x67 - 0.880675849999999 x68 - 8.52249172 x70 - 9.0581144 x77 - 0.0482158199999994 x87 - 0.0860209599999995 x90 - 9.98277371 x93 - 7.82575439 x109 - 7.86236011 x112 - 3.17635521 x113 - 5.3499702 x114 - 0.91881684 x115 - 1.15399868 x120 - 1.72676866 x122 - 9.02547298 x123 - 1.57403385 x124 - 1.6937218 x137 - 1.83581965 x145 + x348 = -27.8329047735358 _e199#198: - 3.59956769 x8 - 3.78431123 x13 - 6.01945956 x20 - 4.31514276 x24 - 4.56977285 x29 - 3.69112458 x31 - 0.984991559999999 x32 - 7.12222287 x35 - 5.49506632 x37 - 4.40310775 x39 - 8.85153547 x43 - 5.44659719 x47 - 5.31759978 x48 - 3.81294001 x50 - 5.48180648 x52 - 6.80697591 x55 - 7.22000475 x57 - 7.55504263 x70 - 1.12270438 x71 - 0.0681990799999999 x72 - 4.16039632 x74 - 1.67842101 x84 - 3.51698711 x86 - 0.959786619999999 x92 - 7.24269813 x97 - 5.38626681 x108 - 0.934868579999999 x110 - 5.85673879 x114 - 5.08148213 x117 - 6.60504876 x127 - 7.66240279 x132 - 4.11244914 x135 - 5.5175423 x136 - 5.97229932 x145 - 7.40724239 x148 + x349 = -78.1708609570305 _e200#199: - 8.36411224 x3 - 0.932861519999999 x6 - 0.869664859999999 x7 - 0.815781649999999 x10 - 6.82569686 x16 - 4.07055366 x22 - 4.37149566 x28 - 4.73385378 x29 - 9.3992476 x39 - 4.51711483 x42 - 3.26122948 x49 - 4.89187102 x63 - 7.18807985 x65 - 3.41199003 x67 - 0.117315259999999 x69 - 1.64134329 x70 - 2.69083105 x75 - 7.75797295 x79 - 3.28486367 x80 - 3.68795318 x91 - 2.94487953 x123 - 8.28072916 x129 - 3.44324769 x131 - 5.76757292 x133 - 1.73031777 x135 - 3.80121215 x138 - 9.63463559 x139 - 0.0648941999999997 x145 + x350 = -64.1058112033476 _e201#200: - 1.69679486 x4 - 4.98756074 x6 - 5.67672016 x8 - 5.35216718 x15 - 0.583526109999999 x16 - 3.30863956 x33 - 4.60113063 x41 - 8.28448419 x43 - 8.16189035 x59 - 7.50682681 x63 - 1.03668342 x70 - 0.0854253699999996 x72 - 6.33464193 x78 - 3.8160609 x80 - 0.0839034199999988 x88 - 7.86304346 x90 - 6.96603925 x92 - 1.57178119 x102 - 9.97970306 x104 - 4.98343484 x113 - 7.8783406 x122 - 6.8371722 x126 - 4.93423623 x127 - 8.41026774 x129 - 2.62307995 x135 - 3.46392021 x137 - 7.49640826 x142 + x351 = -55.7575916796741 _e202#201: - 1.7152766 x11 - 3.73669813 x12 - 8.89743206 x14 - 4.86333659 x17 - 0.6464443 x19 - 5.05529224 x20 - 6.10201789 x24 - 7.74579884 x27 - 9.74858301 x40 - 2.07814013 x44 - 9.4758805 x45 - 3.43308369 x51 - 3.09674316 x59 - 0.276658879999999 x61 - 3.81448562 x71 - 0.95516552 x72 - 0.873303949999999 x82 - 7.20314153 x91 - 9.76787656 x92 - 2.72816656 x100 - 5.7021814 x105 - 2.89446235 x113 - 2.50837911 x120 - 9.91083413 x125 - 6.64883564 x131 - 7.19616339 x138 - 1.9722328 x147 + x352 = -56.1529266884609 _e203#202: - 5.95244506 x6 - 6.17925256 x11 - 9.01526142 x18 - 8.26947777 x20 - 6.98805494 x22 - 9.65066459 x32 - 2.4389747 x33 - 3.78534898 x34 - 1.45878733 x40 - 4.09133669 x42 - 3.13533115 x44 - 6.30282964 x50 - 0.686177769999999 x55 - 1.8175271 x60 - 0.554831419999999 x61 - 7.46316276 x63 - 3.80234475 x69 - 3.72269363 x70 - 6.31432637 x71 - 9.9621323 x73 - 3.84951786 x82 - 1.75414999 x83 - 7.15319906 x91 - 0.0691131299999992 x101 - 9.67412559 x107 - 1.30039879 x110 - 0.935244159999999 x119 - 2.56900897 x128 - 2.94478156 x132 - 3.37770694 x137 - 1.85943549 x139 - 7.32115927 x149 + x353 = -56.9113697557587 _e204#203: - 7.09027169 x2 - 9.50395103 x3 - 5.32894838 x10 - 2.4730205 x11 - 3.83461655 x13 - 8.53659749 x17 - 0.55386811 x25 - 2.62074066 x27 - 4.06069871 x29 - 3.24334562 x40 - 5.25745482 x41 - 0.0175707599999997 x44 - 1.13391698 x45 - 6.12419061 x46 - 9.68397314 x49 - 4.8651231 x54 - 8.73614215 x62 - 1.32268116 x65 - 2.52867605 x68 - 4.92739929 x71 - 8.77049504 x78 - 0.35899119 x81 - 7.03799657 x83 - 7.54217732 x87 - 3.55617261 x89 - 5.55134121 x92 - 0.77306951 x95 - 5.27277834 x115 - 5.91396646 x126 - 3.54154264 x140 - 8.92201239 x142 - 0.812343029999999 x149 - 9.03604445 x150 + x354 = -66.4486856296494 _e205#204: - 7.03331326 x9 - 8.5570308 x15 - 0.937594759999999 x16 - 9.73938697 x20 - 1.07895092 x21 - 8.56449344 x22 - 9.27373946 x26 - 2.18371289 x31 - 7.14088185 x37 - 7.04753975 x38 - 3.91839036 x40 - 6.15504219 x41 - 4.93238868 x46 - 9.00633478 x49 - 4.66067707 x51 - 6.292044 x53 - 8.36870041 x65 - 1.49112754 x66 - 5.92843651 x67 - 0.171914809999999 x68 - 4.89055205 x73 - 9.45310754 x74 - 4.83449787 x76 - 4.88785398 x77 - 7.12488784 x80 - 0.145023719999999 x84 - 1.29835703 x96 - 6.85449034 x101 - 8.95301499 x105 - 8.89866932 x109 - 4.52860529 x110 - 1.53898074 x111 - 9.17344452 x112 - 2.91459255 x113 - 9.9311275 x120 - 5.5991078 x139 - 2.22081038 x141 - 1.06277835 x144 + x355 = -92.5105309076964 _e206#205: - 5.01344852 x10 - 5.00835479 x11 - 2.56654375 x21 - 1.07788143 x22 - 7.01634505 x23 - 3.20579213 x39 - 6.96888344 x46 - 7.86805173 x49 - 2.25577382 x55 - 4.61609705 x57 - 8.20406054 x67 - 2.32799678 x83 - 2.53625952 x89 - 1.68210715 x90 - 1.60085312 x94 - 3.72207134 x101 - 9.53209342 x105 - 1.70436488 x110 - 6.0840103 x111 - 7.10297821 x117 - 1.20278948 x118 - 0.525082809999999 x120 - 8.55339759 x121 - 9.38937361 x123 - 5.22420919 x127 - 3.90642391 x133 - 9.93756838 x139 - 8.335562 x141 + x356 = -65.4519246112099 _e207#206: - 2.12800221 x3 - 1.27607174 x11 - 7.21729589 x21 - 1.83094144 x28 - 8.42457106 x29 - 2.84969641 x36 - 4.33163647 x38 - 5.06713365 x45 - 1.89851136 x47 - 6.92800339 x49 - 6.24573288 x51 - 8.87076805 x52 - 8.64045734 x64 - 0.411954839999999 x70 - 3.74546345 x72 - 8.93401232 x74 - 0.0629352399999994 x75 - 6.80526941 x82 - 0.0110958499999991 x84 - 9.88436585 x85 - 6.9595037 x86 - 3.23445794 x87 - 7.10997137 x88 - 5.58282836 x96 - 4.02703998 x97 - 3.65631694 x105 - 1.78903889 x108 - 2.82973563 x111 - 7.86747294 x118 - 5.519004 x134 - 7.15949107 x140 - 0.861302859999999 x141 - 8.27340345 x143 - 7.96254866 x144 - 3.20737466 x147 + x357 = -87.8762178945376 _e208#207: - 5.96372982 x4 - 6.24739664 x7 - 6.712933 x15 - 6.39956027 x26 - 2.36434471 x33 - 6.7915551 x52 - 2.14774558 x55 - 8.88757347 x57 - 4.64423944 x58 - 4.57947704 x62 - 5.93898658 x65 - 5.80462118 x77 - 4.34829914 x86 - 1.57206782 x91 - 8.55910716 x95 - 5.50878986 x104 - 2.43222769 x105 - 2.8654891 x107 - 9.69820587 x111 - 7.03809754 x122 - 2.86776064 x131 - 6.17315239 x139 - 4.81763061 x142 - 4.225415 x143 - 4.46352203 x144 + x358 = -58.4742698043077 _e209#208: - 7.26826079 x12 - 5.5077074 x18 - 6.333833 x20 - 4.90117965 x28 - 6.18275062 x30 - 4.86929966 x31 - 1.33160929 x32 - 5.24275711 x46 - 8.03065831 x47 - 2.41303683 x65 - 8.46817897 x73 - 0.199383529999999 x77 - 0.90325671 x80 - 9.99429043 x84 - 3.88058375 x89 - 2.7919815 x97 - 1.04093481 x101 - 0.23936251 x108 - 1.29746446 x129 - 9.26024157 x133 - 5.10291935 x139 - 2.39966528 x142 - 7.60552644 x145 - 3.96104903 x146 - 5.58143562 x150 + x359 = -48.0649976507793 _e210#209: - 8.82392907 x2 - 8.73330065 x5 - 6.99733171 x13 - 0.745252769999999 x14 - 1.37643322 x22 - 7.53915876 x24 - 3.39770023 x25 - 2.38129653 x31 - 1.33242662 x34 - 0.465833349999999 x37 - 9.86355171 x48 - 5.9020127 x52 - 0.016805419999999 x58 - 6.0037821 x61 - 4.1675222 x67 - 2.19352313 x69 - 6.87060886 x89 - 4.2853639 x101 - 4.76679841 x113 - 7.25001286 x120 - 2.3892311 x127 - 5.77711008 x129 - 1.60504059 x130 - 7.86127325 x131 - 9.82661345 x134 - 7.47106077 x136 - 9.6293402 x138 - 7.92675519 x144 + x360 = -78.2596134510369 _e211#210: - 9.05211625 x2 - 3.3679621 x5 - 1.38503104 x13 - 3.72187587 x18 - 0.46829299 x19 - 4.07700033 x20 - 0.255128459999999 x22 - 7.71828144 x25 - 8.25597256 x31 - 9.11331767 x37 - 1.15706918 x48 - 7.41444321 x51 - 2.90352527 x54 - 6.51858244 x64 - 9.87054367 x79 - 1.3090943 x80 - 3.11955876 x85 - 6.65511761 x109 - 1.26044851 x113 - 1.83693262 x121 - 7.21148409 x127 - 5.39669987 x133 - 6.54381219 x146 + x361 = -52.1508902616162 _e212#211: - 6.89087542 x1 - 5.17329875 x7 - 1.09555993 x9 - 5.88322975 x10 - 1.78583153 x12 - 5.86554001 x24 - 0.824179319999999 x35 - 5.92762216 x39 - 7.15101822 x50 - 3.07563673 x53 - 6.12943944 x55 - 6.87358913 x56 - 4.99859362 x58 - 5.5646537 x62 - 3.68080109 x64 - 1.03271304 x65 - 8.68519613 x67 - 0.76102499 x68 - 6.13686389 x71 - 9.7804863 x72 - 8.40242989 x80 - 4.08598037 x81 - 3.8635417 x86 - 6.37014213 x89 - 0.917379659999999 x95 - 4.10178718 x101 - 2.71063517 x128 - 1.52324525 x129 - 0.18252729 x131 - 6.06735893 x141 - 0.33554087 x144 - 3.42511087 x146 - 9.65592758 x149 + x362 = -48.6536640629982 _e213#212: - 3.87744276 x3 - 3.36307454 x9 - 1.76265779 x10 - 2.07381375 x16 - 2.88216121 x19 - 2.25426149 x30 - 9.61937947 x33 - 8.54829793 x37 - 4.36890927 x39 - 8.00535592 x44 - 2.88414258 x45 - 1.4158719 x57 - 3.09290981 x58 - 6.55611207 x59 - 0.87987073 x60 - 1.47185144 x71 - 1.6753229 x76 - 8.89440542 x82 - 6.338028 x85 - 9.64408616 x87 - 1.40370184 x88 - 9.29379933 x92 - 4.50164432 x95 - 9.39618867 x98 - 9.49051934 x108 - 8.0219565 x109 - 1.95921808 x115 - 8.39447924 x117 - 1.19483912 x123 - 8.00086697 x127 - 8.09890197 x133 - 9.70767463 x134 - 4.7444084 x148 - 3.15171326 x150 + x363 = -62.2913662013857 _e214#213: - 4.53030063 x2 - 1.48765337 x3 - 3.42567263 x9 - 3.3144316 x11 - 0.429223569999999 x13 - 1.64770732 x16 - 4.97979471 x19 - 2.36604309 x24 - 5.49890462 x29 - 7.56739793 x47 - 3.99299803 x53 - 7.37119704 x60 - 6.72432627 x67 - 9.40090307 x69 - 3.29813026 x77 - 9.26824997 x86 - 5.01292925 x87 - 2.10054305 x89 - 7.41188367 x98 - 9.84084621 x102 - 4.36152609 x104 - 7.09755859 x107 - 6.86436329 x109 - 9.985967 x112 - 9.74669344 x127 - 2.02286296 x128 - 7.67850539 x134 - 1.17640508 x136 - 2.71806606 x137 - 2.98757541 x142 - 6.61630045 x149 + x364 = -69.660632247116 _e215#214: - 0.427655699999999 x13 - 2.81037974 x16 - 1.92149867 x17 - 2.86105994 x30 - 8.99894509 x33 - 4.19305339 x39 - 4.70088411 x49 - 9.41250491 x64 - 2.25499528 x72 - 5.16959804 x75 - 3.96681588 x77 - 2.9236572 x78 - 3.58426466 x79 - 5.29440149 x81 - 6.77988417 x91 - 6.49871125 x95 - 1.77669079 x96 - 2.32712031 x105 - 0.859298249999999 x108 - 4.5757561 x112 - 8.44297439 x113 - 5.83023187 x117 - 1.38133386 x118 - 1.38905547 x128 - 2.45648688 x130 - 8.60549216 x135 - 1.17141114 x136 - 3.69505213 x138 - 1.88092564 x145 - 7.27879805 x147 - 6.97443879 x150 + x365 = -63.3576732697888 _e216#215: - 9.48190051 x1 - 4.08303272 x6 - 4.47448812 x7 - 7.43688596 x8 - 7.53511153 x12 - 6.82249552 x13 - 5.0581573 x17 - 2.93987016 x20 - 8.28590767 x22 - 2.39632066 x25 - 2.70955319 x40 - 1.85942351 x46 - 2.98090782 x51 - 8.46802767 x67 - 3.61580468 x78 - 9.63390201 x90 - 3.22220546 x91 - 9.52011618 x105 - 8.57544838 x122 - 2.9435955 x127 - 7.09495678 x129 - 3.98539278 x134 - 8.47060484 x141 - 5.21321198 x143 - 7.71786226 x144 - 6.22775054 x148 + x366 = -87.2810427580071 _e217#216: - 8.42859292 x4 - 0.342412889999999 x5 - 9.83608551 x21 - 9.90183075 x23 - 4.34274577 x24 - 0.3582601 x25 - 0.9823423 x29 - 2.61660859 x35 - 9.39098986 x52 - 5.55246016 x58 - 6.85993839 x61 - 5.89349842 x62 - 3.48175391 x71 - 7.23046128 x82 - 6.76376154 x85 - 0.226577259999999 x91 - 3.44741458 x96 - 4.73490989 x97 - 4.0814483 x101 - 8.73267328 x107 - 4.51697057 x112 - 1.40308847 x121 - 2.70979344 x135 - 6.5826292 x136 - 3.49290575 x146 + x367 = -37.4940749285523 _e218#217: - 2.51864705 x2 - 9.16285958 x4 - 4.29122264 x5 - 0.358138339999999 x7 - 9.05424481 x10 - 1.27265298 x15 - 2.55298945 x21 - 4.57582602 x22 - 2.87649282 x23 - 2.74128257 x26 - 5.86033789 x34 - 3.91799261 x35 - 2.34846781 x37 - 3.9041086 x40 - 7.55197646 x46 - 3.84207488 x50 - 2.94346495 x64 - 7.63268655 x69 - 3.07392093 x73 - 0.689348399999999 x75 - 8.85476458 x78 - 2.00309211 x79 - 6.98745731 x82 - 1.18959343 x86 - 1.48153615 x89 - 8.86852418 x90 - 3.58753628 x93 - 7.03232897 x96 - 4.528185 x97 - 8.22056972 x99 - 7.87928267 x106 - 4.91872262 x109 - 4.65861871 x110 - 4.08121295 x113 - 9.19781941 x114 - 9.02187755 x117 - 5.93743986 x134 - 8.49221206 x136 - 5.15757673 x138 - 8.01734863 x139 - 0.0374428699999996 x143 - 0.835341119999999 x144 + x368 = -84.5779328841291 _e219#218: - 0.54188375 x5 - 8.94455361 x30 - 4.36744088 x32 - 7.51702407 x33 - 1.58799107 x37 - 1.75400207 x38 - 5.61342063 x42 - 5.1168686 x50 - 4.88306856 x51 - 8.18088301 x54 - 3.18967726 x58 - 8.00718082 x64 - 0.549310249999999 x69 - 5.42369027 x81 - 5.1774668 x83 - 5.8206178 x90 - 5.14492636 x101 - 1.33638255 x102 - 5.04490244 x105 - 4.12439653 x111 - 4.23341313 x115 - 4.52681673 x116 - 0.893151139999999 x126 - 4.77511587 x127 - 1.70431261 x129 - 3.23536067 x138 - 1.6570104 x141 - 1.70909024 x146 + x369 = -51.6108241508365 _e220#219: - 8.70121907 x6 - 5.64730465 x12 - 2.65768332 x16 - 6.45002979 x26 - 4.0932626 x29 - 8.3914323 x30 - 2.0380445 x34 - 9.24154112 x48 - 2.37905631 x57 - 3.50080207 x63 - 6.82557651 x67 - 9.39381612 x69 - 7.70621054 x71 - 3.34159985 x74 - 7.20084621 x77 - 8.51956585 x95 - 0.976568499999999 x97 - 8.34967609 x111 - 1.84813143 x118 - 1.08522202 x123 - 2.21368 x127 - 9.11310714 x130 - 2.2470982 x134 - 5.84288622 x137 - 5.14085581 x143 - 7.2961603 x144 - 4.97500323 x147 + x370 = -73.9289505244712 _e221#220: - 6.62389114 x12 - 6.5960858 x13 - 0.463332279999999 x19 - 9.96504761 x44 - 7.74591619 x50 - 8.81053712 x52 - 7.98073408 x64 - 2.04294767 x67 - 4.19372016 x79 - 9.32611843 x87 - 1.18658515 x89 - 1.01972351 x91 - 9.35971682 x96 - 3.94215412 x102 - 6.30894262 x113 - 2.23308152 x131 - 8.11259739 x137 - 6.80819755 x139 - 6.82433272 x141 - 6.24511386 x149 + x371 = -60.8535523026794 _e222#221: - 9.31469051 x17 - 5.66050675 x20 - 1.88428511 x24 - 4.0962807 x32 - 2.95723031 x38 - 3.74574004 x41 - 7.13546021 x44 - 4.20432603 x46 - 8.08717999 x47 - 9.24429549 x52 - 2.45779596 x58 - 1.53045126 x64 - 0.73253747 x69 - 9.58511042 x70 - 3.78208713 x74 - 0.196843999999999 x75 - 9.21582384 x78 - 8.17775131 x81 - 1.23265863 x84 - 9.29335856 x87 - 6.77152441 x95 - 4.1930592 x99 - 5.42266382 x102 - 1.53890534 x103 - 0.535216449999999 x107 - 8.86630998 x108 - 9.00886603 x109 - 0.678835169999999 x112 - 8.7470823 x116 - 9.48962063 x122 - 4.52155019 x128 - 7.50476421 x138 - 0.61403908 x143 - 6.40300916 x144 - 0.19988736 x147 - 4.91957853 x150 + x372 = -72.9615371277036 _e223#222: - 3.36072513 x4 - 8.80632188 x24 - 8.25595737 x25 - 9.04469712 x28 - 3.16323247 x29 - 5.32305076 x32 - 5.59291788 x33 - 0.100457559999999 x34 - 0.93468613 x40 - 9.14854065 x43 - 1.77818239 x44 - 6.98066051 x52 - 0.441352049999999 x59 - 9.48336611 x62 - 2.8392654 x65 - 0.406386849999999 x69 - 3.4665977 x74 - 9.62348651 x80 - 7.72554801 x83 - 8.33812201 x98 - 5.04490425 x107 - 6.42132592 x112 - 7.05230797 x114 - 3.48368651 x118 - 8.4569421 x121 - 8.80055269 x131 - 4.50246738 x132 - 3.13364766 x139 - 4.72557144 x141 - 6.3541893 x142 - 9.56810304 x146 - 1.11755238 x148 - 7.91424875 x149 + x373 = -70.0152598971292 _e224#223: - 9.73045579 x2 - 9.23932687 x3 - 5.29688686 x4 - 5.31249651 x8 - 7.17019201 x36 - 9.92543847 x38 - 5.4219487 x40 - 8.82660568 x52 - 3.84132543 x56 - 3.77406867 x59 - 8.27161571 x65 - 0.6156025 x67 - 5.46295919 x68 - 7.04397273 x74 - 9.4735438 x75 - 5.28879794 x78 - 8.33490752 x90 - 9.70185865 x95 - 4.95353233 x98 - 4.51872405 x101 - 6.10360666 x103 - 1.96234822 x104 - 9.61498509 x105 - 1.67086167 x109 - 4.05163134 x112 - 0.95751713 x117 - 3.91893698 x121 - 2.8652548 x124 - 4.06246662 x129 - 9.36792009 x132 - 1.34957571 x133 - 5.36645352 x134 - 1.58133839 x147 + x374 = -94.6660567094799 _e225#224: - 7.76483667 x3 - 2.26360074 x7 - 8.25070748 x13 - 3.54590684 x14 - 3.63486244 x33 - 9.2735385 x36 - 4.20082269 x48 - 6.18664267 x52 - 7.80290556 x55 - 5.50981722 x56 - 4.5788351 x62 - 8.22124898 x66 - 4.45707553 x68 - 3.52764142 x74 - 2.87821917 x76 - 4.33189858 x81 - 3.22501958 x83 - 6.62817331 x86 - 7.30289061 x90 - 1.08944133 x99 - 9.95950939 x106 - 5.04393977 x116 - 0.18129183 x118 - 1.4154574 x120 - 6.10352132 x121 - 8.80143101 x124 - 2.67582843 x125 - 1.67507076 x127 - 1.98662174 x131 - 3.19060795 x133 - 1.49931391 x135 - 1.30611886 x150 + x375 = -62.4146807581109 _e226#225: - 1.32051148 x4 - 9.53508703 x9 - 1.84249082 x11 - 8.83105899 x14 - 9.02661098 x20 - 4.92930068 x21 - 5.92233352 x23 - 0.170568799999999 x26 - 9.90862808 x28 - 8.09739813 x31 - 9.05129869 x40 - 8.47866171 x43 - 1.15804299 x44 - 2.87030898 x45 - 9.54916396 x46 - 7.82386947 x47 - 9.19336554 x49 - 6.5110655 x52 - 4.49436358 x61 - 8.25036771 x65 - 3.43532696 x73 - 5.63599773 x74 - 2.34201152 x80 - 2.46794981 x82 - 6.95110423 x84 - 1.08051547 x92 - 3.62046837 x97 - 8.21291374 x98 - 0.446932819999999 x99 - 0.359497259999999 x104 - 2.412574 x105 - 9.53128985 x110 - 4.37941723 x120 - 4.68174189 x123 - 5.61648199 x124 - 2.68678942 x126 - 7.45852409 x127 - 8.06234079 x128 - 2.37210815 x129 - 8.82620872 x130 - 3.10961028 x131 - 6.4728409 x134 - 7.06785515 x149 + x376 = -107.034898738199 _e227#226: - 2.32910782 x2 - 5.05184996 x3 - 4.96402645 x4 - 6.81660751 x5 - 3.53832909 x8 - 9.59325612 x17 - 9.27090618 x19 - 3.38421244 x21 - 3.59523455 x26 - 7.73590205 x27 - 0.572759789999999 x30 - 4.94169037 x33 - 3.17083826 x35 - 1.13039999 x44 - 9.89709321 x47 - 2.60476699 x51 - 1.77028611 x73 - 6.06911733 x74 - 4.81587838 x79 - 1.95979043 x83 - 4.39881086 x85 - 3.51856303 x88 - 0.830049709999999 x90 - 4.02158618 x91 - 7.63040157 x97 - 9.99208981 x101 - 5.21726538 x104 - 4.59884989 x109 - 2.56519223 x110 - 9.20817489 x118 - 3.40492225 x122 - 8.29085832 x128 - 8.39138719 x131 - 5.4547059 x141 - 0.926554119999999 x145 + x377 = -74.5964769410295 _e228#227: - 6.36442849 x9 - 8.14967322 x20 - 8.40468704 x24 - 1.94539761 x25 - 6.226292 x29 - 7.25632487 x32 - 8.86018335 x39 - 1.10645514 x42 - 8.21077837 x46 - 2.3827981 x59 - 3.34583385 x65 - 5.64277245 x67 - 0.436926129999999 x68 - 9.67683032 x70 - 9.41122718 x74 - 5.45225783 x77 - 8.80681509 x80 - 4.27278914 x96 - 1.25927318 x99 - 5.73305839 x100 - 2.15723034 x101 - 3.12210094 x103 - 2.11886922 x104 - 1.04396634 x107 - 4.08274714 x108 - 6.85792213 x112 - 2.93383908 x114 - 7.42246194 x122 - 0.255697319999999 x127 - 7.2452226 x134 - 6.46281318 x135 - 2.11559097 x136 - 4.61442116 x142 + x378 = -67.5863332417429 _e229#228: - 1.99661913 x4 - 1.33590804 x9 - 9.97370954 x26 - 2.24986329 x27 - 7.78169377 x34 - 8.65111361 x46 - 6.91985032 x49 - 0.0193936299999997 x51 - 8.83682114 x57 - 5.21356772 x60 - 1.33479676 x65 - 0.171877479999999 x81 - 1.92974902 x94 - 2.84515723 x95 - 5.77264117 x96 - 9.45558195 x103 - 2.73533399 x104 - 6.3370671 x105 - 5.9617505 x121 - 3.33953723 x126 - 0.490679449999999 x138 - 4.10994661 x140 - 2.8260994 x145 - 8.5564171 x150 + x379 = -61.8540073614094 _e230#229: - 9.13378086 x3 - 8.56118517 x13 - 2.63105745 x22 - 9.52042282 x28 - 8.28742356 x31 - 6.16476477 x35 - 5.03994011 x42 - 6.58612075 x44 - 3.14864904 x46 - 8.04442304 x50 - 0.46226306 x51 - 3.71974693 x53 - 4.80928737 x57 - 8.95792646 x59 - 1.17021956 x65 - 8.78180185 x67 - 1.68847791 x78 - 4.83518776 x85 - 1.66218318 x99 - 0.603579099999999 x109 - 4.72596982 x112 - 4.07814026 x115 - 8.89995433 x117 - 5.38186132 x120 - 2.32983037 x122 - 3.61794178 x131 - 0.0382610299999997 x134 - 8.87341237 x136 - 3.39683291 x139 - 3.37223871 x144 - 2.91592619 x146 + x380 = -58.1572621635964 _e231#230: - 5.79667735 x8 - 0.19718481 x13 - 7.59834941 x17 - 9.97466307 x24 - 5.95708339 x27 - 4.60193981 x40 - 6.49433137 x57 - 7.63659553 x58 - 5.49098729 x76 - 9.57079527 x83 - 0.897870629999999 x84 - 0.495047159999999 x100 - 2.51852184 x101 - 7.3928994 x108 - 6.96582608 x113 - 5.18279281 x126 - 1.47606081 x132 - 0.604008709999999 x135 - 3.80452016 x139 - 0.217436289999999 x145 - 8.37181023 x146 + x381 = -40.4238035444447 _e232#231: - 3.06598027 x3 - 8.74335226 x4 - 1.69849497 x6 - 6.19994178 x7 - 1.13872323 x15 - 2.37536013 x18 - 2.27520022 x19 - 1.82461038 x25 - 4.0491738 x27 - 0.425518949999999 x31 - 4.65955481 x41 - 0.47224568 x42 - 2.78317273 x48 - 3.88938784 x54 - 6.19044101 x64 - 0.884282649999999 x71 - 9.97318785 x83 - 0.11974478 x92 - 6.4394636 x94 - 0.16210568 x96 - 4.39958019 x97 - 4.88688295 x98 - 2.89434463 x102 - 6.29099688 x112 - 8.28253374 x120 - 2.49896337 x125 - 5.59427842 x128 - 6.56100942 x129 - 1.4756048 x130 - 0.424403839999999 x131 - 5.22757196 x132 - 4.4089929 x135 - 3.52884078 x142 - 6.59929254 x145 + x382 = -57.1895691365067 _e233#232: - 1.92656594 x14 - 2.67640336 x16 - 5.26125031 x17 - 6.57287522 x22 - 7.52930592 x25 - 3.92500472 x29 - 8.98473861 x34 - 1.05047478 x45 - 2.34233825 x47 - 1.52637223 x56 - 0.435607569999999 x58 - 6.77530023 x60 - 7.70923447 x62 - 8.43497294 x71 - 5.79560652 x78 - 6.40099096 x85 - 9.7875829 x88 - 5.76882095 x93 - 2.14233698 x97 - 9.61385719 x100 - 3.64584041 x101 - 8.98784001 x110 - 9.84339793 x125 - 6.31663365 x129 - 3.87011141 x130 - 7.52078145 x133 - 2.3370991 x134 - 3.40178785 x139 - 8.42777747 x142 - 0.676935089999999 x147 + x383 = -71.4582817631294 _e234#233: - 7.50959276 x1 - 0.0420908599999992 x4 - 3.84101897 x8 - 9.43461768 x12 - 5.49072851 x14 - 2.67991966 x17 - 4.10737224 x20 - 1.89874946 x23 - 3.72882481 x26 - 4.56937103 x42 - 1.41890618 x53 - 7.85336046 x56 - 4.30202373 x61 - 6.06939281 x64 - 7.82921179 x77 - 2.606672 x78 - 2.53743601 x90 - 5.9688012 x92 - 5.19176866 x97 - 4.22015077 x100 - 3.70489128 x105 - 7.87272843 x120 - 3.70368663 x121 - 6.18440622 x127 - 5.87693731 x128 - 4.61746395 x130 - 6.63122671 x140 - 3.34855505 x142 - 8.39865933 x147 + x384 = -55.4250436506223 _e235#234: - 3.51052135 x22 - 6.77691041 x26 - 8.07443839 x29 - 6.39091997 x30 - 1.87009257 x32 - 8.7431995 x50 - 6.54621973 x52 - 0.584859219999999 x55 - 6.82495182 x56 - 8.46178509 x61 - 5.67586174 x64 - 9.96152736 x67 - 9.62547722 x73 - 1.36924076 x89 - 7.25545403 x95 - 6.71951256 x100 - 7.35484353 x104 - 0.705306269999999 x110 - 7.34443456 x112 - 0.722355229999999 x113 - 7.30910199 x114 - 6.04517665 x115 - 1.91269526 x127 - 8.17421589 x131 - 4.01878457 x134 - 7.14809431 x137 - 0.91030022 x140 - 7.54196024 x145 - 9.03481814 x150 + x385 = -75.6144841079395 _e236#235: - 4.29386661 x7 - 7.39355664 x9 - 9.48449625 x10 - 8.29414992 x13 - 8.85767398 x16 - 7.3799957 x21 - 6.54029743 x25 - 2.11032436 x26 - 6.79786924 x32 - 6.39708417 x33 - 3.35181323 x34 - 1.26617616 x37 - 0.65963507 x40 - 7.14527968 x48 - 7.76223016 x51 - 1.67588836 x56 - 1.26672047 x59 - 3.05477153 x65 - 8.34709669 x69 - 5.60505236 x83 - 1.37740767 x85 - 1.12338328 x86 - 2.50013062 x87 - 4.80620083 x93 - 5.14075107 x102 - 8.09717187 x114 - 3.19542341 x119 - 5.81322232 x122 - 3.04107548 x137 - 6.34882911 x147 + x386 = -62.8226658931545 _e237#236: - 8.0290736 x8 - 9.30858182 x10 - 1.05549122 x17 - 7.90493956 x19 - 2.71757958 x20 - 6.56303563 x25 - 1.94703693 x32 - 5.39215633 x40 - 8.20657104 x45 - 3.5158803 x51 - 2.9534303 x52 - 0.650119749999999 x53 - 9.52563174 x58 - 8.09863427 x62 - 4.80699855 x67 - 4.75355403 x74 - 2.11733333 x81 - 1.82502588 x90 - 8.20780398 x105 - 0.301487459999999 x117 - 0.31509794 x128 - 0.963688089999999 x141 - 5.03336291 x143 - 5.48327459 x145 + x387 = -63.703558576466 _e238#237: - 4.78692272 x4 - 4.30614799 x8 - 1.25077554 x11 - 0.999118419999999 x17 - 2.06720802 x35 - 9.72657813 x37 - 8.57312683 x42 - 7.54604197 x49 - 7.09560915 x59 - 3.13593466 x65 - 7.97664086 x70 - 8.92838357 x83 - 3.56081451 x84 - 6.09259384 x85 - 8.29342078 x88 - 1.66598348 x95 - 4.9578773 x96 - 4.71037434 x99 - 5.75646501 x105 - 0.0876411099999996 x113 - 8.16605316 x116 - 3.7156888 x117 - 4.13205941 x120 - 2.05868565 x124 - 4.24789542 x127 - 9.98771862 x133 + x388 = -56.2848475713426 _e239#238: - 6.1427811 x5 - 8.48537783 x34 - 6.2269419 x44 - 9.13109585 x52 - 8.80686887 x60 - 8.99425546 x74 - 5.01471521 x75 - 3.66193458 x79 - 8.42044331 x100 - 4.42342966 x105 - 7.70536165 x106 - 4.56704123 x114 - 8.8518589 x116 - 6.09624668 x122 - 6.71801106 x124 - 6.55634613 x126 - 7.29830652 x141 - 8.25945558 x145 - 7.4389992 x147 + x389 = -80.499992156373 _e240#239: - 7.66171887 x10 - 6.99132387 x18 - 0.441444969999999 x20 - 0.55830541 x27 - 5.15303245 x34 - 1.95439077 x36 - 4.71004558 x38 - 9.58628042 x41 - 3.90997963 x50 - 8.90815661 x51 - 6.38695837 x61 - 3.71499681 x62 - 6.9747441 x71 - 9.05773301 x72 - 1.71085774 x81 - 0.3734025 x95 - 5.24953255 x104 - 3.33870923 x109 - 6.38704193 x111 - 0.72477562 x116 - 0.55531597 x125 - 6.57216193 x127 - 5.58203099 x129 - 0.0986794399999991 x131 - 6.98760385 x132 - 2.66534595 x136 - 1.3758009 x142 - 6.13066907 x147 - 7.38654206 x150 + x390 = -58.2897600730627 _e241#240: - 5.38900004 x5 - 6.8196478 x8 - 4.34739071 x11 - 8.80671902 x15 - 6.57511798 x19 - 8.39996435 x26 - 0.591151179999999 x28 - 4.27603144 x31 - 1.94138541 x36 - 0.35635028 x43 - 9.35317563 x47 - 3.32359428 x48 - 4.20733274 x52 - 0.708567219999999 x55 - 2.41115904 x56 - 7.42132489 x66 - 2.35622164 x70 - 7.97878352 x73 - 5.9939144 x76 - 1.30581693 x80 - 9.00063753 x90 - 3.5820764 x94 - 8.57970527 x97 - 8.36992295 x98 - 4.69864107 x100 - 1.34640536 x106 - 9.36829809 x112 - 5.32534039 x122 - 5.48356767 x129 - 5.84793107 x132 - 9.39656744 x136 - 1.86674966 x140 - 6.54399242 x142 + x391 = -82.9315089482645 _e242#241: - 5.87059162 x1 - 9.77792022 x2 - 6.4408054 x5 - 7.70425602 x6 - 5.13387101 x9 - 9.17646228 x11 - 6.84069222 x22 - 2.87770837 x24 - 1.99142807 x26 - 0.834094879999999 x29 - 5.51833486 x31 - 9.39347152 x32 - 5.28836068 x35 - 2.19172409 x36 - 5.92679803 x38 - 7.97664997 x39 - 9.35429759 x40 - 9.02049615 x50 - 0.0517503499999994 x56 - 8.51850012 x71 - 8.10627977 x73 - 5.58878104 x77 - 6.27238996 x87 - 5.57192188 x91 - 1.96669647 x95 - 6.14672458 x98 - 2.46735121 x107 - 8.68270235 x109 - 8.5811258 x117 - 7.79828182 x120 - 2.21704079 x121 - 8.83314937 x131 - 8.38197443 x134 - 4.41543767 x143 - 7.82037437 x149 + x392 = -90.9822651848977 _e243#242: - 6.99357041 x10 - 5.43641494 x16 - 8.36359188 x24 - 0.645363899999999 x29 - 7.60538102 x42 - 0.74438185 x46 - 7.9671077 x47 - 2.6135956 x49 - 2.85730078 x65 - 8.0243893 x69 - 1.79776102 x72 - 9.11661008 x77 - 1.24772592 x79 - 2.38069424 x80 - 2.65999444 x96 - 4.10776677 x102 - 9.717262 x103 - 2.01002538 x109 - 6.47774962 x113 - 9.72434462 x114 - 1.52320091 x116 - 0.971201199999999 x117 - 9.56272084 x122 - 0.6325359 x124 - 2.97398955 x131 - 1.58354012 x134 - 8.77607417 x141 + x393 = -54.1496317941537 _e244#243: - 3.60106344 x6 - 8.43393026 x28 - 2.85946261 x33 - 5.40221651 x38 - 7.53377212 x52 - 9.02840802 x56 - 0.668824429999999 x58 - 8.1591425 x59 - 2.36269702 x65 - 9.44401062 x71 - 6.57172331 x73 - 6.83162627 x76 - 0.94956002 x77 - 2.27361456 x89 - 9.71781805 x90 - 5.13242985 x91 - 3.67849355 x95 - 8.60649838 x100 - 3.53848049 x106 - 6.87808456 x109 - 7.07172012 x111 - 2.15988146 x113 - 7.59292216 x121 - 8.06461805 x123 - 9.27664493 x135 - 3.55749781 x141 - 7.97463227 x148 + x394 = -69.3380668530346 _e245#244: - 0.11611835 x3 - 1.8596994 x5 - 6.25995266 x6 - 1.52289966 x17 - 7.76765553 x28 - 5.61395295 x32 - 9.91028697 x40 - 2.44877284 x57 - 3.22012408 x59 - 7.5689401 x63 - 5.83266521 x71 - 5.87096299 x79 - 1.13996011 x82 - 1.89342833 x88 - 3.36019809 x90 - 2.60824409 x91 - 5.58926665 x93 - 1.61098223 x94 - 6.42124434 x101 - 0.20535966 x104 - 4.15242274 x120 - 9.55650444 x123 - 4.82447662 x127 - 7.32434291 x130 - 2.89818345 x134 - 7.51753438 x140 - 9.06354777 x142 - 1.18538531 x145 - 5.27442457 x149 + x395 = -58.1682439996683 _e246#245: - 6.16242858 x2 - 4.44755118 x3 - 5.91863406 x16 - 8.64806227 x27 - 4.35199548 x41 - 7.92199894 x42 - 3.99255041 x45 - 5.18267433 x46 - 2.39318626 x51 - 9.52516698 x53 - 1.14527431 x54 - 2.40902794 x55 - 7.10977378 x61 - 2.00599756 x67 - 6.35516676 x71 - 1.22907584 x72 - 1.8180236 x73 - 7.76186267 x74 - 2.23837793 x77 - 7.73435245 x86 - 5.45645517 x89 - 2.51999235 x92 - 7.59068886 x93 - 8.32663887 x95 - 2.27150168 x97 - 8.41191143 x101 - 9.48358245 x102 - 8.88570985 x103 - 4.67641254 x104 - 2.74682549 x105 - 4.16659209 x107 - 7.18002269 x114 - 7.05082436 x118 - 7.04655633 x119 - 5.68635196 x126 - 8.54053208 x133 - 5.16384078 x143 - 7.71182049 x147 + x396 = -76.417657222481 _e247#246: - 8.77726309 x7 - 2.44941771 x8 - 6.78847478 x17 - 5.77661782 x22 - 4.63970663 x28 - 9.33736767 x30 - 6.70342629 x33 - 5.07292981 x37 - 0.47392919 x38 - 0.950006059999999 x39 - 1.28599613 x41 - 7.31664367 x45 - 7.39142489 x51 - 6.75850794 x53 - 5.26131847 x56 - 2.8395498 x60 - 6.07976816 x62 - 7.41506036 x68 - 3.35998266 x71 - 9.33323506 x79 - 7.2798868 x87 - 8.73913071 x95 - 6.36055876 x122 - 5.10038289 x123 - 4.16508022 x124 - 9.78991308 x128 - 8.39724471 x129 - 4.10698462 x131 - 8.22049134 x137 - 9.86793194 x139 - 8.28672748 x140 - 2.760578 x145 + x397 = -78.2237117924959 _e248#247: - 1.17284439 x10 - 4.5547158 x14 - 3.13051916 x18 - 0.00769923999999977 x19 - 5.50675856 x21 - 0.759026439999999 x26 - 3.8022293 x30 - 8.34583551 x32 - 9.19465641 x35 - 8.74736822 x40 - 1.08756852 x43 - 6.585399 x44 - 1.36817547 x47 - 5.61286477 x49 - 1.56144018 x62 - 8.89216752 x71 - 1.01759411 x72 - 2.60327318 x73 - 1.12792227 x75 - 7.03828969 x76 - 4.1885366 x83 - 7.24184184 x86 - 3.71927008 x96 - 3.59458876 x110 - 0.0562314499999994 x112 - 7.2633078 x115 - 4.63134351 x118 - 2.23067869 x130 - 2.22759389 x137 - 4.69742873 x146 + x398 = -49.7568447902472 _e249#248: - 8.71776305 x3 - 9.24485335 x7 - 9.13198246 x8 - 3.52413346 x11 - 1.31913178 x12 - 4.24432828 x13 - 2.41018275 x15 - 7.41627422 x17 - 2.56572325 x18 - 1.46237841 x23 - 9.06130644 x26 - 9.58905781 x32 - 0.13926095 x40 - 2.67021927 x45 - 8.38758441 x47 - 7.63866838 x51 - 2.28798353 x67 - 0.562546469999999 x71 - 0.54662256 x72 - 6.6025575 x74 - 4.34858173 x96 - 2.77108545 x105 - 8.98664886 x106 - 9.66784029 x114 - 3.33106946 x117 - 0.906526019999999 x118 - 5.68865271 x122 - 2.60616027 x131 - 5.99751189 x136 - 3.14709661 x139 - 4.34832519 x142 - 7.84504425 x148 - 0.273826549999999 x150 + x399 = -82.1146464573518 _e250#249: - 4.61738975 x12 - 8.35375392 x16 - 3.77092485 x19 - 9.19397411 x24 - 4.60966753 x26 - 0.3515463 x29 - 8.72189038 x32 - 2.81239936 x38 - 3.60253375 x45 - 9.24329052 x47 - 1.79468721 x49 - 9.75840289 x57 - 5.44940589 x76 - 0.881283079999999 x83 - 8.61888719 x85 - 9.42950854 x101 - 0.266318369999999 x102 - 8.86606309 x108 - 0.52435889 x113 - 4.01018735 x119 - 2.35966195 x122 - 6.41070125 x124 - 5.95718505 x128 - 8.07200896 x129 - 4.57726666 x132 - 0.393614299999999 x134 - 6.56072179 x137 - 4.47024476 x141 - 4.80471852 x149 + x400 = -64.4518985581274 _e251#250: - 2.19734556 x1 - 9.45737964 x10 - 5.73360261 x27 - 8.49500655 x35 - 7.13726474 x39 - 5.18961512 x44 - 0.47073449 x47 - 5.45231233 x51 - 1.48250125 x56 - 0.937962579999999 x57 - 6.02131916 x58 - 0.892389849999999 x62 - 4.94713124 x64 - 7.26039811 x74 - 5.70926397 x75 - 5.74403416 x76 - 3.33693663 x77 - 4.46410739 x80 - 1.18683021 x82 - 3.42514712 x93 - 6.43038311 x94 - 4.75840999 x106 - 9.77408352 x113 - 7.60546423 x118 - 5.21892866 x119 - 3.10834361 x120 - 5.7287758 x127 - 0.566299889999999 x130 - 2.45179307 x131 - 4.94964583 x133 - 2.19948478 x134 - 2.93527208 x142 - 6.15616713 x148 + x401 = -65.3703792987699 _e252#251: - 1.35002095 x1 - 4.54122731 x18 - 9.65423271 x22 - 1.65542626 x27 - 7.08818362 x34 - 7.06182148 x44 - 3.2426147 x50 - 6.33090366 x66 - 8.86696207 x69 - 9.71969581 x70 - 2.26350559 x72 - 6.17577716 x77 - 1.2391019 x79 - 3.37301309 x81 - 6.74286096 x82 - 2.62611559 x83 - 7.16548294 x85 - 8.88861395 x91 - 7.78745403 x95 - 7.33214973 x113 - 2.32514017 x114 - 0.60517862 x116 - 5.1404251 x117 - 2.32768876 x118 - 5.46829364 x120 - 9.28577758 x121 - 1.24619346 x130 - 4.71021405 x131 - 3.07596823 x133 - 4.71438581 x136 - 4.78371376 x138 - 5.32154424 x141 - 9.9750984 x142 - 8.37542188 x144 - 8.4813201 x147 + x402 = -73.620644706658 _e253#252: - 0.64294898 x1 - 4.09975482 x3 - 3.98392071 x13 - 7.94399555 x16 - 1.61846448 x17 - 2.35952425 x20 - 6.10877277 x25 - 7.51500406 x29 - 9.22857206 x31 - 2.14510459 x34 - 4.1995399 x39 - 7.05692046 x52 - 7.12969088 x61 - 0.265308969999999 x62 - 9.20922897 x68 - 5.89107128 x70 - 0.47940107 x74 - 7.39476626 x77 - 0.73792652 x85 - 6.69878749 x87 - 5.61641834 x92 - 6.04622076 x100 - 2.51696797 x112 - 6.46581114 x113 - 6.61744913 x114 - 1.60950915 x117 - 1.76011345 x123 - 5.39294108 x125 - 2.84564291 x145 - 8.82730596 x149 + x403 = -63.1288076781539 _e254#253: - 7.31637435 x2 - 8.91537905 x5 - 5.52983793 x8 - 7.62897893 x24 - 3.40592433 x25 - 8.1620082 x32 - 5.97865273 x38 - 5.46346683 x45 - 1.35707092 x50 - 9.53366078 x54 - 3.8250938 x58 - 1.8675675 x62 - 4.62704836 x64 - 8.81712636 x65 - 4.55767873 x70 - 3.91861547 x81 - 2.68727191 x84 - 6.55595315 x85 - 6.28638059 x92 - 9.11688439 x93 - 0.41261503 x113 - 5.17341954 x117 - 3.21465522 x119 - 7.10464737 x126 - 6.72572301 x129 - 7.10146808 x131 - 7.20463148 x133 - 7.00752102 x142 - 7.87259871 x144 - 8.74791997 x145 - 1.90764017 x146 - 7.27371852 x150 + x404 = -86.2836803242101 _e255#254: - 9.24257399 x13 - 7.79848895 x15 - 8.50004637 x21 - 8.73761112 x28 - 0.513376739999999 x29 - 3.5105624 x36 - 0.910614909999999 x39 - 5.36716211 x47 - 8.55892155 x50 - 8.1542609 x60 - 6.78958764 x69 - 5.59750142 x77 - 4.37109873 x78 - 0.1481247 x114 - 6.76044318 x120 - 1.27077451 x123 - 1.75559709 x127 - 3.5414809 x132 - 6.89512334 x133 - 6.97639969 x139 - 0.0713968399999998 x145 - 2.87054451 x147 - 0.451884079999999 x149 + x405 = -51.7122243799777 _e256#255: - 8.83505425 x2 - 8.27243007 x7 - 1.43008311 x9 - 3.64505822 x10 - 5.46192878 x15 - 6.54354372 x17 - 3.61912848 x18 - 9.35469406 x20 - 3.84206686 x35 - 5.96062346 x36 - 1.96258463 x54 - 0.71928645 x58 - 1.90929537 x59 - 7.01805227 x61 - 5.72803936 x67 - 3.15094623 x70 - 3.66201114 x78 - 2.22678605 x87 - 1.36436045 x91 - 8.14643133 x99 - 4.85864266 x102 - 9.58297357 x108 - 0.372827509999999 x111 - 8.52114477 x117 - 1.52607907 x118 - 9.84636777 x119 - 9.42639253 x121 - 0.44373636 x124 - 2.97462141 x134 - 9.09203068 x137 - 8.56040346 x138 - 5.16438728 x150 + x406 = -49.7989709637871 _e257#256: - 8.071612 x4 - 3.57303732 x9 - 1.86250917 x11 - 1.14828105 x16 - 2.71775299 x19 - 1.79907409 x35 - 8.82963937 x38 - 0.76766924 x41 - 9.02526077 x44 - 4.3291671 x52 - 4.92202014 x54 - 0.970453059999999 x56 - 5.55397237 x58 - 5.59044597 x63 - 2.84182771 x70 - 8.5835026 x72 - 5.19964394 x77 - 7.25510031 x78 - 7.77823895 x80 - 6.56378466 x85 - 4.8979773 x99 - 9.65588929 x100 - 3.34723671 x104 - 2.10933124 x105 - 1.17096199 x110 - 4.22545163 x119 - 6.6375372 x127 - 7.58933007 x131 - 7.79562375 x134 - 1.71148831 x137 - 2.08097554 x142 - 4.59949287 x143 + x407 = -59.0960818333281 _e258#257: - 7.18664524 x1 - 6.2938763 x2 - 4.18571406 x7 - 7.89513545 x12 - 8.37006303 x23 - 3.81498825 x29 - 8.91115786 x34 - 0.59737383 x35 - 9.86020358 x44 - 7.16162676 x45 - 9.08527364 x46 - 6.32272256 x48 - 9.72056696 x49 - 0.681946029999999 x56 - 3.59965331 x61 - 8.55322118 x67 - 3.95562791 x68 - 9.79458491 x71 - 8.73859436 x81 - 7.65961768 x85 - 9.8089689 x96 - 3.73431152 x97 - 4.58113511 x100 - 6.74701778 x101 - 8.77397822 x103 - 5.66870833 x117 - 6.53357239 x119 - 4.01415992 x125 - 8.64798924 x127 - 1.91305111 x135 - 4.23978837 x138 - 3.06463731 x147 + x408 = -80.2890006819996 _e259#258: - 2.36658247 x8 - 4.20273369 x14 - 9.06115769 x21 - 8.5359201 x24 - 9.86240661 x28 - 9.69088148 x34 - 4.92149146 x36 - 2.97285789 x38 - 5.89073986 x40 - 9.63180762 x47 - 1.705142 x49 - 5.31500373 x50 - 9.28306178 x57 - 4.82609194 x64 - 0.583252169999999 x66 - 1.32459422 x70 - 4.7990591 x78 - 6.19380084 x81 - 4.61470866 x83 - 8.70359307 x84 - 3.15108485 x85 - 6.91658826 x111 - 6.52788087 x112 - 3.41714121 x114 - 8.08037445 x118 - 4.60723265 x121 - 2.7755997 x125 - 9.13884712 x128 - 4.23739029 x129 - 4.45223258 x133 - 4.71938176 x136 - 3.78749741 x139 - 7.14460713 x145 - 7.9192514 x149 - 6.15686549 x150 + x409 = -89.0465644195164 _e260#259: - 3.6731486 x18 - 9.90222241 x26 - 9.27553568 x28 - 5.44056687 x32 - 5.22651481 x41 - 9.24805093 x53 - 3.35617492 x56 - 2.06518091 x58 - 1.20785315 x61 - 2.50787289 x72 - 2.55110412 x73 - 9.37805147 x74 - 3.76950403 x80 - 8.21350185 x85 - 9.57848141 x86 - 5.11953575 x99 - 9.23121591 x106 - 9.57759796 x109 - 4.45892528 x110 - 5.87799207 x117 - 6.07270617 x119 - 0.0170196299999992 x122 - 1.16602224 x126 - 0.165857069999999 x129 + x410 = -50.4485008491511 _e261#260: - 6.04741836 x5 - 0.779723619999999 x24 - 4.32411763 x30 - 3.11265431 x43 - 8.7291131 x59 - 0.546533979999999 x61 - 5.38241944 x66 - 5.59443677 x68 - 8.60111575 x74 - 1.22643863 x77 - 2.03003099 x79 - 7.36896631 x82 - 5.00447419 x92 - 7.45520648 x95 - 6.95509098 x102 - 8.89462417 x103 - 9.41677333 x116 - 2.33545315 x118 - 9.78086309 x122 - 5.40406044 x123 - 3.96590416 x124 - 9.91866131 x134 - 5.34283497 x136 - 6.81653165 x138 - 4.44414136 x141 - 0.396118919999999 x147 - 2.2585309 x149 + x411 = -61.0122822918893 _e262#261: - 5.79516569 x1 - 1.73482015 x13 - 9.52882886 x16 - 5.12985554 x21 - 1.86312053 x22 - 3.57473137 x27 - 9.67079981 x28 - 6.11540997 x36 - 3.64200884 x37 - 6.62076835 x43 - 4.13062097 x46 - 0.143892739999999 x47 - 2.50895981 x54 - 0.556969939999999 x55 - 5.96164 x57 - 7.23559997 x64 - 8.01308077 x70 - 4.11447029 x76 - 4.68857134 x78 - 7.43276473 x89 - 2.32231547 x91 - 9.79324893 x93 - 4.05611366 x95 - 2.46085086 x97 - 7.99233172 x110 - 5.40978698 x115 - 8.39042254 x127 - 1.02700995 x133 - 1.81002807 x134 - 6.32749104 x136 - 9.60473587 x138 - 9.3251569 x140 - 1.58450597 x141 - 2.62728258 x143 + x412 = -81.5502355525772 _e263#262: - 9.22555395 x5 - 1.92128817 x13 - 8.69889334 x23 - 1.95090295 x28 - 6.58946412 x32 - 2.1424515 x35 - 5.75642326 x36 - 4.09903156 x46 - 4.88991007 x49 - 7.68677102 x51 - 6.90890044 x52 - 9.78434903 x54 - 0.40281162 x55 - 6.52663458 x68 - 9.81984446 x71 - 9.9761073 x76 - 3.08788145 x80 - 0.846146679999999 x81 - 8.47360146 x82 - 9.50721691 x89 - 5.20174048 x92 - 1.76873813 x99 - 6.24369448 x110 - 6.48124129 x116 - 0.91937724 x117 - 4.49723382 x124 - 7.64335925 x129 - 2.32459484 x130 - 2.58541876 x132 - 3.79232302 x135 - 3.52231463 x139 - 0.0349225599999992 x140 - 0.0857250999999992 x145 - 7.38479784 x149 - 8.2768668 x150 + x413 = -84.6763903883458 _e264#263: - 5.48758585 x6 - 8.73515731 x12 - 8.87742586 x14 - 4.1460597 x15 - 9.94255401 x38 - 2.25495352 x39 - 5.97038497 x49 - 5.9705399 x50 - 0.888902009999999 x62 - 7.05679042 x64 - 4.02642756 x65 - 5.49112567 x68 - 3.04758757 x70 - 4.2104783 x80 - 7.36588671 x81 - 5.93137212 x82 - 7.34620497 x84 - 3.52999121 x98 - 9.84968582 x99 - 3.09845372 x103 - 4.09569841 x106 - 0.0581676399999997 x110 - 5.12416197 x118 - 2.28010314 x120 - 0.47405415 x126 - 8.50044266 x127 - 9.13565491 x128 - 9.96841059 x132 - 4.74601733 x134 - 5.17781121 x135 - 6.3519305 x143 - 3.82270903 x144 + x414 = -77.4978540906874 _e265#264: - 3.16721165 x4 - 3.262549 x16 - 5.60727279 x17 - 4.69384552 x18 - 8.6259413 x27 - 2.95082541 x33 - 0.83818474 x34 - 3.05036924 x37 - 4.67158464 x46 - 7.56215503 x51 - 0.728676109999999 x53 - 6.52153517 x58 - 7.55504562 x63 - 5.60494857 x66 - 1.21920404 x69 - 0.18013035 x73 - 0.82416568 x83 - 0.186331679999999 x87 - 6.9051022 x88 - 6.85860139 x93 - 4.52479128 x97 - 9.90399512 x98 - 8.3213585 x113 - 7.59895046 x115 - 4.02703767 x127 - 3.26408558 x129 - 4.21257167 x130 - 5.28226178 x131 - 4.46194015 x133 - 7.89532127 x137 - 7.63541672 x138 - 6.45684767 x141 - 0.530155839999999 x145 + x415 = -69.6144480313049 _e266#265: - 4.2065831 x4 - 5.51501837 x10 - 9.95970612 x12 - 3.36433162 x20 - 8.89228525 x21 - 6.42415521 x28 - 2.14446449 x30 - 1.76125308 x34 - 3.60599134 x44 - 6.61721243 x51 - 3.17632117 x53 - 5.56093382 x65 - 7.48080272 x78 - 9.9555083 x80 - 7.88863539 x95 - 4.70811964 x104 - 5.61334028 x105 - 9.93348803 x114 - 4.66029223 x116 - 7.79301337 x120 - 8.0750637 x125 - 8.33512318 x126 - 4.43205434 x130 - 8.7067015 x132 - 4.46958776 x142 - 9.54708469 x145 - 2.0530194 x146 - 4.80920934 x147 - 3.93894074 x149 - 6.99853824 x150 + x416 = -83.4227410637888 _e267#266: - 7.4039778 x6 - 8.96284472 x8 - 9.90750326 x10 - 5.18777035 x13 - 7.14153941 x15 - 7.55084806 x16 - 7.84541807 x21 - 2.7072505 x24 - 6.62506763 x28 - 7.30901645 x31 - 6.80942494 x32 - 1.23732584 x34 - 4.56880603 x38 - 3.64239644 x48 - 8.54598055 x49 - 0.534480749999999 x50 - 9.50524971 x52 - 4.5558475 x56 - 1.13768503 x67 - 5.14676083 x76 - 6.5729219 x77 - 8.14161607 x83 - 6.899244 x85 - 6.051831 x89 - 7.26760684 x100 - 8.59931031 x106 - 0.821172849999999 x107 - 1.33376482 x108 - 0.41350621 x109 - 8.05410051 x117 - 3.37378597 x122 - 7.47287985 x125 - 4.19909805 x126 - 2.87731523 x137 - 0.0956772599999989 x138 + x417 = -83.5267366321329 _e268#267: - 5.62127555 x6 - 9.95598525 x10 - 6.26159868 x12 - 9.77537795 x16 - 7.06446971 x17 - 4.52178796 x19 - 8.70823808 x25 - 3.07488664 x33 - 0.135500949999999 x36 - 7.88901825 x38 - 9.7537052 x47 - 0.736172719999999 x52 - 0.405016669999999 x67 - 6.04966714 x69 - 5.16946353 x71 - 9.96701878 x75 - 9.72671931 x76 - 7.87531792 x81 - 7.24138871 x87 - 1.8464742 x95 - 8.84307246 x97 - 4.83312217 x99 - 8.6334151 x103 - 5.90702493 x106 - 1.53724254 x109 - 3.43568829 x114 - 1.47017034 x141 - 2.63834845 x142 - 1.3888143 x145 - 4.33920448 x147 + x418 = -71.0024057879986 _e269#268: - 1.90151803 x5 - 2.7575897 x9 - 2.16366884 x11 - 5.22621583 x13 - 1.4778531 x21 - 0.0950786699999995 x26 - 2.2924782 x42 - 2.65703436 x46 - 9.30012423 x48 - 9.58006591 x50 - 2.32630009 x51 - 6.93389142 x62 - 6.69755203 x63 - 5.15206404 x65 - 8.56090534 x68 - 4.12972255 x73 - 1.27408816 x75 - 9.28074542 x77 - 5.60429687 x81 - 4.11515977 x83 - 6.37524773 x84 - 0.0689020499999993 x89 - 5.23625333 x101 - 2.96981197 x105 - 4.90790691 x106 - 8.47973614 x107 - 2.40513719 x111 - 8.41618061 x119 - 7.06812745 x122 - 0.43940208 x125 - 7.21277151 x129 - 1.89881314 x131 - 1.8375608 x135 + x419 = -57.86046713934 _e270#269: - 5.56669492 x7 - 4.24662181 x27 - 1.20772465 x29 - 0.20169197 x43 - 0.899766959999999 x50 - 3.38992789 x60 - 4.9493104 x62 - 3.78997895 x70 - 6.4208252 x71 - 0.67129805 x76 - 0.65044998 x77 - 5.30169892 x80 - 6.33183426 x81 - 5.87286315 x86 - 7.32634572 x89 - 6.35299882 x90 - 3.80826359 x99 - 6.56191723 x106 - 6.94139681 x110 - 1.41251886 x112 - 0.98568314 x116 - 0.00280760999999963 x124 - 2.90063605 x127 - 5.8150961 x133 - 3.19421994 x143 - 8.28020556 x146 - 7.0480741 x150 + x420 = -43.4175333119501 _e271#270: - 1.04449089 x1 - 9.41891117 x5 - 2.65973925 x8 - 0.220153129999999 x10 - 6.17703983 x11 - 3.30589411 x26 - 7.20401987 x29 - 6.59093873 x30 - 6.54477528 x31 - 2.5112382 x35 - 8.96025902 x42 - 1.30706938 x43 - 9.55402611 x45 - 7.72897895 x46 - 6.87377106 x56 - 4.52877353 x59 - 1.22582959 x60 - 0.40313116 x61 - 4.33639687 x68 - 9.00088198 x75 - 6.9424936 x79 - 8.9694489 x81 - 6.94601027 x90 - 4.429779 x91 - 9.05058778 x93 - 2.87356703 x97 - 9.99729511 x105 - 9.0799711 x106 - 3.40302608 x113 - 9.02040598 x119 - 9.72987155 x120 - 0.106613299999999 x127 - 8.60728876 x131 - 7.8268477 x138 - 7.99403227 x141 - 7.82174526 x145 - 3.85513151 x149 + x421 = -99.480223332441 _e272#271: - 6.14907563 x2 - 3.12163366 x3 - 7.94530123 x11 - 7.21052395 x12 - 1.86191453 x16 - 9.80925529 x18 - 3.21979791 x28 - 6.75058269 x29 - 0.338596149999999 x34 - 7.7143222 x38 - 6.51852353 x39 - 6.45541513 x41 - 2.99275646 x44 - 0.25275289 x53 - 2.68086609 x55 - 0.78668827 x64 - 8.2755921 x72 - 4.03081396 x74 - 2.97958625 x75 - 6.54815175 x76 - 5.56308019 x78 - 6.95527813 x80 - 5.96823369 x85 - 2.56569369 x87 - 4.52222242 x93 - 7.52881632 x106 - 7.35639769 x110 - 9.12131031 x118 - 4.01094862 x119 - 7.51709043 x129 - 3.13320091 x134 - 7.0576809 x135 - 6.22332108 x144 - 9.22707461 x147 + x422 = -92.017648490116 _e273#272: - 4.89399533 x6 - 4.53026801 x9 - 7.01005115 x11 - 2.64788316 x16 - 3.13423001 x18 - 2.40753167 x23 - 0.00461345999999918 x27 - 3.01726014 x33 - 8.06490464 x35 - 2.87075942 x42 - 7.09665906 x45 - 3.264875 x56 - 0.20880614 x58 - 0.740200419999999 x71 - 2.68179745 x72 - 9.06212241 x77 - 9.18837759 x80 - 9.10767368 x83 - 1.62276305 x84 - 1.27562944 x92 - 3.75404614 x99 - 0.277836699999999 x100 - 1.6753535 x108 - 3.22912938 x113 - 5.91606134 x116 - 5.84499818 x117 - 0.113910119999999 x130 - 3.94172851 x144 + x423 = -36.8119796307161 _e274#273: - 5.84197742 x2 - 7.23690873 x8 - 6.43254882 x10 - 8.83505215 x29 - 3.78706165 x35 - 5.7919606 x43 - 0.82466764 x47 - 6.29721877 x49 - 8.71775275 x50 - 5.98530084 x58 - 7.53207735 x63 - 1.37009674 x66 - 6.67014879 x70 - 8.71917402 x76 - 6.37126922 x82 - 6.54611582 x89 - 0.101085369999999 x92 - 5.87123893 x97 - 1.44628016 x101 - 4.71617185 x108 - 1.29446261 x109 - 6.01691635 x120 - 9.69534517 x127 - 9.2780694 x130 - 0.908605269999999 x138 - 3.10168742 x148 + x424 = -69.8187550301131 _e275#274: - 1.28177338 x11 - 7.68347138 x17 - 2.66835348 x23 - 7.20079586 x27 - 9.42808525 x29 - 6.38364732 x33 - 2.06893552 x37 - 2.29029126 x38 - 6.49873661 x39 - 1.60948951 x41 - 9.87800296 x46 - 6.84390617 x52 - 0.584008909999999 x59 - 9.42211787 x60 - 2.46460832 x65 - 8.65098349 x66 - 6.08253616 x68 - 2.64022584 x70 - 6.40773819 x73 - 9.53828397 x77 - 5.43387874 x78 - 0.132268249999999 x84 - 5.52550391 x85 - 4.94151276 x86 - 4.48303458 x87 - 3.72927241 x90 - 1.45084488 x95 - 1.69419439 x102 - 8.41770525 x105 - 5.21120885 x127 - 5.81057481 x145 - 8.37990482 x149 + x425 = -67.1966602400986 _e276#275: - 7.06764211 x3 - 6.96370635 x10 - 8.70507486 x11 - 5.3383109 x26 - 5.75554887 x27 - 3.88572596 x29 - 0.1275584 x36 - 9.86839289 x46 - 3.54766888 x58 - 2.58410643 x59 - 2.69993549 x62 - 2.08447908 x64 - 5.8417507 x68 - 3.62177789 x69 - 4.75233279 x78 - 6.73384074 x83 - 8.7460948 x94 - 2.18678893 x97 - 4.3941533 x103 - 8.41971573 x113 - 5.52402326 x116 - 0.63076857 x125 - 1.42633392 x132 - 8.052644 x133 - 1.76741004 x138 - 6.8233553 x140 - 7.08688574 x141 - 5.48635674 x145 - 0.541669899999999 x147 - 4.83202679 x149 + x426 = -75.1967890395919 _e277#276: - 5.85774244 x5 - 7.66368446 x7 - 7.82242786 x17 - 4.08604236 x20 - 6.01923853 x23 - 4.28679014 x31 - 0.704365119999999 x33 - 6.47930748 x37 - 1.11890614 x39 - 4.71243942 x47 - 5.97007705 x48 - 4.38873033 x51 - 5.98504616 x53 - 6.4107672 x54 - 2.86223944 x56 - 2.02368437 x58 - 9.37244256 x59 - 9.1229104 x60 - 7.95022167 x64 - 6.59497555 x76 - 8.7083574 x78 - 3.02595024 x81 - 0.105944189999999 x83 - 9.32575365 x84 - 4.8102954 x88 - 9.02950448 x100 - 1.59119593 x109 - 3.31238351 x112 - 8.26965941 x116 - 0.42508782 x117 - 4.86427398 x119 - 2.64972078 x122 - 9.27235054 x130 - 2.68894737 x134 - 7.20313893 x139 - 2.01900786 x143 + x427 = -87.2303875702929 _e278#277: - 3.55323781 x5 - 9.02311154 x12 - 7.27002881 x15 - 3.50181954 x17 - 5.5690702 x19 - 5.36012418 x20 - 5.77905074 x24 - 4.85586933 x33 - 2.98583699 x35 - 5.39175501 x37 - 5.10526466 x38 - 6.48482116 x59 - 3.56960942 x61 - 8.03813763 x62 - 5.37251042 x63 - 5.39269135 x66 - 7.06865149 x68 - 5.33046105 x79 - 9.02145198 x91 - 7.47783762 x105 - 0.596042349999999 x106 - 0.858721509999999 x110 - 5.3809675 x115 - 0.680927629999999 x127 - 8.53124127 x133 - 6.81863916 x135 - 6.35174908 x143 - 1.25051325 x144 - 1.16477054 x148 - 3.38597062 x150 + x428 = -68.2815913019266 _e279#278: - 4.78099069 x1 - 0.5379618 x6 - 9.34202084 x7 - 9.29423893 x9 - 0.50002754 x18 - 2.27919553 x21 - 9.94561791 x26 - 6.55990126 x27 - 7.72415238 x33 - 2.13328761 x35 - 0.496434669999999 x47 - 7.0243639 x49 - 2.21337505 x53 - 0.36359638 x63 - 8.94158852 x64 - 2.81366106 x65 - 6.62804956 x66 - 4.22695816 x78 - 5.20057096 x79 - 5.16857565 x104 - 9.98217856 x109 - 7.70581267 x112 - 3.42142179 x113 - 5.13455494 x114 - 9.60773964 x116 - 5.44708436 x117 - 7.06874636 x124 - 3.56800051 x127 - 1.52365683 x129 + x429 = -59.7119251911002 _e280#279: - 7.09324703 x8 - 9.17729249 x14 - 1.39032041 x20 - 8.87082317 x32 - 6.57506979 x40 - 2.52951557 x43 - 3.08158029 x44 - 7.1123786 x45 - 4.44669902 x51 - 0.087915959999999 x54 - 8.77753487 x55 - 6.68433395 x63 - 4.04270125 x73 - 5.22451686 x74 - 9.69569833 x77 - 2.66754222 x79 - 1.56653787 x80 - 9.26752558 x83 - 2.06858399 x84 - 2.41126822 x88 - 8.10615345 x96 - 1.95436518 x103 - 3.7020283 x108 - 1.97816271 x114 - 8.47582317 x115 - 6.18283169 x116 - 3.35756111 x123 - 7.99645993 x128 - 9.05906401 x129 - 9.44608816 x130 - 3.24872075 x134 - 0.240349879999999 x136 - 1.81660217 x138 - 9.95057154 x139 - 9.39129101 x143 - 4.90023866 x144 - 7.26115803 x150 + x430 = -105.473732781396 _e281#280: - 4.44281115 x12 - 7.38019198 x13 - 5.86251527 x22 - 5.41357382 x32 - 1.76027857 x35 - 2.07700322 x36 - 0.680691579999999 x39 - 7.000418 x49 - 7.68625237 x51 - 7.67823272 x73 - 5.08086332 x79 - 6.96755727 x84 - 9.69402051 x93 - 1.42342958 x95 - 2.54150187 x108 - 0.28295683 x109 - 9.84815077 x110 - 7.25130679 x112 - 2.03884565 x120 - 8.12901574 x123 - 6.60932972 x132 - 8.33286137 x144 - 7.23304895 x146 - 3.23527664 x148 - 2.58155275 x150 + x431 = -67.6456092101631 _e282#281: - 4.83318307 x11 - 4.50108111 x12 - 3.5280147 x21 - 1.05338249 x22 - 4.55104634 x26 - 3.54626658 x32 - 8.20015296 x33 - 7.48232328 x40 - 2.30394584 x45 - 2.62494935 x55 - 6.45386452 x56 - 5.44053443 x58 - 8.18431006 x60 - 2.90558249 x67 - 6.78578953 x70 - 3.71984974 x71 - 4.27235004 x76 - 5.05440138 x78 - 1.04827675 x79 - 9.43775001 x83 - 1.36012255 x91 - 7.87564434 x104 - 5.63955441 x106 - 5.18890068 x110 - 6.28834834 x112 - 5.04184267 x113 - 6.69880293 x118 - 9.05488957 x122 - 6.72625372 x125 - 3.47196955 x131 - 5.10997915 x140 - 2.78735879 x145 + x432 = -68.6580562101986 _e283#282: - 3.17803633 x1 - 1.83613066 x2 - 0.0981870899999993 x5 - 2.42619554 x9 - 4.39558303 x11 - 3.24307619 x13 - 7.58412107 x18 - 1.23680215 x19 - 7.86948779 x23 - 2.27397132 x24 - 6.3304893 x26 - 3.9198111 x34 - 6.63633738 x35 - 1.18341967 x37 - 3.80653375 x38 - 8.05982007 x39 - 3.95200154 x40 - 6.7747595 x46 - 3.25176861 x49 - 0.336401439999999 x52 - 8.17398494 x58 - 3.78918848 x59 - 9.332832 x64 - 4.59283319 x69 - 2.68447894 x75 - 3.57744316 x77 - 1.66209148 x88 - 9.65080768 x90 - 6.28510855 x98 - 3.75734181 x99 - 0.102131299999999 x101 - 6.44143057 x108 - 7.21137553 x116 - 4.69358595 x124 - 3.36353121 x130 - 7.50361848 x131 - 5.90516449 x141 - 9.09953716 x145 + x433 = -100.724867482351 _e284#283: - 6.04161702 x2 - 9.19148672 x11 - 8.08684411 x13 - 1.35425624 x16 - 8.62597436 x18 - 7.38587347 x19 - 8.20764076 x35 - 6.63783553 x36 - 8.45107954 x37 - 8.14921959 x42 - 3.29085011 x43 - 2.88478433 x45 - 0.0786106799999997 x50 - 6.42791312 x51 - 5.32233548 x56 - 0.96604783 x58 - 4.48287394 x59 - 5.53540006 x60 - 4.95749043 x62 - 7.49098518 x66 - 9.50164158 x74 - 1.58244403 x84 - 4.59571353 x87 - 0.269348559999999 x88 - 7.97340791 x92 - 2.49424292 x97 - 7.67857246 x100 - 5.39315363 x111 - 0.81177565 x118 - 3.97424908 x121 - 9.66800358 x127 - 9.00171888 x129 - 6.73782114 x139 - 8.13912875 x142 + x434 = -92.8407131862044 _e285#284: - 1.75099256 x8 - 3.8140186 x9 - 8.97627889 x10 - 0.298340599999999 x12 - 8.14963407 x13 - 4.14393132 x15 - 8.30448485 x17 - 7.64263627 x18 - 6.87864023 x25 - 2.60720191 x31 - 2.92455396 x40 - 2.813139 x45 - 8.64736266 x52 - 7.31477251 x61 - 3.26339424 x62 - 5.37524487 x67 - 4.59539886 x75 - 0.937335669999999 x77 - 3.10803545 x81 - 2.6620883 x95 - 1.51541609 x101 - 4.80481487 x102 - 1.32199893 x114 - 5.81287279 x116 - 5.02376694 x123 - 9.33979013 x125 - 1.47799916 x135 - 9.78570471 x137 - 4.46752361 x146 - 0.541014409999999 x149 + x435 = -51.8708124889455 _e286#285: - 8.14439117 x3 - 1.17047086 x7 - 7.69674009 x18 - 8.48820526 x19 - 4.33721328 x26 - 3.81053694 x36 - 5.27319605 x41 - 4.32760868 x53 - 1.1836139 x57 - 0.963634529999999 x64 - 4.96239395 x67 - 3.00500074 x71 - 4.09164051 x83 - 6.9143987 x84 - 7.43744999 x86 - 0.245413729999999 x89 - 2.07648848 x93 - 0.574158779999999 x94 - 3.95745954 x97 - 9.28618423 x109 - 5.90787431 x115 - 8.42193605 x118 - 2.17031192 x120 - 7.91006513 x124 - 0.00482841999999928 x137 - 2.12037925 x138 - 5.18804424 x140 - 1.59040542 x142 - 2.09069984 x143 - 1.51179854 x144 - 5.69285178 x148 + x436 = -48.8939859851272 _e287#286: - 0.155265259999999 x13 - 4.35178616 x17 - 3.9938559 x30 - 2.52859123 x34 - 6.49664084 x43 - 7.49080352 x45 - 7.68131483 x46 - 2.83189857 x52 - 7.72799418 x70 - 0.41775444 x74 - 7.10441368 x85 - 1.43569409 x91 - 1.52559142 x97 - 8.06637477 x100 - 1.24606753 x102 - 6.83140696 x109 - 8.82775601 x112 - 8.13430033 x115 - 9.63061331 x121 - 7.48755681 x124 - 6.72210092 x129 - 5.1723862 x130 - 8.88320492 x131 - 9.38221681 x132 - 5.6997043 x142 - 4.72324538 x149 + x437 = -53.2287391342485 _e288#287: - 1.84848598 x18 - 8.375799 x38 - 2.03221815 x50 - 6.76626201 x51 - 0.121358679999999 x53 - 2.31673459 x55 - 8.0022986 x59 - 4.66651872 x62 - 0.922007979999999 x63 - 0.84557318 x64 - 0.41137393 x69 - 4.50627992 x79 - 8.9331601 x81 - 3.70103345 x92 - 2.62236857 x94 - 8.43213905 x96 - 5.52676619 x106 - 1.85223332 x107 - 4.75589824 x108 - 4.61331851 x114 - 5.58431869 x124 - 1.1587976 x125 - 2.44468687 x133 - 6.44722548 x136 - 5.84825411 x138 - 0.11240626 x144 - 2.30499513 x146 - 7.04427493 x149 + x438 = -47.0392561203563 _e289#288: - 5.15183737 x12 - 2.01087409 x13 - 3.1813153 x16 - 6.29711581 x17 - 4.04038597 x18 - 2.15942756 x19 - 3.68026658 x22 - 2.40811878 x30 - 8.50428989 x37 - 6.54438028 x39 - 9.45411991 x46 - 2.14201973 x49 - 8.43069335 x52 - 7.43395091 x56 - 1.15197607 x70 - 3.80861754 x72 - 6.58599323 x73 - 6.75126753 x81 - 7.56014155 x83 - 5.67315377 x86 - 2.65790047 x90 - 8.61189883 x93 - 5.43452513 x97 - 6.18384601 x102 - 2.35231817 x103 - 2.38301993 x106 - 8.42240748 x115 - 3.48778868 x122 - 4.98549366 x134 - 4.89960922 x139 - 8.605192 x140 - 4.35173812 x142 - 6.0055648 x150 + x439 = -61.5829883124456 _e290#289: - 9.54422868 x6 - 0.21788889 x7 - 5.25742101 x8 - 0.718363769999999 x11 - 3.49736936 x12 - 2.21951982 x14 - 2.7456048 x16 - 5.15895177 x24 - 7.83476738 x25 - 7.2121273 x29 - 7.94164602 x35 - 4.82965634 x39 - 8.11020209 x41 - 9.73786107 x48 - 2.69935891 x62 - 7.02989864 x79 - 3.31668437 x83 - 6.3008379 x86 - 8.3606973 x87 - 3.39030534 x88 - 7.13260893 x94 - 8.16107001 x96 - 5.76962056 x100 - 6.31116979 x103 - 8.45806992 x118 - 4.44862983 x122 - 5.66458697 x124 - 0.12720941 x125 - 6.91400457 x126 - 2.2867601 x129 - 6.1875553 x130 - 8.54208168 x132 - 4.78760119 x133 - 1.22001175 x136 - 7.58512017 x138 - 7.02257698 x143 - 6.64569615 x149 + x440 = -104.304934275487 _e291#290: - 4.87545744 x11 - 2.88495978 x12 - 4.12889896 x13 - 9.1280025 x18 - 0.146387579999999 x24 - 1.35345175 x29 - 4.92787307 x30 - 7.8265167 x32 - 1.21049511 x48 - 1.61655111 x53 - 0.98221076 x54 - 4.32631114 x58 - 7.78499185 x64 - 0.207087149999999 x67 - 3.20152542 x83 - 6.627968 x88 - 0.934435729999999 x91 - 2.07741494 x94 - 9.50856624 x95 - 9.25704774 x101 - 4.5783277 x106 - 5.49076358 x114 - 5.18855679 x116 - 4.28449784 x117 - 2.5636143 x123 - 6.16109877 x126 - 3.26505508 x132 - 1.24953656 x143 - 1.07488962 x147 + x441 = -56.140800498381 _e292#291: - 1.30444872 x11 - 3.68402576 x22 - 7.60800843 x29 - 4.9733509 x34 - 0.73576706 x35 - 1.40080917 x44 - 4.09609634 x45 - 5.70279683 x50 - 4.77840651 x59 - 1.6980838 x64 - 1.977224 x65 - 3.41730239 x67 - 3.92814986 x73 - 0.0356624399999994 x79 - 0.960841149999999 x80 - 0.67909331 x81 - 5.22760019 x93 - 8.30881257 x94 - 7.93502198 x95 - 0.181990499999999 x119 - 8.997853 x121 - 4.5697123 x125 - 5.96259074 x126 - 6.8667564 x127 - 3.52520762 x132 - 4.42617633 x133 - 2.12985264 x140 - 7.72600801 x141 - 6.29413158 x144 + x442 = -56.8357963580596 _e293#292: - 1.9158752 x4 - 2.20474156 x9 - 8.38565386 x14 - 1.3855258 x31 - 9.78474661 x35 - 7.80205345 x42 - 3.90986055 x45 - 0.24774023 x54 - 1.36006674 x65 - 3.43564677 x73 - 0.356553709999999 x78 - 9.32995832 x88 - 5.86123911 x94 - 9.13368445 x106 - 9.13147584 x108 - 3.79921494 x110 - 6.08119844 x130 - 4.10632154 x131 - 3.46468881 x137 - 3.50771222 x145 - 7.28391159 x147 - 4.45903874 x149 + x443 = -44.1098853960412 _e294#293: - 6.67181201 x1 - 7.95239052 x10 - 9.86527352 x12 - 9.6988968 x21 - 2.96779789 x22 - 3.54234727 x38 - 8.04177009 x42 - 3.40844166 x44 - 7.70669056 x48 - 0.73447053 x52 - 2.9662444 x53 - 4.34934508 x63 - 9.85053344 x66 - 3.8715671 x71 - 0.766728889999999 x77 - 1.80075128 x94 - 2.9459391 x96 - 5.7093513 x101 - 3.1758493 x107 - 0.472006159999999 x108 - 2.02607477 x109 - 1.68084457 x113 - 7.00058625 x114 - 8.10457556 x115 - 9.48928676 x129 - 5.31266456 x136 - 1.38426304 x137 - 1.37599282 x144 - 8.33665083 x146 - 0.141678489999999 x147 + x444 = -53.7940544324564 _e295#294: - 9.56623834 x13 - 1.56490924 x22 - 3.0290765 x24 - 0.666338639999999 x25 - 1.12985194 x28 - 0.246794579999999 x29 - 0.70094543 x30 - 6.85017612 x34 - 9.28670902 x42 - 1.27985597 x47 - 0.31433482 x56 - 9.82477748 x58 - 7.47195555 x60 - 1.89154607 x66 - 5.24313783 x67 - 2.89656367 x71 - 1.24279372 x78 - 6.43327697 x81 - 9.44993038 x88 - 6.34099591 x92 - 3.99086909 x94 - 0.768572359999999 x98 - 7.68810676 x106 - 9.41700979 x107 - 5.48593902 x111 - 0.981740189999999 x126 - 8.7209244 x135 - 2.58733202 x138 - 1.78759279 x144 - 8.13885928 x147 + x445 = -65.1372166422757 _e296#295: - 0.68458037 x6 - 2.93457049 x11 - 8.51534443 x21 - 2.63000458 x24 - 9.93340541 x34 - 1.53528926 x37 - 5.96369122 x41 - 8.46500764 x44 - 4.08682049 x46 - 2.96467544 x48 - 7.89089073 x50 - 2.69819887 x61 - 4.34928456 x66 - 9.74020253 x67 - 0.11545245 x69 - 2.69611645 x71 - 5.81960546 x84 - 7.8669018 x85 - 8.97309972 x86 - 5.69007182 x90 - 9.23146612 x95 - 7.2779415 x102 - 7.91130401 x104 - 4.82893861 x105 - 2.8577669 x110 - 5.1071996 x112 - 4.89309723 x115 - 5.07668598 x121 - 0.80106512 x132 - 1.43095514 x134 - 9.24876715 x138 - 3.45712217 x142 - 3.53686621 x148 + x446 = -66.13568504641 _e297#296: - 4.68272163 x3 - 5.00561297 x4 - 8.59466251 x7 - 7.93285057 x8 - 1.75505891 x14 - 4.12748386 x19 - 8.00649346 x20 - 9.21859725 x21 - 4.63175896 x23 - 4.04941292 x35 - 4.9254233 x36 - 4.07274893 x43 - 5.76696271 x44 - 3.31559374 x45 - 4.76506497 x49 - 2.79290171 x58 - 2.94611627 x67 - 4.74159875 x78 - 5.83045419 x79 - 9.30025961 x81 - 4.64486114 x87 - 0.998027429999999 x90 - 7.24382326 x97 - 3.31330991 x99 - 4.60398739 x100 - 6.274243 x101 - 1.71967231 x110 - 1.89192691 x111 - 5.71689664 x115 - 7.76406221 x121 - 7.23664437 x122 - 3.67796642 x123 - 6.61103476 x128 - 2.38386405 x132 - 4.52450708 x138 - 2.26824698 x140 - 8.22390638 x148 + x447 = -66.1125585322929 _e298#297: - 7.45297862 x3 - 2.92304179 x7 - 6.62410808 x9 - 2.53982275 x21 - 6.24014144 x30 - 2.89047021 x35 - 3.28707241 x37 - 7.14273165 x38 - 7.14083185 x42 - 3.44075711 x43 - 9.62126058 x47 - 3.91135704 x56 - 6.35576158 x58 - 8.2137331 x64 - 9.64336235 x70 - 0.6265066 x74 - 6.86115431 x76 - 6.89870061 x77 - 9.24849253 x79 - 9.25667736 x80 - 5.78846369 x88 - 1.03942487 x91 - 5.28692942 x94 - 9.82054382 x95 - 4.3067153 x96 - 0.223352459999999 x98 - 3.02633717 x99 - 0.260211379999999 x105 - 8.33376679 x110 - 3.55956086 x111 - 1.67054019 x121 - 3.86910858 x122 - 1.06062043 x127 - 0.80055259 x131 - 4.45570644 x139 - 3.42688061 x144 - 7.01273291 x147 + x448 = -88.0910117111874 _e299#298: - 1.78014991 x2 - 0.817723229999999 x7 - 8.62226055 x8 - 6.59596786 x12 - 6.6381656 x15 - 5.4342291 x21 - 5.74893561 x37 - 2.80619882 x38 - 6.8934257 x42 - 6.46812949 x44 - 4.30694004 x46 - 3.69977816 x48 - 8.99524479 x50 - 1.60542179 x57 - 3.78920154 x58 - 6.59165651 x59 - 0.513188069999999 x63 - 4.09642252 x65 - 9.44648516 x70 - 3.70444454 x72 - 1.99234912 x73 - 8.49040983 x77 - 1.31471814 x81 - 8.81772128 x82 - 7.5201097 x93 - 3.82713791 x95 - 2.37576688 x97 - 0.647855399999999 x102 - 6.67514431 x107 - 9.16975829 x117 - 0.525307389999999 x126 - 8.91347349 x128 - 4.99850121 x130 - 3.3193925 x131 - 0.112489259999999 x144 - 2.47997288 x148 - 9.55714111 x150 + x449 = -62.9776974706805 _e300#299: - 7.02031623 x5 - 0.115588449999999 x14 - 8.32677715 x18 - 9.44530653 x20 - 2.37475809 x24 - 7.50563775 x25 - 0.476600199999999 x27 - 0.677592739999999 x28 - 2.25947353 x34 - 2.78153515 x37 - 8.33330221 x43 - 7.39466149 x53 - 8.72933872 x60 - 7.57952835 x63 - 1.83454064 x66 - 6.22550799 x71 - 0.44592926 x77 - 1.75457249 x82 - 5.9305804 x84 - 0.859693899999999 x88 - 7.3071141 x94 - 6.74866505 x96 - 4.41872773 x102 - 9.69135142 x109 - 2.23636113 x111 - 5.67287524 x115 - 2.71264772 x122 - 5.84162289 x135 - 7.44578573 x138 - 6.80107755 x139 - 9.74675226 x141 + x450 = -78.8160040420708 _e301#300: - 2.34874443 x3 - 8.00073785 x10 - 5.55223164 x17 - 5.22625865 x19 - 4.2758787 x21 - 5.13976986 x22 - 3.48109208 x26 - 8.96601195 x34 - 8.23019845 x49 - 2.98095135 x54 - 5.25816042 x55 - 5.84956951 x57 - 9.95802933 x58 - 1.31514645 x59 - 9.84730281 x62 - 2.21943787 x64 - 5.74287768 x67 - 3.51257448 x71 - 7.13332358 x82 - 4.18077798 x86 - 9.7478965 x87 - 1.37658638 x90 - 4.05517503 x92 - 5.16273811 x95 - 6.54195709 x124 - 5.64545639 x125 - 8.93521351 x126 - 6.92307614 x131 - 5.04146162 x136 + x451 = -71.0990885276748 _e302#301: - 3.18453308 x8 - 0.286989049999999 x11 - 5.34916454 x12 - 4.37432413 x13 - 5.55608066 x14 - 2.55235009 x28 - 5.49354088 x32 - 1.09520661 x35 - 4.57503647 x41 - 3.54612143 x47 - 0.25478307 x49 - 0.24651306 x54 - 4.82971428 x70 - 7.47567238 x72 - 9.63100329 x75 - 3.571496 x79 - 8.73590288 x83 - 8.42479785 x85 - 4.394403 x92 - 0.47835914 x95 - 4.47013206 x101 - 9.39156364 x113 - 2.52223039 x121 - 7.33329647 x125 - 4.32110467 x126 - 0.18961115 x132 - 5.3284282 x137 - 7.8851494 x149 - 7.22545449 x150 + x452 = -54.0923040589937 _e303#302: - 5.78095212 x10 - 1.90112061 x13 - 7.63413211 x16 - 3.00449188 x17 - 8.28841921 x18 - 5.97072492 x23 - 0.1994162 x31 - 6.92485821 x34 - 8.45490802 x36 - 1.22869061 x38 - 3.7356181 x39 - 8.01276217 x41 - 5.99392988 x43 - 5.29694842 x46 - 1.75800199 x51 - 1.20274318 x64 - 3.32108408 x67 - 5.33698213 x68 - 7.10732424 x73 - 1.36952399 x74 - 5.81877047 x81 - 2.99188566 x86 - 4.90239513 x92 - 3.23373066 x97 - 4.14874225 x98 - 9.08475153 x99 - 2.91860344 x100 - 5.26011601 x104 - 6.56269343 x106 - 2.13463112 x110 - 7.26583968 x116 - 3.69447411 x117 - 8.63388189 x119 - 6.64560758 x122 - 1.85753364 x129 - 0.60686676 x131 - 8.65838228 x133 - 5.60317752 x143 - 0.45720616 x147 - 4.51430524 x148 + x453 = -76.6458223467194 _e304#303: - 9.49751929 x1 - 4.41091437 x2 - 4.26926214 x11 - 2.68565104 x14 - 9.34396764 x15 - 3.55007143 x17 - 0.74306126 x26 - 5.70148285 x36 - 2.77433389 x37 - 5.95671009 x38 - 0.265929639999999 x39 - 5.02687304 x45 - 8.78647111 x63 - 2.23969301 x71 - 8.29024098 x78 - 8.85787598 x79 - 6.85965899 x80 - 4.44959903 x81 - 2.71750283 x84 - 2.93925467 x85 - 1.59640079 x88 - 4.64333554 x91 - 4.37250812 x100 - 2.96136714 x107 - 0.133483999999999 x110 - 9.16058163 x120 - 4.46664074 x121 - 5.73914681 x123 - 5.05043536 x129 - 6.92828771 x130 - 3.7270708 x135 - 3.69008079 x136 - 8.22911575 x137 - 6.69783608 x138 - 5.76463748 x149 + x454 = -76.1082420576346 _e305#304: - 5.92206067 x10 - 5.91289578 x14 - 3.37209943 x22 - 1.72480931 x24 - 6.71139049 x25 - 0.235365679999999 x30 - 4.02219779 x33 - 6.05201344 x36 - 0.768107979999999 x37 - 4.79733324 x41 - 2.20932936 x49 - 8.98534038 x53 - 0.858974429999999 x55 - 5.11461199 x60 - 4.40014682 x62 - 4.23030552 x66 - 9.19661261 x70 - 8.22568166 x76 - 9.77917215 x77 - 0.186819989999999 x79 - 6.00964287 x81 - 7.10786638 x88 - 0.409488159999999 x98 - 5.60488651 x104 - 9.8967098 x108 - 7.07898988 x110 - 1.5302957 x122 - 1.50892135 x124 - 7.43735176 x127 - 8.84938585 x134 - 8.89640565 x140 - 9.20810257 x142 - 5.79458545 x149 + x455 = -73.330956552351 _e306#305: - 7.33729788 x4 - 5.05651032 x8 - 4.70913373 x18 - 7.77490746 x21 - 1.53099559 x28 - 7.45738682 x36 - 6.37656124 x39 - 9.46176967 x42 - 7.37749586 x48 - 0.678034009999999 x63 - 4.32748525 x64 - 3.48787642 x67 - 7.30304799 x73 - 3.85977398 x75 - 7.08076453 x76 - 9.44725784 x81 - 6.47108155 x82 - 9.21276556 x88 - 4.1925615 x93 - 4.02415054 x96 - 5.91781638 x98 - 8.04390289 x104 - 7.24692705 x105 - 5.5258153 x109 - 0.867749299999999 x111 - 8.39880659 x116 - 7.50315448 x119 - 8.08381591 x122 - 0.890429619999999 x124 - 2.76597154 x127 - 0.886418309999999 x128 - 0.83213479 x129 - 8.87762835 x133 - 0.987597139999999 x135 - 3.31943265 x137 - 7.60581419 x138 - 2.99477344 x139 + x456 = -85.5678983116704 _e307#306: - 8.62185226 x11 - 4.53217618 x16 - 3.05751516 x19 - 8.08647852 x22 - 6.71830917 x24 - 7.63637844 x32 - 4.20496521 x37 - 0.7800197 x44 - 7.72073459 x45 - 8.67513362 x46 - 0.387080479999999 x56 - 2.50435013 x57 - 3.32600272 x64 - 9.20823601 x66 - 2.15154977 x67 - 3.13176817 x74 - 3.2860419 x84 - 9.88168967 x91 - 3.96519845 x106 - 3.33170101 x107 - 7.99774324 x108 - 7.53954178 x113 - 7.5087978 x119 - 1.40537338 x126 - 5.60845326 x129 - 4.66443643 x143 - 5.1681665 x145 + x457 = -68.9971970772203 _e308#307: - 1.69269363 x2 - 3.46851082 x5 - 8.37326443 x12 - 2.90290117 x16 - 9.62946846 x32 - 7.88415192 x36 - 1.22157618 x38 - 6.6919094 x51 - 9.02594557 x52 - 8.18291863 x54 - 9.72731306 x65 - 6.14541288 x69 - 3.67514404 x73 - 6.73585445 x75 - 3.7441657 x77 - 0.671035569999999 x78 - 5.61934406 x79 - 2.31906901 x85 - 1.85008252 x90 - 5.80256434 x91 - 6.72685669 x96 - 6.53054394 x97 - 7.73468564 x99 - 3.94473393 x103 - 0.49300838 x105 - 3.86370678 x108 - 0.987446009999999 x110 - 4.3553716 x113 - 3.89981731 x114 - 0.699874539999999 x131 - 6.76697701 x142 - 7.38138203 x145 + x458 = -74.4931562628293 _e309#308: - 6.569231 x1 - 6.8689282 x15 - 4.29683748 x16 - 9.7724035 x22 - 4.36875885 x25 - 0.5110726 x30 - 1.7816496 x32 - 0.19671373 x37 - 2.77946253 x40 - 5.18408547 x48 - 6.23373339 x50 - 5.08786528 x61 - 6.03911485 x63 - 4.35587437 x71 - 3.09744915 x72 - 4.93289442 x88 - 0.49458876 x90 - 9.45572587 x93 - 6.61836818 x107 - 8.63940184 x110 - 4.72203495 x115 - 3.83230164 x118 - 6.29053815 x119 - 0.705096489999999 x120 - 0.14907817 x121 - 0.767450239999999 x125 - 9.90812773 x127 - 1.0076162 x128 - 3.35197574 x129 - 8.16406102 x131 - 8.60543088 x133 - 2.3076364 x135 - 0.546540189999999 x145 + x459 = -60.5036945621901 _e310#309: - 0.98323171 x1 - 3.48080827 x3 - 1.95848639 x4 - 7.62186586 x5 - 3.18656495 x9 - 6.21272724 x10 - 6.51749352 x16 - 6.8622966 x19 - 1.76176201 x22 - 4.3898431 x24 - 7.42359629 x29 - 5.91883527 x33 - 5.30827206 x35 - 4.63118357 x37 - 2.31748863 x38 - 6.25806343 x40 - 0.171642169999999 x41 - 2.44282645 x43 - 5.7083263 x45 - 4.60225854 x50 - 4.42117279 x51 - 7.16929392 x54 - 0.283859609999999 x55 - 7.08892397 x59 - 8.74408135 x61 - 2.66460461 x62 - 1.71665765 x64 - 9.11398859 x66 - 0.557600749999999 x68 - 4.45830833 x70 - 9.10185054 x74 - 5.45677241 x84 - 0.0883205099999995 x87 - 1.41272124 x90 - 9.3032604 x94 - 0.61170867 x97 - 2.42641358 x103 - 9.31355036 x104 - 8.17551975 x105 - 7.60564335 x109 - 0.815803839999999 x112 - 1.91254515 x121 - 8.19149101 x124 - 6.097616 x125 - 2.34580422 x130 - 0.212088109999999 x133 - 6.28537139 x134 - 9.78000423 x135 - 5.55275613 x138 - 7.10779889 x146 + x460 = -100.406351308018 _e311#310: - 2.6521012 x2 - 1.39708401 x5 - 1.22404885 x9 - 5.7384054 x12 - 3.67761199 x18 - 5.34908004 x21 - 2.21567625 x26 - 8.2916714 x33 - 5.48378849 x37 - 6.68371913 x39 - 7.2089647 x47 - 4.004331 x50 - 2.3887559 x51 - 5.15424977 x52 - 4.93560825 x53 - 5.74220175 x54 - 8.49369155 x60 - 9.09458572 x61 - 1.83512673 x62 - 1.00426548 x63 - 0.414182089999999 x69 - 3.74568143 x73 - 7.95387759 x75 - 3.43567056 x88 - 3.8129146 x90 - 6.70655214 x97 - 9.27469444 x105 - 0.25655165 x106 - 7.48056191 x113 - 5.63415167 x127 - 1.26513202 x132 - 3.66681499 x135 - 2.13807737 x136 - 6.50284582 x144 - 9.00376254 x146 - 2.51316252 x149 + x461 = -77.0193277018571 _e312#311: - 4.4735407 x4 - 6.60751224 x8 - 9.45423485 x10 - 1.68139454 x11 - 7.42514372 x12 - 6.21368634 x14 - 2.79605684 x16 - 1.31322315 x23 - 5.84388134 x34 - 6.42596074 x35 - 4.48894886 x46 - 2.27265574 x47 - 0.789343939999999 x49 - 7.71462065 x50 - 7.89459948 x56 - 0.0273079599999992 x62 - 9.60836206 x69 - 3.10992968 x71 - 1.39947259 x74 - 8.04984266 x76 - 6.97591122 x80 - 4.05475493 x84 - 5.45454579 x87 - 6.58868802 x97 - 4.87098046 x101 - 8.91434626 x102 - 8.86178447 x103 - 3.6150702 x107 - 4.9609338 x112 - 3.4031963 x113 - 0.599294589999999 x115 - 3.26429524 x120 - 0.76241378 x126 - 3.7730448 x143 - 9.5445957 x144 - 7.75226696 x147 - 0.0898640799999995 x150 + x462 = -76.1011495571346 _e313#312: - 3.04340089 x4 - 2.07979823 x7 - 9.72455052 x21 - 2.25532894 x25 - 9.20713048 x28 - 9.65670637 x29 - 2.11815638 x35 - 0.82705822 x42 - 2.38436044 x43 - 0.64342578 x48 - 1.61788128 x53 - 0.47809958 x54 - 3.30132999 x63 - 9.42988693 x65 - 1.86871829 x71 - 1.72278533 x72 - 3.8057684 x77 - 3.40503641 x88 - 9.12446066 x91 - 4.39183599 x98 - 1.16256345 x103 - 6.19760605 x112 - 0.741424589999999 x115 - 9.00472164 x122 - 8.79172584 x123 - 8.92446725 x125 - 0.68963157 x130 - 1.49035249 x138 - 8.74674711 x143 + x463 = -58.266418247217 _e314#313: - 3.77896419 x2 - 1.69475822 x3 - 5.87949392 x8 - 6.890334 x13 - 9.61312587 x23 - 5.86268063 x32 - 5.15605209 x34 - 7.96380203 x37 - 4.23692806 x51 - 0.269359079999999 x56 - 4.78006049 x57 - 5.19799414 x70 - 9.10812611 x76 - 0.341802489999999 x77 - 3.92011193 x81 - 1.55066922 x82 - 1.18865277 x89 - 5.63384852 x90 - 4.15199626 x94 - 4.68450301 x96 - 9.01081504 x98 - 5.28492405 x109 - 1.47226582 x110 - 6.96205985 x113 - 1.97177617 x115 - 4.48833874 x124 - 4.85096964 x144 - 6.41962622 x150 + x464 = -79.4190128916929 _e315#314: - 9.79733273 x3 - 4.53802125 x5 - 0.00497906999999964 x6 - 3.63000914 x7 - 0.51326224 x8 - 7.99096519 x11 - 7.57382467 x16 - 0.754850429999999 x20 - 8.01052959 x22 - 4.52917797 x27 - 4.99423433 x28 - 7.31111525 x42 - 2.42641743 x48 - 9.32708528 x49 - 9.25120004 x56 - 5.91479158 x64 - 4.2534802 x76 - 5.47748973 x85 - 2.30077898 x92 - 2.58253585 x93 - 5.78049079 x98 - 5.60152534 x103 - 8.19243125 x104 - 5.66017201 x111 - 9.92721779 x114 - 7.71730769 x121 - 9.20215141 x122 - 6.02669723 x124 - 1.60489414 x128 - 2.83609303 x130 - 4.81053577 x132 - 9.88857535 x134 - 3.60735169 x135 - 5.94892161 x146 + x465 = -87.2791902992278 _e316#315: - 8.30709566 x7 - 2.11877168 x11 - 9.44230086 x12 - 2.39570005 x15 - 4.55456836 x16 - 7.49024483 x18 - 1.75656706 x19 - 3.60296412 x25 - 5.84506341 x38 - 0.21357101 x43 - 1.12863862 x46 - 8.70051415 x50 - 8.24942667 x56 - 5.09913733 x70 - 3.72754625 x81 - 0.72215606 x83 - 5.56817677 x92 - 1.8251339 x93 - 3.03880966 x94 - 1.3430414 x97 - 9.77026925 x100 - 5.15503899 x110 - 8.29297938 x111 - 7.76488751 x113 - 9.57508808 x114 - 3.39670684 x117 - 0.00584179999999934 x120 - 9.18291512 x123 - 0.66360781 x124 - 8.94119915 x129 - 8.58523543 x132 - 0.317147809999999 x134 - 5.70560581 x135 - 0.975081759999999 x140 - 4.5052099 x141 - 5.45148211 x145 - 6.43507634 x149 + x466 = -86.2598487940269 _e317#316: - 3.91167771 x7 - 1.5573778 x19 - 0.75010976 x27 - 1.39388308 x33 - 0.146642269999999 x36 - 1.44952908 x37 - 3.50792824 x43 - 6.64935697 x47 - 4.64229374 x55 - 6.24504187 x61 - 2.24009156 x66 - 4.05492106 x80 - 7.1165554 x82 - 7.98512339 x83 - 8.39090955 x85 - 0.0912426199999994 x88 - 9.06933044 x96 - 5.94394254 x97 - 4.67708652 x99 - 1.60550944 x101 - 1.45133567 x102 - 4.82187538 x103 - 3.79971793 x109 - 9.47971524 x110 - 1.35038666 x112 - 8.38781475 x114 - 8.3482602 x128 - 0.683983119999999 x130 - 2.26238898 x134 - 6.38514216 x140 - 2.35286642 x143 - 2.94402668 x144 - 5.77313257 x146 + x467 = -46.0970353571779 _e318#317: - 5.81710971 x2 - 4.3878647 x10 - 2.80713025 x12 - 0.289794729999999 x15 - 6.08453983 x16 - 8.22004961 x18 - 4.2402915 x19 - 2.77009357 x22 - 1.09297272 x26 - 7.34530092 x49 - 9.3189611 x51 - 3.36375981 x52 - 0.562274819999999 x53 - 5.72740418 x54 - 8.16484809 x56 - 0.406180399999999 x64 - 5.21514937 x65 - 7.49680321 x71 - 9.52958789 x74 - 8.86624964 x84 - 2.31537199 x85 - 5.89656025 x89 - 2.15511065 x100 - 7.95441368 x106 - 4.90504635 x108 - 1.18031207 x109 - 9.01800365 x114 - 2.74901493 x117 - 5.25850157 x123 - 1.55021964 x132 - 0.91474749 x133 - 5.52288581 x135 - 6.67191479 x136 - 2.22978716 x141 - 4.07774574 x143 - 6.64208199 x146 - 8.6206403 x148 + x468 = -81.6794419680969 _e319#318: - 4.93620363 x2 - 0.776351059999999 x8 - 8.17905503 x11 - 5.10199844 x15 - 8.2088026 x19 - 1.44549387 x27 - 5.63896026 x35 - 3.13611012 x38 - 0.53851609 x43 - 8.03028857 x49 - 0.929362899999999 x56 - 9.74129849 x60 - 9.23612929 x64 - 8.47282478 x75 - 1.47847611 x76 - 8.82997417 x77 - 2.13930269 x89 - 6.20653364 x96 - 9.26032356 x97 - 3.89153575 x112 - 6.05151558 x116 - 3.92592196 x118 - 3.17890468 x119 - 9.61385665 x125 - 9.09867658 x133 - 3.06431747 x139 - 8.80892263 x141 - 7.92264401 x143 - 5.53101009 x145 + x469 = -91.7640141911681 _e320#319: - 2.80621765 x10 - 0.161684129999999 x13 - 5.03149205 x17 - 0.158590599999999 x18 - 3.32009809 x19 - 7.45845185 x21 - 8.60696171 x24 - 1.44785383 x31 - 3.7895642 x33 - 4.90666605 x35 - 3.52289225 x40 - 0.804723989999999 x41 - 9.56659893 x46 - 6.55678615 x49 - 0.496328949999999 x58 - 6.75561467 x76 - 6.36387277 x91 - 2.90563515 x93 - 8.60619296 x100 - 5.14161492 x102 - 9.7057761 x105 - 2.28405009 x108 - 9.42265691 x109 - 3.78795101 x116 - 0.55754216 x119 - 0.400590689999999 x126 - 0.695912129999999 x134 - 8.00625749 x138 + x470 = -55.5660315740614 _e321#320: - 7.08608231 x3 - 7.75669752 x9 - 8.8898415 x15 - 8.08173406 x17 - 5.07668544 x19 - 7.40870594 x31 - 2.373668 x35 - 2.98735016 x38 - 3.30496456 x50 - 4.49316819 x56 - 3.06379187 x58 - 9.59826189 x60 - 8.94902395 x61 - 7.52215932 x68 - 9.36486727 x69 - 7.56929761 x74 - 2.4448359 x82 - 2.63133609 x83 - 7.76872569 x92 - 9.0405253 x94 - 9.1032437 x99 - 3.14696638 x101 - 0.163595299999999 x102 - 2.61886493 x105 - 0.41640829 x106 - 4.55150268 x113 - 5.66898104 x118 - 5.42758017 x129 - 9.37495009 x138 - 3.4342565 x141 - 5.21665058 x142 - 5.04293841 x145 - 7.62439834 x150 + x471 = -81.860536976817 _e322#321: - 5.2481303 x10 - 6.17233742 x12 - 8.87456289 x16 - 2.52945216 x17 - 1.30781485 x20 - 2.77443542 x22 - 8.63723603 x31 - 6.81548766 x32 - 1.26019966 x35 - 8.28278989 x37 - 4.88539666 x40 - 4.07566098 x62 - 6.46689027 x68 - 8.93508128 x69 - 0.44545254 x74 - 8.39251434 x75 - 3.37114133 x80 - 9.86202905 x83 - 7.37863748 x85 - 0.786734039999999 x96 - 1.59723555 x99 - 4.94194002 x109 - 8.27715968 x110 - 9.83405351 x112 - 3.35883141 x114 - 5.27551641 x125 - 4.91500131 x130 - 2.37721389 x131 - 2.2150774 x132 - 5.80516314 x137 - 0.96311705 x141 - 6.93488826 x142 - 6.73939069 x143 + x472 = -69.8766871181709 _e323#322: - 6.26375022 x7 - 5.36252918 x13 - 3.21277129 x46 - 9.57778201 x56 - 2.23702614 x58 - 0.122516429999999 x72 - 4.4349283 x84 - 9.08419769 x99 - 3.10415259 x101 - 2.54974204 x106 - 6.04494338 x108 - 8.79781163 x110 - 4.61824829 x111 - 4.65523004 x119 - 8.94908704 x120 - 4.84747729 x129 - 7.15218639 x138 - 1.73518243 x141 - 2.00061625 x146 + x473 = -39.9021173041252 _e324#323: - 2.89357549 x7 - 7.18218702 x8 - 2.34184751 x10 - 7.55827993 x12 - 6.32440118 x18 - 3.33451167 x20 - 3.58649477 x21 - 4.30938803 x28 - 9.78708526 x36 - 5.33227147 x46 - 2.32231947 x47 - 8.19640779 x57 - 8.684528 x59 - 5.93637271 x65 - 6.55350166 x66 - 7.102023 x70 - 1.36578367 x72 - 8.00061664 x88 - 5.76117825 x93 - 5.60241564 x100 - 0.82150375 x108 - 8.27539378 x111 - 7.63976766 x112 - 1.43364025 x114 - 2.32307509 x119 - 7.86075139 x123 - 5.28255083 x126 - 7.68985037 x129 - 9.84793624 x135 - 5.54005122 x137 - 8.94295739 x139 - 6.99842682 x147 + x474 = -74.0206373014366 _e325#324: - 1.82849747 x5 - 4.95473333 x11 - 2.21898141 x13 - 3.11073936 x20 - 6.73410734 x22 - 8.71837555 x25 - 3.00823459 x26 - 5.59585989 x28 - 7.86787172 x29 - 4.73508522 x36 - 2.9779112 x37 - 6.66341991 x38 - 2.53030906 x42 - 9.20901167 x45 - 8.52070239 x47 - 9.6690541 x54 - 6.74014808 x56 - 3.32898009 x62 - 2.43086909 x66 - 7.13012613 x79 - 1.42653465 x83 - 0.14035815 x86 - 9.36478763 x87 - 5.18874869 x88 - 3.97666567 x90 - 6.00838372 x92 - 4.71590685 x94 - 3.62865133 x95 - 9.52964288 x99 - 6.64415363 x100 - 0.2045367 x101 - 3.98192212 x104 - 4.36915442 x114 - 5.38743121 x116 - 1.4570171 x121 - 2.42077778 x124 - 0.573843529999999 x127 - 3.34073037 x129 - 7.52424099 x137 - 9.12875753 x138 - 7.87810021 x140 - 1.32624995 x142 - 6.51821795 x144 - 7.71735116 x149 + x475 = -104.072046965567 _e326#325: - 5.72565174 x11 - 1.59482428 x12 - 2.63582862 x22 - 7.7048268 x23 - 3.20552135 x46 - 6.33346379 x49 - 2.84237308 x51 - 2.69574985 x62 - 3.80486879 x68 - 6.94234114 x69 - 4.10485133 x70 - 7.72837306 x71 - 2.84894431 x73 - 3.21532151 x79 - 0.751303229999999 x81 - 0.868975099999999 x83 - 9.65177543 x87 - 1.71980053 x88 - 3.44243524 x103 - 8.45345063 x110 - 1.56663542 x117 - 4.63163346 x120 - 0.976749469999999 x139 - 0.674841079999999 x141 - 8.87651589 x145 + x476 = -53.0286968006469 _e327#326: - 6.59232129 x6 - 8.40816829 x13 - 3.59713309 x15 - 4.98064134 x19 - 2.57607105 x22 - 1.94308403 x23 - 4.90989458 x33 - 7.06623626 x34 - 6.39801311 x44 - 4.22406997 x56 - 4.10012441 x57 - 2.10578902 x60 - 9.0036599 x62 - 2.35943613 x66 - 5.86513224 x69 - 9.06660012 x71 - 1.28843406 x74 - 2.15342465 x84 - 9.41442109 x90 - 3.1684498 x93 - 8.34627774 x98 - 5.68667044 x102 - 1.85546798 x103 - 0.332495779999999 x110 - 1.9283811 x121 - 1.26088581 x129 - 3.14301499 x134 - 8.34833875 x135 - 9.85479804 x139 - 5.1870421 x145 - 6.51664007 x148 - 3.07412189 x149 + x477 = -73.8611327770446 _e328#327: - 2.96677452 x3 - 0.96467872 x6 - 9.87654126 x7 - 3.9025947 x13 - 5.71224695 x16 - 1.2692152 x17 - 3.66451064 x18 - 7.57755351 x19 - 8.91610264 x25 - 8.52414857 x27 - 2.06967894 x28 - 7.98082453 x32 - 4.75118772 x38 - 1.60211724 x50 - 1.76471571 x53 - 5.12339914 x54 - 9.01738365 x58 - 1.88797385 x67 - 1.61350713 x74 - 7.03665895 x75 - 6.15905413 x77 - 8.47114853 x81 - 0.26382064 x82 - 8.10637543 x84 - 5.60073311 x95 - 2.02075352 x99 - 1.26393605 x101 - 3.69802248 x106 - 7.43088301 x109 - 7.2697704 x127 - 0.584435659999999 x129 - 1.83940688 x133 - 6.85652434 x135 - 9.20422449 x140 - 0.77926537 x144 + x478 = -71.0863462915492 _e329#328: - 5.23449698 x4 - 6.00011551 x10 - 9.26685786 x19 - 7.88705972 x23 - 6.59640139 x28 - 4.42505159 x29 - 6.56547678 x48 - 9.95312829 x49 - 7.59497451 x54 - 4.81769534 x62 - 2.20369255 x71 - 8.61269525 x73 - 8.48594586 x77 - 2.80743518 x79 - 1.57637957 x82 - 3.71670529 x85 - 8.87804857 x97 - 4.51220102 x109 - 7.64012418 x118 - 6.4818006 x120 - 4.55860623 x121 - 7.36754563 x122 - 4.89589992 x126 - 1.32652365 x132 - 3.76916292 x133 - 6.35932062 x134 - 6.59827438 x140 - 1.1795404 x149 - 4.69203267 x150 + x479 = -64.2578335600492 _e330#329: - 2.95188795 x3 - 8.91891474 x5 - 9.08460746 x8 - 7.84062243 x12 - 8.3490981 x16 - 3.21778951 x18 - 6.36250608 x22 - 3.11648063 x25 - 7.39217601 x45 - 9.64120337 x48 - 4.19287216 x52 - 2.94347603 x54 - 8.03217169 x66 - 6.77452453 x68 - 8.63781322 x84 - 4.68127178 x88 - 2.05788108 x89 - 4.58388971 x92 - 0.97902804 x94 - 1.38983052 x106 - 9.89346686 x114 - 2.20901049 x121 - 2.88153376 x133 - 1.50973223 x142 - 5.57226062 x145 + x480 = -62.526394310284 _e331#330: - 3.1507642 x1 - 8.89621707 x11 - 6.91056529 x26 - 3.25301914 x27 - 8.5469262 x28 - 8.76089306 x30 - 5.90090302 x31 - 4.49579784 x35 - 1.97230376 x36 - 2.84378679 x37 - 3.2155781 x43 - 0.438976839999999 x49 - 3.48929611 x54 - 9.46856221 x56 - 0.91946133 x59 - 9.96287244 x69 - 6.68004634 x76 - 2.71899444 x78 - 6.04105249 x79 - 7.37630354 x81 - 8.37542517 x84 - 8.95787312 x85 - 5.34679211 x86 - 3.63196387 x87 - 7.62850117 x89 - 6.33827991 x90 - 9.08955022 x91 - 6.01383872 x93 - 9.34013352 x97 - 7.83550833 x99 - 6.42770149 x109 - 2.41762367 x110 - 5.13683978 x113 - 0.126140499999999 x114 - 8.90090719 x116 - 1.12946307 x127 - 3.92738912 x129 - 0.16746556 x133 - 1.81529291 x142 - 6.75350707 x143 - 9.1897078 x146 - 8.07699603 x150 + x481 = -106.125341294033 _e332#331: - 0.81098436 x1 - 9.6477345 x3 - 2.28573164 x7 - 1.15398646 x8 - 1.73621201 x14 - 2.09671553 x15 - 1.20350963 x16 - 3.38094972 x21 - 9.29168785 x32 - 2.47139854 x33 - 8.60493242 x35 - 8.2208212 x51 - 6.52418646 x54 - 6.50129107 x56 - 3.94776768 x60 - 7.71448193 x63 - 9.44819091 x64 - 2.08832644 x69 - 2.43511696 x70 - 2.94901507 x74 - 5.5768831 x75 - 2.8876963 x76 - 5.00316436 x80 - 4.86648 x85 - 7.22118733 x93 - 7.12679003 x116 - 6.35208158 x125 - 3.52728532 x128 - 0.321669069999999 x131 - 2.48717418 x136 - 9.77551841 x137 - 8.0088808 x139 - 0.60177901 x143 - 9.73761195 x146 + x482 = -69.98782216389 _e333#332: - 4.27660134 x7 - 3.28891103 x12 - 9.04807416 x13 - 6.64947313 x18 - 4.94844939 x27 - 9.19608336 x28 - 3.80482823 x34 - 6.45859976 x35 - 6.3257761 x49 - 6.85487366 x54 - 1.3622961 x62 - 2.75657177 x70 - 2.31605408 x71 - 0.78614597 x74 - 6.89480397 x75 - 9.59722706 x78 - 3.64615198 x82 - 8.65603348 x88 - 9.00265055 x100 - 4.31268394 x102 - 2.11142322 x103 - 4.7192601 x105 - 6.44833359 x108 - 6.10111562 x110 - 9.44199405 x114 - 8.16805001 x120 - 8.79924915 x123 - 9.50498725 x125 - 6.18305328 x132 - 8.33764334 x137 - 5.01951823 x139 - 5.48231754 x141 - 6.66812218 x142 - 9.57282783 x149 + x483 = -86.4737753380398 _e334#333: - 1.05532757 x1 - 2.38026801 x2 - 7.81008642 x16 - 8.11476122 x19 - 4.2346591 x23 - 4.33016206 x25 - 6.52131358 x30 - 3.15925943 x33 - 7.75085652 x36 - 4.87702386 x43 - 5.96557281 x44 - 6.09172426 x46 - 3.19940091 x47 - 6.18461602 x56 - 1.71199241 x57 - 3.568162 x63 - 3.29746638 x64 - 1.69852238 x71 - 7.19789644 x72 - 0.954044509999999 x73 - 7.45188031 x77 - 3.12261488 x83 - 1.55269902 x91 - 6.95135863 x94 - 5.4459635 x95 - 1.56749967 x102 - 9.90439551 x107 - 1.33342969 x108 - 7.85366734 x123 - 8.1049549 x126 - 5.43415531 x139 - 6.24794478 x144 - 5.76075015 x145 - 6.07271983 x146 - 8.98529621 x149 + x484 = -73.7946571798129 _e335#334: - 5.03149467 x3 - 6.70389772 x4 - 3.97971206 x5 - 6.85907015 x7 - 4.0083658 x9 - 1.75171416 x10 - 6.93199638 x16 - 5.52233981 x17 - 2.84615974 x21 - 3.56265158 x27 - 6.38603512 x28 - 3.60253856 x29 - 9.81446671 x44 - 9.91788809 x47 - 3.70441694 x49 - 3.83193242 x52 - 3.66875354 x55 - 1.80169671 x59 - 3.28347317 x62 - 1.42071835 x63 - 5.11435132 x66 - 6.99582162 x78 - 6.24333425 x79 - 1.80084976 x80 - 1.8633093 x83 - 2.89332934 x84 - 9.66643992 x91 - 1.79696333 x94 - 4.99428475 x97 - 2.56096978 x108 - 5.17942684 x109 - 9.19692029 x111 - 3.60217385 x117 - 2.53846404 x120 - 3.05595893 x122 - 4.56551145 x123 - 8.98478244 x124 - 9.58709916 x127 - 2.47863634 x132 - 4.50571092 x133 - 1.35076469 x134 - 3.68062083 x135 - 3.38464901 x136 - 8.15210948 x143 - 5.94097625 x144 - 5.38444639 x145 - 1.56675217 x146 - 6.31391146 x147 + x485 = -99.6873475820681 _e336#335: - 2.3713498 x9 - 1.43683272 x14 - 2.35107973 x16 - 7.15668162 x20 - 0.444957979999999 x25 - 7.56420533 x38 - 9.82960437 x40 - 3.73783846 x41 - 1.96392793 x55 - 9.74742745 x61 - 1.3100516 x64 - 4.7748312 x66 - 5.26346421 x67 - 0.73786575 x69 - 1.35691419 x78 - 5.94788361 x79 - 5.0038996 x80 - 0.189146339999999 x86 - 3.04539291 x87 - 2.58139843 x88 - 7.26278531 x91 - 6.74812041 x93 - 2.17238124 x98 - 5.88064043 x101 - 4.507111 x105 - 3.50136272 x106 - 3.08307558 x108 - 9.09126316 x109 - 5.31579217 x113 - 8.5085145 x121 - 9.15569184 x129 - 1.29365621 x144 - 4.73996979 x146 - 4.23228461 x147 + x486 = -60.385525186564 _e337#336: - 5.54901855 x7 - 9.2335346 x9 - 6.48824995 x10 - 6.19413063 x19 - 4.16542562 x24 - 6.89827613 x28 - 8.55875198 x33 - 6.19688878 x34 - 0.557145649999999 x46 - 7.23306828 x47 - 2.65510278 x49 - 6.95629653 x53 - 1.65955118 x60 - 7.78811311 x61 - 7.29458571 x65 - 9.78211045 x71 - 8.33764277 x78 - 6.02308816 x83 - 1.68002945 x87 - 7.73481975 x95 - 2.64515792 x106 - 0.56965309 x110 - 8.15335955 x113 - 5.02424849 x114 - 6.82572131 x118 - 0.0610748499999991 x120 - 4.61812934 x128 - 7.43843002 x131 - 8.50672434 x135 - 1.87595497 x136 - 7.86622257 x141 - 2.91771467 x144 + x487 = -74.2708359245108 _e338#337: - 5.98625458 x2 - 6.33941959 x3 - 4.37333949 x9 - 0.929327029999999 x12 - 1.01353541 x14 - 6.19257507 x16 - 5.30230916 x26 - 7.26307846 x37 - 0.61179436 x40 - 5.34554828 x45 - 1.14873807 x46 - 6.46071367 x47 - 3.09642692 x48 - 7.40167163 x51 - 6.76464518 x52 - 7.32683124 x65 - 0.330960309999999 x66 - 0.383883129999999 x67 - 2.94607599 x72 - 2.39117435 x80 - 5.23111412 x103 - 0.087972959999999 x106 - 1.88120488 x110 - 8.39233693 x111 - 8.78857662 x112 - 8.92404462 x113 - 6.36452626 x117 - 0.427587159999999 x122 - 4.9343482 x127 - 8.81132453 x128 - 4.88683718 x133 - 5.78231445 x143 - 1.96960407 x146 + x488 = -65.8182108596496 _e339#338: - 1.91723703 x1 - 5.59938234 x3 - 5.71166757 x6 - 2.78421351 x14 - 7.10543937 x27 - 6.73671754 x33 - 5.75624434 x40 - 8.76030285 x42 - 4.93190904 x48 - 5.56243851 x51 - 6.76451749 x52 - 6.06254209 x68 - 4.65199683 x69 - 2.84186723 x71 - 9.90951557 x75 - 3.46036269 x77 - 0.77377819 x81 - 8.71534624 x86 - 1.93648068 x100 - 9.67533366 x104 - 1.00926618 x107 - 1.35109905 x110 - 7.25875281 x112 - 2.03350431 x118 - 5.44724325 x125 - 9.00846421 x129 - 7.95514218 x131 - 5.24747311 x133 - 3.33318665 x146 - 7.46701859 x150 + x489 = -66.266479274688 _e340#339: - 4.98160988 x5 - 7.80165074 x8 - 6.47868276 x12 - 1.76258151 x13 - 6.50478848 x17 - 5.59854142 x36 - 7.2910061 x52 - 2.18238126 x61 - 6.91620574 x65 - 6.60071216 x67 - 3.84435115 x78 - 8.72308378 x86 - 6.57024366 x88 - 2.20062131 x89 - 6.85695639 x102 - 1.56661562 x112 - 8.72750177 x124 - 4.30591528 x127 - 8.92609624 x135 - 1.92086282 x137 - 3.05839323 x138 - 0.94510196 x140 - 1.96912251 x145 + x490 = -46.6162663005067 _e341#340: - 9.79605987 x1 - 5.63018448 x2 - 7.54389754 x3 - 4.67005531 x5 - 4.69813216 x6 - 6.59163844 x15 - 1.80313021 x37 - 9.47363908 x40 - 5.14444998 x42 - 3.41475457 x44 - 3.78317097 x47 - 9.10172484 x65 - 3.66809057 x73 - 8.66087046 x74 - 7.88735165 x75 - 0.822326069999999 x77 - 8.60641366 x89 - 4.16413874 x92 - 4.26857037 x101 - 7.15556455 x107 - 8.42856606 x109 - 8.0710579 x111 - 6.99417702 x115 - 9.693999 x130 - 1.99161373 x133 - 8.50136722 x135 - 5.23649325 x136 - 9.02408207 x143 - 4.57208261 x146 - 5.31163733 x148 - 2.71516319 x149 + x491 = -76.7946732469601 _e342#341: - 4.92971153 x1 - 1.38492971 x4 - 5.70499645 x17 - 0.817091659999999 x25 - 5.01959153 x26 - 5.16062315 x31 - 7.12859786 x35 - 5.28438561 x41 - 2.01954116 x51 - 1.30310191 x53 - 9.29622395 x59 - 6.50520782 x60 - 1.55978169 x61 - 3.50791462 x70 - 1.60427576 x71 - 4.01508916 x77 - 1.65710005 x84 - 5.26713908 x93 - 3.53213709 x98 - 0.21075 x100 - 9.98438214 x107 - 3.38305957 x111 - 9.93583578 x114 - 0.618023459999999 x116 - 2.53730706 x123 - 3.59668017 x140 - 2.09665429 x146 - 5.6615911 x148 + x492 = -39.5853386915027 _e343#342: - 6.74298998 x1 - 1.34416533 x12 - 8.46994356 x14 - 2.00662049 x30 - 0.162840099999999 x34 - 5.61310383 x40 - 7.30448821 x45 - 7.33914333 x49 - 7.16330209 x50 - 3.06232904 x55 - 0.596345549999999 x58 - 7.5806953 x60 - 7.21141913 x70 - 1.35531134 x78 - 0.0829143499999996 x79 - 7.5984618 x86 - 0.854382619999999 x89 - 1.77874208 x91 - 3.80141393 x95 - 6.64331261 x97 - 0.888613389999999 x107 - 9.2378005 x109 - 2.1813078 x113 - 7.46826599 x117 - 9.26008094 x126 - 2.36997857 x149 + x493 = -47.002173142715 _e344#343: - 1.79113873 x1 - 4.3840182 x4 - 6.28961676 x5 - 8.84483541 x8 - 4.17958263 x16 - 2.84868416 x21 - 9.12809515 x22 - 1.37381749 x24 - 8.20747665 x28 - 3.24163077 x31 - 1.39499453 x33 - 2.8088274 x34 - 4.18565602 x41 - 9.55710275 x42 - 7.57418344 x51 - 6.29231582 x52 - 3.19276309 x53 - 3.05068639 x55 - 1.10300034 x56 - 9.26356672 x62 - 3.05518545 x65 - 1.55581608 x66 - 5.31200167 x78 - 2.94165876 x80 - 0.924024459999999 x86 - 0.545693329999999 x93 - 5.09531295 x98 - 6.86016104 x104 - 6.63750903 x112 - 2.17090737 x116 - 6.032528 x117 - 5.75478037 x121 - 7.07690896 x122 - 8.77791039 x127 - 9.90810738 x129 - 6.48739655 x134 - 2.3195518 x135 - 2.00267894 x143 + x494 = -78.4287946602615 _e345#344: - 5.93373118 x4 - 5.31195994 x7 - 6.82735816 x11 - 6.87969657 x19 - 0.85429786 x22 - 5.36812597 x23 - 0.915942839999999 x25 - 7.84011287 x27 - 2.59090955 x40 - 8.18934614 x42 - 0.804045349999999 x44 - 1.14092439 x45 - 0.0571481299999999 x46 - 6.72458415 x48 - 6.76683253 x49 - 5.72682135 x51 - 3.22973374 x55 - 7.51042688 x58 - 4.72693826 x65 - 0.43210431 x70 - 4.16598217 x74 - 5.01033959 x75 - 9.93785773 x84 - 5.46554572 x88 - 7.41017585 x94 - 5.51458589 x98 - 0.75333714 x105 - 0.33172256 x111 - 0.50101348 x113 - 4.71478838 x125 - 6.68251896 x130 - 3.01426975 x133 - 9.18783253 x134 - 5.61206779 x135 - 5.83926726 x142 - 9.747689 x144 - 9.18065237 x149 + x495 = -90.9359998868857 _e346#345: - 5.45672365 x5 - 0.701433459999999 x7 - 3.53325959 x10 - 9.14024483 x14 - 4.28071185 x20 - 9.65707994 x21 - 5.85751245 x23 - 4.67885324 x27 - 9.16924304 x28 - 2.91082643 x31 - 3.66254943 x35 - 3.96364164 x37 - 2.69289076 x41 - 2.48829363 x44 - 1.06327197 x48 - 2.30781392 x51 - 9.47086764 x54 - 2.87458379 x58 - 4.55991369 x76 - 7.10448329 x100 - 8.13021034 x105 - 3.44526381 x109 - 7.65075871 x111 - 0.186347499999999 x121 - 1.64246195 x127 - 1.97558096 x129 - 4.99297442 x131 - 9.40463651 x143 - 1.84447466 x144 - 2.24753325 x146 - 6.24462173 x147 - 2.18380334 x149 + x496 = -67.9745567866348 _e347#346: - 3.90551194 x16 - 4.78447131 x20 - 2.27883505 x25 - 4.03376038 x29 - 6.21078271 x30 - 4.63173999 x38 - 6.21171308 x39 - 2.60792908 x44 - 2.75385265 x47 - 5.03273003 x48 - 0.956961089999999 x54 - 7.54863339 x55 - 8.69714782 x72 - 3.43443276 x78 - 3.20353915 x81 - 5.18177847 x89 - 9.27348089 x97 - 5.86453191 x104 - 7.59793513 x106 - 8.78470963 x118 - 8.95957069 x120 - 8.89339114 x136 - 3.8125264 x138 - 4.54078081 x147 + x497 = -49.2111104324777 _e348#347: - 2.86132059 x14 - 0.94235004 x17 - 0.950898689999999 x27 - 3.4766665 x28 - 8.51615555 x43 - 5.80036432 x44 - 7.95426909 x46 - 2.40241051 x50 - 7.18400508 x70 - 0.432815689999999 x72 - 6.45321476 x79 - 7.9659525 x82 - 2.05618932 x83 - 6.8972898 x85 - 7.29747433 x86 - 9.53300991 x89 - 7.40903807 x91 - 7.14973784 x92 - 1.5898974 x96 - 6.85751185 x101 - 0.696407769999999 x111 - 9.13676481 x117 - 1.78372629 x123 - 4.7452891 x136 - 2.3038258 x149 + x498 = -41.1698769510153 _e349#348: - 1.4363033 x16 - 8.75013722 x21 - 6.33016778 x25 - 1.00490082 x29 - 2.61844283 x32 - 9.28548448 x48 - 3.01977231 x52 - 8.83509569 x60 - 0.732572869999999 x61 - 2.40156854 x66 - 9.94216041 x69 - 5.0759974 x73 - 0.44124733 x78 - 4.11103051 x94 - 0.35431888 x95 - 6.87874939 x98 - 8.53750671 x99 - 5.7934636 x100 - 1.27269849 x105 - 2.74885604 x107 - 8.5139939 x108 - 8.40262121 x126 - 6.89717285 x140 - 9.67175516 x141 - 3.55667112 x145 - 0.654499289999999 x146 - 5.51430688 x148 - 1.24263243 x149 + x499 = -65.3930743407855 _e350#349: - 3.6261789 x5 - 2.89831886 x6 - 0.88573963 x12 - 5.94937562 x23 - 1.54626218 x26 - 1.63219184 x27 - 6.2686223 x32 - 9.55574259 x35 - 5.77046575 x37 - 8.49689857 x40 - 2.39953377 x43 - 8.15398064 x46 - 2.41945438 x56 - 1.75516979 x60 - 7.42444933 x63 - 0.68557672 x68 - 4.68954525 x69 - 6.77915726 x71 - 2.37630804 x72 - 6.19277675 x74 - 4.04126401 x78 - 7.93326529 x80 - 8.19188112 x83 - 1.20128565 x88 - 9.80594346 x94 - 3.3456749 x95 - 0.287340679999999 x97 - 6.12743259 x100 - 4.95314978 x118 - 1.51226867 x119 - 8.8990332 x129 - 0.775990219999999 x130 - 1.13245472 x132 - 4.43785848 x136 - 4.32202337 x137 - 7.93644791 x145 - 7.09954448 x146 + x500 = -73.3839803892071 _e351#350: - 4.67843893 x1 - 8.13869764 x2 - 3.95626606 x7 - 8.63390425 x8 - 6.7898808 x10 - 9.45734162 x14 - 8.51962087 x15 - 3.98045422 x17 - 8.92424656 x18 - 2.50452665 x24 - 7.93547916 x28 - 1.97778283 x42 - 1.3996142 x47 - 2.01648512 x60 - 5.30887071 x61 - 3.79698744 x62 - 4.81789911 x63 - 2.10586762 x65 - 1.84245261 x66 - 8.15302976 x73 - 8.58191383 x77 - 4.51307232 x79 - 2.79612496 x82 - 5.30202406 x101 - 5.26372148 x109 - 6.93729976 x116 - 6.48498127 x117 - 5.47712626 x120 - 3.56443808 x122 - 7.42140777 x127 - 0.0178858399999993 x134 - 1.81300938 x139 - 2.34845193 x141 - 0.24432939 x144 - 0.578514739999999 x148 + x501 = -70.2044037629414 _e352#351: - 6.42483838 x1 - 5.49755865 x4 - 7.65527004 x16 - 8.24780041 x24 - 3.21877302 x26 - 1.9754178 x32 - 5.21041698 x33 - 7.46311821 x34 - 7.98627773 x36 - 7.40650473 x39 - 5.08590807 x48 - 9.08942763 x57 - 4.88625068 x58 - 7.99445123 x66 - 8.73948107 x68 - 6.32509986 x78 - 6.14328533 x92 - 5.93638364 x94 - 0.0934727299999993 x96 - 3.30978909 x97 - 8.31375065 x100 - 1.9773881 x108 - 8.60373951 x109 - 7.59463647 x115 - 7.54746609 x126 - 9.97238176 x127 - 5.60127951 x129 - 6.84588377 x130 - 4.71449227 x131 - 6.21646332 x135 - 5.99086867 x145 - 2.34282525 x148 + x502 = -94.1116602342217 _e353#352: - 5.35939717 x2 - 2.88083595 x6 - 1.04152452 x8 - 5.86372215 x11 - 6.62601799 x14 - 0.904581969999999 x16 - 2.03650915 x23 - 4.80735486 x29 - 8.29457315 x31 - 8.38563973 x38 - 7.84297518 x42 - 3.78975539 x44 - 6.36468828 x46 - 6.16130954 x55 - 5.35252655 x57 - 1.03926778 x59 - 9.24241471 x63 - 9.48495986 x66 - 2.91834136 x72 - 7.13457045 x103 - 4.20975429 x114 - 6.28806333 x121 - 1.94461049 x125 - 9.63495758 x126 - 6.04021703 x133 - 9.13564917 x135 - 4.26734619 x136 - 0.73664694 x140 - 3.4432783 x142 - 3.56952233 x149 + x503 = -63.5901972757363 _e354#353: - 7.20778445 x4 - 8.69471583 x13 - 8.06003844 x18 - 1.46584597 x28 - 6.4444785 x36 - 0.235650489999999 x39 - 2.30028624 x48 - 4.16609013 x52 - 9.50402273 x61 - 5.25521691 x64 - 2.63665198 x66 - 1.33992518 x73 - 4.40628438 x75 - 9.9435136 x76 - 4.55555963 x80 - 9.57631282 x81 - 2.69865402 x82 - 4.24143502 x97 - 0.58089463 x98 - 5.99272724 x109 - 8.02506397 x112 - 2.48212608 x117 - 8.5321395 x125 - 1.64089465 x128 - 0.255333759999999 x131 - 9.2915619 x147 - 9.34646629 x148 + x504 = -46.4478348291627 _e355#354: - 3.6200621 x5 - 2.64494913 x14 - 4.65060019 x17 - 5.69416499 x21 - 4.57339094 x29 - 6.82107713 x34 - 0.88806842 x37 - 3.29973166 x38 - 8.75354755 x39 - 8.90350471 x41 - 8.37023705 x44 - 7.42182847 x52 - 9.02742669 x54 - 4.89598245 x67 - 3.30603107 x75 - 9.39148713 x83 - 9.60855227 x84 - 8.8208198 x85 - 2.23236619 x87 - 7.68432382 x105 - 4.34997402 x111 - 2.08749149 x112 - 6.06783527 x120 - 3.53436966 x122 - 7.42146242 x135 - 5.93132742 x137 + x505 = -65.7890577032985 _e356#355: - 3.0191498 x2 - 3.57994768 x6 - 4.79850716 x7 - 4.89009457 x10 - 6.25521457 x11 - 7.24218232 x16 - 4.53617631 x21 - 9.0283286 x24 - 0.175643579999999 x31 - 6.80048364 x34 - 1.37766143 x36 - 2.42718693 x40 - 0.80276629 x43 - 9.03085613 x52 - 5.73843016 x56 - 3.87356279 x59 - 1.29982129 x62 - 0.0529088599999994 x71 - 3.05788848 x74 - 3.57205593 x80 - 2.52933268 x86 - 0.790459349999999 x87 - 9.14775777 x89 - 4.80531952 x92 - 0.424128499999999 x95 - 9.98957465 x99 - 2.40927729 x104 - 3.80462126 x108 - 1.80482387 x109 - 4.22366365 x110 - 1.90830219 x118 - 1.20732189 x127 - 2.12464266 x128 - 7.36560649 x129 - 8.1263613 x132 - 2.82802998 x138 - 1.83388569 x140 + x506 = -66.7341808484671 _e357#356: - 2.30906905 x2 - 8.66785422 x15 - 6.06995081 x25 - 3.25573834 x27 - 9.52340396 x31 - 9.64076554 x32 - 0.66937909 x47 - 8.05156195 x50 - 5.20226789 x56 - 8.8773062 x60 - 7.67680656 x61 - 8.108011 x62 - 1.65132 x68 - 7.84605647 x72 - 5.48694064 x80 - 7.54164242 x83 - 9.39639845 x87 - 7.50299317 x93 - 0.650123439999999 x95 - 2.18380455 x102 - 6.66323041 x104 - 4.04308127 x105 - 1.20157377 x112 - 3.26715935 x117 - 8.55920154 x122 - 0.84015651 x132 - 1.6309486 x138 - 4.23338431 x145 - 8.1413947 x149 - 5.85437152 x150 + x507 = -58.2096184254442 _e358#357: - 6.21106292 x1 - 1.25796339 x2 - 6.09890454 x3 - 7.97925556 x4 - 4.84456659 x5 - 1.90716633 x12 - 5.84430987 x13 - 3.70544313 x14 - 3.50862686 x18 - 1.32662162 x37 - 4.14401436 x47 - 8.42833425 x54 - 2.36902636 x68 - 1.39614313 x71 - 8.13527675 x72 - 0.847013299999999 x73 - 5.0536408 x75 - 3.97502297 x77 - 5.97697477 x78 - 8.18817209 x89 - 8.54469498 x91 - 2.56709933 x93 - 3.23626673 x95 - 6.57281541 x103 - 4.59170337 x108 - 7.77289274 x109 - 9.63952562 x110 - 5.89430723 x120 - 6.4552547 x129 - 8.14574253 x136 - 7.21357861 x139 - 9.8666128 x143 + x508 = -83.0389240326471 _e359#358: - 9.02070582 x4 - 9.46383773 x8 - 5.00374341 x12 - 6.37698527 x18 - 8.05510214 x25 - 8.59343152 x31 - 4.27400054 x47 - 2.95760796 x49 - 6.75118307 x54 - 0.24864068 x66 - 0.607077599999999 x80 - 4.42903289 x81 - 3.53678307 x84 - 9.09651107 x88 - 2.64504907 x89 - 1.57249442 x92 - 5.3967627 x95 - 0.0852199399999998 x107 - 3.30210786 x108 - 5.27005817 x111 - 8.32951539 x125 - 8.94820924 x133 - 0.483129879999999 x139 - 4.8865189 x144 + x509 = -48.7281850439528 _e360#359: - 2.04427219 x10 - 7.29953543 x12 - 3.71589693 x18 - 2.6226962 x19 - 1.9028185 x26 - 4.48510278 x27 - 0.0498932499999993 x28 - 5.74588443 x34 - 7.96168843 x41 - 7.11952651 x67 - 6.89591557 x69 - 6.22109055 x76 - 8.64702148 x77 - 7.56671934 x95 - 1.3980322 x99 - 9.62907935 x100 - 7.87039665 x102 - 8.4739816 x105 - 7.53804865 x108 - 6.36089043 x112 - 5.90386892 x113 - 9.19318546 x117 - 5.37124164 x123 - 1.32454402 x124 - 9.2136912 x141 - 8.79936911 x148 + x510 = -66.7289120739745 _e361#360: - 4.26335863 x3 - 2.22187039 x5 - 0.00434782999999883 x13 - 1.35920709 x14 - 3.65554988 x18 - 7.76274243 x26 - 3.36493319 x31 - 7.02448785 x34 - 1.53241868 x48 - 6.14793581 x51 - 2.74912165 x60 - 0.568557409999999 x62 - 9.4489811 x63 - 5.42456145 x64 - 6.10462632 x66 - 2.62088451 x71 - 2.45305965 x76 - 3.15378046 x82 - 2.04845589 x83 - 4.95011354 x88 - 9.40628809 x91 - 6.51146586 x96 - 2.21831594 x103 - 0.1930921 x104 - 2.44595081 x109 - 1.52215754 x113 - 2.40007285 x116 - 6.68438266 x123 - 8.95873758 x125 - 2.91580093 x127 - 1.80227418 x129 - 4.72259647 x132 - 8.7303412 x136 - 0.84667991 x138 - 3.60902557 x150 + x511 = -74.5199048981891 _e362#361: - 1.28086227 x4 - 0.0274141899999991 x5 - 1.89629067 x8 - 3.81093559 x14 - 7.98619309 x15 - 1.97597324 x18 - 0.383002609999999 x20 - 7.04805518 x23 - 7.69493553 x24 - 2.16620633 x31 - 8.88529684 x39 - 7.866904 x41 - 3.10901576 x43 - 2.82410736 x47 - 6.80735785 x67 - 6.54813639 x70 - 3.79874722 x80 - 5.92778132 x94 - 9.12847126 x98 - 5.49726125 x116 - 8.99330046 x119 - 3.892355 x122 - 1.05613859 x124 - 0.876077209999999 x132 - 8.76903098 x136 - 5.71847024 x144 - 6.06539776 x146 + x512 = -56.5999728007802 _e363#362: - 3.30859092 x9 - 8.90972248 x12 - 4.24511731 x37 - 8.26401887 x42 - 0.51866416 x49 - 3.70309667 x50 - 7.46287302 x58 - 8.98509981 x60 - 4.8140727 x66 - 3.87552381 x72 - 7.42577115 x75 - 4.2382026 x94 - 0.930860489999999 x115 - 2.80666411 x120 - 2.80033324 x123 - 6.97229645 x125 - 9.53713599 x128 - 2.77562391 x133 - 6.76325558 x134 - 0.80205 x136 - 2.29192353 x141 - 9.54242212 x149 + x513 = -42.5760513867533 _e364#363: - 6.00564561 x1 - 6.49810503 x3 - 8.17524682 x23 - 6.36014374 x41 - 2.19061417 x45 - 9.41733102 x50 - 1.47056887 x55 - 7.22474488 x56 - 7.63316709 x60 - 5.22494114 x65 - 7.80681181 x69 - 8.57753584 x83 - 5.72800931 x89 - 7.81025329 x95 - 4.01925305 x98 - 6.59962398 x99 - 3.71113262 x100 - 5.24601949 x103 - 0.655956109999999 x110 - 9.6703269 x111 - 4.75890196 x113 - 1.59802285 x116 - 4.39245913 x123 - 9.41631546 x129 - 6.91015532 x130 - 5.30416915 x131 - 6.54734965 x135 - 2.37019746 x147 + x514 = -69.5129341955348 _e365#364: - 8.65606574 x2 - 4.19169455 x6 - 9.8102934 x9 - 2.80266931 x10 - 4.26312358 x14 - 8.58599445 x22 - 0.179381279999999 x23 - 3.3984374 x42 - 4.6549933 x47 - 9.23780189 x66 - 3.67568248 x70 - 5.56658235 x72 - 5.17416422 x77 - 0.826498429999999 x88 - 6.5058112 x96 - 6.93542412 x98 - 4.19518233 x100 - 3.36254504 x101 - 4.14045539 x110 - 9.0384237 x115 - 6.54034966 x117 - 2.75670369 x119 - 0.531068159999999 x120 - 6.24255622 x123 - 0.13488764 x128 - 0.706128509999999 x137 - 2.9264399 x139 - 6.06778674 x141 - 0.73107187 x145 - 4.40352108 x149 + x515 = -57.5577287106279 _e366#365: - 0.753201859999999 x21 - 4.33659843 x22 - 7.51756 x24 - 1.20269759 x26 - 0.427721179999999 x30 - 9.86814854 x31 - 4.81419351 x37 - 3.98757427 x41 - 7.36971261 x46 - 0.490347029999999 x49 - 0.0430202699999993 x51 - 7.56831545 x59 - 8.66620872 x66 - 3.76190954 x70 - 0.43194679 x71 - 6.7804323 x77 - 2.24455575 x85 - 0.52069936 x91 - 0.66716236 x92 - 1.58579502 x100 - 6.61598222 x105 - 9.93785887 x111 - 5.76703316 x114 - 3.77172574 x116 - 5.60694188 x123 - 7.85401574 x127 - 1.89977102 x129 - 0.267871279999999 x134 - 6.7970237 x138 - 7.76501855 x139 - 0.410747629999999 x146 - 3.81923754 x148 + x516 = -48.2475870902887 _e367#366: - 1.20782323 x5 - 5.23766228 x7 - 7.76723302 x8 - 6.4509376 x11 - 7.93341526 x12 - 9.94922308 x17 - 9.90495984 x27 - 6.00732339 x29 - 4.16517937 x52 - 0.716697489999999 x55 - 1.81744601 x77 - 3.53951339 x83 - 0.411543729999999 x84 - 6.9349013 x85 - 2.48208259 x86 - 5.22193653 x88 - 9.91703919 x91 - 2.83027032 x99 - 3.26078888 x102 - 5.34888138 x105 - 2.67027753 x119 - 7.7207424 x122 - 1.1628635 x123 - 1.3888162 x137 - 6.61747033 x141 - 6.32391749 x142 - 3.86126621 x145 + x517 = -64.9256582606709 _e368#367: - 9.69848422 x15 - 2.83420186 x25 - 8.80696696 x26 - 0.921538589999999 x30 - 0.498487809999999 x36 - 2.77024475 x61 - 3.47848484 x65 - 1.54509903 x70 - 0.600942 x71 - 8.62687997 x75 - 9.60544836 x86 - 0.2746211 x96 - 5.30913163 x98 - 6.32551703 x102 - 7.30461732 x114 - 7.44533963 x116 - 7.57755852 x117 - 3.39750921 x130 - 3.01032947 x134 - 3.24065758 x137 + x518 = -37.8104492005312 _e369#368: - 9.36438566 x1 - 7.7191281 x4 - 1.19364251 x7 - 7.34143138 x9 - 0.729236959999999 x18 - 7.03394668 x19 - 6.00722655 x28 - 3.06603568 x29 - 6.8712248 x30 - 7.72010228 x38 - 6.56453543 x45 - 6.02321642 x47 - 8.06526672 x51 - 5.13502957 x59 - 0.660640729999999 x60 - 5.76259005 x66 - 2.79111941 x70 - 9.94148187 x76 - 6.59707918 x77 - 8.16963625 x83 - 8.11272637 x91 - 7.23441278 x92 - 8.21478488 x101 - 4.07798427 x109 - 4.30821965 x113 - 7.34309901 x119 - 9.35496264 x127 - 8.18286659 x131 - 6.20766962 x138 - 7.19249552 x148 + x519 = -78.4781688926228 _e370#369: - 3.14414245 x11 - 1.94146973 x13 - 1.72861255 x23 - 8.39106386 x31 - 1.86871621 x37 - 1.63952479 x38 - 3.52099758 x46 - 3.96260391 x58 - 9.24431911 x61 - 0.24473334 x66 - 1.37405996 x69 - 0.775215619999999 x71 - 5.22036683 x78 - 5.36987714 x79 - 2.29881736 x89 - 9.70048852 x100 - 4.26729771 x102 - 1.14395226 x103 - 5.60881954 x104 - 5.48717131 x105 - 3.90582624 x107 - 7.16601479 x110 - 6.46260791 x115 - 0.52824688 x119 - 8.01872105 x122 - 9.44734647 x124 - 4.88885778 x130 - 7.93285363 x134 - 1.99255 x135 - 8.05895943 x138 - 9.31320428 x144 - 4.84436305 x145 - 1.67721948 x149 + x520 = -74.0708905400577 _e371#370: - 0.253754469999999 x4 - 1.39618479 x5 - 2.70326922 x7 - 6.3247322 x9 - 5.23106486 x14 - 6.32806261 x15 - 1.15207137 x16 - 4.04299863 x27 - 4.42218038 x31 - 0.000819259999998989 x34 - 6.06191976 x39 - 4.50982639 x43 - 8.17936771 x45 - 8.19456499 x46 - 9.71007722 x51 - 5.72515142 x52 - 8.64088198 x61 - 8.45300688 x63 - 3.61877265 x65 - 9.12957817 x69 - 6.97947449 x73 - 4.87903352 x77 - 9.20340567 x92 - 6.80234291 x93 - 4.18285378 x101 - 9.81317287 x112 - 8.0590328 x113 - 9.78823498 x118 - 1.40028882 x120 - 2.26238331 x124 - 9.50856936 x126 - 1.71959142 x130 - 8.36893903 x139 - 9.94066261 x142 - 0.53515942 x144 + x521 = -69.6145882115292 _e372#371: - 3.65980986 x3 - 9.93335866 x4 - 9.03984779 x10 - 8.50470766 x13 - 8.35283285 x19 - 5.66733767 x20 - 8.89009213 x22 - 5.73618999 x24 - 9.05328842 x25 - 9.22819513 x28 - 2.313462 x41 - 3.94073678 x46 - 5.13912682 x47 - 7.54575877 x48 - 8.57789099 x50 - 3.80968341 x51 - 1.85128981 x64 - 2.12070876 x71 - 1.7002206 x72 - 9.73574975 x73 - 8.52514192 x75 - 3.00512093 x76 - 0.83455301 x77 - 4.68520741 x80 - 1.71006728 x86 - 2.3654587 x87 - 4.57690885 x91 - 6.66569535 x93 - 9.24518941 x99 - 2.83567686 x103 - 0.423732769999999 x104 - 1.15979499 x107 - 8.34908444 x110 - 0.306788569999999 x113 - 5.24836819 x116 - 1.79449895 x120 - 2.97436357 x122 - 5.62483451 x127 - 2.39240905 x135 - 8.25565746 x144 - 5.94584435 x145 - 2.27564874 x149 + x522 = -108.244744946918 _e373#372: - 0.987820309999999 x2 - 0.30409807 x5 - 5.09010189 x7 - 4.85405453 x10 - 3.37892756 x18 - 4.91641966 x27 - 4.15861358 x28 - 9.76556838 x31 - 6.57516252 x32 - 7.37730328 x34 - 5.17699097 x38 - 7.1651424 x40 - 5.63818699 x43 - 3.3500314 x51 - 9.83028327 x56 - 7.88777642 x67 - 4.46170903 x68 - 3.93065247 x70 - 5.66651841 x71 - 2.82817237 x73 - 1.2263636 x82 - 0.873920709999999 x84 - 1.03363014 x87 - 2.60338478 x103 - 8.21558536 x106 - 6.49824484 x109 - 9.09275189 x111 - 4.95911834 x121 - 4.68010524 x124 - 4.87181532 x126 - 7.24167524 x129 - 2.49681493 x130 - 2.93340684 x133 - 4.34228814 x134 - 3.19194806 x137 - 2.77552021 x139 - 4.89697243 x141 - 0.30977846 x142 - 0.103075389999999 x144 - 0.6310551 x145 - 8.54057832 x150 + x523 = -81.3318642217596 _e374#373: - 2.40609197 x6 - 5.06712711 x12 - 4.76609855 x17 - 3.96092847 x30 - 8.85630818 x36 - 6.995921 x39 - 7.45235451 x41 - 7.10903589 x42 - 0.14352202 x53 - 3.22039491 x54 - 2.32584044 x61 - 5.73082119 x68 - 5.21900278 x73 - 4.92063215 x76 - 4.5667339 x79 - 6.7802168 x83 - 1.62218451 x85 - 2.28734524 x86 - 6.95447978 x102 - 5.99044869 x104 - 9.19258708 x109 - 8.25657376 x115 - 3.94585375 x117 - 8.12511703 x125 - 6.83909744 x130 - 7.76854975 x142 - 5.65763422 x143 + x524 = -51.4747177611286 _e375#374: - 7.19886652 x3 - 9.49277626 x5 - 3.31086757 x9 - 7.79601368 x10 - 4.68546306 x12 - 2.83084155 x30 - 2.4044396 x34 - 0.0665686099999996 x35 - 2.52483627 x37 - 0.72684157 x41 - 7.35501659 x52 - 6.42108641 x53 - 3.52388127 x54 - 3.46791738 x55 - 2.56670929 x56 - 6.42444778 x63 - 8.92597097 x68 - 4.9660265 x71 - 1.50899462 x74 - 2.62930877 x76 - 9.25218625 x79 - 8.33789353 x83 - 9.39659265 x91 - 9.98055277 x105 - 6.15116488 x110 - 0.33750701 x123 - 2.53429332 x124 - 8.04546303 x125 - 1.61754282 x129 - 9.74069023 x132 - 3.09856841 x134 - 3.72063975 x137 - 1.44446517 x142 - 4.31610853 x145 + x525 = -89.2726919271329 _e376#375: - 8.19691915 x4 - 4.8296648 x9 - 2.37980758 x10 - 5.58205386 x13 - 6.2202003 x15 - 2.0622931 x25 - 1.48808221 x30 - 5.01797007 x32 - 5.25468338 x38 - 3.39985755 x42 - 1.37466204 x49 - 2.04647639 x65 - 6.26085319 x69 - 2.2834805 x80 - 9.14719273 x87 - 1.31431304 x95 - 8.09676178 x96 - 0.495115289999999 x101 - 0.78854915 x105 - 5.32643688 x110 - 1.66753014 x111 - 0.240288719999999 x115 - 7.41184301 x120 - 2.67981247 x126 - 9.25543536 x135 - 2.27937109 x136 - 7.76371444 x148 + x526 = -53.1082666666908 _e377#376: - 7.63834105 x3 - 6.10564014 x5 - 3.66852809 x6 - 3.73092057 x7 - 9.90266208 x10 - 9.31205052 x12 - 3.38035925 x15 - 0.247522469999999 x16 - 0.240868849999999 x22 - 0.693626589999999 x23 - 3.70696819 x24 - 0.0453943499999998 x26 - 6.94226072 x28 - 5.84909197 x31 - 7.63000174 x41 - 6.05054829 x43 - 2.44211287 x46 - 3.99010408 x63 - 6.9585778 x68 - 2.08093325 x69 - 6.88676596 x83 - 3.80568744 x86 - 4.83306557 x87 - 0.595513029999999 x88 - 3.13766185 x97 - 1.2917361 x98 - 4.79924237 x101 - 4.17058938 x103 - 6.98694682 x105 - 4.16783653 x108 - 4.35678337 x110 - 1.04228122 x118 - 3.83519991 x123 - 9.83823018 x125 - 2.07327017 x129 - 3.31222714 x130 - 0.77229766 x131 - 2.39930588 x136 - 6.70919343 x142 - 8.02580784 x143 + x527 = -70.561872790052 _e378#377: - 7.6295197 x2 - 0.0645945199999998 x5 - 4.11976845 x7 - 9.6267357 x8 - 5.64752736 x14 - 4.23977559 x15 - 6.78447725 x16 - 9.1451772 x21 - 9.96090656 x41 - 2.42890365 x43 - 6.6452228 x48 - 0.14551915 x55 - 1.20997233 x61 - 0.661828269999999 x62 - 8.02302421 x65 - 4.53977264 x71 - 2.38500039 x72 - 2.22406292 x76 - 9.41481204 x86 - 1.70574293 x90 - 4.48238572 x92 - 1.00055167 x93 - 4.66546861 x95 - 4.02066855 x99 - 8.63133349 x100 - 2.21888598 x101 - 5.02742428 x104 - 1.68757734 x105 - 2.44923442 x106 - 6.2553397 x107 - 4.0040719 x111 - 6.18125968 x119 - 1.70662358 x125 - 7.81138507 x145 - 0.76662021 x147 - 1.28916714 x148 + x528 = -71.4997263269063 _e379#378: - 9.11205812 x2 - 4.02685238 x5 - 0.00207580999999957 x8 - 4.81878435 x12 - 2.55444907 x16 - 9.29390408 x20 - 0.911836189999999 x21 - 9.58266193 x24 - 8.33907383 x30 - 6.92927219 x32 - 9.64017043 x43 - 2.74193562 x46 - 2.41340963 x47 - 6.82904751 x49 - 8.59343103 x55 - 0.457748469999999 x65 - 5.75553758 x68 - 3.08600604 x70 - 7.8403392 x87 - 8.83641639 x89 - 9.91897871 x107 - 2.40457131 x110 - 8.71145602 x111 - 5.59759882 x113 - 4.69362932 x117 - 0.806213189999999 x126 - 0.593437219999999 x127 - 8.3188775 x133 - 8.73728703 x137 - 5.50533829 x138 - 3.25875319 x139 - 7.40428489 x149 + x529 = -71.1872396976045 _e380#379: - 5.8287627 x1 - 7.42751118 x3 - 1.40211079 x9 - 1.09326429 x17 - 7.42482055 x27 - 5.24422266 x29 - 4.71879611 x34 - 0.31454919 x38 - 6.6437683 x39 - 3.62318739 x40 - 0.185468639999999 x41 - 8.79310331 x57 - 0.145615809999999 x59 - 1.71519714 x61 - 0.91527968 x71 - 0.0499285399999994 x92 - 9.54614627 x96 - 5.97826406 x109 - 8.55173998 x122 - 1.64202906 x125 - 3.69161662 x126 - 1.13988451 x129 - 9.98595928 x133 - 0.878569029999999 x141 - 1.35856405 x150 + x530 = -49.2845671861896 _e381#380: - 9.12396218 x2 - 8.2229572 x12 - 5.10420735 x15 - 6.21699428 x19 - 8.94225014 x35 - 1.29043516 x40 - 6.53716351 x41 - 9.50383682 x46 - 3.05684399 x47 - 4.2031204 x49 - 4.28249316 x52 - 2.49666104 x53 - 3.45729685 x56 - 8.48227311 x60 - 6.04104147 x72 - 9.10298908 x75 - 0.396806179999999 x82 - 2.45672271 x83 - 6.60241041 x85 - 9.2828052 x101 - 8.25392481 x106 - 1.30320786 x113 - 8.23348909 x116 - 2.66828833 x121 - 0.878113629999999 x123 - 6.59582715 x127 - 7.45024172 x128 - 3.0769098 x129 - 1.96958605 x133 - 8.29222677 x136 - 1.80191032 x138 - 7.42543537 x141 - 6.58332644 x143 + x531 = -83.4688048565703 _e382#381: - 8.53881522 x7 - 8.13091647 x10 - 4.33238647 x12 - 5.13613418 x22 - 1.97547536 x27 - 9.71449611 x31 - 3.98301696 x39 - 7.44353302 x41 - 6.37969368 x45 - 3.3165683 x47 - 3.12176611 x61 - 0.45753121 x65 - 4.29439096 x71 - 6.46014023 x82 - 8.13792486 x102 - 9.71532359 x106 - 1.72305035 x117 - 1.28704531 x126 - 2.42842849 x150 + x532 = -28.6673410091206 _e383#382: - 6.93610091 x2 - 0.00223108999999888 x6 - 6.4313944 x9 - 5.50444943 x11 - 6.74776999 x14 - 9.65820574 x15 - 7.31458816 x20 - 6.95862337 x26 - 3.87677742 x28 - 6.09381724 x29 - 1.20236363 x31 - 4.69647475 x36 - 0.76851253 x38 - 2.36857097 x41 - 7.10652471 x48 - 9.61159783 x49 - 3.04396126 x54 - 5.83038218 x69 - 8.17681611 x82 - 7.15639356 x83 - 0.359522189999999 x85 - 5.78250315 x92 - 9.61833594 x99 - 6.27866671 x104 - 3.04985837 x107 - 0.876337939999999 x109 - 4.92716965 x111 - 3.61951275 x113 - 1.47518721 x115 - 5.44600161 x122 - 8.90240612 x127 - 1.98362677 x128 - 7.41365774 x130 - 0.443346269999999 x134 - 8.30147319 x136 - 8.36036924 x142 - 3.43460787 x146 - 1.91392219 x150 + x533 = -87.7004942829682 _e384#383: - 5.39013633 x1 - 3.84569902 x6 - 5.43831185 x18 - 0.210659289999999 x22 - 0.92617297 x26 - 3.24041262 x27 - 2.09720052 x28 - 0.819907259999999 x30 - 9.66446926 x35 - 1.9752581 x46 - 8.25334949 x48 - 7.35715115 x52 - 7.74111868 x53 - 7.25860088 x54 - 5.12063994 x55 - 2.00424011 x60 - 4.17450368 x63 - 6.30920985 x64 - 8.30622819 x65 - 2.08894987 x67 - 8.78401537 x69 - 4.61071957 x71 - 6.5981083 x82 - 6.30801901 x84 - 1.91109751 x85 - 6.46535077 x90 - 2.08186537 x92 - 8.40533987 x107 - 3.0838755 x115 - 6.9921104 x119 - 7.76923694 x125 - 8.67501175 x129 - 9.64267623 x131 - 3.69946665 x139 - 6.82208652 x140 - 1.94711789 x144 - 4.68449347 x147 + x534 = -77.2103232149139 _e385#384: - 0.630892639999999 x1 - 2.0691206 x6 - 9.56546451 x10 - 7.34736987 x19 - 0.62689106 x21 - 1.6960029 x28 - 4.34244453 x33 - 6.72043406 x42 - 2.13705042 x49 - 3.06009744 x51 - 1.00656915 x69 - 5.04752586 x70 - 7.41142665 x72 - 4.01195187 x73 - 2.79702376 x74 - 1.61259925 x75 - 3.77640213 x84 - 4.59933403 x85 - 8.43151296 x92 - 9.9689216 x102 - 9.34449461 x107 - 9.00829566 x111 - 6.22969822 x116 - 2.47190009 x118 - 9.72862955 x123 - 3.71338255 x138 - 0.0528714299999988 x142 - 8.93129684 x143 - 2.42296731 x145 + x535 = -58.2810577219124 _e386#385: - 9.18033504 x9 - 0.584725119999999 x11 - 6.89907869 x14 - 9.33813679 x17 - 2.38590417 x22 - 7.89583697 x23 - 1.28319958 x25 - 3.84344244 x27 - 3.64673699 x39 - 8.33176736 x42 - 9.74268534 x46 - 6.35845052 x47 - 5.84991696 x48 - 3.1727815 x49 - 7.36015231 x54 - 0.15886337 x56 - 4.39233148 x62 - 6.08199582 x67 - 9.81381657 x68 - 9.47792192 x81 - 2.1545963 x90 - 6.1391054 x94 - 6.43683741 x95 - 6.21913073 x99 - 8.80129517 x108 - 9.20470378 x109 - 8.67150003 x116 - 7.0307498 x117 - 9.15526931 x124 - 2.11553968 x133 - 5.02601027 x134 - 4.46278575 x141 - 8.44221288 x145 - 0.452248009999999 x146 - 4.86803423 x149 + x536 = -82.5913121517287 _e387#386: - 0.23965778 x1 - 0.45810205 x2 - 8.73831601 x6 - 9.10519846 x9 - 1.923002 x19 - 4.01300839 x20 - 7.00187968 x23 - 7.17829383 x27 - 8.29131502 x31 - 6.52041545 x39 - 3.50357083 x42 - 7.26262924 x43 - 0.602955789999999 x58 - 3.14582272 x59 - 5.47978969 x60 - 1.95939261 x63 - 5.0383708 x68 - 0.4101952 x79 - 5.23183019 x82 - 5.60088079 x83 - 7.23321715 x92 - 5.90023165 x93 - 6.26818605 x95 - 7.26901619 x98 - 2.82043966 x99 - 0.5484671 x112 - 5.63893937 x118 - 7.81257867 x121 - 1.90005198 x122 - 5.47620537 x127 - 5.1129175 x129 - 9.78396309 x139 - 3.82474233 x142 - 5.71766507 x143 - 2.09839629 x145 - 1.88259836 x148 - 8.71109045 x150 + x537 = -68.0829084753932 _e388#387: - 8.82280148 x12 - 8.99397326 x18 - 7.03652386 x22 - 8.80696235 x44 - 9.99568688 x45 - 9.33307154 x48 - 0.00850641999999957 x52 - 1.73746827 x59 - 3.53873066 x62 - 6.19002934 x72 - 4.1469753 x73 - 4.88417951 x77 - 3.3205469 x85 - 5.64426021 x88 - 6.03086377 x94 - 1.74668501 x96 - 2.85556199 x97 - 4.62976784 x101 - 6.57448743 x102 - 2.02517463 x117 - 7.45511643 x118 - 5.26175602 x121 - 8.27626501 x136 - 5.68124103 x137 - 7.25919434 x149 + x538 = -42.0404962344409 _e389#388: - 0.819843309999999 x3 - 2.44139806 x4 - 3.34763395 x5 - 6.14341852 x11 - 7.10376587 x16 - 6.21062431 x20 - 7.0638269 x21 - 5.66597312 x25 - 2.48147069 x28 - 2.8837745 x31 - 4.2710898 x35 - 8.79499278 x38 - 9.38175006 x39 - 8.43192198 x43 - 6.69552787 x51 - 7.59668602 x55 - 0.238266389999999 x57 - 3.66517035 x58 - 8.43292742 x59 - 9.3679228 x60 - 8.47616861 x62 - 3.31016418 x63 - 4.02730006 x66 - 6.57444075 x68 - 1.9904665 x69 - 6.91194822 x70 - 3.90148801 x71 - 4.64921894 x73 - 5.50638533 x79 - 8.50605479 x88 - 6.67652464 x90 - 7.95809304 x94 - 8.41986813 x96 - 1.17699347 x105 - 5.95066465 x106 - 4.11190403 x109 - 2.50897256 x113 - 3.49644285 x119 - 6.8667308 x125 - 0.745082509999999 x128 - 0.0701631499999988 x130 - 0.60877659 x132 - 3.85862566 x133 - 6.27101657 x143 - 9.33641006 x149 + x539 = -106.88073370635 _e390#389: - 8.5898878 x1 - 1.44890531 x15 - 8.53847675 x18 - 7.79349659 x20 - 6.91279411 x23 - 1.81617706 x29 - 7.44917735 x32 - 6.37621303 x35 - 0.205035659999999 x36 - 2.14627684 x38 - 1.03588022 x52 - 8.61665573 x62 - 7.62996888 x71 - 4.04502223 x78 - 5.22116751 x82 - 7.49953386 x87 - 8.24102542 x102 - 6.67199986 x103 - 5.44494683 x104 - 4.07681215 x113 - 4.27540292 x116 - 9.46192124 x125 - 9.37324364 x134 - 6.69445371 x138 - 3.15679721 x139 - 1.40665668 x140 - 6.09129109 x143 - 8.78099084 x146 - 5.11238052 x148 + x540 = -54.4415426253999 _e391#390: - 9.96117731 x4 - 2.33776941 x5 - 1.01034279 x19 - 3.23996892 x24 - 4.05709194 x30 - 2.36918416 x33 - 1.25290897 x36 - 1.45323375 x41 - 5.6762102 x43 - 2.44033648 x44 - 2.32831919 x45 - 1.10468855 x47 - 8.91267932 x52 - 6.71516062 x58 - 7.4485126 x59 - 6.55486136 x66 - 4.39712185 x70 - 3.51549349 x74 - 1.93194207 x80 - 8.15282398 x87 - 3.72000381 x96 - 7.17034447 x102 - 2.28403832 x114 - 8.50860845 x117 - 9.40674549 x119 - 6.1383992 x120 - 2.29982139 x127 - 0.787331139999999 x128 - 2.51734881 x129 - 9.62128234 x132 - 5.65903925 x134 - 2.44825426 x136 - 8.97300874 x150 + x541 = -58.2341321705757 _e392#391: - 3.06604885 x9 - 6.1777356 x15 - 5.57183609 x21 - 9.04541372 x37 - 1.70470751 x49 - 3.72848087 x53 - 9.39580329 x61 - 9.71478218 x73 - 8.99347907 x74 - 1.56450078 x79 - 8.71390682 x83 - 7.0250787 x90 - 2.89981868 x101 - 8.32473827 x116 - 5.35001721 x125 - 6.86427108 x134 - 3.19801086 x137 - 6.29006641 x138 - 0.66157417 x139 - 6.02112794 x146 - 8.17221425 x150 + x542 = -56.4747276296825 _e393#392: - 1.25375486 x1 - 3.90320941 x8 - 7.465439 x14 - 6.84776383 x23 - 9.39420814 x27 - 0.3905266 x30 - 8.63607775 x39 - 8.33901613 x46 - 8.9661568 x57 - 9.04097087 x60 - 0.384630419999999 x67 - 9.39055251 x69 - 9.5899444 x72 - 2.23644976 x77 - 6.26336208 x79 - 5.17326548 x83 - 2.83526827 x88 - 7.12267615 x89 - 6.85033361 x92 - 1.47212984 x94 - 8.35159648 x95 - 3.41008573 x97 - 1.71903839 x98 - 0.514161409999999 x99 - 7.55571309 x105 - 6.0579679 x111 - 4.87233041 x118 - 4.16257896 x120 - 3.84576078 x124 - 3.66656534 x125 - 3.73310641 x128 - 2.91389284 x138 - 2.48707695 x140 - 6.63523933 x147 + x543 = -73.5467467393414 _e394#393: - 2.05570606 x3 - 2.93776668 x5 - 1.51474415 x9 - 6.67622956 x12 - 0.451798539999999 x22 - 2.27524712 x31 - 3.71959309 x33 - 7.2744457 x34 - 6.66515988 x37 - 0.45981223 x39 - 9.8012275 x42 - 0.309918079999999 x46 - 5.45130608 x48 - 1.76987691 x49 - 0.952895359999999 x52 - 3.34877759 x64 - 1.26606879 x79 - 8.13724243 x85 - 6.94157036 x88 - 8.85078347 x91 - 5.88817593 x97 - 2.74514641 x112 - 4.34368549 x114 - 2.38704754 x115 - 2.47083082 x119 - 9.07993199 x121 - 3.85570634 x123 - 0.27698586 x135 - 0.61455661 x138 - 0.382289259999999 x149 + x544 = -46.0428235158821 _e395#394: - 9.87117054 x1 - 5.17668819 x5 - 5.84699397 x11 - 8.46572685 x13 - 4.19629795 x19 - 4.15057967 x25 - 1.86417516 x26 - 8.15664605 x31 - 0.232860869999999 x35 - 9.57572624 x39 - 0.60226201 x46 - 0.786818739999999 x49 - 9.36352973 x51 - 1.44099779 x53 - 1.57955277 x62 - 3.72549388 x63 - 9.55952392 x68 - 5.07839146 x76 - 4.37693301 x78 - 0.314276149999999 x89 - 6.53482026 x93 - 8.35909189 x95 - 7.72445952 x97 - 8.58386754 x98 - 9.16980033 x99 - 5.20794223 x105 - 3.54355854 x106 - 1.12421755 x110 - 8.04015181 x117 - 2.11278241 x130 - 3.30909032 x131 - 4.67862222 x133 - 6.88981528 x138 - 7.27460737 x143 - 0.86986783 x144 - 7.56477774 x148 - 4.046556 x150 + x545 = -91.9071118066018 _e396#395: - 0.278040599999999 x7 - 8.93460864 x12 - 3.83021921 x13 - 6.49844398 x17 - 9.79393895 x19 - 9.78564595 x27 - 3.53148463 x40 - 7.13174508 x42 - 5.37401452 x51 - 5.18943332 x52 - 1.70687931 x58 - 6.50033302 x65 - 7.09272502 x67 - 2.93361074 x69 - 3.01163337 x70 - 5.71235572 x72 - 4.35403653 x79 - 6.14210721 x80 - 3.08841775 x81 - 2.43957678 x83 - 1.38336742 x84 - 1.19721564 x100 - 6.433132 x111 - 2.65235387 x112 - 8.9373741 x116 - 3.34919437 x117 - 8.51973378 x121 - 8.14811284 x122 - 8.19812103 x125 - 7.41833895 x127 - 9.4675534 x138 - 3.02713235 x143 - 0.801590179999999 x148 + x546 = -74.1713202412298 _e397#396: - 0.128135539999999 x5 - 2.63680618 x8 - 5.88671452 x9 - 5.3781058 x13 - 6.14632125 x23 - 0.844072969999999 x27 - 4.56463014 x30 - 6.26052008 x51 - 4.24018205 x53 - 6.78275279 x54 - 2.73711141 x58 - 4.46362655 x60 - 7.26851121 x63 - 7.76316595 x65 - 1.4982258 x75 - 2.92680106 x76 - 4.80745168 x80 - 1.71312709 x85 - 1.4276134 x101 - 2.40414098 x110 - 3.36847979 x112 - 9.89597633 x114 - 8.41386544 x117 - 0.77796259 x118 - 3.59735834 x131 - 6.92271774 x140 - 9.19167694 x144 - 8.99882721 x145 - 4.1679549 x147 - 5.69074729 x149 - 3.79446175 x150 + x547 = -64.8627182569004 _e398#397: - 1.46393944 x14 - 7.84467803 x16 - 1.60717441 x17 - 3.29510748 x25 - 1.48769099 x27 - 4.83117534 x28 - 4.14059715 x30 - 9.42932035 x35 - 3.60880447 x37 - 2.80599798 x38 - 6.79519039 x41 - 9.85335161 x43 - 6.9403378 x44 - 4.38232177 x47 - 5.5081646 x48 - 2.15268025 x50 - 1.63016044 x51 - 9.24618347 x61 - 8.10386686 x62 - 6.99119569 x67 - 0.482991159999999 x73 - 2.22393094 x75 - 3.55064101 x80 - 3.37282196 x90 - 5.05051098 x93 - 3.86220128 x105 - 4.89315861 x106 - 3.79761754 x107 - 1.44591975 x114 - 8.18045803 x116 - 1.57175857 x117 - 4.92471618 x119 - 2.53330274 x123 - 0.28241977 x130 - 5.64438639 x135 - 1.53001581 x139 - 4.25687784 x140 - 2.05081023 x144 + x548 = -67.7198312035119 _e399#398: - 7.14418927 x1 - 6.78469385 x7 - 1.71903393 x11 - 9.27355031 x13 - 0.0442459799999995 x17 - 1.20692534 x28 - 6.93534779 x35 - 7.24362246 x46 - 9.47649134 x52 - 7.42876822 x61 - 5.07762456 x65 - 8.7746049 x68 - 0.993555909999999 x69 - 1.58048826 x76 - 4.7004015 x81 - 2.66361494 x84 - 2.99287157 x88 - 1.3358039 x95 - 4.65321479 x98 - 0.716376019999999 x103 - 0.594987039999999 x104 - 2.5182418 x110 - 5.76369124 x114 - 2.18888819 x115 - 0.789897089999999 x118 - 8.92017976 x129 - 4.13075262 x130 - 4.44591148 x137 - 9.81102679 x146 + x549 = -60.3840619774998 _e400#399: - 7.5146353 x9 - 6.47210869 x13 - 7.79329568 x15 - 8.97679087 x18 - 2.71712449 x28 - 6.76782355 x30 - 7.91297249 x39 - 2.72460815 x43 - 7.92996514 x45 - 0.488473079999999 x48 - 6.22682992 x49 - 7.57421418 x50 - 9.21906989 x52 - 3.19146324 x54 - 0.890798389999999 x56 - 2.70012044 x59 - 8.96944919 x62 - 9.0674841 x64 - 1.95170896 x66 - 8.63942326 x67 - 4.68862471 x74 - 8.67524536 x79 - 2.34927891 x81 - 0.0423248199999993 x82 - 9.4257025 x87 - 7.91021308 x88 - 7.71486892 x91 - 3.17588938 x100 - 8.91303595 x105 - 2.47835992 x114 - 0.19089437 x115 - 4.26658754 x124 - 2.55302602 x125 - 1.73545786 x130 - 7.32381109 x131 - 5.79860778 x133 - 5.83144109 x136 - 0.67073804 x137 - 4.00236022 x140 - 1.0974971 x142 + x550 = -97.5112222684889 _e401#400: - 2.47647056 x8 - 9.11297393 x9 - 9.62004961 x10 - 6.28529292 x12 - 4.2195171 x13 - 1.1033297 x16 - 1.06239856 x23 - 5.53679009 x32 - 9.58235115 x34 - 2.28301466 x36 - 9.21669686 x37 - 8.88476984 x48 - 6.17188328 x52 - 2.69161961 x60 - 2.28694377 x61 - 3.85262404 x63 - 0.750783799999999 x75 - 0.868323849999999 x79 - 4.72108125 x80 - 7.93484116 x92 - 8.73537511 x95 - 7.53310491 x96 - 5.97265591 x101 - 1.84904781 x103 - 6.5463109 x106 - 7.8798097 x110 - 4.49273089 x111 - 0.155452349999999 x114 - 0.433697689999999 x118 - 9.61304632 x127 - 9.53258848 x134 - 6.98145171 x136 - 6.18134009 x139 - 9.90587353 x140 + x551 = -92.974870337111 _e402#401: - 1.57320023 x8 - 0.0354099199999991 x12 - 7.95886934 x16 - 1.75429187 x17 - 7.52408302 x19 - 3.66201126 x23 - 5.72132489 x29 - 6.92497183 x32 - 4.25570962 x35 - 4.78228333 x38 - 8.03244844 x42 - 0.37986758 x54 - 6.75195224 x72 - 6.08091733 x77 - 3.94216218 x99 - 8.34702022 x104 - 3.08148329 x106 - 9.06361754 x109 - 2.75776555 x110 - 1.27775207 x125 - 3.16753196 x129 - 1.98799748 x130 - 2.88614401 x131 - 2.04583543 x132 - 7.06622303 x133 - 9.01048005 x137 - 6.79537954 x143 + x552 = -54.893062949022 _e403#402: - 2.84829423 x4 - 3.99702496 x5 - 8.40734537 x11 - 9.93024567 x15 - 4.55426731 x19 - 3.06887702 x23 - 9.31634364 x27 - 1.9997263 x30 - 0.29965084 x35 - 9.77296393 x36 - 7.31247357 x37 - 3.16004888 x38 - 9.35014147 x39 - 9.32444111 x50 - 3.39454628 x52 - 9.4401811 x57 - 3.07332771 x58 - 6.51891428 x66 - 3.47247257 x73 - 4.25387073 x77 - 9.34608876 x78 - 9.82720992 x84 - 5.20903705 x85 - 4.30795016 x91 - 8.21410433 x103 - 1.53976513 x105 - 1.17500578 x106 - 2.35276899 x108 - 4.66242955 x114 - 5.81589282 x125 - 6.85553964 x129 - 0.691893309999999 x134 - 1.98729293 x135 - 4.07966011 x146 - 3.43831023 x150 + x553 = -76.9098566984179 _e404#403: - 7.70827497 x12 - 5.37093978 x17 - 8.61040005 x18 - 5.34082883 x20 - 8.09292381 x31 - 2.8993282 x32 - 5.33013353 x38 - 3.07383833 x40 - 3.62593897 x47 - 5.14664213 x53 - 0.32824243 x57 - 5.22466064 x59 - 5.30509616 x61 - 1.31848415 x62 - 5.44168658 x64 - 5.00633431 x69 - 7.55310454 x75 - 6.91077068 x85 - 9.58592254 x93 - 4.71919783 x95 - 9.43375977 x97 - 4.42647384 x104 - 7.98480317 x105 - 5.78449246 x107 - 6.97539852 x115 - 6.26346425 x124 - 9.25618354 x128 - 4.15612722 x130 - 2.30938287 x132 - 4.10064919 x135 - 3.80440901 x137 - 0.00604121999999929 x138 - 7.04807871 x143 - 0.030384699999999 x144 - 0.0534437499999996 x148 - 1.64690813 x149 + x554 = -67.218753823785 _e405#404: - 9.94696344 x3 - 8.50125432 x4 - 3.55868312 x18 - 9.97807323 x20 - 3.52388774 x22 - 2.89351377 x23 - 9.42455751 x33 - 2.07618171 x39 - 3.41453446 x44 - 9.57055112 x46 - 0.422542199999999 x47 - 4.14575321 x49 - 7.57886879 x50 - 6.80541277 x51 - 0.0601600999999996 x61 - 7.84359908 x64 - 7.99026797 x73 - 5.67231474 x76 - 3.50806456 x83 - 3.15400766 x86 - 2.30206276 x99 - 9.29405641 x112 - 3.34110253 x119 - 7.79327297 x120 - 3.12636427 x129 - 8.01765996 x130 - 9.91378945 x131 - 4.2757975 x135 - 5.82220102 x145 + x555 = -71.7546497970047 _e406#405: - 6.93369615 x2 - 5.78447954 x8 - 2.23176845 x18 - 4.79956987 x20 - 1.96921401 x24 - 0.752463579999999 x26 - 8.20701578 x33 - 7.08356076 x36 - 4.29893644 x37 - 4.92782113 x40 - 2.31754086 x44 - 3.26645361 x46 - 8.33665132 x47 - 6.32186729 x51 - 3.58657672 x59 - 9.04397402 x64 - 3.91522127 x65 - 5.74628791 x86 - 8.74558874 x87 - 6.41313762 x90 - 6.08083691 x95 - 3.82743208 x101 - 1.0094802 x103 - 9.99251183 x106 - 0.86846844 x108 - 6.16301803 x120 - 0.92124836 x126 - 4.28800337 x130 - 3.65093489 x137 - 2.75035444 x138 - 7.73207142 x139 - 6.01326137 x140 - 5.2869861 x144 - 9.7913767 x147 - 7.11621891 x148 - 1.16002023 x150 + x556 = -79.75133396481 _e407#406: - 9.64815185 x1 - 9.46262517 x2 - 3.3888218 x18 - 7.21949023 x21 - 5.34096227 x23 - 8.40983931 x25 - 3.56379413 x33 - 7.68751157 x42 - 7.7235721 x45 - 6.17860914 x47 - 6.03859851 x61 - 0.0378728699999997 x63 - 9.18497531 x75 - 5.4838901 x86 - 9.02571508 x88 - 4.21325095 x94 - 9.90774823 x95 - 7.22771879 x96 - 5.79181632 x98 - 6.8802524 x103 - 4.13757141 x109 - 2.28480501 x111 - 6.29831555 x116 - 8.41053089 x118 - 0.774390349999999 x128 - 4.68312804 x131 - 4.19004699 x134 - 6.98650372 x141 - 6.50000108 x149 + x557 = -78.8398102281591 _e408#407: - 7.21163413 x3 - 6.86602938 x9 - 6.71253538 x13 - 3.81029874 x17 - 8.37454054 x22 - 6.12342023 x24 - 3.50208013 x25 - 9.65398946 x36 - 8.44824822 x61 - 7.06227737 x68 - 4.6791321 x77 - 1.23539966 x79 - 4.01485571 x80 - 3.86986023 x100 - 7.42978104 x119 - 9.42471667 x121 - 8.3086709 x123 - 6.15558933 x129 - 7.57061874 x135 - 6.53211585 x150 + x558 = -48.2418618775584 _e409#408: - 1.93276693 x5 - 0.00147740999999924 x8 - 7.31243272 x16 - 8.42782005 x17 - 5.10590673 x29 - 6.40042423 x33 - 1.62411594 x34 - 2.51156855 x36 - 5.21203618 x37 - 2.92055379 x39 - 0.41314114 x48 - 6.09229845 x54 - 0.297340519999999 x57 - 9.35086025 x78 - 1.40170481 x82 - 2.59203242 x90 - 6.99462449 x91 - 6.1226516 x97 - 3.4386874 x99 - 6.73830136 x102 - 2.61257746 x103 - 8.13241404 x111 - 6.08031615 x118 - 6.21823859 x120 - 5.79930449 x129 - 6.01178396 x132 - 7.97455338 x146 + x559 = -51.1806876797169 _e410#409: - 1.36355665 x4 - 2.01031218 x12 - 4.759596 x15 - 8.02403591 x16 - 6.95105662 x17 - 8.17678562 x20 - 8.22390771 x22 - 1.12706678 x23 - 7.96045025 x26 - 7.65458241 x32 - 6.5803395 x37 - 6.31701988 x43 - 1.33781257 x49 - 0.18937016 x51 - 9.58894007 x52 - 0.77332514 x55 - 5.01693708 x59 - 4.4239525 x63 - 7.08772603 x71 - 7.01790778 x72 - 3.14365145 x73 - 1.24928876 x75 - 3.6450831 x79 - 1.13466353 x83 - 2.75837081 x84 - 2.70230739 x86 - 2.72570225 x95 - 4.32873297 x96 - 0.00332266999999886 x99 - 1.41947449 x106 - 8.76259601 x112 - 5.3729343 x118 - 9.25118388 x120 - 9.21144697 x129 - 0.132195879999999 x138 - 7.49327886 x142 - 7.03672797 x143 - 5.93405007 x144 - 3.91314006 x149 - 8.88066432 x150 + x560 = -88.7796993697063 _e411#410: - 3.43131114 x4 - 2.63832487 x5 - 7.59140607 x14 - 4.21749188 x18 - 0.871204259999999 x39 - 2.62057147 x41 - 3.78469794 x46 - 8.29005314 x48 - 5.55030009 x53 - 3.45328194 x54 - 4.84491649 x64 - 2.20338288 x66 - 1.92944426 x68 - 8.58200292 x72 - 8.54983671 x74 - 3.05488575 x80 - 5.85472285 x92 - 7.18897726 x100 - 1.49192006 x102 - 5.01828969 x103 - 8.17530821 x105 - 6.87648488 x106 - 6.05064742 x114 - 1.86168183 x118 - 2.90641045 x131 - 3.61133071 x137 + x561 = -55.5168512241808 _e412#411: - 3.83870804 x1 - 1.05691832 x6 - 2.4792278 x8 - 6.80286679 x9 - 9.85311107 x14 - 9.24020835 x17 - 8.36596713 x18 - 5.81333984 x19 - 4.13822847 x23 - 2.46181735 x24 - 8.21765736 x25 - 0.6337103 x41 - 7.86154747 x42 - 1.63202322 x43 - 6.33675148 x51 - 4.89869354 x55 - 5.26900154 x59 - 9.32316717 x61 - 6.48255467 x63 - 1.34742283 x70 - 5.07641936 x74 - 6.09876842 x79 - 4.74817196 x87 - 2.96900879 x100 - 2.47831184 x103 - 0.280894249999999 x105 - 7.71014236 x113 - 2.78607328 x115 - 0.920214069999999 x117 - 5.77672873 x121 - 6.05798537 x123 - 1.27438619 x129 - 2.87967931 x136 - 0.681834099999999 x137 - 3.0316314 x141 - 3.0113728 x142 - 3.27311606 x144 - 1.12634759 x146 + x562 = -64.1376048637294 _e413#412: - 6.36555591 x1 - 7.82700871 x8 - 9.05973143 x20 - 0.680155499999999 x22 - 4.93691982 x31 - 7.41517318 x35 - 0.296514939999999 x38 - 3.15241546 x42 - 4.46327501 x43 - 7.16318709 x47 - 5.01496702 x54 - 6.75583372 x58 - 5.08268776 x60 - 9.63871978 x68 - 2.57857739 x69 - 7.72281996 x71 - 2.53650747 x74 - 7.05219605 x77 - 1.04930312 x82 - 1.64557032 x95 - 0.067440929999999 x106 - 0.794578829999999 x107 - 6.36989007 x115 - 5.91931247 x135 - 8.37766169 x136 - 2.31546748 x142 - 4.25921105 x145 + x563 = -59.1477412598247 _e414#413: - 1.98889275 x2 - 7.47544857 x3 - 3.82863976 x5 - 8.87164276 x6 - 5.78453541 x7 - 1.2099133 x14 - 8.67108746 x27 - 6.86066903 x29 - 2.17934515 x33 - 1.79379712 x36 - 6.41192764 x42 - 9.28310444 x51 - 5.18359049 x62 - 1.07482324 x67 - 6.78651199 x73 - 0.0076151999999996 x76 - 0.83365748 x83 - 6.73542586 x88 - 9.05853224 x96 - 2.87031828 x116 - 2.44665466 x117 - 7.43567815 x120 - 1.82276099 x121 - 8.2026063 x135 - 6.22876461 x141 + x564 = -58.1994987632598 _e415#414: - 3.15826173 x8 - 4.03290771 x10 - 2.76038046 x16 - 0.552216069999999 x27 - 3.68878024 x29 - 6.59791408 x31 - 2.46249814 x32 - 4.30320952 x36 - 9.55362571 x44 - 8.66449172 x67 - 6.81566398 x71 - 9.56458147 x77 - 1.89418555 x82 - 5.69179985 x88 - 0.273279049999999 x89 - 9.01387659 x90 - 3.0196411 x96 - 4.32660152 x97 - 0.89389764 x105 - 4.68478232 x106 - 9.09681488 x108 - 9.13562182 x121 - 5.8946006 x123 - 2.97073485 x125 - 4.31462398 x128 - 1.22239175 x133 - 6.00916528 x134 - 7.99417959 x135 - 1.54200961 x139 - 7.70217507 x143 - 5.82756907 x146 - 5.11176567 x147 - 6.16562212 x150 + x565 = -65.9971089639559 _e416#415: - 2.03057477 x11 - 3.60998103 x14 - 9.83660054 x17 - 6.33238443 x21 - 6.38706364 x22 - 5.3515842 x34 - 6.06881117 x35 - 6.61907868 x36 - 8.25197587 x41 - 6.82892232 x56 - 7.85172515 x66 - 7.95538117 x69 - 1.9136813 x80 - 5.75096972 x85 - 7.09670608 x88 - 6.47995485 x91 - 5.14749832 x97 - 9.91014719 x98 - 0.3834821 x111 - 0.773457869999999 x115 - 6.55703598 x116 - 6.16132368 x117 - 2.3636829 x126 - 7.66301764 x127 - 6.84106799 x133 - 2.17455438 x137 - 1.37331276 x141 - 2.33870303 x144 - 0.473605389999999 x145 + x566 = -63.214069625146 _e417#416: - 6.82776095 x8 - 5.72498595 x12 - 9.79284896 x16 - 1.03112857 x20 - 8.35466817 x23 - 3.22309809 x26 - 8.83113082 x39 - 8.0939339 x40 - 2.50442925 x43 - 4.16283661 x66 - 3.49577319 x76 - 2.58304295 x81 - 3.72377083 x107 - 3.58550089 x116 - 9.96429022 x121 - 9.15750747 x133 - 8.89366987 x142 - 2.16127065 x145 + x567 = -46.3923728994368 _e418#417: - 6.96879107 x3 - 0.78380041 x8 - 6.70751237 x11 - 9.90417356 x19 - 7.03973969 x27 - 2.63698024 x40 - 7.06270675 x44 - 9.72499623 x48 - 1.19867206 x49 - 9.42960624 x59 - 0.00529738999999974 x66 - 1.69585647 x69 - 1.74102732 x76 - 3.63558892 x91 - 6.50944734 x101 - 8.85680449 x102 - 0.83082833 x104 - 8.31085469 x108 - 0.96101149 x113 - 5.51131399 x122 - 9.1713316 x125 - 6.73709313 x127 - 4.07706498 x133 - 2.15335333 x137 - 4.25360068 x146 - 5.22536487 x147 - 1.28666722 x149 - 1.63783605 x150 + x568 = -48.9556900411037 _e419#418: - 0.662435379999999 x3 - 3.19058883 x16 - 8.04905892 x22 - 6.44062589 x23 - 0.83190271 x38 - 4.18037479 x44 - 9.83130315 x45 - 4.63652796 x48 - 4.64603632 x55 - 1.71599528 x56 - 9.55936383 x57 - 7.76227419 x58 - 7.42114754 x62 - 8.51806763 x64 - 6.89071366 x65 - 2.44406718 x68 - 2.7423497 x70 - 5.82934951 x71 - 1.86963425 x80 - 0.656486159999999 x84 - 2.7849585 x94 - 7.95761653 x95 - 8.77722676 x98 - 9.8997194 x105 - 4.92484359 x106 - 8.9794415 x109 - 3.50369051 x110 - 5.29823334 x126 - 9.28220637 x127 - 9.00634604 x136 - 8.23062773 x137 - 5.53481178 x140 - 8.34006128 x150 + x569 = -80.4326997086913 _e420#419: - 1.17491848 x6 - 0.253161409999999 x18 - 1.15056976 x21 - 1.95674382 x22 - 0.0781677999999997 x23 - 4.0990682 x29 - 9.73197124 x32 - 8.98230039 x33 - 6.67507974 x37 - 2.29320236 x40 - 2.83928703 x41 - 9.79808445 x46 - 5.7661543 x53 - 4.80827413 x54 - 0.0645708199999995 x55 - 4.23266388 x56 - 9.91422837 x65 - 8.65758014 x66 - 1.67055773 x73 - 1.50159404 x93 - 7.70116633 x100 - 1.67354583 x104 - 1.50492791 x105 - 4.29691896 x130 - 5.88778827 x132 - 9.47183482 x136 - 0.0481022999999992 x137 + x570 = -45.4597505661191 _e421#420: - 7.47286242 x1 - 9.92712959 x3 - 7.59678827 x6 - 2.00905608 x22 - 4.65328853 x24 - 9.8343676 x29 - 6.56360213 x39 - 7.9915413 x43 - 8.51277024 x45 - 5.19485719 x47 - 0.70303986 x50 - 9.10676078 x62 - 8.73547596 x67 - 4.98946426 x68 - 3.85199661 x69 - 1.42147649 x74 - 3.28725122 x76 - 4.94002125 x78 - 9.95960897 x80 - 6.52152922 x81 - 0.934847379999999 x85 - 5.50259653 x96 - 6.41263411 x100 - 5.73822886 x104 - 0.0824064699999993 x108 - 6.4568013 x110 - 8.95472746 x118 - 3.02258382 x131 - 8.79082072 x132 - 6.07955993 x146 - 0.38467383 x150 + x571 = -77.5266396841321 _e422#421: - 3.49022744 x4 - 8.38166594 x5 - 2.03709171 x8 - 6.06297644 x11 - 5.50393034 x12 - 7.09387355 x15 - 6.88016999 x17 - 6.80448955 x21 - 1.36348201 x23 - 4.67036531 x24 - 3.83720551 x28 - 9.94011043 x31 - 8.40331437 x35 - 8.04459412 x39 - 8.00109398 x47 - 8.88559923 x49 - 3.54397751 x50 - 8.92393957 x70 - 1.77382643 x72 - 6.58008432 x77 - 5.31747746 x81 - 2.38409776 x84 - 4.17360148 x85 - 0.765895929999999 x97 - 8.46651638 x98 - 1.69650186 x99 - 2.06197649 x113 - 3.6689948 x118 - 3.47837005 x140 - 9.58120619 x143 - 5.41303237 x145 - 6.03479748 x149 - 8.43460244 x150 + x572 = -79.1207777566548 _e423#422: - 1.09578899 x7 - 0.97106862 x14 - 0.12446039 x21 - 5.14324867 x24 - 3.13765281 x30 - 9.5920771 x32 - 0.110930979999999 x33 - 7.67558319 x37 - 6.01090792 x49 - 4.64002859 x51 - 6.85369081 x71 - 7.87971752 x76 - 1.35349916 x87 - 8.94851137 x88 - 5.48150257 x102 - 6.09848815 x105 - 4.64258384 x106 - 8.89617236 x121 - 8.63995374 x130 - 1.90931949 x135 - 8.31859256 x136 - 5.35700676 x144 - 5.10611753 x147 - 3.14196538 x148 + x573 = -56.4594826371659 _e424#423: - 8.92984268 x6 - 5.41656546 x8 - 0.816381009999999 x9 - 3.59222729 x19 - 1.85181145 x37 - 4.25991951 x39 - 1.31054551 x54 - 5.61166803 x56 - 8.92911333 x58 - 5.31958038 x65 - 9.66783841 x67 - 3.05512986 x73 - 4.14909737 x74 - 7.46412274 x81 - 0.256726289999999 x89 - 3.98391832 x98 - 1.81421746 x99 - 0.0585550999999995 x102 - 4.38263008 x107 - 6.88150123 x112 - 7.76096737 x117 - 5.02766707 x120 - 8.38410991 x129 - 5.23970056 x144 - 3.10724903 x145 - 0.64641098 x150 + x574 = -54.1095986957061 _e425#424: - 4.68754933 x11 - 3.50164626 x12 - 5.02835854 x16 - 2.54457004 x21 - 0.0529364999999993 x28 - 9.05869728 x36 - 4.90809218 x37 - 4.62053005 x47 - 6.73407508 x59 - 0.957193139999999 x63 - 2.7706101 x69 - 5.71135659 x73 - 2.19276976 x75 - 6.57332131 x87 - 3.12459725 x93 - 2.32910107 x96 - 7.96224047 x100 - 6.79647889 x102 - 1.59531961 x106 - 2.90035947 x110 - 8.12547775 x111 - 7.46839497 x115 - 5.69130807 x122 - 2.13704118 x123 - 6.38131742 x126 - 9.50613656 x140 - 5.81084226 x146 + x575 = -50.7720873366241 _e426#425: - 2.82049577 x1 - 2.54484866 x4 - 4.71876601 x6 - 3.41010822 x8 - 8.03815117 x11 - 8.40917359 x12 - 2.18045967 x14 - 6.821467 x20 - 4.39957439 x27 - 5.48281343 x30 - 9.43758661 x32 - 1.51543134 x44 - 4.52458974 x49 - 9.91747705 x51 - 4.55702027 x58 - 7.35319176 x61 - 2.5811431 x68 - 7.9730104 x73 - 7.17418887 x78 - 3.20486429 x82 - 6.50291256 x85 - 5.52800207 x89 - 8.812456 x90 - 9.5461645 x94 - 2.28562176 x101 - 0.597116719999999 x105 - 4.21107667 x112 - 2.00645724 x113 - 2.77822984 x116 - 5.1830537 x117 - 9.67135178 x119 - 7.43845251 x124 - 6.91097112 x127 - 0.128854599999999 x128 - 9.49152672 x129 - 3.80414904 x135 - 4.00181863 x140 - 2.63724299 x143 - 0.567099839999999 x145 - 5.67790466 x150 + x576 = -93.3503875036046 _e427#426: - 2.12004492 x16 - 3.2171532 x19 - 7.37516378 x20 - 4.53858641 x30 - 9.00195656 x42 - 5.01006872 x54 - 9.95348444 x57 - 2.51198613 x59 - 6.72578866 x61 - 3.41880335 x70 - 4.81554485 x74 - 3.59636909 x78 - 7.64979424 x79 - 2.28900017 x80 - 9.16503723 x84 - 8.66035176 x85 - 9.41612691 x89 - 6.19899741 x98 - 3.54069216 x115 - 1.64123875 x116 - 2.73225645 x118 - 8.31995015 x120 - 2.20351026 x124 - 0.0334519299999991 x126 - 0.0727248399999991 x137 + x577 = -50.3231435249666 _e428#427: - 3.35616811 x3 - 5.74943347 x5 - 7.79051466 x7 - 8.96028391 x11 - 1.78641017 x25 - 1.64183517 x26 - 0.388373339999999 x32 - 1.39968909 x36 - 4.04959162 x37 - 0.87576322 x41 - 8.54067209 x56 - 8.73152318 x57 - 7.21713639 x58 - 6.64580503 x62 - 4.16014401 x72 - 3.12872175 x73 - 8.5197686 x76 - 9.86941606 x79 - 6.39691242 x82 - 5.67691714 x83 - 3.86050952 x85 - 4.61795674 x86 - 4.36612246 x90 - 5.41008859 x91 - 6.0814185 x100 - 5.76599787 x106 - 4.65747915 x111 - 9.01276513 x118 - 4.32119456 x121 - 0.594448279999999 x126 - 1.25841126 x127 - 2.40171143 x132 - 5.75048943 x148 + x578 = -74.5133758875346 _e429#428: - 0.749890379999999 x7 - 2.67891564 x17 - 3.79075839 x18 - 3.98955393 x20 - 4.24365771 x21 - 8.54325277 x34 - 6.74437551 x37 - 8.47836804 x41 - 4.05765356 x44 - 3.92833978 x46 - 5.02534822 x48 - 5.03121833 x61 - 1.22599641 x69 - 9.70620851 x83 - 2.49477366 x88 - 7.26764519 x89 - 2.89412057 x93 - 9.34433948 x97 - 3.62447786 x115 - 6.24590528 x118 - 5.08345638 x122 - 0.86163366 x126 - 0.815441769999999 x129 - 1.62467435 x133 - 3.78869603 x134 - 6.32304092 x149 + x579 = -42.9550202795342 _e430#429: - 1.21931033 x10 - 5.96393051 x22 - 8.26832842 x24 - 8.18253589 x25 - 6.67442784 x31 - 6.33717681 x33 - 9.53871553 x35 - 3.72145446 x36 - 7.26365195 x39 - 4.1338189 x41 - 7.43435535 x46 - 9.7099184 x52 - 3.70422375 x63 - 6.27304697 x66 - 8.74711818 x74 - 3.38791697 x75 - 4.69547229 x76 - 5.95760498 x80 - 4.94999555 x86 - 9.21109118 x87 - 2.54072634 x88 - 4.12475912 x95 - 3.67570842 x102 - 5.05254123 x103 - 2.80689785 x107 - 0.754778939999999 x120 - 7.11309512 x121 - 6.85935081 x127 - 5.35645363 x132 - 1.6186735 x135 - 5.36863985 x139 - 6.89264262 x141 - 8.6200717 x148 + x580 = -74.5711686083451 _e431#430: - 7.23374055 x9 - 2.76242831 x12 - 5.8204371 x15 - 2.89108161 x23 - 7.19785367 x28 - 3.99764371 x36 - 1.7512502 x37 - 5.14105714 x55 - 2.33489383 x61 - 6.74066562 x69 - 7.26891795 x74 - 5.05225178 x99 - 8.07534217 x101 - 0.981770729999999 x104 - 3.9602239 x107 - 1.51429671 x113 - 9.83966934 x114 - 4.14531614 x122 - 5.54236062 x134 - 0.3940358 x136 - 9.13121688 x139 - 7.31027579 x141 + x581 = -44.1324626193775 _e432#431: - 6.89811577 x7 - 5.36948223 x10 - 7.00991716 x12 - 5.78082446 x16 - 0.923938409999999 x21 - 5.58728643 x25 - 6.85979989 x29 - 9.93069607 x35 - 3.27409802 x40 - 9.89016119 x42 - 8.89110258 x45 - 2.96554289 x47 - 5.22585571 x50 - 2.21539341 x53 - 4.8187784 x55 - 8.36256875 x64 - 9.66425396 x69 - 4.73160857 x71 - 5.24378704 x74 - 6.71631752 x75 - 5.27308115 x87 - 1.23063855 x88 - 9.30525624 x100 - 5.61551415 x105 - 3.68931588 x108 - 9.41823102 x114 - 2.41517855 x119 - 1.53781956 x129 - 8.11771421 x131 - 6.16316504 x132 - 3.11090529 x134 - 2.8014247 x145 - 4.00536841 x147 + x582 = -85.1665519428475 _e433#432: - 7.33691851 x1 - 3.84095466 x3 - 0.252952319999999 x6 - 8.92246868 x8 - 5.70669363 x14 - 0.959590259999999 x15 - 7.09722388 x25 - 2.4846365 x32 - 6.20621956 x36 - 9.59555983 x48 - 4.93414385 x50 - 0.0347120399999989 x51 - 7.25420748 x59 - 4.37045218 x60 - 9.43702708 x61 - 9.11758197 x63 - 1.33654792 x64 - 4.69791657 x81 - 5.32153125 x87 - 7.23873942 x88 - 5.45550846 x95 - 2.25773456 x98 - 4.09121792 x108 - 4.61470329 x111 - 9.89682204 x113 - 8.92147365 x114 - 5.56748478 x118 - 3.96861293 x122 - 1.49116004 x127 - 3.03805345 x134 - 4.65402632 x139 - 2.65642064 x142 + x583 = -67.9089036982866 _e434#433: - 6.12867427 x8 - 7.14510579 x16 - 2.3347741 x24 - 5.01753974 x27 - 0.821134689999999 x28 - 6.61131855 x31 - 4.52319682 x49 - 2.39671474 x51 - 8.50312142 x58 - 9.44739957 x63 - 0.22082937 x64 - 3.15529638 x67 - 4.44889873 x81 - 8.21704739 x85 - 0.762229089999999 x94 - 6.98924469 x95 - 2.2305177 x100 - 6.40240564 x105 - 6.78006369 x106 - 0.0129128199999995 x107 - 6.46868488 x108 - 2.39952266 x110 - 8.80889614 x113 - 9.85527502 x126 - 6.45730057 x128 - 2.80318175 x129 - 1.11702079 x134 - 7.32643888 x138 - 0.72296151 x141 - 6.44856597 x142 - 7.16513437 x148 + x584 = -66.2253350618414 _e435#434: - 3.91849995 x8 - 2.70340636 x11 - 1.52183843 x16 - 0.723865929999999 x20 - 7.39266305 x28 - 4.85635751 x31 - 7.39846676 x45 - 2.92708679 x68 - 2.42898633 x85 - 0.184660849999999 x90 - 5.13541392 x92 - 1.33765052 x93 - 6.15025222 x94 - 6.64222041 x97 - 0.40190204 x98 - 5.19647227 x99 - 7.48164349 x105 - 7.38365409 x109 - 7.44977057 x115 - 7.80544789 x120 - 8.38025475 x127 - 0.23662875 x130 - 0.648657909999999 x132 - 5.31950213 x139 - 2.28771961 x140 - 6.89215347 x150 + x585 = -50.059386342092 _e436#435: - 3.41230542 x4 - 9.31084611 x5 - 9.86154443 x8 - 9.51409467 x9 - 2.03856032 x19 - 6.19049518 x26 - 8.90756159 x28 - 4.51325572 x31 - 0.18611733 x36 - 5.9010889 x42 - 2.65806992 x47 - 5.69200658 x57 - 0.10713753 x64 - 0.764413589999999 x65 - 5.03727414 x69 - 0.729243119999999 x70 - 3.95083902 x78 - 8.31155933 x80 - 8.04351186 x84 - 2.75984971 x85 - 0.601668559999999 x91 - 4.60414923 x100 - 5.47605212 x113 - 2.13347487 x114 - 3.32448572 x116 - 5.41486901 x124 - 2.88585542 x127 - 4.6088042 x135 - 1.70090726 x138 - 8.08808091 x139 - 8.61443464 x142 - 9.2265538 x146 - 8.7394587 x148 - 8.25408013 x149 + x586 = -67.6344037650544 _e437#436: - 1.79082881 x3 - 2.52504081 x8 - 0.65509156 x9 - 6.2248311 x10 - 7.19324356 x24 - 5.67316252 x29 - 2.82922467 x30 - 1.70135349 x32 - 8.42517302 x36 - 9.63967295 x39 - 8.20722758 x44 - 5.25112579 x51 - 0.98124845 x55 - 0.669706879999999 x59 - 7.79253507 x62 - 1.91156987 x63 - 7.83710609 x67 - 1.83976177 x69 - 5.46422711 x73 - 5.83041904 x76 - 4.08897172 x77 - 2.29528463 x83 - 1.98440723 x85 - 9.13858292 x87 - 3.0655287 x96 - 4.87342595 x97 - 2.27199523 x98 - 6.20415523 x107 - 2.99141729 x109 - 9.4622514 x111 - 8.50842585 x112 - 9.32396561 x124 - 6.33948446 x128 - 3.63596029 x136 - 2.12930308 x144 + x587 = -63.0536533945475 _e438#437: - 1.60889407 x2 - 5.7788733 x5 - 1.37596007 x7 - 9.26827576 x8 - 5.31034542 x9 - 3.22731429 x11 - 3.15885457 x14 - 4.39029758 x28 - 5.22404679 x30 - 5.41460701 x34 - 3.84350998 x35 - 1.546811 x38 - 7.80859904 x39 - 3.37071099 x41 - 0.84082938 x50 - 7.73371399 x51 - 6.65893779 x63 - 0.25575489 x64 - 2.16992048 x70 - 2.00135263 x78 - 3.33410431 x82 - 9.35252212 x87 - 6.47117724 x101 - 8.63511051 x102 - 3.42838007 x105 - 4.95036982 x107 - 2.57487895 x112 - 9.04328357 x114 - 2.73316644 x115 - 9.53253542 x122 - 7.44281399 x123 - 0.21385165 x124 - 0.252005329999999 x140 - 6.71886786 x142 - 9.48097574 x149 + x588 = -67.4940850394935 _e439#438: - 3.86805801 x1 - 5.07725638 x12 - 1.23809321 x27 - 0.86007788 x28 - 0.35436692 x30 - 1.95549685 x36 - 8.97079891 x50 - 6.56953822 x59 - 6.2527275 x63 - 8.4567245 x65 - 3.17251869 x71 - 4.18391432 x76 - 7.58972059 x85 - 3.76486349 x86 - 0.722792699999999 x90 - 0.25434572 x103 - 1.07587481 x107 - 9.31865165 x108 - 3.61498338 x109 - 4.42497537 x112 - 1.6896226 x114 - 9.3813757 x124 - 7.05407421 x137 - 9.5489578 x138 - 8.91666344 x147 + x589 = -36.2928691151476 _e440#439: - 7.33073916 x5 - 7.84534366 x8 - 5.78534 x14 - 0.75091476 x18 - 0.0716992199999988 x21 - 3.63081 x22 - 2.98909841 x23 - 5.95865695 x33 - 5.29147235 x38 - 4.37104908 x41 - 2.60339386 x61 - 0.11804795 x73 - 5.12846596 x77 - 7.14719326 x82 - 3.55722417 x89 - 8.2480908 x97 - 7.02083281 x99 - 0.020976909999999 x100 - 7.70432771 x101 - 9.91927147 x112 - 6.3974976 x119 - 4.32188586 x121 - 9.71931796 x127 - 6.39368198 x132 - 5.89657513 x133 - 5.31351091 x148 + x590 = -40.3356646150699 _e441#440: - 8.60495758 x8 - 4.47313203 x12 - 5.34290779 x16 - 0.21269998 x21 - 8.55771259 x27 - 1.84994209 x29 - 8.07923864 x30 - 6.4697803 x32 - 5.13032013 x63 - 6.54088984 x64 - 5.12728893 x69 - 5.02272722 x70 - 8.44412846 x71 - 5.08601351 x75 - 2.33168931 x77 - 6.45020033 x81 - 0.9307828 x86 - 3.5091086 x87 - 8.55287222 x95 - 8.25299309 x97 - 2.62232517 x102 - 0.258459069999999 x107 - 7.44081294 x111 - 7.53338251 x116 - 0.15099377 x117 - 4.38955706 x118 - 7.42795727 x137 - 0.90551465 x139 - 1.84163311 x140 + x591 = -59.1563111007291 _e442#441: - 5.04914741 x7 - 6.95680812 x23 - 8.87000502 x26 - 5.65915843 x29 - 1.78286564 x41 - 2.96706782 x42 - 3.34804926 x49 - 1.43945402 x56 - 5.05757737 x63 - 3.68660878 x85 - 8.22398849 x87 - 3.64885733 x88 - 3.63198703 x97 - 5.11356445 x105 - 1.07175266 x108 - 8.45354964 x109 - 9.06019258 x112 - 6.17417044 x116 - 6.89159286 x117 - 1.53862883 x119 - 4.99181864 x121 - 9.62611694 x122 - 8.64344315 x123 - 7.07503033 x126 - 2.28159175 x130 - 0.888535539999999 x136 - 6.91533498 x138 - 5.09175633 x142 - 8.28883358 x149 + x592 = -61.1144290415016 _e443#442: - 0.66374218 x13 - 9.64104915 x16 - 4.51920293 x17 - 0.233894979999999 x30 - 0.6844403 x32 - 4.37940537 x38 - 6.46919062 x41 - 1.49647893 x45 - 2.03362881 x56 - 2.48547151 x58 - 9.79454116 x65 - 7.96064023 x70 - 3.84680647 x74 - 0.81273485 x75 - 8.38064264 x79 - 1.40567896 x80 - 4.69576892 x81 - 8.90573932 x86 - 5.47229794 x88 - 6.88946048 x89 - 7.80566717 x92 - 3.36102055 x93 - 5.68985293 x111 - 1.42585659 x114 - 4.88439667 x117 - 5.02506185 x129 - 0.2083686 x132 - 3.60165509 x139 - 2.10566381 x144 + x593 = -52.7863914016423 _e444#443: - 4.95695916 x3 - 0.921989329999999 x9 - 3.20884029 x16 - 5.54863322 x17 - 1.9693985 x19 - 1.78049051 x21 - 1.8721735 x22 - 9.50374155 x31 - 8.96253235 x40 - 5.10257592 x43 - 6.4279849 x46 - 0.0257351699999997 x53 - 3.71658585 x54 - 4.78616113 x59 - 0.55135246 x62 - 9.72771534 x65 - 6.78997322 x67 - 8.69970413 x76 - 6.00210068 x82 - 6.02111798 x85 - 6.81657126 x92 - 4.84077881 x98 - 3.35515303 x100 - 6.76434121 x103 - 0.702199269999999 x104 - 0.860876309999999 x111 - 9.75822753 x120 - 7.79941604 x135 - 9.47005552 x138 - 3.27708686 x139 - 1.81443528 x140 - 8.72024694 x143 - 4.68632498 x144 - 8.52941111 x147 + x594 = -71.5904768084193 _e445#444: - 8.68557955 x2 - 1.04601749 x3 - 4.73696379 x15 - 4.27403145 x20 - 5.62281798 x23 - 7.16387752 x28 - 4.74865561 x30 - 6.29211451 x31 - 3.62401626 x32 - 8.14562675 x34 - 3.08799476 x46 - 2.45718445 x48 - 6.279297 x49 - 6.21712702 x52 - 6.85427841 x54 - 9.022037 x59 - 7.76901801 x69 - 3.68078853 x73 - 2.25705027 x75 - 8.05216923 x78 - 8.70234315 x80 - 9.94461282 x81 - 1.48696961 x85 - 8.33500943 x88 - 2.77427903 x89 - 2.70771158 x91 - 2.10505874 x92 - 2.16340203 x93 - 5.74045377 x94 - 5.1981967 x102 - 9.7820051 x105 - 3.29103857 x107 - 0.949116179999999 x108 - 0.760112569999999 x109 - 2.38430318 x112 - 4.43227603 x114 - 1.52637017 x116 - 7.14389353 x129 - 8.83557452 x133 - 2.40381959 x134 - 7.11537866 x135 - 1.34427332 x141 - 7.95131833 x143 - 5.54948586 x147 - 3.40332066 x150 + x595 = -98.1495500628141 _e446#445: - 5.01234634 x1 - 9.43501972 x9 - 4.87383086 x11 - 2.77435419 x14 - 9.26168692 x19 - 9.67543177 x21 - 9.70877147 x24 - 3.76328778 x28 - 3.76433565 x31 - 5.32057082 x41 - 3.13694633 x44 - 9.07661899 x45 - 2.95647328 x51 - 2.40185795 x55 - 6.11907643 x57 - 8.20134517 x65 - 9.64607969 x76 - 9.86412961 x82 - 3.59828109 x83 - 8.23692872 x86 - 0.942147499999999 x88 - 8.40353108 x97 - 7.7560753 x105 - 8.93730808 x115 - 4.59179493 x121 - 9.26738232 x125 - 8.7992661 x126 - 5.42450997 x131 - 6.76291639 x138 - 8.78198037 x139 - 1.51614951 x145 - 1.78654489 x146 - 1.07398689 x149 + x596 = -75.0850126319117 _e447#446: - 1.23019658 x5 - 3.68071337 x12 - 5.70307493 x16 - 0.4817962 x23 - 1.15697371 x24 - 1.92177881 x27 - 2.92083066 x33 - 2.79644371 x35 - 2.92837127 x38 - 4.58020877 x45 - 9.90869803 x47 - 2.14584726 x54 - 4.05365337 x57 - 8.5232217 x61 - 7.27981894 x74 - 2.26248348 x78 - 9.75465468 x80 - 8.96975191 x82 - 8.25627856 x90 - 5.49413388 x92 - 9.27018886 x93 - 7.18619364 x97 - 8.15806793 x98 - 0.412982719999999 x102 - 7.10481285 x105 - 9.09356566 x114 - 7.00463665 x120 - 1.62326254 x124 - 1.00642832 x128 - 3.81867496 x130 - 2.27736604 x134 - 6.98556139 x145 - 0.362667299999999 x146 - 6.36890741 x147 + x597 = -74.4348933610769 _e448#447: - 0.851414539999999 x1 - 0.238455919999999 x10 - 0.37862266 x15 - 3.00314847 x16 - 9.86407459 x19 - 6.57309104 x20 - 2.64916491 x22 - 8.69784903 x23 - 7.87778245 x24 - 2.80672156 x25 - 9.31517141 x28 - 8.72512002 x29 - 5.97403122 x37 - 7.58168378 x39 - 8.06644291 x40 - 8.11037891 x45 - 9.67231359 x50 - 7.26786681 x51 - 3.26726395 x56 - 8.22027189 x69 - 9.92838649 x79 - 2.92464983 x80 - 0.011657679999999 x83 - 5.46135467 x85 - 7.64051403 x99 - 1.6666949 x104 - 9.88964874 x105 - 1.71745151 x106 - 7.0410789 x107 - 6.24641734 x109 - 3.91437629 x124 - 9.53907969 x129 - 3.06436505 x130 - 5.59680952 x136 - 8.44090389 x138 - 0.212188059999999 x145 + x598 = -95.4572757650276 _e449#448: - 8.61776371 x6 - 1.68569854 x11 - 0.732823189999999 x12 - 7.31413106 x17 - 7.0906028 x18 - 1.51411356 x20 - 8.24888556 x23 - 3.566273 x27 - 1.1456004 x32 - 8.30554675 x34 - 3.66905569 x35 - 0.241720259999999 x36 - 2.84128217 x39 - 9.49027881 x66 - 2.03213007 x68 - 1.20337915 x72 - 5.75536481 x76 - 6.68195393 x80 - 0.665832479999999 x81 - 0.36961834 x92 - 9.08148221 x93 - 8.45684385 x95 - 0.0823178099999999 x98 - 7.06763088 x108 - 3.64471977 x109 - 8.06895614 x111 - 1.88787365 x123 - 2.22820471 x129 - 5.77710715 x133 - 9.23913382 x134 - 8.53948394 x138 + x599 = -55.9219269082515 _e450#449: - 4.75456994 x2 - 0.0505650899999999 x7 - 6.03146875 x12 - 8.6740303 x13 - 5.38843235 x19 - 5.06892466 x25 - 3.74349841 x28 - 0.62803011 x33 - 6.36446987 x34 - 2.68554599 x35 - 4.4529809 x36 - 4.891948 x52 - 2.06709867 x56 - 5.44368004 x62 - 6.07779056 x74 - 0.442458849999999 x75 - 4.21036392 x77 - 9.57612109 x85 - 8.70989848 x86 - 6.80997538 x88 - 5.64957774 x104 - 7.02961441 x116 - 0.0760375899999999 x119 - 0.185636079999999 x121 - 1.21946128 x122 - 7.53111869 x132 - 2.03497416 x139 - 9.43634861 x144 - 4.28388124 x150 + x600 = -75.8162433798324 _e451#450: - 2.19894215 x3 - 9.52376554 x4 - 7.59224178 x8 - 3.56391662 x10 - 0.239103839999999 x12 - 5.55867678 x14 - 0.569406669999999 x20 - 5.57341536 x21 - 6.22301486 x35 - 3.81185818 x38 - 1.27499266 x45 - 2.83071498 x46 - 6.67029625 x47 - 5.20447781 x53 - 2.72910431 x54 - 7.41478731 x58 - 8.56719511 x63 - 8.3648663 x65 - 0.0265519799999991 x67 - 7.39830243 x70 - 4.15457985 x72 - 5.73990391 x76 - 8.54973424 x78 - 1.23689729 x79 - 7.08550368 x86 - 4.17003592 x87 - 1.35729 x92 - 7.96412777 x97 - 5.88436824 x100 - 1.4658864 x103 - 6.88165826 x111 - 2.10911633 x119 - 2.75921681 x122 - 7.79035827 x124 - 2.85111834 x134 - 8.4779109 x136 - 7.56833442 x139 - 9.71097368 x146 + x601 = -78.7669591787231 _e452#451: - 1.56260797 x4 - 2.96416359 x7 - 2.89396249 x8 - 5.53193606 x9 - 4.06519493 x11 - 7.35880574 x17 - 8.39736867 x21 - 6.14796974 x22 - 3.67847047 x26 - 4.54020986 x32 - 2.15363014 x36 - 4.36944802 x40 - 3.39727994 x54 - 2.08643732 x58 - 0.147100509999999 x64 - 7.2081439 x65 - 8.50677409 x67 - 2.95980833 x68 - 0.9842816 x72 - 2.83767184 x75 - 3.51335153 x78 - 4.20763509 x86 - 6.88464648 x91 - 5.18097432 x96 - 0.5044907 x114 - 2.47951645 x117 - 3.18382807 x121 - 4.91052279 x122 - 0.14516899 x130 - 2.21731535 x134 - 0.31252981 x138 - 0.66200564 x139 - 1.97110727 x146 - 2.48940455 x150 + x602 = -53.9669350384957 _e453#452: - 7.92240745 x2 - 5.81618806 x10 - 7.82218134 x14 - 5.44468137 x19 - 8.69133184 x22 - 3.87820745 x31 - 6.29212949 x35 - 7.32234493 x39 - 1.55158103 x45 - 8.42338566 x47 - 2.92500315 x51 - 1.47717164 x54 - 2.80747674 x57 - 9.61178146 x59 - 6.23481168 x65 - 5.94497113 x74 - 6.30997643 x81 - 7.30189458 x91 - 0.154644049999999 x94 - 2.14957434 x100 - 1.41165762 x102 - 3.1672336 x108 - 3.24386395 x109 - 7.50049269 x110 - 3.47253161 x111 - 2.39793684 x117 - 2.70982481 x118 - 7.79581254 x133 - 7.04857207 x142 - 4.67152679 x145 + x603 = -75.331793328574 _e454#453: - 4.9447678 x8 - 9.76315875 x9 - 2.61845489 x10 - 2.93390434 x14 - 5.03912462 x22 - 4.4071966 x24 - 8.65840966 x26 - 7.2698768 x29 - 5.87430465 x30 - 6.81424568 x31 - 1.48038184 x33 - 5.54922376 x35 - 8.32326685 x37 - 5.41876008 x38 - 8.29931606 x46 - 8.39537437 x47 - 9.72029964 x49 - 5.3934698 x53 - 2.05940445 x61 - 1.66725809 x64 - 4.64898093 x67 - 0.601556129999999 x68 - 9.09939767 x71 - 9.00694368 x76 - 9.59544206 x78 - 2.39047139 x93 - 1.75099313 x107 - 0.463375599999999 x112 - 7.0473127 x113 - 7.57492384 x114 - 4.96976039 x117 - 3.44231106 x122 - 6.47712596 x134 - 8.28618243 x136 - 3.24303211 x142 + x604 = -87.3949312553981 _e455#454: - 7.13737869 x2 - 5.76130688 x9 - 8.02727453 x12 - 8.63403415 x14 - 7.68285196 x18 - 0.682306479999999 x31 - 3.25298025 x37 - 4.67767397 x42 - 3.30854884 x47 - 9.538291 x50 - 2.72412302 x61 - 1.00667091 x69 - 9.46853544 x70 - 8.41699932 x73 - 8.71502174 x77 - 0.885322799999999 x80 - 0.210418219999999 x89 - 8.60591403 x93 - 1.116408 x97 - 8.90844706 x98 - 2.84981843 x101 - 0.845218969999999 x104 - 3.2653986 x107 - 5.18035355 x111 - 5.78762446 x114 - 5.71586476 x116 - 4.78020221 x123 - 0.977747309999999 x126 - 8.55195972 x130 - 5.26266465 x133 - 3.05699618 x135 - 2.62422061 x136 - 6.84609521 x140 - 2.61128334 x143 - 8.6875346 x146 - 2.16056269 x147 - 3.77532851 x149 + x605 = -77.5463455287971 _e456#455: - 9.08349337 x6 - 4.75750987 x8 - 1.51261404 x9 - 2.49940659 x11 - 9.18989851 x13 - 5.93216407 x15 - 5.76307973 x20 - 2.09494937 x26 - 8.91793978 x28 - 9.35305629 x30 - 7.75355079 x31 - 9.25150016 x52 - 1.384009 x55 - 2.35585762 x57 - 4.27044268 x63 - 5.83482503 x66 - 3.48851732 x68 - 5.60581113 x72 - 1.99534036 x79 - 7.62036596 x80 - 8.21683271 x85 - 1.0985979 x89 - 5.6080182 x93 - 3.70582426 x108 - 3.43901618 x115 - 9.19083205 x116 - 2.22376051 x124 - 4.95428219 x129 - 2.67062257 x138 - 6.52896018 x140 - 6.37551341 x142 - 2.5864862 x149 + x606 = -72.5056470708469 _e457#456: - 8.63518584 x3 - 2.6812576 x11 - 7.24930263 x14 - 2.14013854 x15 - 6.19091484 x17 - 2.61390277 x18 - 9.17186838 x21 - 0.642300929999999 x26 - 4.79766511 x36 - 7.63722098 x52 - 5.14203833 x59 - 8.14094092 x65 - 9.81044182 x66 - 7.53543625 x76 - 2.07483376 x77 - 6.97648222 x87 - 9.81396407 x89 - 5.48684192 x90 - 1.08478833 x95 - 4.58400881 x101 - 0.0535004499999991 x103 - 4.47771073 x110 - 3.09302203 x112 - 5.83051312 x121 - 0.0798358999999993 x136 - 8.2040652 x143 - 2.96111559 x144 - 6.46577549 x147 + x607 = -60.9192657946437 _e458#457: - 4.92549316 x18 - 6.29454429 x20 - 3.67795005 x22 - 0.20291804 x32 - 8.46773349 x33 - 7.54313257 x35 - 0.64558613 x39 - 3.58962714 x40 - 9.66098573 x48 - 6.19003815 x51 - 6.7602563 x53 - 4.4773281 x55 - 8.26242009 x62 - 5.35874962 x64 - 0.86343404 x65 - 0.76224851 x71 - 7.83360433 x79 - 9.36800947 x80 - 0.217859359999999 x84 - 9.23086324 x85 - 5.69933049 x90 - 8.75933814 x93 - 8.58710609 x97 - 3.71572002 x107 - 7.65926765 x111 - 6.98831564 x118 - 0.194989259999999 x119 - 7.74618199 x122 - 6.70095291 x124 - 9.24246923 x127 - 8.34498562 x128 - 7.79438186 x134 - 2.69487189 x140 - 8.08040453 x143 - 9.07456873 x147 - 9.01118922 x148 + x608 = -79.9352061962117 _e459#458: - 7.34339104 x5 - 6.63659074 x19 - 6.75693192 x20 - 7.4545842 x22 - 3.26499357 x27 - 6.24000873 x32 - 3.4879649 x33 - 4.20815294 x41 - 3.49150156 x51 - 3.46442237 x56 - 6.3671761 x59 - 8.95490255 x61 - 8.86969253 x67 - 9.38719777 x72 - 2.39149694 x74 - 0.88900385 x75 - 5.98030469 x82 - 8.0068334 x88 - 3.79515292 x95 - 8.39653298 x98 - 9.91903088 x99 - 1.09146385 x101 - 1.5677322 x112 - 5.78647589 x119 - 0.293829939999999 x125 - 8.50544759 x131 - 6.53251061 x138 + x609 = -53.1493224882914 _e460#459: - 9.89682908 x3 - 9.00610821 x4 - 1.50723778 x5 - 4.55166186 x19 - 1.97038976 x20 - 8.88262085 x24 - 7.69612926 x26 - 2.96865004 x32 - 0.758648909999999 x33 - 9.88825704 x38 - 1.20722256 x40 - 3.28513039 x42 - 7.56657855 x45 - 6.15834981 x49 - 2.9821785 x51 - 2.5944218 x61 - 8.15758459 x63 - 7.81897723 x66 - 7.03435556 x71 - 2.55650863 x73 - 9.47998636 x77 - 9.82274192 x86 - 8.26555272 x87 - 7.05711653 x89 - 9.76415665 x93 - 7.18392994 x113 - 5.25301852 x117 - 9.92566624 x118 - 6.29203033 x123 - 6.47612877 x126 - 3.16730478 x129 - 7.79359847 x132 - 7.07495542 x133 - 9.47975243 x134 - 9.0106368 x140 - 5.94573285 x148 - 8.13275194 x149 + x610 = -92.0132788392854 _e461#460: - 2.60098833 x7 - 5.60492759 x8 - 1.12129822 x17 - 9.50168306 x19 - 9.16933841 x20 - 3.1606337 x24 - 5.18967336 x33 - 7.22096655 x34 - 9.41972731 x40 - 0.0794328999999994 x51 - 0.73726533 x56 - 2.93071524 x59 - 0.896474589999999 x62 - 3.82155021 x73 - 9.08552298 x89 - 1.05136071 x91 - 0.16046197 x93 - 2.05507482 x104 - 5.24441044 x110 - 5.6842973 x111 - 7.51926084 x117 - 4.23153224 x118 - 6.90697822 x120 - 4.30140133 x122 - 1.06133509 x126 - 5.07188065 x127 - 2.6898017 x135 - 1.91574239 x139 - 6.74824762 x141 + x611 = -61.0999052261246 _e462#461: - 9.3097873 x8 - 8.31644746 x14 - 1.25349074 x15 - 0.34590095 x25 - 2.23177249 x26 - 8.54415857 x30 - 9.85686138 x31 - 7.15885225 x40 - 4.93341382 x41 - 8.41736962 x45 - 3.38519311 x46 - 0.780541619999999 x49 - 4.47743579 x55 - 4.65241864 x70 - 3.32181091 x73 - 3.98797694 x83 - 0.320129619999999 x92 - 5.06341154 x100 - 4.58121952 x101 - 6.63479417 x104 - 7.89676939 x110 - 8.06884721 x113 - 7.97251465 x116 - 4.45897494 x122 - 3.97534309 x126 - 9.25013109 x128 - 4.90485907 x130 - 2.63627755 x132 - 0.362649309999999 x136 - 9.61342602 x140 - 7.96211585 x141 - 9.87550331 x142 - 7.62309481 x143 - 1.06261674 x144 - 6.43754881 x145 + x612 = -91.9925913225423 _e463#462: - 7.4850111 x1 - 2.57968074 x2 - 5.11173801 x4 - 3.86211903 x10 - 1.26504158 x11 - 9.60553662 x12 - 1.22861879 x13 - 1.89490925 x25 - 1.6131612 x29 - 5.84686843 x32 - 9.06575317 x49 - 9.86291166 x50 - 5.09956962 x54 - 9.68699236 x59 - 0.83454944 x61 - 6.48161574 x68 - 2.4195217 x73 - 0.30525179 x75 - 1.46248858 x90 - 6.52080492 x96 - 2.24142243 x99 - 3.3677177 x107 - 7.40996676 x122 - 2.78150405 x123 - 4.55892488 x137 - 0.846474939999999 x141 + x613 = -50.2108591301143 _e464#463: - 8.64299315 x6 - 6.59313624 x8 - 5.62676647 x17 - 8.60824362 x23 - 7.29354525 x27 - 5.52730301 x29 - 0.44191362 x37 - 9.39754201 x40 - 6.61854413 x42 - 7.65634918 x48 - 9.13196262 x49 - 7.21998586 x54 - 3.46685189 x62 - 4.57971935 x70 - 2.65235895 x76 - 2.38454991 x82 - 0.453253809999999 x87 - 0.227442699999999 x88 - 7.06836487 x90 - 4.94872976 x99 - 3.84352398 x101 - 7.5643969 x102 - 7.67284761 x103 - 7.69768363 x106 - 1.21386823 x114 - 0.565716009999999 x129 - 9.30664735 x131 - 9.809126 x136 - 6.09164786 x142 - 5.25323861 x143 - 4.03552217 x144 + x614 = -70.3740440589237 _e465#464: - 5.25487663 x4 - 6.70326678 x7 - 6.33162776 x8 - 1.188167 x13 - 7.84342568 x21 - 1.11436763 x28 - 4.36029481 x29 - 3.0612099 x33 - 2.55733958 x36 - 2.91142377 x38 - 8.54753038 x40 - 3.01688693 x48 - 2.95476217 x49 - 3.51505759 x52 - 5.61403118 x58 - 6.98645505 x67 - 0.872146429999999 x71 - 1.39293184 x73 - 4.86004992 x74 - 9.25353738 x80 - 0.0480585199999994 x81 - 7.63662885 x86 - 7.19132906 x89 - 4.61127989 x93 - 3.94992984 x94 - 8.26884266 x104 - 9.68783682 x107 - 6.20908438 x109 - 3.98340144 x113 - 4.83298928 x119 - 7.25286639 x128 - 2.78565853 x129 - 6.50841359 x131 - 6.95148789 x137 - 6.55203924 x148 + x615 = -72.5556159995607 _e466#465: - 6.67010543 x1 - 7.87978727 x3 - 2.96655815 x5 - 6.80549052 x9 - 3.31879674 x10 - 0.590342149999999 x14 - 5.12787308 x15 - 7.38137251 x21 - 4.11418032 x25 - 7.36190824 x38 - 5.1448752 x46 - 7.36759582 x50 - 6.23519505 x53 - 4.69306331 x56 - 8.32429358 x57 - 5.93892965 x81 - 2.39915924 x82 - 3.31014381 x89 - 0.694313729999999 x94 - 3.18904723 x97 - 6.61188348 x101 - 0.11013054 x102 - 0.70486129 x108 - 2.57992338 x109 - 0.549880429999999 x111 - 5.58706462 x114 - 5.68519576 x121 - 2.93750501 x122 - 7.89021387 x126 - 6.97696035 x128 - 8.36633014 x129 - 2.91326049 x134 - 5.82905024 x137 - 4.90879425 x141 - 1.86975056 x143 + x616 = -61.6071386344275 _e467#466: - 6.22499789 x5 - 3.19322805 x9 - 4.81258914 x11 - 0.49556434 x18 - 8.09411923 x19 - 6.20120787 x21 - 8.10578483 x25 - 6.81018829 x48 - 9.24823127 x53 - 0.64979837 x55 - 4.804599 x57 - 3.00244455 x60 - 3.85798366 x63 - 8.30988648 x64 - 1.33000461 x69 - 8.67509905 x72 - 0.123704889999999 x73 - 4.66712571 x74 - 5.93446342 x83 - 0.181200239999999 x87 - 0.10362644 x90 - 7.12571193 x93 - 8.60626334 x94 - 3.74428062 x95 - 0.76145716 x97 - 7.67891838 x98 - 6.5803427 x99 - 4.36448558 x134 - 1.15941815 x136 - 3.84685065 x150 + x617 = -74.4104287315929 _e468#467: - 9.53084402 x4 - 0.381140769999999 x9 - 5.36304862 x18 - 3.30013147 x21 - 3.46424366 x43 - 6.68539227 x47 - 2.35110072 x62 - 5.67351496 x65 - 3.50298467 x70 - 8.57776734 x74 - 2.66195364 x82 - 1.84128788 x84 - 1.01702447 x85 - 6.370839 x103 - 6.56647899 x116 - 0.754075339999999 x119 - 6.33963278 x121 - 4.82595539 x129 - 0.25977704 x131 - 9.05707685 x132 - 0.69798524 x136 - 1.06622656 x137 - 8.12740904 x140 - 1.98772667 x145 + x618 = -44.9018795428888 _e469#468: - 1.06297495 x5 - 3.3537546 x7 - 2.49127002 x8 - 6.59857658 x11 - 9.04433925 x15 - 2.76375132 x20 - 7.26315147 x25 - 0.44469137 x30 - 2.65404541 x32 - 7.0784107 x33 - 2.16225604 x36 - 1.83591968 x37 - 4.41117151 x43 - 7.70809081 x54 - 0.742156349999999 x55 - 4.63720823 x56 - 9.34556298 x58 - 8.11154962 x68 - 7.63043683 x73 - 7.9198835 x81 - 7.6683449 x82 - 1.84703393 x86 - 7.7016412 x91 - 2.92106758 x109 - 0.806775609999999 x115 - 2.87124329 x116 - 0.701958029999999 x119 - 8.21401256 x125 - 1.45122509 x135 - 5.33036791 x141 - 8.9380564 x142 - 7.66109346 x145 - 4.15614288 x150 + x619 = -68.6636545918953 _e470#469: - 2.16982057 x3 - 8.48754233 x8 - 2.96867932 x19 - 8.59127304 x26 - 6.14989285 x30 - 7.56773013 x35 - 6.69279638 x37 - 9.32953607 x42 - 2.01215527 x46 - 7.03668888 x47 - 8.01457992 x49 - 2.51285534 x55 - 8.25659251 x57 - 9.42407073 x58 - 9.24519517 x62 - 6.564305 x65 - 7.83010941 x66 - 4.74060176 x68 - 7.83440487 x70 - 6.73362879 x82 - 5.21263034 x94 - 5.40629187 x99 - 5.08215473 x100 - 0.74228835 x103 - 0.84638884 x107 - 9.08254926 x108 - 8.65934072 x122 - 5.56079245 x130 - 0.312821739999999 x132 - 3.84657286 x138 - 1.85165713 x146 + x620 = -79.1316726647403 _e471#470: - 7.39986015 x1 - 0.273290289999999 x4 - 7.91157961 x7 - 8.58364979 x8 - 8.82134943 x9 - 3.61911759 x11 - 0.598457259999999 x15 - 7.09443761 x16 - 8.26165039 x21 - 2.42966763 x38 - 4.31647509 x42 - 2.86358037 x44 - 4.33259777 x48 - 2.9147787 x49 - 6.5814348 x50 - 5.98082022 x52 - 2.61146625 x57 - 1.64488118 x65 - 7.51602732 x68 - 0.384998529999999 x69 - 7.20295887 x81 - 6.95032973 x83 - 6.59811851 x96 - 0.802388279999999 x105 - 9.67855055 x106 - 1.88896575 x117 - 3.92434007 x122 - 5.82752172 x124 - 8.88674138 x125 - 7.12303876 x132 - 4.03875097 x134 - 2.25112537 x150 + x621 = -67.9787108172878 _e472#471: - 9.84989923 x1 - 5.2007692 x2 - 3.60340841 x8 - 4.80476453 x21 - 7.51443616 x22 - 4.7868625 x23 - 7.00202278 x24 - 7.87926355 x25 - 2.68963137 x28 - 5.44388529 x29 - 0.9542396 x30 - 6.29634959 x33 - 6.48625688 x36 - 8.07005224 x45 - 5.66563951 x46 - 5.96093151 x49 - 3.94210942 x58 - 9.40092681 x66 - 5.00797098 x70 - 3.57046392 x90 - 8.76878388 x92 - 2.33060908 x95 - 1.7915572 x96 - 8.56769844 x100 - 7.4668738 x104 - 2.64658026 x120 - 8.31692052 x124 - 0.247429789999999 x130 - 0.34265169 x135 + x622 = -62.706470842507 _e473#472: - 8.41136342 x7 - 2.24317239 x14 - 8.68504145 x20 - 5.14047804 x21 - 9.29671647 x27 - 6.88016527 x29 - 0.437279199999999 x35 - 8.72637346 x36 - 7.33623963 x40 - 9.41651522 x45 - 4.78135684 x46 - 6.90427942 x47 - 9.68162245 x55 - 3.65136974 x67 - 1.99032853 x78 - 1.54403786 x104 - 1.51596378 x109 - 0.0600999299999994 x111 - 8.83216171 x116 - 2.80641649 x117 - 5.26499935 x120 - 0.266729269999999 x122 - 8.57391964 x124 - 3.2764659 x129 - 2.18709384 x132 - 4.85126522 x133 - 9.57660894 x134 - 7.28918959 x136 - 5.01975862 x150 + x623 = -67.857731526411 _e474#473: - 5.9834151 x2 - 3.89531857 x9 - 4.18840524 x12 - 1.04241717 x14 - 1.30395724 x23 - 2.19176266 x26 - 2.85000692 x30 - 9.81005964 x31 - 9.41173727 x33 - 3.53692524 x44 - 7.73583539 x50 - 4.12838784 x58 - 3.86920604 x64 - 2.48171529 x67 - 0.673543959999999 x71 - 7.65295083 x72 - 8.06639227 x78 - 5.29479826 x79 - 6.48028481 x80 - 7.69238878 x83 - 3.67764615 x86 - 4.06138412 x89 - 2.38955189 x92 - 1.62065517 x100 - 0.442294029999999 x102 - 9.39679487 x104 - 8.01582678 x108 - 5.95960561 x111 - 6.57530631 x114 - 0.497868709999999 x118 - 2.59387837 x119 - 1.14417996 x130 - 6.88461232 x135 - 2.94933164 x137 - 0.33421685 x139 - 1.53725167 x141 - 2.09172547 x144 - 1.46039413 x148 - 8.72738285 x149 + x624 = -61.2680357256458 _e475#474: - 7.35502015 x1 - 5.50407165 x2 - 3.47398562 x3 - 5.85032427 x5 - 4.09916842 x9 - 4.89005229 x13 - 3.40548968 x17 - 0.25702837 x33 - 6.69626535 x38 - 9.80513576 x40 - 0.945856819999999 x42 - 0.395536639999999 x43 - 6.28356678 x47 - 2.10973514 x51 - 4.64260933 x52 - 6.7028381 x60 - 5.73598531 x62 - 3.55266688 x64 - 5.77704182 x65 - 7.68873219 x69 - 2.77700195 x77 - 3.94695139 x95 - 5.33831148 x105 - 3.95957096 x110 - 6.68299696 x118 - 8.34880864 x131 - 8.44403571 x135 - 3.89509341 x139 - 3.96924323 x140 - 3.87132808 x144 - 1.75622075 x149 + x625 = -74.9660570391634 _e476#475: - 9.70966795 x2 - 6.09924586 x13 - 9.55664803 x15 - 4.75834838 x16 - 7.4624264 x38 - 1.26930915 x49 - 1.3294384 x51 - 9.78547435 x52 - 2.99078209 x56 - 5.93195653 x58 - 4.93122286 x60 - 5.31267892 x65 - 3.35368498 x73 - 8.52695529 x87 - 8.24481127 x92 - 7.51169544 x103 - 5.85048868 x104 - 2.72874031 x108 - 5.1881166 x115 - 9.29179968 x125 - 0.233294429999999 x134 - 9.89996281 x136 - 8.61038721 x143 - 8.91732321 x150 + x626 = -73.49810736278 _e477#476: - 7.94328288 x2 - 1.96714641 x11 - 5.73815023 x14 - 1.72193643 x16 - 0.229962379999999 x17 - 2.408337 x22 - 2.73194572 x29 - 2.60407754 x34 - 8.62987308 x39 - 4.5103375 x42 - 4.46557201 x43 - 2.70314786 x50 - 2.60592063 x52 - 8.04835102 x54 - 2.25305744 x56 - 5.08218293 x65 - 5.29369128 x66 - 4.15587201 x67 - 7.76121504 x68 - 5.67165869 x74 - 0.968959279999999 x76 - 8.16972321 x87 - 9.91801688 x93 - 7.47081703 x98 - 3.1789058 x106 - 5.60922816 x129 - 6.84096822 x132 - 6.43880093 x137 - 8.01623181 x139 - 0.599252349999999 x142 - 6.7984685 x147 - 8.44938203 x148 + x627 = -76.3654432389219 _e478#477: - 2.48090809 x7 - 2.26253351 x8 - 6.93150536 x16 - 1.20170725 x17 - 2.73230023 x20 - 0.353713429999999 x24 - 6.89106476 x25 - 0.460154869999999 x29 - 0.97826706 x31 - 5.22399923 x33 - 0.0719574599999995 x35 - 2.0170735 x43 - 1.80804267 x52 - 5.77722818 x56 - 5.4202946 x61 - 6.48875393 x62 - 3.50409116 x70 - 2.73958048 x72 - 1.60306749 x75 - 7.45629248 x84 - 5.95301142 x89 - 3.27207573 x91 - 4.95775225 x107 - 1.26028592 x108 - 3.61833777 x111 - 7.29411452 x117 - 7.82684302 x125 - 6.26071915 x126 - 8.53700892 x134 - 0.975724969999999 x135 - 2.89440959 x138 - 2.53062722 x143 - 4.95368947 x145 + x628 = -53.8795438165743 _e479#478: - 9.70722363 x4 - 5.24072146 x11 - 1.33661148 x21 - 6.71891262 x23 - 2.46758309 x26 - 2.09140084 x28 - 9.36173475 x29 - 9.22464915 x35 - 2.44853612 x41 - 2.25889644 x42 - 5.5261158 x46 - 7.96901336 x48 - 6.12896825 x60 - 9.36553079 x68 - 3.67546456 x70 - 5.24622634 x72 - 0.909559419999999 x74 - 9.95146773 x77 - 0.2329436 x78 - 7.2451935 x79 - 9.31153328 x81 - 0.36800191 x85 - 4.47179848 x92 - 1.80938721 x93 - 5.54346327 x95 - 2.95721991 x99 - 4.79454366 x102 - 6.17645696 x103 - 2.4460372 x110 - 0.410435739999999 x112 - 8.2871111 x114 - 2.44828096 x118 - 6.03294325 x122 - 3.41276225 x123 - 5.44284348 x130 - 0.200709849999999 x131 - 3.78904863 x134 - 8.10528624 x141 - 9.50344124 x149 + x629 = -88.4860301875569 _e480#479: - 0.36300182 x3 - 5.9314088 x17 - 6.4873332 x19 - 7.78328821 x28 - 3.35405885 x30 - 7.48693522 x32 - 8.08138012 x36 - 8.00910961 x40 - 0.453146299999999 x45 - 1.38804209 x59 - 8.24448734 x62 - 7.93775657 x67 - 4.17725647 x71 - 4.44502756 x77 - 0.0497191299999988 x81 - 2.69115596 x88 - 2.77571827 x91 - 4.03901421 x106 - 8.60431125 x108 - 6.36519919 x115 - 5.57651833 x117 - 1.63124597 x121 - 8.38346769 x125 - 4.00064992 x126 - 2.37657866 x127 - 2.65590178 x128 - 0.272014549999999 x132 - 0.89878464 x134 - 3.56072985 x135 - 1.35660114 x136 - 5.72439228 x137 + x630 = -49.1549412616304 _e481#480: - 1.22685993 x6 - 7.23704706 x7 - 8.99025033 x28 - 0.41866875 x29 - 0.0201028999999997 x30 - 1.19012885 x31 - 5.96208635 x39 - 1.70891521 x41 - 2.26580033 x42 - 4.10688891 x44 - 4.94567617 x48 - 4.10198059 x55 - 1.31073377 x58 - 8.36901155 x59 - 4.83251509 x65 - 7.40534235 x69 - 5.21602596 x73 - 4.95114895 x77 - 9.60299466 x81 - 5.25410125 x84 - 7.07022872 x86 - 2.5682384 x100 - 8.00892965 x108 - 7.95107228 x109 - 4.01936641 x110 - 3.67251236 x111 - 0.9612174 x112 - 9.81427485 x113 - 7.2250906 x126 - 8.12140443 x127 - 4.40591556 x129 - 2.76288327 x136 - 9.54358688 x139 - 1.43657436 x145 + x631 = -63.4470355936661 _e482#481: - 8.01154374 x7 - 0.69256307 x10 - 4.86572319 x12 - 4.07702565 x17 - 5.57792065 x24 - 0.881768749999999 x41 - 7.232255 x42 - 1.0817943 x49 - 3.80976759 x51 - 0.18874223 x53 - 3.13048113 x62 - 1.22081023 x64 - 0.0963565899999996 x76 - 1.55236896 x80 - 6.34363541 x85 - 2.76069412 x90 - 3.89592176 x105 - 8.5900255 x109 - 7.38078659 x116 - 6.03868573 x118 - 4.109663 x119 - 8.59997998 x124 - 6.22043648 x130 - 8.30104748 x131 - 1.50317854 x132 - 6.35574215 x133 - 4.42532556 x135 - 7.28056307 x138 - 0.172891869999999 x146 + x632 = -53.661773088812 _e483#482: - 9.95926051 x3 - 1.66056488 x8 - 7.35280118 x9 - 3.42952042 x19 - 7.63513943 x20 - 0.254072249999999 x23 - 0.96350965 x29 - 8.78937393 x43 - 2.09065987 x54 - 8.81503082 x56 - 9.89520766 x59 - 6.37609279 x65 - 2.30875914 x66 - 6.17994326 x69 - 5.31791541 x74 - 1.61472928 x76 - 2.62687995 x78 - 1.01661058 x79 - 0.689202849999999 x85 - 8.91549021 x97 - 3.66436075 x104 - 6.76480329 x105 - 8.68152328 x108 - 1.53602334 x114 - 2.30653982 x119 - 2.44632403 x132 - 7.59287499 x139 - 0.67246017 x144 - 3.67559434 x150 + x633 = -47.9784626927272 _e484#483: - 8.1149393 x1 - 3.86900544 x6 - 8.61596842 x7 - 3.12536609 x14 - 6.13611813 x15 - 9.707787 x23 - 8.87800846 x28 - 4.76146958 x36 - 6.38829514 x38 - 2.69101424 x42 - 6.336343 x55 - 1.39248646 x62 - 9.14375304 x63 - 8.762698 x66 - 0.78866369 x69 - 6.62562882 x73 - 4.62241063 x77 - 6.74061685 x86 - 8.55055567 x88 - 7.96452002 x92 - 1.50776639 x102 - 1.17771383 x104 - 0.0721679899999994 x106 - 3.699208 x119 - 2.70870279 x122 - 7.23684851 x127 - 3.87315717 x131 - 7.51528833 x134 - 1.26310473 x136 - 9.1128024 x138 - 8.38487065 x143 - 9.41969602 x144 - 7.26739608 x150 + x634 = -74.0013295379935 _e485#484: - 0.13266602 x3 - 0.625858659999999 x4 - 0.0317138699999997 x9 - 3.61694108 x21 - 5.13322376 x27 - 7.80136181 x32 - 0.755157769999999 x36 - 1.4162751 x41 - 7.36904615 x43 - 0.0494243099999991 x51 - 8.25591646 x52 - 6.79328109 x55 - 0.32546471 x57 - 6.28357416 x62 - 0.726117559999999 x65 - 4.57186028 x67 - 2.93604336 x68 - 6.08610334 x71 - 4.14527655 x79 - 6.08969645 x85 - 4.31671802 x86 - 9.25026878 x88 - 0.834376229999999 x89 - 3.69611357 x91 - 8.65670791 x95 - 1.46480121 x97 - 8.78331695 x98 - 6.27826658 x99 - 1.24286903 x102 - 4.50739733 x105 - 5.42478549 x106 - 3.90164031 x115 - 4.24568313 x120 - 2.57745564 x124 - 2.69227614 x129 - 6.48747262 x134 - 8.07500319 x135 - 4.02786046 x140 - 6.97510982 x144 + x635 = -70.86284305729 _e486#485: - 2.99139517 x6 - 1.04687313 x7 - 8.8523566 x14 - 3.4771833 x17 - 1.64091281 x19 - 0.414222649999999 x25 - 7.59550107 x32 - 4.87745936 x37 - 2.85136082 x38 - 5.75157385 x67 - 4.87777817 x70 - 6.35112211 x72 - 4.86825237 x81 - 2.83380987 x82 - 1.29402258 x84 - 0.808131019999999 x90 - 5.34911528 x100 - 6.67634578 x103 - 2.51150165 x112 - 6.4514769 x116 - 2.27522538 x121 - 2.7136605 x122 - 2.59776836 x129 - 7.64730081 x133 - 3.74922168 x134 - 7.50368254 x135 - 9.11216342 x138 - 8.03058309 x146 - 9.53680102 x149 - 9.65794534 x150 + x636 = -69.6637966276441 _e487#486: - 6.10370693 x2 - 7.83124343 x14 - 4.38548769 x20 - 8.12158332 x21 - 2.63751016 x28 - 4.91198262 x39 - 4.24455003 x45 - 5.55106078 x46 - 8.12567344 x48 - 6.45926506 x72 - 4.78355074 x73 - 3.94951288 x76 - 7.52021222 x77 - 7.16546418 x78 - 2.85799838 x79 - 5.08770131 x86 - 8.15738941 x87 - 3.76897429 x98 - 3.61982447 x106 - 2.54574177 x107 - 8.53801105 x109 - 4.23643575 x118 - 9.15502142 x120 - 8.77935049 x124 - 7.74766802 x127 - 6.18565218 x134 - 3.57743071 x137 - 2.43246932 x139 - 1.93407283 x141 - 0.179114979999999 x142 - 4.78413777 x143 + x637 = -69.0108415154508 _e488#487: - 8.46690396 x9 - 0.037611099999999 x22 - 9.51274626 x29 - 6.48234713 x30 - 5.71745131 x31 - 3.0800523 x36 - 1.03792499 x39 - 4.87825016 x40 - 8.0458085 x46 - 7.20022678 x52 - 6.31713839 x61 - 7.60461107 x62 - 1.34241154 x67 - 4.15426509 x79 - 2.25103687 x81 - 8.91998177 x82 - 5.24850997 x83 - 9.2274418 x89 - 6.80574299 x97 - 7.46944242 x100 - 6.41988728 x116 - 1.54311047 x119 - 1.46179783 x120 - 5.63008488 x121 - 9.12859711 x126 - 4.83984826 x128 - 3.33861456 x134 - 9.26922672 x138 - 9.16032686 x144 - 3.27106981 x145 - 3.83032738 x150 + x638 = -70.9399626892189 _e489#488: - 7.95555971 x1 - 3.24821408 x6 - 3.60790424 x8 - 9.03197689 x9 - 9.07173471 x10 - 1.16909011 x12 - 2.29721181 x16 - 0.0241885099999994 x20 - 3.79367873 x31 - 7.34925839 x36 - 8.41985901 x37 - 6.94347869 x40 - 0.0342401199999998 x52 - 5.64303278 x55 - 7.13133723 x58 - 5.98290988 x59 - 3.67987213 x64 - 0.622946839999999 x68 - 8.71877681 x69 - 4.79981687 x76 - 4.55059309 x77 - 4.62739811 x84 - 7.87233857 x88 - 7.93340338 x92 - 7.08597487 x94 - 1.38341502 x97 - 9.75156241 x102 - 9.64558973 x116 - 8.49119728 x118 - 9.98809747 x129 - 1.99173538 x134 - 5.38959441 x148 + x639 = -75.1460664048198 _e490#489: - 4.83520552 x9 - 3.1050688 x11 - 3.76750863 x14 - 4.25032767 x15 - 3.25337373 x16 - 2.89497827 x18 - 7.10509852 x32 - 3.17211154 x37 - 5.09947836 x42 - 7.12472118 x44 - 7.46687537 x47 - 8.77761384 x48 - 7.88187623 x50 - 7.30667472 x60 - 2.30677641 x66 - 6.85073439 x69 - 1.38092909 x70 - 8.65419608 x79 - 9.76118385 x81 - 6.8367574 x83 - 7.22625403 x92 - 3.09195483 x96 - 9.04618961 x104 - 9.48865575 x105 - 3.21060298 x106 - 4.09515798 x111 - 2.54962976 x112 - 3.3542834 x114 - 8.08903781 x134 - 1.25928682 x136 - 5.14593835 x143 - 5.74787023 x144 - 0.149031609999999 x148 - 2.10272062 x150 + x640 = -81.9704791395716 _e491#490: - 9.33886762 x10 - 8.69182858 x11 - 2.01560595 x13 - 9.78258265 x18 - 3.72346305 x19 - 5.62435658 x22 - 1.83343765 x26 - 6.34044139 x29 - 1.46065788 x30 - 2.31174964 x33 - 4.45206062 x34 - 1.54847204 x38 - 4.76254112 x48 - 6.32799262 x49 - 1.44799575 x58 - 4.79019543 x61 - 7.35942542 x68 - 5.89234136 x74 - 4.76848121 x75 - 0.878949149999999 x78 - 2.98691353 x86 - 3.00801756 x93 - 8.76147323 x107 - 0.863468599999999 x119 - 9.38724155 x120 - 5.15243339 x121 - 3.62742683 x132 - 7.34875458 x134 - 2.25944683 x138 - 8.05551555 x143 - 8.78950919 x149 + x641 = -80.7805245404693 _e492#491: - 2.37833542 x2 - 3.33915899 x10 - 2.23884345 x11 - 0.175337489999999 x15 - 6.32386653 x18 - 3.17086226 x21 - 0.75798225 x27 - 9.93541927 x28 - 4.96136698 x41 - 2.28616431 x43 - 2.59885592 x54 - 5.21961626 x56 - 1.11278623 x59 - 2.40268088 x60 - 1.82718796 x70 - 4.34359557 x71 - 2.90404003 x76 - 4.86308612 x89 - 8.10094034 x92 - 9.26755144 x98 - 9.75634394 x105 - 0.91266471 x113 - 7.04396281 x119 - 8.33521199 x121 - 5.08853995 x132 - 5.43845485 x139 - 6.77678141 x142 + x642 = -51.655174213947 _e493#492: - 9.20325848 x8 - 9.36866337 x11 - 5.85133061 x12 - 0.515671849999999 x14 - 9.66340437 x15 - 8.40752035 x19 - 2.08851214 x24 - 4.05930578 x26 - 8.94806856 x49 - 7.21603544 x50 - 7.40344802 x60 - 7.85301787 x66 - 1.28948633 x73 - 7.38501075 x81 - 7.74554606 x85 - 1.09733699 x90 - 4.52870404 x95 - 6.91222527 x96 - 2.62882535 x97 - 9.20807309 x103 - 5.31885399 x107 - 0.416496789999999 x110 - 1.81997426 x126 - 5.23882454 x129 - 0.57932417 x133 - 4.35479968 x141 - 9.77302597 x142 - 1.3177658 x146 + x643 = -77.0453863523713 _e494#493: - 6.67703702 x6 - 3.05313753 x12 - 0.2232375 x22 - 0.392754839999999 x41 - 2.60040348 x44 - 7.54650568 x46 - 8.9245446 x51 - 3.59497788 x57 - 3.5007091 x63 - 9.97441467 x66 - 8.1467953 x73 - 3.67114422 x74 - 6.35024511 x83 - 6.07468826 x88 - 0.379192209999999 x105 - 9.55340014 x111 - 5.54461461 x124 - 8.97074476 x133 - 3.33245913 x134 - 8.38860229 x140 - 6.76943041 x144 - 7.90464715 x150 + x644 = -45.0350358010497 _e495#494: - 8.28248958 x9 - 7.47174339 x13 - 5.7012984 x22 - 0.28602146 x28 - 5.39785512 x29 - 8.48113945 x34 - 0.289685489999999 x39 - 5.15272113 x46 - 1.35079545 x53 - 8.27116896 x54 - 3.82043002 x58 - 8.64205605 x64 - 2.86980942 x67 - 5.71632845 x69 - 5.52086037 x70 - 8.99457527 x71 - 3.92144436 x76 - 6.19629758 x84 - 9.49910822 x85 - 3.65805654 x88 - 6.37426133 x90 - 5.39449437 x98 - 8.24098503 x106 - 0.102651009999999 x110 - 0.94415928 x111 - 7.15925013 x113 - 9.19129809 x118 - 9.58485212 x123 - 1.37892629 x133 - 0.722119029999999 x134 - 9.07897788 x136 - 0.69860948 x137 - 9.1648764 x138 + x645 = -84.2295299077342 _e496#495: - 1.39223541 x2 - 4.58709033 x7 - 3.44645609 x8 - 1.18949636 x17 - 3.23174011 x21 - 1.69517507 x29 - 8.40887275 x41 - 3.93157351 x46 - 5.09318875 x58 - 7.88590253 x69 - 4.08748952 x74 - 4.72307566 x84 - 9.13420967 x91 - 8.67124024 x97 - 2.52617434 x98 - 8.26391381 x108 - 8.15960386 x110 - 1.2251987 x111 - 2.23512214 x122 - 3.85989825 x130 - 9.85720514 x133 - 5.2758218 x136 - 9.07441649 x147 + x646 = -60.8068108975641 _e497#496: - 2.1528894 x14 - 5.28480161 x16 - 8.4660472 x25 - 2.48433271 x26 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Free x226 Free x227 Free x228 Free x229 Free x230 Free x231 Free x232 Free x233 Free x234 Free x235 Free x236 Free x237 Free x238 Free x239 Free x240 Free x241 Free x242 Free x243 Free x244 Free x245 Free x246 Free x247 Free x248 Free x249 Free x250 Free x251 Free x252 Free x253 Free x254 Free x255 Free x256 Free x257 Free x258 Free x259 Free x260 Free x261 Free x262 Free x263 Free x264 Free x265 Free x266 Free x267 Free x268 Free x269 Free x270 Free x271 Free x272 Free x273 Free x274 Free x275 Free x276 Free x277 Free x278 Free x279 Free x280 Free x281 Free x282 Free x283 Free x284 Free x285 Free x286 Free x287 Free x288 Free x289 Free x290 Free x291 Free x292 Free x293 Free x294 Free x295 Free x296 Free x297 Free x298 Free x299 Free x300 Free x301 Free x302 Free x303 Free x304 Free x305 Free x306 Free x307 Free x308 Free x309 Free x310 Free x311 Free x312 Free x313 Free x314 Free x315 Free x316 Free x317 Free x318 Free x319 Free x320 Free x321 Free x322 Free x323 Free x324 Free x325 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Free x526 Free x527 Free x528 Free x529 Free x530 Free x531 Free x532 Free x533 Free x534 Free x535 Free x536 Free x537 Free x538 Free x539 Free x540 Free x541 Free x542 Free x543 Free x544 Free x545 Free x546 Free x547 Free x548 Free x549 Free x550 Free x551 Free x552 Free x553 Free x554 Free x555 Free x556 Free x557 Free x558 Free x559 Free x560 Free x561 Free x562 Free x563 Free x564 Free x565 Free x566 Free x567 Free x568 Free x569 Free x570 Free x571 Free x572 Free x573 Free x574 Free x575 Free x576 Free x577 Free x578 Free x579 Free x580 Free x581 Free x582 Free x583 Free x584 Free x585 Free x586 Free x587 Free x588 Free x589 Free x590 Free x591 Free x592 Free x593 Free x594 Free x595 Free x596 Free x597 Free x598 Free x599 Free x600 Free x601 Free x602 Free x603 Free x604 Free x605 Free x606 Free x607 Free x608 Free x609 Free x610 Free x611 Free x612 Free x613 Free x614 Free x615 Free x616 Free x617 Free x618 Free x619 Free x620 Free x621 Free x622 Free x623 Free x624 Free x625 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Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os import unittest import optlang import optlang.glpk_interface as glpk from optlang import interface from optlang.util import glpk_read_cplex TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') try: import optlang.cplex_interface as cplex class ChangeSolverTestCase(unittest.TestCase): def setUp(self): self.model = optlang.glpk_interface.Model(problem=glpk_read_cplex(TESTMODELPATH)) def test_clone_constraint_interface_to_glpk(self): x1 = interface.Variable('x1', lb=0) x2 = interface.Variable('x2', lb=0) x3 = interface.Variable('x3', lb=0) c1 = interface.Constraint(x1 + x2 + x3, ub=100) glpk_c1 = glpk.Constraint.clone(c1) print(glpk_c1) self.assertIs(glpk_c1.__class__, glpk.Constraint) for variable in glpk_c1.variables: self.assertIs(variable.__class__, glpk.Variable) def test_clone_constraint_glpk_to_cplex(self): x1 = glpk.Variable('x1', lb=0) x2 = glpk.Variable('x2', lb=0) x3 = glpk.Variable('x3', lb=0) c1 = glpk.Constraint(x1 + x2 + x3, ub=100) cplex_c1 = cplex.Constraint.clone(c1) print(cplex_c1) self.assertIs(cplex_c1.__class__, cplex.Constraint) for variable in cplex_c1.variables: self.assertIs(variable.__class__, cplex.Variable) def test_clone_objective_glpk_to_cplex(self): x1 = glpk.Variable('x1', lb=0) x2 = glpk.Variable('x2', lb=0) x3 = glpk.Variable('x3', lb=0) obj = glpk.Objective(x1 + x2 + x3) cplex_obj = cplex.Objective.clone(obj) self.assertIs(cplex_obj.__class__, cplex.Objective) for variable in cplex_obj.variables: self.assertIs(variable.__class__, cplex.Variable) def test_clone_to_cplex(self): cplex_model = cplex.Model.clone(self.model) self.assertEqual(cplex_model.__class__, cplex.Model) for variable in cplex_model.variables.values(): self.assertIs(variable.__class__, cplex.Variable) for constraint in cplex_model.constraints: self.assertIs(constraint.__class__, cplex.Constraint) def test_clone_to_glpk(self): cplex_model = cplex.Model.clone(self.model) glpk_model = glpk.Model.clone(cplex_model) self.assertEqual(glpk_model.__class__, glpk.Model) for variable in glpk_model.variables.values(): self.assertIs(variable.__class__, glpk.Variable) for constraint in glpk_model.constraints: self.assertIs(constraint.__class__, glpk.Constraint) except ImportError as e: if str(e).find('cplex') >= 0: class TestMissingDependency(unittest.TestCase): @unittest.skip('Missing dependency - ' + str(e)) def test_fail(self): pass else: raise optlang-1.8.1/src/optlang/tests/test_coinor_cbc_interface.py000066400000000000000000000661761451753105500243410ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import copy import json import os import pickle import sys import unittest import optlang.interface try: import mip except ImportError as e: if str(e).find('mip') >= 0: class TestMissingDependency(unittest.TestCase): @unittest.skip('Missing dependency - ' + str(e)) def test_fail(self): pass else: raise else: from optlang import coinor_cbc_interface from optlang.tests import abstract_test_cases TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/coli_core.json') def same_ex(ex1, ex2): """Compare to expressions for mathematical equality.""" return ex1.simplify() == ex2.simplify() class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): interface = coinor_cbc_interface def test_get_primal(self): self.assertEqual(self.var.primal, None) with open(TESTMODELPATH) as infile: model = self.interface.Model.from_json(json.load(infile)) model.optimize() self.assertEqual(model.status, optlang.interface.OPTIMAL) for var in model.variables: self.assertTrue(var.lb <= round(var.primal, 6) <= var.ub, (var.lb, var.primal, var.ub)) @unittest.skip("COIN-OR Cbc doesn't support variable name change") def test_changing_variable_names_is_reflected_in_the_solver(self): pass @unittest.skip("COIN-OR Cbc doesn't support variable name change") def test_change_name(self): pass def test_set_wrong_type_raises(self): self.assertRaises(ValueError, self.interface.Variable, name="test", type="mayo") self.assertRaises(Exception, setattr, self.var, 'type', 'ketchup') self.model.add(self.var) self.model.update() self.assertRaises(ValueError, setattr, self.var, "type", "mustard") def test_change_type(self): self.var.type = "continuous" self.assertEqual(self.var.lb, None) self.assertEqual(self.var.ub, None) self.var.type = "integer" self.assertEqual(self.var.lb, None) self.assertEqual(self.var.ub, None) self.var.type = "binary" self.assertEqual(self.var.lb, 0) self.assertEqual(self.var.ub, 1) self.var.type = "integer" self.assertEqual(self.var.lb, 0) self.assertEqual(self.var.ub, 1) self.var.type = "continuous" self.assertEqual(self.var.lb, 0) self.assertEqual(self.var.ub, 1) self.var.lb = -1.4 self.var.ub = 1.6 self.var.type = "integer" self.assertEqual(self.var.lb, -1) self.assertEqual(self.var.ub, 2) class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = coinor_cbc_interface def test_get_primal(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) self.assertEqual(self.constraint.primal, None) self.model.optimize() for c in self.model.constraints: if c.lb is not None: self.assertTrue(c.lb <= round(c.primal, 6)) if c.ub is not None: self.assertTrue(round(c.primal, 6) <= c.ub) @unittest.skip("COIN-OR Cbc doesn't support constraint name change") def test_change_constraint_name(self): pass @unittest.skip("TODO: Currently not supported") def test_indicator_constraint_support(self): pass class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = coinor_cbc_interface def setUp(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) self.obj = self.model.objective def test_change_direction(self): from mip import MAXIMIZE, MINIMIZE self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(self.model.problem.sense, MINIMIZE) self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(self.model.problem.sense, MAXIMIZE) class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = coinor_cbc_interface class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = coinor_cbc_interface def setUp(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_config_gets_copied_too(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 model_copy = copy.copy(self.model) self.assertEqual(model_copy.configuration.verbosity, 3) def test_init_from_existing_problem(self): self.assertEqual(len(self.model.variables), len(self.model.problem.vars)) # Divide by 2 because upper and lower constraints are represented seperately self.assertEqual(len(self.model.constraints), len(self.model.problem.constrs) / 2) self.assertEqual(self.model.variables.keys(), [var.name[2:] for var in self.model.problem.vars]) # Collect _lower and _upper constraints constrs= [] for con in self.model.constraints: constrs.append(con.constraint_name(True)) constrs.append(con.constraint_name(False)) self.assertEqual(constrs, [constr.name for constr in self.model.problem.constrs]) def test_add_non_cplex_conform_variable(self): var = self.interface.Variable('12x!!@#5_3', lb=-666, ub=666) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) repickled = pickle.loads(pickle.dumps(self.model)) var_from_pickle = repickled.variables['12x!!@#5_3'] self.assertTrue('v_' + var_from_pickle.name in [var.name for var in self.model.problem.vars]) @unittest.skip("COIN-OR Cbc doesn't support constraint name change") def test_change_constraint_name(self): pass def test_clone_model_with_lp(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 self.model.optimize() opt = self.model.objective.value cloned_model = self.interface.Model.clone(self.model, use_lp=True) self.assertEqual(cloned_model.configuration.verbosity, 3) self.assertEqual(len(cloned_model.variables), len(self.model.variables)) for var in self.model.variables: self.assertTrue(var.name in cloned_model.variables) var_clone = cloned_model.variables[var.name] self.assertEqual(var_clone.lb, var.lb) self.assertEqual(var_clone.ub, var.ub) self.assertEqual(len(cloned_model.constraints), len(self.model.constraints)) for con in self.model.constraints: self.assertTrue(con.name in cloned_model.constraints) con_clone = cloned_model.constraints[con.name] self.assertEqual(con_clone.lb, con.lb) self.assertEqual(con_clone.ub, con.ub) cloned_model.optimize() self.assertAlmostEqual(cloned_model.objective.value, opt) def test_clone_small_model_with_lp(self): x1 = self.interface.Variable('x1', lb=0) x2 = self.interface.Variable('x2', lb=0) x3 = self.interface.Variable('x3', lb=0) # A constraint is constructed from an expression of variables and a lower and/or upper bound (lb and ub). c1 = self.interface.Constraint(x1 + x2 + x3, ub=100, name='c1') c2 = self.interface.Constraint(10 * x1 + 4 * x2 + 5 * x3, ub=600, name='c2') c3 = self.interface.Constraint(2 * x1 + 2 * x2 + 6 * x3, ub=300, name='c3') # An objective can be formulated obj = self.interface.Objective(10 * x1 + 6 * x2 + 4 * x3, direction='max') # Variables, constraints and objective are combined in a Model object, which can subsequently be optimized. model = self.interface.Model(name='Simple model') model.objective = obj model.add([c1, c2, c3]) model.update() self.assertEqual(model.configuration.verbosity, 0) model.configuration.verbosity = 3 model.optimize() opt = model.objective.value cloned_model = self.interface.Model.clone(model, use_lp=True) self.assertEqual(cloned_model.configuration.verbosity, 3) self.assertEqual(len(cloned_model.variables), len(model.variables)) for var in model.variables: self.assertTrue(var.name in cloned_model.variables) var_clone = cloned_model.variables[var.name] self.assertEqual(var_clone.lb, var.lb) self.assertEqual(var_clone.ub, var.ub) self.assertEqual(len(cloned_model.constraints), len(model.constraints)) for con in model.constraints: self.assertTrue(con.name in cloned_model.constraints) con_clone = cloned_model.constraints[con.name] self.assertEqual(con_clone.lb, con.lb) self.assertEqual(con_clone.ub, con.ub) cloned_model.optimize() self.assertAlmostEqual(cloned_model.objective.value, opt) def test_change_of_constraint_is_reflected_in_low_level_solver(self): x = self.interface.Variable('x', lb=0, ub=1, type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=0., ub=10., type='continuous') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') self.model.add(constr1) self.model.update() self.assertEqual(self.model.problem.constr_by_name('c_test_lower').rhs, 100) self.assertEqual(self.model.problem.constr_by_name('c_test_upper').rhs, 0) constr1.lb = -9 constr1.ub = 10 self.assertEqual(self.model.problem.constr_by_name('c_test_lower').rhs, 9) self.assertEqual(self.model.problem.constr_by_name('c_test_upper').rhs, 10) self.model.optimize() constr1.lb = -90 constr1.ub = 100 self.assertEqual(self.model.problem.constr_by_name('c_test_lower').rhs, 90) self.assertEqual(self.model.problem.constr_by_name('c_test_upper').rhs, 100) def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) constraint = self.interface.Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) z = self.interface.Variable('z', lb=2, ub=5, type='integer') constraint += 77. * z self.model.remove(constraint) self.assertEqual( (constraint.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) self.assertEqual(constraint.lb, -100) self.assertEqual(constraint.ub, None) def test_change_of_objective_is_reflected_in_low_level_solver(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) objective = self.interface.Objective(0.3 * x + 0.4 * y, name='test', direction='max') self.model.objective = objective self.model.update() grb_x = self.model.problem.var_by_name('v_' + x.name) grb_y = self.model.problem.var_by_name('v_' + y.name) expected = {grb_x: 0.3, grb_y: 0.4} self.assertEqual(self.model.problem.objective.expr, expected) z = self.interface.Variable('z', lb=4, ub=4, type='integer') self.model.objective += 77. * z self.model.update() grb_z = self.model.problem.var_by_name('v_' + z.name) expected[grb_z] = 77. self.assertEqual(self.model.problem.objective.expr, expected) def test_change_variable_bounds(self): import random inner_prob = self.model.problem inner_problem_bounds = [(var.lb, var.ub) for var in inner_prob.vars] bounds = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertEqual(bounds, inner_problem_bounds) for var in self.model.variables.values(): var.ub = random.uniform(var.lb, 1000) var.lb = random.uniform(-1000, var.ub) self.model.update() inner_problem_bounds_new = [(var.lb, var.ub) for var in inner_prob.vars] bounds_new = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_change_constraint_bounds(self): constraint = self.model.constraints[0] value = 42 constraint.ub = value self.assertEqual(constraint.ub, value) constraint.lb = value self.assertEqual(constraint.lb, value) name = constraint.name self.assertEqual(self.model.problem.constr_by_name('c_' + name + '_upper').rhs, value) self.assertEqual(self.model.problem.constr_by_name('c_' + name + '_lower').rhs, -1*value) def test_initial_objective(self): self.assertIn('BIOMASS_Ecoli_core_w_GAM', self.model.objective.expression.__str__(), ) self.assertEqual( (self.model.objective.expression - ( 1.0 * self.model.variables.BIOMASS_Ecoli_core_w_GAM - 1.0 * self.model.variables.BIOMASS_Ecoli_core_w_GAM_reverse_712e5)).expand() - 0, 0 ) def test_change_objective(self): v1, v2 = self.model.variables.values()[0:2] self.model.objective = self.interface.Objective(1. * v1 + 1. * v2) self.assertIn(v1.name, str(self.model.objective)) self.assertIn(v2.name, str(self.model.objective)) self.assertTrue(same_ex(self.model.objective._expression, 1.*v1 + 1.*v2)) self.model.objective = self.interface.Objective(v1 + v2) self.assertIn(v1.name, str(self.model.objective)) self.assertIn(v2.name, str(self.model.objective)) self.assertTrue(same_ex(self.model.objective._expression, 1.*v1 + 1.*v2)) def test_iadd_objective(self): v2, v3 = self.model.variables.values()[1:3] obj_coeff = sorted(self.model.problem.objective.expr.values()) self.assertEqual(obj_coeff, [-1.0, 1.0]) self.model.objective += 2. * v2 - 3. * v3 obj_coeff = sorted(self.model.problem.objective.expr.values()) self.assertEqual(obj_coeff, [-3.0, -1.0, 1.0, 2.0]) def test_imul_objective(self): self.model.objective *= 2. obj_coeff = sorted(self.model.problem.objective.expr.values()) self.assertEqual(obj_coeff, [-2.0, 2.0]) v2, v3 = self.model.variables.values()[1:3] self.model.objective += 4. * v2 - 3. * v3 self.model.objective *= 3. obj_coeff = sorted(self.model.problem.objective.expr.values()) self.assertEqual(obj_coeff, [-9.0, -6.0, 6.0, 12.0]) self.model.objective *= -1 obj_coeff = sorted(self.model.problem.objective.expr.values()) self.assertEqual(obj_coeff, [-12.0, -6.0, 6.0, 9.0]) def test_set_copied_objective(self): mip_expr= self.model.problem.objective.expr obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual(self.model.objective.direction, "max") self.assertEqual(mip_expr, self.model.problem.objective.expr) @unittest.skip("CBC-MIP timeout is flaky around 0") def test_timeout(self): pass def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.BIOMASS_Ecoli_core_w_GAM: 666.}) var = self.model.problem.var_by_name('v_' + self.model.variables.BIOMASS_Ecoli_core_w_GAM.name) self.assertEqual(self.model.problem.objective.expr[var], 666.) def test_set_linear_coefficients_constraint(self): constraint = self.model.constraints[0] coeff_dict = constraint.expression.as_coefficients_dict() self.assertEqual(coeff_dict[self.model.variables.GAPD_reverse_459c1], -1.0) constraint.set_linear_coefficients({self.model.variables.GAPD_reverse_459c1: 666.}) coeff_dict = constraint.expression.as_coefficients_dict() self.assertEqual(coeff_dict[self.model.variables.GAPD_reverse_459c1], 666.) def test_coinor_cbc_coefficient_dict(self): x = self.interface.Variable("x") c = self.interface.Constraint(2 ** x, lb=0, sloppy=True) obj = self.interface.Objective(2 ** x, sloppy=True) model = self.interface.Model() self.assertRaises(Exception, setattr, model, "objective", obj) self.assertRaises(Exception, model._add_constraint, c) c = self.interface.Constraint(0, lb=0) obj = self.interface.Objective(0) model.add(c) model.objective = obj self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) @unittest.skip('TODO: fix. Not working correctly') def test_integer_variable_dual(self): from functools import partial model = self.interface.Model() x = self.interface.Variable("x", lb=0) y = self.interface.Variable("y", lb=0) c = self.interface.Constraint(x + y, ub=1) model.add(c) model.objective = self.interface.Objective(x) model.optimize() self.assertEqual(y.dual, -1) x.type = "integer" model.optimize() # TODO: investigate. abstract test case has y. What should the # behavior be? self.assertRaises(ValueError, partial(getattr, x, "dual")) x.type = "continuous" model.optimize() self.assertEqual(y.dual, -1) self.assertEqual(x.dual, 0) @unittest.skip('TODO: fix. Not working correctly') def test_integer_constraint_dual(self): pass @unittest.skip('TODO: fix. Not working correctly') def test_integer_batch_duals(self): pass def test_relax_with_knapsack(self): p = [10, 13, 18, 31, 7, 15] w = [11, 15, 20, 35, 10, 33] c, I = 47, range(len(w)) x = [self.interface.Variable(type='binary', name='x{}'.format(i)) for i in I] obj = self.interface.Objective(sum(p[i] * x[i] for i in I), direction='max') c1 = self.interface.Constraint(sum(w[i] * x[i] for i in I), ub=c) model = self.interface.Model(name='knapsack') model.objective = obj model.add([c1]) model.configuration.relax = True status = model.optimize() self.assertTrue(model.problem.relax) self.assertEqual(model.status, 'optimal') self.assertTrue(model.objective.value >= 41.0) def test_max_nodes_max_solutions_with_knapsack(self): p = [10, 13, 18, 31, 7, 15] w = [11, 15, 20, 35, 10, 33] c, I = 47, range(len(w)) x = [self.interface.Variable(type='binary', name='x{}'.format(i)) for i in I] obj = self.interface.Objective(sum(p[i] * x[i] for i in I), direction='max') c1 = self.interface.Constraint(sum(w[i] * x[i] for i in I), ub=c) model = self.interface.Model(name='knapsack') model.objective = obj model.add([c1]) model.configuration.max_nodes = 0 model.configuration.max_solutions = 0 status = model.optimize() self.assertEqual(model.problem.max_nodes, 0) self.assertEqual(model.problem.max_solutions, 0) self.assertEqual(model.status, 'feasible') model.configuration.max_solutions = 10 status = model.optimize() self.assertEqual(model.problem.max_solutions, 10) self.assertEqual(model.status, 'optimal') def test_threads_cuts_emphasis_with_knapsack(self): p = [10, 13, 18, 31, 7, 15] w = [11, 15, 20, 35, 10, 33] c, I = 47, range(len(w)) x = [self.interface.Variable(type='binary', name='x{}'.format(i)) for i in I] obj = self.interface.Objective(sum(p[i] * x[i] for i in I), direction='max') c1 = self.interface.Constraint(sum(w[i] * x[i] for i in I), ub=c) model = self.interface.Model(name='knapsack') model.objective = obj model.add([c1]) model.configuration.threads = -1 model.configuration.cuts = 1 model.configuration.emphasis = 2 status = model.optimize() self.assertEqual(model.problem.threads, -1) self.assertEqual(model.problem.cuts, 1) self.assertEqual(model.problem.emphasis, 2) self.assertEqual(model.status, 'optimal') class MIPExamples(unittest.TestCase): interface = coinor_cbc_interface def test_constant_objective(self): x1 = self.interface.Variable('x1', lb=0, ub=5) c1 = self.interface.Constraint(x1, lb=-10, ub=10, name='c1') obj = self.interface.Objective(1) model = self.interface.Model() model.objective = obj model.add(c1) model.optimize() self.assertEqual(model.status, 'optimal') self.assertEqual(model.objective.value, 1.0) def test_knapsack(self): p = [10, 13, 18, 31, 7, 15] w = [11, 15, 20, 35, 10, 33] c, I = 47, range(len(w)) x = [self.interface.Variable(type='binary', name='x{}'.format(i)) for i in I] obj = self.interface.Objective(sum(p[i] * x[i] for i in I), direction='max') c1 = self.interface.Constraint(sum(w[i] * x[i] for i in I), ub=c) model = self.interface.Model(name='knapsack') model.objective = obj model.add([c1]) status = model.optimize() self.assertEqual(model.status, 'optimal') self.assertEqual(model.objective.value, 41.0) primal_values = [val for val in model.primal_values.values()] self.assertEqual(primal_values, [1, 0, 0, 1, 0, 0]) selected = [i for i in I if x[i].primal >= 0.99] self.assertEqual(selected, [0, 3]) def test_travelling_salesman(self): from itertools import product # names of places to visit places = ['Antwerp', 'Bruges', 'C-Mine', 'Dinant', 'Ghent', 'Grand-Place de Bruxelles', 'Hasselt', 'Leuven', 'Mechelen', 'Mons', 'Montagne de Bueren', 'Namur', 'Remouchamps', 'Waterloo'] # distances in an upper triangular matrix dists = [[83, 81, 113, 52, 42, 73, 44, 23, 91, 105, 90, 124, 57], [161, 160, 39, 89, 151, 110, 90, 99, 177, 143, 193, 100], [90, 125, 82, 13, 57, 71, 123, 38, 72, 59, 82], [123, 77, 81, 71, 91, 72, 64, 24, 62, 63], [51, 114, 72, 54, 69, 139, 105, 155, 62], [70, 25, 22, 52, 90, 56, 105, 16], [45, 61, 111, 36, 61, 57, 70], [23, 71, 67, 48, 85, 29], [74, 89, 69, 107, 36], [117, 65, 125, 43], [54, 22, 84], [60, 44], [97], []] # number of nodes and list of vertices n, V = len(dists), set(range(len(dists))) # distances matrix c = [[0 if i == j else dists[i][j-i-1] if j > i else dists[j][i-j-1] for j in V] for i in V] # binary variables indicating if arc (i,j) is used on the route or not x = [[self.interface.Variable(type='binary', name='x_i={}_j={}_arc'.format(i, j)) for j in V] for i in V] # continuous variable to prevent subtours: each city will have a # different sequential id in the planned route except the first one y = [self.interface.Variable(name='x{}'.format(i)) for i in V] # objective function: minimize the distance obj = self.interface.Objective(sum(c[i][j]*x[i][j] for i in V for j in V), direction='min') # constraint : leave each city only once cons = [] for i in V: cons.append(self.interface.Constraint(sum(x[i][j] for j in V - {i}), lb=1, ub=1)) # constraint : enter each city only once for i in V: cons.append(self.interface.Constraint(sum(x[j][i] for j in V - {i}), lb=1, ub=1)) # subtour elimination for (i, j) in product(V - {0}, V - {0}): if i != j: cons.append(self.interface.Constraint(y[i] - (n+1)*x[i][j] - y[j], lb=-1*n)) model = self.interface.Model(name='travelling_salesman') model.objective = obj model.add(cons) model.optimize() self.assertEqual(model.status, 'optimal') self.assertEqual(model.objective.value, 547.0) optlang-1.8.1/src/optlang/tests/test_container.py000066400000000000000000000215611451753105500221700ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import pickle import unittest from optlang.container import Container from optlang.interface import Model, Variable class ContainerTestCase(unittest.TestCase): def setUp(self): self.model = Model() self.container = self.model.variables def test_container_from_iterable(self): variables_iterable = [Variable("v" + str(i), lb=10, ub=100) for i in range(10000)] container = Container(variables_iterable) self.assertEqual(len(container), 10000) for index, variable in enumerate(variables_iterable): self.assertEqual(container[index], variable) self.assertEqual(container[variable.name], variable) def test_container_from_iterable_with_items_without_name_attribute_raise(self): variables_iterable = ['v' + str(i) for i in range(10000)] self.assertRaises(AttributeError, Container, variables_iterable) def test_container_append(self): var = Variable('blub') self.container.append(var) self.assertEqual(len(self.container), 1) self.assertEqual(self.container['blub'], var) self.assertEqual(self.container[0], var) def test_dir(self): var = Variable('blub') self.container.append(var) print(dir(self.container)) self.assertEqual(dir(self.container), ['__contains__', '__delitem__', '__dict__', '__dir__', '__doc__', '__getattr__', '__getitem__', '__getstate__', '__init__', '__iter__', '__len__', '__module__', '__setitem__', '__setstate__', '__weakref__', '_check_for_name_attribute', '_reindex', 'append', 'blub', 'clear', 'extend', 'fromkeys', 'get', 'has_key', 'items', 'iteritems', 'iterkeys', 'itervalues', 'keys', 'update_key', 'values']) def test_del_by_index(self): variables_iterable = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] container = Container(variables_iterable) del container[10] for i, variable in enumerate(container): if i < 10: self.assertEqual(int(variable.name.replace('v', '')), i) else: self.assertEqual(int(variable.name.replace('v', '')) - 1, i) def test_del_by_key(self): variables_iterable = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] container = Container(variables_iterable) del container["v333"] for i, variable in enumerate(container): if i < 333: self.assertEqual(int(variable.name.replace('v', '')), i) else: self.assertEqual(int(variable.name.replace('v', '')) - 1, i) def test_non_name_item_raises(self): self.assertRaises(AttributeError, self.container.append, 3) def test_add_already_existing_item_raises(self): var = Variable('blub') self.container.append(var) self.assertRaises(Exception, self.container.append, var) variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(100)] self.container.extend(variables) self.assertRaises(Exception, self.container.extend, variables) def test_clear(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) self.container.clear() self.assertEqual(len(self.container), 0) self.assertEqual(self.container._object_list, []) self.assertEqual(self.container._indices, {}) self.assertEqual(self.container._dict, {}) def test_extend(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) def test_iterkeys(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) generator = self.container.iterkeys() self.assertEqual(list(generator), [item.name for item in self.container]) def test_keys(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) keys = self.container.keys() self.assertEqual(keys, [item.name for item in self.container]) def test_itervalues(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) generator = self.container.itervalues() self.assertEqual(list(generator), variables) def test_values(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) values = self.container.values() self.assertEqual(values, variables) def test_iteritems(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) generator = self.container.iteritems() self.assertEqual(list(generator), [(variable.name, variable) for variable in variables]) def test_fromkeys(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(1000)] self.container.extend(variables) sub_container = self.container.fromkeys(('v1', 'v66', 'v999')) print(sub_container._object_list) lookalike = Container([variables[i] for i in (1, 66, 999)]) print(lookalike._object_list) self.assertEqual(sub_container._object_list, lookalike._object_list) # self.assertEqual(sub_container._name_list, lookalike._name_list) self.assertEqual(sub_container._dict, lookalike._dict) def test_get(self): var = Variable('blub') self.container.append(var) self.assertEqual(self.container.get('blub'), var) self.assertEqual(self.container.get('blurb', None), None) def test_has_key(self): self.assertFalse('blurb' in self.container) self.assertFalse(self.container.has_key('blurb')) # noqa: W601 var = Variable('blurb') self.container.append(var) self.assertTrue('blurb' in self.container) self.assertTrue(self.container.has_key('blurb')) # noqa: W601 def test_getattr(self): var = Variable('variable1') self.container.append(var) self.assertEqual(self.container.variable1, var) self.assertRaises(AttributeError, getattr, self.container, 'not_existing_variable') def test_setitem(self): var = Variable('blub') self.assertRaises(IndexError, self.container.__setitem__, 0, var) self.container.append(var) self.assertEqual(self.container[0], var) var2 = Variable('blib') self.container[0] = var2 self.assertEqual(self.container[0], var2) var3 = Variable("blab") self.assertRaises(ValueError, self.container.__setitem__, "blub", var3) self.container["blab"] = var3 self.assertIs(self.container["blab"], var3) self.assertIs(self.container[1], var3) var4 = Variable("blab") self.container["blab"] = var4 self.assertFalse(var3 in self.container) self.assertIs(self.container["blab"], var4) self.assertIs(self.container[1], var4) self.assertRaises(ValueError, self.container.__setitem__, 1, var2) self.container[1] = var3 self.assertIs(self.container["blab"], var3) self.assertIs(self.container[1], var3) self.container.update_key("blab") def test_change_object_name(self): var = Variable('blub') self.model.add(var) self.model.update() var.name = 'blurg' self.assertEqual(self.container.keys(), ['blurg']) self.assertEqual(self.container['blurg'], var) def test_iter_container_len_change_raises(self): def _(container): for item in container: del container[item.name] variables_iterable = [Variable("v" + str(i), lb=10, ub=100) for i in range(10)] container = Container(variables_iterable) self.assertRaises(RuntimeError, _, container) def test_pickle(self): variables = [Variable("v" + str(i), lb=10, ub=100) for i in range(100)] self.container.extend(variables) unpickled = pickle.loads(pickle.dumps(self.container)) self.assertEqual(unpickled[0].name, variables[0].name) optlang-1.8.1/src/optlang/tests/test_cplex_interface.py000066400000000000000000001005771451753105500233460ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import copy import os import pickle import pytest import random import sys import unittest try: # noqa: C901 import cplex except ImportError as e: if str(e).find('cplex') >= 0: class TestMissingDependency(unittest.TestCase): @unittest.skip('Missing dependency - ' + str(e)) def test_fail(self): pass else: raise else: from optlang import cplex_interface from optlang.cplex_interface import Constraint, Model, Objective, Variable from optlang.exceptions import SolverError from optlang.interface import INFEASIBLE, OPTIMAL from optlang.tests import abstract_test_cases CplexSolverError = cplex.exceptions.CplexSolverError random.seed(666) TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') TESTMILPMODELPATH = os.path.join(os.path.dirname(__file__), 'data/simple_milp.lp') CONVEX_QP_PATH = os.path.join(os.path.dirname(__file__), 'data/qplib_3256.lp') NONCONVEX_QP_PATH = os.path.join(os.path.dirname(__file__), 'data/qplib_1832.lp') class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): __test__ = True interface = cplex_interface def test_get_primal(self): self.assertEqual(self.var.primal, None) problem = cplex.Cplex() problem.read(TESTMODELPATH) model = Model(problem=problem) model.optimize() self.assertEqual(model.status, 'optimal') self.assertAlmostEqual(model.objective.value, 0.8739215069684305) print([var.primal for var in model.variables]) for i, j in zip([var.primal for var in model.variables], [0.8739215069684306, -16.023526143167608, 16.023526143167604, -14.71613956874283, 14.71613956874283, 4.959984944574658, 4.959984944574657, 4.959984944574658, 3.1162689467973905e-29, 2.926716099010601e-29, 0.0, 0.0, -6.112235045340358e-30, -5.6659435396316186e-30, 0.0, -4.922925402711085e-29, 0.0, 9.282532599166613, 0.0, 6.00724957535033, 6.007249575350331, 6.00724957535033, -5.064375661482091, 1.7581774441067828, 0.0, 7.477381962160285, 0.0, 0.22346172933182767, 45.514009774517454, 8.39, 0.0, 6.007249575350331, 0.0, -4.541857463865631, 0.0, 5.064375661482091, 0.0, 0.0, 2.504309470368734, 0.0, 0.0, -22.809833310204958, 22.809833310204958, 7.477381962160285, 7.477381962160285, 1.1814980932459636, 1.496983757261567, -0.0, 0.0, 4.860861146496815, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.064375661482091, 0.0, 5.064375661482091, 0.0, 0.0, 1.496983757261567, 10.000000000000002, -10.0, 0.0, 0.0, 0.0, 0.0, 0.0, -29.175827135565804, 43.598985311997524, 29.175827135565804, 0.0, 0.0, 0.0, -1.2332237321082153e-29, 3.2148950476847613, 38.53460965051542, 5.064375661482091, 0.0, -1.2812714099825612e-29, -1.1331887079263237e-29, 17.530865429786694, 0.0, 0.0, 0.0, 4.765319193197458, -4.765319193197457, 21.79949265599876, -21.79949265599876, -3.2148950476847613, 0.0, -2.281503094067127, 2.6784818505075303, 0.0]): self.assertAlmostEqual(i, j) def test_changing_variable_names_is_reflected_in_the_solver(self): model = Model(problem=cplex.Cplex(TESTMODELPATH)) for i, variable in enumerate(model.variables): old_name = variable.name variable.name = "var" + str(i) self.assertEqual(variable.name, "var" + str(i)) self.assertEqual(model.problem.variables.get_names(i), "var" + str(i)) self.assertIn("var" + str(i), model._variables_to_constraints_mapping) self.assertNotIn(old_name, model._variables_to_constraints_mapping) def test_cplex_setting_bounds(self): problem = cplex.Cplex() problem.read(TESTMODELPATH) model = Model(problem=problem) var = model.variables[0] var.lb = 1 self.assertEqual(var.lb, 1) model.update() self.assertEqual(model.problem.variables.get_lower_bounds(var.name), 1) var.ub = 2 self.assertEqual(var.ub, 2) model.update() self.assertEqual(model.problem.variables.get_upper_bounds(var.name), 2) class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = cplex_interface def test_set_linear_coefficients(self): self.model.add(self.constraint) self.constraint.set_linear_coefficients({Variable('chip'): 33., self.model.variables.R_PGK: -33}) sparse_pair = self.model.problem.linear_constraints.get_rows(self.constraint.name) names = [self.model.problem.variables.get_names(i) for i in sparse_pair.ind] self.assertEqual(dict(zip(names, sparse_pair.val)), dict([('R_PGK', -33.0), ('chap', 1.0), ('chip', 33.0)])) def test_get_primal(self): self.assertEqual(self.constraint.primal, None) self.model.optimize() self.assertEqual(self.model.status, 'optimal') self.assertAlmostEqual(self.model.objective.value, 0.8739215069684305) print([constraint.primal for constraint in self.model.constraints]) for i, j in zip([constraint.primal for constraint in self.model.constraints], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.048900234729145e-15, 0.0, 0.0, 0.0, -3.55971196577979e-16, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.5546369406238147e-17, 0.0, -5.080374405378186e-29, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]): self.assertAlmostEqual(i, j) def test_cplex_indicator_constraint_expression(self): model = self.interface.Model() x = self.interface.Variable("x") y = self.interface.Variable("y", type="binary") c = self.interface.Constraint(x, lb=0, indicator_variable=y, active_when=1) self.assertEqual(c.expression - x, 0) model.add(c) model.update() self.assertEqual(c.expression - x, 0) class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = cplex_interface def setUp(self): problem = cplex.Cplex() problem.read(TESTMODELPATH) self.model = Model(problem=problem) self.obj = self.model.objective def test_change_direction(self): self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(self.model.problem.objective.get_sense(), self.model.problem.objective.sense.minimize) self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(self.model.problem.objective.get_sense(), self.model.problem.objective.sense.maximize) class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = cplex_interface def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_config_gets_copied_too(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 model_copy = copy.copy(self.model) self.assertEqual(model_copy.configuration.verbosity, 3) def test_init_from_existing_problem(self): inner_prob = self.model.problem self.assertEqual(len(self.model.variables), inner_prob.variables.get_num()) self.assertEqual(len(self.model.constraints), inner_prob.linear_constraints.get_num() + inner_prob.quadratic_constraints.get_num()) self.assertEqual(self.model.variables.keys(), inner_prob.variables.get_names()) self.assertEqual(self.model.constraints.keys(), inner_prob.linear_constraints.get_names()) def test_add_non_cplex_conform_variable(self): var = Variable('12x!!@#5_3', lb=-666, ub=666) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(var.name, self.model.problem.variables.get_names(len(self.model.variables) - 1)) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) repickled = pickle.loads(pickle.dumps(self.model)) print(repickled.variables) var_from_pickle = repickled.variables['12x!!@#5_3'] self.assertEqual(var_from_pickle.name, self.model.problem.variables.get_names()[-1]) def test_cplex_remove_variable(self): var = self.model.variables[0] self.assertEqual(var.problem, self.model) self.model.remove(var) self.model.update() self.assertNotIn(var.name, self.model.problem.variables.get_names()) self.assertEqual(var.problem, None) @unittest.skip('Skipping for now') def test_add_quadratic_constraints(self): x = Variable('x', lb=-83.3, ub=1324422., type='binary') y = Variable('y', lb=-181133.3, ub=12000., type='continuous') z = Variable('z', lb=0.000003, ub=0.000003, type='integer') constr1 = Constraint(0.3 * x * y + 0.4 * y ** 2 + 66. * z, lb=-100, ub=0., name='test') constr2 = Constraint(2.333 * x * x + y + 3.333, ub=100.33, name='test2') constr3 = Constraint(2.333 * x + y ** 2 + z + 33, ub=100.33, lb=-300) self.model.add(constr1) self.model.add(constr2) self.model.add(constr3) self.assertIn(constr1, self.model.constraints) self.assertIn(constr2, self.model.constraints) self.assertIn(constr3, self.model.constraints) cplex_lines = [line.strip() for line in str(self.model).split('\n')] self.assertIn('test: 0.4 y + 66 z + 0.3 x - Rgtest = -100', cplex_lines) self.assertIn('test2: y + 2.333 x <= 96.997', cplex_lines) # Dummy_21: y + z + 2.333 x - RgDummy_21 = -300 self.assertRegexpMatches(str(self.model), '\s*Dummy_\d+:\s*y \+ z \+ 2\.333 x - .* = -300') print(self.model) def test_change_of_constraint_is_reflected_in_low_level_solver(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) constraint = Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) self.assertEqual( (self.model.constraints['test'].expression - (0.4 * y + 0.3 * x)).expand() - 0, 0 ) # self.assertEqual(self.model.constraints['test'].__str__(), 'test: -100 <= 0.4*y + 0.3*x') self.assertEqual(self.model.problem.linear_constraints.get_coefficients([('test', 'x'), ('test', 'y')]), [0.3, 0.4]) z = Variable('z', lb=3, ub=4, type='integer') constraint += 77. * z self.assertEqual( self.model.problem.linear_constraints.get_coefficients([('test', 'x'), ('test', 'y'), ('test', 'z')]), [0.3, 0.4, 77.]) self.assertEqual( (self.model.constraints['test'].expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) constraint = Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) z = Variable('z', lb=2, ub=5, type='integer') constraint += 77. * z self.model.remove(constraint) self.assertEqual(constraint.name, "test") self.assertEqual(constraint.lb, -100) self.assertEqual(constraint.ub, None) self.assertEqual((constraint.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand(), 0) def test_change_of_objective_is_reflected_in_low_level_solver(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) objective = Objective(0.3 * x + 0.4 * y, name='obj', direction='max') self.model.objective = objective for variable in self.model.variables: coeff = self.model.problem.objective.get_linear(variable.name) if variable.name == 'x': self.assertEqual(coeff, 0.3) elif variable.name == 'y': self.assertEqual(coeff, 0.4) else: self.assertEqual(coeff, 0.) z = Variable('z', lb=0.000003, ub=0.000003, type='continuous') objective += 77. * z for variable in self.model.variables: coeff = self.model.problem.objective.get_linear(variable.name) if variable.name == 'x': self.assertEqual(coeff, 0.3) elif variable.name == 'y': self.assertEqual(coeff, 0.4) elif variable.name == 'z': self.assertEqual(coeff, 77.) else: self.assertEqual(coeff, 0.) def test_change_variable_bounds(self): inner_prob = self.model.problem inner_problem_bounds = list( zip(inner_prob.variables.get_lower_bounds(), inner_prob.variables.get_upper_bounds()) ) bounds = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertEqual(bounds, inner_problem_bounds) for var in self.model.variables.values(): var.lb = random.uniform(-1000, 1000) var.ub = random.uniform(var.lb, 1000) self.model.update() inner_problem_bounds_new = list( zip(inner_prob.variables.get_lower_bounds(), inner_prob.variables.get_upper_bounds()) ) bounds_new = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) @unittest.skip("The cplex get_types function seems to be broken.") def test_cplex_change_variable_type(self): for variable in self.model.variables: variable.type = 'integer' # There seems to be a bug in the get_types function TODO Fix this # It doesn't behave according to cplex docs self.assertEqual(set(self.model.problem.variables.get_types()), {'I'}) def test_change_constraint_bounds(self): constraint = self.model.constraints[0] value = 42 constraint.ub = value self.assertEqual(constraint.ub, value) constraint.lb = value self.assertEqual(constraint.lb, value) self.assertEqual(self.model.problem.linear_constraints.get_senses(constraint.name), "E") self.assertEqual(self.model.problem.linear_constraints.get_range_values(constraint.name), 0) def test_iadd_objective(self): v2, v3 = self.model.variables.values()[1:3] self.model.objective += 2. * v2 - 3. * v3 obj_coeff = self.model.problem.objective.get_linear() self.assertEqual(obj_coeff, [1.0, 2.0, -3.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_imul_objective(self): self.model.objective *= 2. obj_coeff = self.model.problem.objective.get_linear() print(obj_coeff) self.assertEqual(obj_coeff, [2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_set_copied_objective(self): obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual(self.model.objective.direction, "max") self.assertEqual(self.model.objective.expression, 1.0 * self.model.variables["R_Biomass_Ecoli_core_w_GAM"]) @pytest.mark.xfail(sys.platform == "win32", reason="buggy with windows clocks") def test_timeout(self): self.model.configuration.timeout = 0 status = self.model.optimize() self.assertEqual(status, 'time_limit') def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.R_TPI: 666.}) self.assertEqual(self.model.problem.objective.get_linear(self.model.variables.R_TPI.name), 666.) def test_set_linear_coefficients_constraint(self): constraint = self.model.constraints.M_atp_c coeff_dict = constraint.expression.as_coefficients_dict() self.assertEqual(coeff_dict[self.model.variables.R_Biomass_Ecoli_core_w_GAM], -59.8100000000000) constraint.set_linear_coefficients({self.model.variables.R_Biomass_Ecoli_core_w_GAM: 666.}) coeff_dict = constraint.expression.as_coefficients_dict() self.assertEqual(coeff_dict[self.model.variables.R_Biomass_Ecoli_core_w_GAM], 666.) def test_cplex_change_objective_can_handle_removed_vars(self): self.model.objective = Objective(self.model.variables[0]) self.model.remove(self.model.variables[0]) self.model.update() self.model.objective = Objective(self.model.variables[1] ** 2) self.model.remove(self.model.variables[1]) self.model.update() self.model.objective = Objective(self.model.variables[2]) @pytest.mark.skipif(os.environ.get("CI", "false") == "true", reason="not supported on community edition") def test_large_objective(self): super().test_large_objective() class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = cplex_interface def setUp(self): self.model = Model() self.configuration = self.model.configuration def test_lp_method(self): for option in cplex_interface._LP_METHODS: self.configuration.lp_method = option self.assertEqual(self.configuration.lp_method, option) self.assertEqual(self.model.problem.parameters.lpmethod.get(), getattr(self.model.problem.parameters.lpmethod.values, option)) self.assertRaises(ValueError, setattr, self.configuration, "lp_method", "weird_stuff") def test_qp_method(self): for option in cplex_interface._QP_METHODS: self.configuration.qp_method = option self.assertEqual(self.configuration.qp_method, option) self.assertEqual(self.model.problem.parameters.qpmethod.get(), getattr(self.model.problem.parameters.qpmethod.values, option)) self.assertRaises(ValueError, setattr, self.configuration, "qp_method", "weird_stuff") self.configuration.solution_target = None if hasattr(self.model.problem.parameters, "optimalitytarget"): self.assertEqual(self.model.problem.parameters.optimalitytarget.get(), self.model.problem.parameters.optimalitytarget.default()) else: self.assertEqual(self.model.problem.parameters.solutiontarget.get(), self.model.problem.parameters.solutiontarget.default()) def test_solution_method(self): for option in cplex_interface._SOLUTION_TARGETS: self.configuration.solution_target = option self.assertEqual(self.configuration.solution_target, option) if hasattr(self.model.problem.parameters, "optimalitytarget"): self.assertEqual(self.model.problem.parameters.optimalitytarget.get(), cplex_interface._SOLUTION_TARGETS.index(option)) else: self.assertEqual(self.model.problem.parameters.solutiontarget.get(), cplex_interface._SOLUTION_TARGETS.index(option)) self.assertRaises(ValueError, setattr, self.configuration, "solution_target", "weird_stuff") def test_verbosity(self): for i in range(4): self.model.configuration.verbosity = i self.assertEqual(self.model.configuration.verbosity, i) self.assertRaises(ValueError, setattr, self.configuration, "verbosity", 8) def test_presolve(self): for presolve in (True, False, "auto"): self.configuration.presolve = presolve self.assertEqual(self.configuration.presolve, presolve) self.assertRaises(ValueError, setattr, self.configuration, "presolve", "trump") class QuadraticProgrammingTestCase(abstract_test_cases.AbstractQuadraticProgrammingTestCase): def setUp(self): self.model = Model() self.x1 = Variable("x1", lb=0) self.x2 = Variable("x2", lb=0) self.c1 = Constraint(self.x1 + self.x2, lb=1) self.model.add([self.x1, self.x2, self.c1]) def test_convex_obj(self): model = self.model obj = Objective(self.x1 ** 2 + self.x2 ** 2, direction="min") model.objective = obj model.optimize() self.assertAlmostEqual(model.objective.value, 0.5) self.assertAlmostEqual(self.x1.primal, 0.5) self.assertAlmostEqual(self.x2.primal, 0.5) obj_2 = Objective(self.x1, direction="min") model.objective = obj_2 model.optimize() self.assertAlmostEqual(model.objective.value, 0.0) self.assertAlmostEqual(self.x1.primal, 0.0) self.assertGreaterEqual(self.x2.primal, 1.0) def test_non_convex_obj(self): model = self.model obj = Objective(self.x1 * self.x2, direction="min") model.objective = obj model.configuration.solution_target = "convex" self.assertRaises(SolverError, model.optimize) model.configuration.solution_target = "local" model.configuration.qp_method = "barrier" model.optimize() self.assertAlmostEqual(model.objective.value, 0) model.configuration.solution_target = "global" model.optimize() self.assertAlmostEqual(model.objective.value, 0) obj_2 = Objective(self.x1, direction="min") model.objective = obj_2 model.optimize() self.assertAlmostEqual(model.objective.value, 0.0) self.assertAlmostEqual(self.x1.primal, 0.0) self.assertGreaterEqual(self.x2.primal, 1.0) @unittest.skip("") def test_qp_convex(self): problem = cplex.Cplex() problem.read(CONVEX_QP_PATH) model = Model(problem=problem) self.assertEqual(len(model.variables), 651) self.assertEqual(len(model.constraints), 501) for constraint in model.constraints: self.assertTrue(constraint.is_Linear, "%s should be linear" % (str(constraint.expression))) self.assertFalse(constraint.is_Quadratic, "%s should not be quadratic" % (str(constraint.expression))) self.assertTrue(model.objective.is_Quadratic, "objective should be quadratic") self.assertFalse(model.objective.is_Linear, "objective should not be linear") model.optimize() self.assertAlmostEqual(model.objective.value, 32.2291282) @unittest.skip("Solving this is slow") def test_qp_non_convex(self): problem = cplex.Cplex() problem.read(NONCONVEX_QP_PATH) model = Model(problem=problem) self.assertEqual(len(model.variables), 31) self.assertEqual(len(model.constraints), 1) for constraint in model.constraints: self.assertTrue(constraint.is_Linear, "%s should be linear" % (str(constraint.expression))) self.assertFalse(constraint.is_Quadratic, "%s should not be quadratic" % (str(constraint.expression))) self.assertTrue(model.objective.is_Quadratic, "objective should be quadratic") self.assertFalse(model.objective.is_Linear, "objective should not be linear") model.configuration.solution_target = "convex" self.assertRaises(CplexSolverError, model.optimize) model.configuration.solution_target = "global" model.optimize() self.assertAlmostEqual(model.objective.value, 2441.999999971) def test_quadratic_objective_expression(self): objective = Objective(self.x1 ** 2 + self.x2 ** 2, direction="min") self.model.objective = objective self.assertEqual((self.model.objective.expression - (self.x1 ** 2 + self.x2 ** 2)).simplify(), 0) class InfeasibleMIPTestCase(unittest.TestCase): interface = cplex_interface def setUp(self): model = self.interface.Model() x = self.interface.Variable('x', lb=0, ub=10) y = self.interface.Variable('y', lb=0, ub=10) k = self.interface.Variable('k', type='binary') i = self.interface.Variable('i', type='binary') constr1 = self.interface.Constraint(1. * x + y, lb=3, name="constr1") constr2 = self.interface.Constraint(x - k, ub=-10, name="constr2") constr3 = self.interface.Constraint(y - i, ub=-10, name="constr3") obj = self.interface.Objective(2 * x + y) model.add(x) model.add(y) model.add(k) model.add(i) model.add(constr1) model.add(constr2) model.add(constr3) model.objective = obj model.optimize() self.model = model self.continuous_var = x self.binary_var = k self.constraint = constr1 def test_infeasible(self): self.assertEqual(self.model.status, INFEASIBLE) def test_objective_value(self): with self.assertRaises(SolverError) as context: self.model.objective.value self.assertIn("CPLEX Error 1217", str(context.exception)) def test_variable_primal(self): with self.assertRaises(SolverError) as context: self.continuous_var.primal self.assertIn("CPLEX Error 1217", str(context.exception)) def test_binary_variable_primal(self): with self.assertRaises(SolverError) as context: self.binary_var.primal self.assertIn("CPLEX Error 1217", str(context.exception)) def test_constraint_primal(self): with self.assertRaises(SolverError) as context: self.constraint.primal self.assertIn("CPLEX Error 1217", str(context.exception)) def test_primal_values(self): with self.assertRaises(SolverError) as context: self.model.primal_values self.assertIn("CPLEX Error 1217", str(context.exception)) def test_constraint_values(self): with self.assertRaises(SolverError) as context: self.model.constraint_values self.assertIn("CPLEX Error 1217", str(context.exception)) class UnsolvedTestCase(unittest.TestCase): interface = cplex_interface def setUp(self): model = self.interface.Model() x = self.interface.Variable('x', lb=0, ub=10) constr1 = self.interface.Constraint(1. * x, lb=3, name="constr1") obj = self.interface.Objective(2 * x) model.add(x) model.add(constr1) model.objective = obj self.model = model self.continuous_var = x self.constraint = constr1 def test_status(self): self.assertIs(self.model.status, None) def test_objective_value(self): with self.assertRaises(SolverError) as context: self.model.objective.value self.assertIn("CPLEX Error 1217", str(context.exception)) def test_variable_primal(self): with self.assertRaises(SolverError) as context: self.continuous_var.primal self.assertIn("CPLEX Error 1217", str(context.exception)) def test_variable_dual(self): with self.assertRaises(SolverError) as context: self.continuous_var.dual self.assertIn("CPLEX Error 1217", str(context.exception)) def test_constraint_primal(self): with self.assertRaises(SolverError) as context: self.constraint.primal self.assertIn("CPLEX Error 1217", str(context.exception)) def test_constraint_dual(self): with self.assertRaises(SolverError) as context: self.constraint.dual self.assertIn("CPLEX Error 1217", str(context.exception)) def test_primal_values(self): with self.assertRaises(SolverError) as context: self.model.primal_values self.assertIn("CPLEX Error 1217", str(context.exception)) def test_constraint_values(self): with self.assertRaises(SolverError) as context: self.model.constraint_values self.assertIn("CPLEX Error 1217", str(context.exception)) def test_reduced_costs(self): with self.assertRaises(SolverError) as context: self.model.reduced_costs self.assertIn("CPLEX Error 1217", str(context.exception)) def test_shadow_prices(self): with self.assertRaises(SolverError) as context: self.model.shadow_prices self.assertIn("CPLEX Error 1217", str(context.exception)) optlang-1.8.1/src/optlang/tests/test_duality.py000066400000000000000000000171741451753105500216660ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import unittest import optlang from optlang.duality import convert_linear_problem_to_dual from optlang.glpk_interface import Constraint, Model, Objective, Variable class DualityTestCase(unittest.TestCase): def setUp(self): x = Variable("x", lb=0) y = Variable("y", lb=0) z = Variable("z", lb=0) c1 = Constraint(x, ub=10) c2 = Constraint(y - 2 * z, lb=0, ub=0) c3 = Constraint(x - z, lb=3, ub=15) obj = Objective(x + y + z) model = Model() model.add([c1, c2, c3]) model.objective = obj self.model = model self.c1 = c1 def test_dual_value_equal_primal(self): dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 31) self.assertEqual(dual.objective.value, 31) def test_making_primal_unbounded(self): self.model.remove(self.c1) dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.UNBOUNDED) self.assertEqual(dual_status, optlang.interface.INFEASIBLE) def test_making_primal_infeasible(self): # Note: The dual of an infeasible primal will be either unbounded or infeasible. In this case it is unbounded. c4 = Constraint(self.model.variables["z"], lb=100) self.model.add(c4) dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.INFEASIBLE) self.assertEqual(dual_status, optlang.interface.UNBOUNDED) def test_non_standard_raises(self): self.model.variables[0].lb = -10 self.assertRaises(ValueError, convert_linear_problem_to_dual, self.model) def test_non_linear_raises(self): model = optlang.interface.Model.clone(self.model) # GLPK interface doesn't allow non-linear constraints c4 = optlang.interface.Constraint(2 * model.variables["x"]**2, ub=7) model.add(c4) self.assertRaises(ValueError, convert_linear_problem_to_dual, model) def test_non_continuous_raises(self): self.model.variables["z"].type = "integer" self.assertRaises(ValueError, convert_linear_problem_to_dual, self.model) def test_infinity(self): dual = convert_linear_problem_to_dual(self.model, infinity=1000) for var in dual.variables: self.assertTrue(var.ub <= 1000) self.assertTrue(var.lb >= -1000) def test_dual_is_standard_form(self): dual = convert_linear_problem_to_dual(self.model, infinity=1000) dual_2 = convert_linear_problem_to_dual(self.model, maintain_standard_form=False, infinity=1000) self.assertTrue(all(var.lb >= 0 for var in dual.variables)) self.assertFalse(all(var.lb >= 0 for var in dual_2.variables)) def test_variable_with_positive_lower_bound(self): self.model.variables["x"].lb = 1 dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 31) self.assertEqual(dual.objective.value, 31) def test_variable_with_upper_bound(self): self.model.variables["x"].ub = 4 dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 7) self.assertEqual(dual.objective.value, 7) def test_with_minimization(self): self.model.objective = Objective(self.model.objective.expression * -1, direction="min") dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, -31) self.assertEqual(dual.objective.value, -31) def test_equality_constraint_not_zero(self): c2 = self.model.constraints[1] c2.ub = 1 c2.lb = 1 dual = convert_linear_problem_to_dual(self.model, maintain_standard_form=False) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 32) self.assertEqual(dual.objective.value, 32) def test_empty_constraint(self): c4 = Constraint(0, lb=0, ub=13) self.model.add(c4) dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 31) self.assertEqual(dual.objective.value, 31) def test_free_constraint(self): c4 = Constraint(self.model.variables["x"], lb=None, ub=None) self.model.add(c4) dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 31) self.assertEqual(dual.objective.value, 31) def test_zero_bound_variable(self): w = Variable("w", lb=0, ub=0) self.model.add(w) dual = convert_linear_problem_to_dual(self.model) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 31) self.assertEqual(dual.objective.value, 31) def test_explicit_model(self): dual = Model() convert_linear_problem_to_dual(self.model, dual_model=dual) primal_status = self.model.optimize() dual_status = dual.optimize() self.assertEqual(primal_status, optlang.interface.OPTIMAL) self.assertEqual(dual_status, optlang.interface.OPTIMAL) self.assertEqual(self.model.objective.value, 31) self.assertEqual(dual.objective.value, 31) optlang-1.8.1/src/optlang/tests/test_elements.py000066400000000000000000000130461451753105500220210ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import pickle import unittest from optlang.interface import Constraint, Model, Variable class VariableTestCase(unittest.TestCase): def setUp(self): self.var = Variable('x') def test_white_space_name_raises(self): with self.assertRaises(ValueError): Variable('White Space') def test_init(self): self.assertEqual(self.var.name, 'x') self.assertEqual(self.var.lb, None) self.assertEqual(self.var.ub, None) self.assertEqual(self.var.type, 'continuous') self.assertEqual(self.var.problem, None) y = Variable('y', lb=-10) self.assertEqual(y.lb, -10) self.assertEqual(y.ub, None) u = Variable('u', ub=-10) self.assertEqual(u.lb, None) self.assertEqual(u.ub, -10) def test_change_lb(self): self.var.lb = 666 self.assertEqual(self.var.lb, 666) self.var.lb = None self.assertEqual(self.var.lb, None) def test_change_ub(self): self.var.ub = -465.3323 self.assertEqual(self.var.ub, -465.3323) self.var.ub = None self.assertEqual(self.var.ub, None) def test_change_type(self): self.var.type = 'integer' self.assertEqual(self.var.type, 'integer') self.var.type = 'binary' self.assertEqual(self.var.type, 'binary') self.var.type = 'continuous' self.assertEqual(self.var.type, 'continuous') self.assertRaises(ValueError, setattr, self.var, 'type', 'unicorn') def test_change_problem(self): model = Model() self.var.problem = model self.assertEqual(self.var.problem, model) def test_lb_greater_than_ub_raises(self): self.var.lb = -10 self.var.ub = 10 self.assertRaises(Exception, setattr, self.var, 'lb', 20) def test_ub_smaller_than_lb_raises(self): self.var.lb = 0 self.var.ub = 10 self.assertRaises(Exception, setattr, self.var, 'ub', -20) def test_pickle_ability(self): var = Variable('name', type='binary') pickle_var = pickle.loads(pickle.dumps(var)) keys = var.__dict__.keys() self.assertEqual([getattr(var, k) for k in keys], [getattr(pickle_var, k) for k in keys]) # noinspection PyPep8Naming class ConstraintTestCase(unittest.TestCase): def setUp(self): self.x = Variable('x', type='binary') self.y = Variable('y', lb=-181133.3, ub=12000., type='continuous') self.z = Variable('z', lb=0., ub=3., type='integer') def test_is_Linear(self): constraint = Constraint( 0.3 * self.x + 0.4 * self.y + self.y + 66. * self.z, lb=-100, ub=0., name='linear_constraint') self.assertTrue(constraint.is_Linear) self.assertFalse(constraint.is_Quadratic) def test_is_Quadratic_pow(self): constraint = Constraint( 0.3 * self.x + 0.4 * self.y ** 2 + self.y + 66. * self.z, lb=-100, ub=0., name='quad_pow_constraint') self.assertFalse(constraint.is_Linear) self.assertTrue(constraint.is_Quadratic) def test_is_Quadratic_xy(self): constraint = Constraint( 0.3 * self.x + 0.4 * self.y * self.x + self.y + 66. * self.z, lb=-100, ub=0., name='quad_xy_constraint') self.assertFalse(constraint.is_Linear) self.assertTrue(constraint.is_Quadratic) constraint = Constraint( 0.3 * self.x ** 2 + 0.4 * self.y + self.y + 66. * self.z, lb=-100, ub=0., name='quad_xy_constraint') self.assertFalse(constraint.is_Linear) self.assertTrue(constraint.is_Quadratic) def test_catching_nonlinear_expressions(self): constraint = Constraint( 0.3 * self.x ** 3 + 0.4 * self.y * self.x + self.y + 66. * self.z, lb=-100, ub=0., name='nonlinear_constraint') self.assertFalse(constraint.is_Linear) self.assertFalse(constraint.is_Quadratic) constraint = Constraint( 0.3 * self.x ** self.y + 0.4 * self.y * self.x + self.y + 66. * self.z, lb=-100, ub=0., name='nonlinear_constraint') self.assertFalse(constraint.is_Linear) self.assertFalse(constraint.is_Quadratic) def test_lonely_coefficient_and_no_bounds_raises(self): self.assertRaises(ValueError, Constraint, self.x + 0.3, name='lonely_coeff_constraint') def test_canonicalization_with_lb(self): constraint = Constraint(-20 + self.x + 3, lb=-666) self.assertEqual(constraint.lb, -649) self.assertEqual(constraint.ub, None) self.assertEqual(constraint.expression, self.x) def test_canonicalization_with_ub(self): constraint = Constraint(-20 + self.x + 3, ub=-666) self.assertEqual(constraint.ub, -649) self.assertEqual(constraint.lb, None) self.assertEqual(constraint.expression, self.x) def test_canonicalization_with_lb_and_ub(self): constraint = Constraint(-20 + self.x + 3, ub=666, lb=-666) self.assertEqual(constraint.lb, -649) self.assertEqual(constraint.ub, 683) self.assertEqual(constraint.expression, self.x) # def test_pickle_ability(self): # constraint = Constraint( # 0.3*self.x**self.y + 0.4*self.y*self.x + self.y + 66.*self.z, lb=-100, ub=0., name='nonlinear_constraint') # pickle_constraint = pickle.loads(pickle.dumps(constraint)) # keys = constraint.__dict__.keys() # self.assertEqual([getattr(constraint, k) for k in keys], [getattr(pickle_constraint, k) for k in keys]) optlang-1.8.1/src/optlang/tests/test_expression_parsing.py000066400000000000000000000066511451753105500241330ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import unittest from optlang.expression_parsing import parse_optimization_expression from optlang.interface import Constraint, Objective, Variable def _quad_terms_to_expression(terms): args = [] for term, coef in terms.items(): term = list(term) args.append(coef * term[0] * term[-1]) return sum(args) def _compare_term_dicts(test_case, dict1, dict2): for term, coef1 in dict1.items(): coef2 = dict2[term] test_case.assertEqual(coef1 - coef2, 0) class ExpressionParsingTestCase(unittest.TestCase): def setUp(self): self.vars = [Variable(name) for name in ["x", "y", "z", "v", "w"]] def test_parse_linear_expression(self): x, y, z = self.vars[:3] offset = 3 expr = 1 * x + 2 * y - 3 * z + offset target = {x: 1, y: 2, z: -3} offset_const, linear_terms_const, quad_terms_const = parse_optimization_expression(Constraint(expr, lb=0)) offset_obj, linear_terms_obj, quad_terms_obj = parse_optimization_expression(Objective(expr), linear=False) self.assertEqual(offset_const, 0) self.assertEqual(offset_obj, offset) _compare_term_dicts(self, linear_terms_const, target) _compare_term_dicts(self, linear_terms_obj, target) self.assertEqual(quad_terms_const, {}) self.assertEqual(quad_terms_obj, {}) def test_parse_quadratic_expression(self): x, y, z = self.vars[:3] offset = 4 expr = 2 * x**2 + 3 * x * y - 4 * z**2 + offset target = {frozenset([x]): 2, frozenset([z]): -4, frozenset([x, y]): 3} offset_const, linear_terms_const, quad_terms_const = parse_optimization_expression(Constraint(expr, lb=0), linear=False) offset_obj, linear_terms_obj, quad_terms_obj = parse_optimization_expression(Objective(expr), quadratic=True) self.assertEqual(offset_const, 0) self.assertEqual(offset_obj, offset) self.assertEqual(linear_terms_const, {}) self.assertEqual(linear_terms_obj, {}) _compare_term_dicts(self, quad_terms_const, target) _compare_term_dicts(self, quad_terms_obj, target) self.assertEqual((_quad_terms_to_expression(quad_terms_obj) - (expr - offset)).expand(), 0) self.assertEqual((_quad_terms_to_expression(quad_terms_const) - (expr - offset)).expand(), 0) def test_parse_non_expanded_quadratic_expression(self): x, y, z = self.vars[:3] offset = 5 expr = (x + y)**2 - (z - 2)**2 + offset target = {frozenset([x]): 1, frozenset([y]): 1, frozenset([x, y]): 2, frozenset([z]): -1} linear_target = {z: 4} constraint = Constraint(expr, lb=0) offset_const, linear_terms_const, quad_terms_const = parse_optimization_expression( constraint, quadratic=True ) offset_obj, linear_terms_obj, quad_terms_obj = parse_optimization_expression( Objective(expr), expression=expr, linear=False ) self.assertEqual(offset_const - constraint.lb, -4 + offset) self.assertEqual(offset_obj, -4 + offset) _compare_term_dicts(self, linear_terms_const, linear_target) _compare_term_dicts(self, linear_terms_obj, linear_target) _compare_term_dicts(self, quad_terms_const, target) _compare_term_dicts(self, quad_terms_obj, target) optlang-1.8.1/src/optlang/tests/test_glpk_exact_interface.py000066400000000000000000000460611451753105500243510ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import copy import json import os import pickle import random import unittest from swiglpk import ( GLP_CV, GLP_DB, GLP_FR, GLP_FX, GLP_IV, GLP_LO, GLP_MAX, GLP_MIN, GLP_UP, doubleArray, glp_find_col, glp_get_col_kind, glp_get_col_lb, glp_get_col_name, glp_get_col_ub, glp_get_mat_row, glp_get_num_cols, glp_get_num_rows, glp_get_obj_coef, glp_get_obj_dir, glp_get_prob_name, glp_get_row_lb, glp_get_row_name, glp_get_row_type, glp_get_row_ub, intArray, ) from optlang import glpk_exact_interface, glpk_interface from optlang.tests import abstract_test_cases from optlang.util import glpk_read_cplex random.seed(666) TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') TESTMILPMODELPATH = os.path.join(os.path.dirname(__file__), 'data/simple_milp.lp') ECOLI_TEST = os.path.join(os.path.dirname(__file__), 'data/coli_core.json') class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): interface = glpk_exact_interface def test_get_primal(self): self.assertEqual(self.var.primal, None) model = glpk_interface.Model(problem=glpk_read_cplex(TESTMODELPATH)) model.optimize() for i, j in zip([var.primal for var in model.variables], [0.8739215069684306, -16.023526143167608, 16.023526143167604, -14.71613956874283, 14.71613956874283, 4.959984944574658, 4.959984944574657, 4.959984944574658, 3.1162689467973905e-29, 2.926716099010601e-29, 0.0, 0.0, -6.112235045340358e-30, -5.6659435396316186e-30, 0.0, -4.922925402711085e-29, 0.0, 9.282532599166613, 0.0, 6.00724957535033, 6.007249575350331, 6.00724957535033, -5.064375661482091, 1.7581774441067828, 0.0, 7.477381962160285, 0.0, 0.22346172933182767, 45.514009774517454, 8.39, 0.0, 6.007249575350331, 0.0, -4.541857463865631, 0.0, 5.064375661482091, 0.0, 0.0, 2.504309470368734, 0.0, 0.0, -22.809833310204958, 22.809833310204958, 7.477381962160285, 7.477381962160285, 1.1814980932459636, 1.496983757261567, -0.0, 0.0, 4.860861146496815, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.064375661482091, 0.0, 5.064375661482091, 0.0, 0.0, 1.496983757261567, 10.000000000000002, -10.0, 0.0, 0.0, 0.0, 0.0, 0.0, -29.175827135565804, 43.598985311997524, 29.175827135565804, 0.0, 0.0, 0.0, -1.2332237321082153e-29, 3.2148950476847613, 38.53460965051542, 5.064375661482091, 0.0, -1.2812714099825612e-29, -1.1331887079263237e-29, 17.530865429786694, 0.0, 0.0, 0.0, 4.765319193197458, -4.765319193197457, 21.79949265599876, -21.79949265599876, -3.2148950476847613, 0.0, -2.281503094067127, 2.6784818505075303, 0.0]): self.assertAlmostEqual(i, j) def test_changing_variable_names_is_reflected_in_the_solver(self): model = self.interface.Model(problem=glpk_read_cplex(TESTMODELPATH)) for i, variable in enumerate(model.variables): variable.name = "var" + str(i) self.assertEqual(variable.name, "var" + str(i)) self.assertEqual(glp_get_col_name(model.problem, variable._index), "var" + str(i)) def test_change_type(self): self.var.type = "continuous" self.assertRaises(ValueError, setattr, self.var, "type", "integer") self.assertRaises(ValueError, setattr, self.var, "type", "binary") def test_set_wrong_type_raises(self): self.assertRaises(ValueError, self.interface.Variable, name="test", type="mayo") self.assertRaises(Exception, setattr, self.var, 'type', 'ketchup') self.model.add(self.var) self.model.update() self.assertRaises(ValueError, setattr, self.var, "type", "mustard") class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = glpk_exact_interface def test_get_primal(self): pass @unittest.skip("NA") def test_indicator_constraint_support(self): pass class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = glpk_exact_interface def setUp(self): with open(ECOLI_TEST) as infile: self.model = self.interface.Model.from_json(json.load(infile)) self.obj = self.model.objective def test_change_direction(self): self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(glp_get_obj_dir(self.model.problem), GLP_MIN) self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(glp_get_obj_dir(self.model.problem), GLP_MAX) class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = glpk_exact_interface class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = glpk_exact_interface def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_config_gets_copied_too(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 model_copy = copy.copy(self.model) self.assertEqual(model_copy.configuration.verbosity, 3) def test_init_from_existing_problem(self): inner_prob = self.model.problem self.assertEqual(len(self.model.variables), glp_get_num_cols(inner_prob)) self.assertEqual(len(self.model.constraints), glp_get_num_rows(inner_prob)) self.assertEqual(self.model.variables.keys(), [glp_get_col_name(inner_prob, i) for i in range(1, glp_get_num_cols(inner_prob) + 1)]) self.assertEqual(self.model.constraints.keys(), [glp_get_row_name(inner_prob, j) for j in range(1, glp_get_num_rows(inner_prob) + 1)]) def test_add_non_cplex_conform_variable(self): var = self.interface.Variable('12x!!@#5_3', lb=-666, ub=666) self.assertEqual(var._index, None) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(var.name, glp_get_col_name(self.model.problem, var._index)) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) repickled = pickle.loads(pickle.dumps(self.model)) var_from_pickle = repickled.variables['12x!!@#5_3'] self.assertEqual(var_from_pickle.name, glp_get_col_name(repickled.problem, var_from_pickle._index)) def test_change_of_constraint_is_reflected_in_low_level_solver(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) constraint = self.interface.Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.assertEqual(constraint._index, None) self.model.add(constraint) self.assertEqual( (self.model.constraints["test"].expression - (0.4 * y + 0.3 * x)).expand(), 0 ) self.assertEqual(self.model.constraints["test"].lb, -100) self.assertEqual(constraint._index, 73) z = self.interface.Variable('z', lb=3, ub=10, type='continuous') self.assertEqual(z._index, None) constraint += 77. * z self.assertEqual(z._index, 98) self.assertEqual( (self.model.constraints["test"].expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand(), 0 ) self.assertEqual(self.model.constraints["test"].lb, -100) self.assertEqual(constraint._index, 73) def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) constraint = self.interface.Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) z = self.interface.Variable('z', lb=2, ub=5, type='continuous') constraint += 77. * z self.model.remove(constraint) self.assertEqual( (constraint.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) self.assertEqual(constraint.lb, -100) self.assertEqual(constraint.ub, None) def test_change_of_objective_is_reflected_in_low_level_solver(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) objective = self.interface.Objective(0.3 * x + 0.4 * y, name='test', direction='max') self.model.objective = objective self.assertEqual( (self.model.objective.expression - (0.4 * y + 0.3 * x)).expand() - 0, 0 ) self.assertEqual(self.model.objective.direction, "max") self.assertEqual(glp_get_obj_coef(self.model.problem, x._index), 0.3) self.assertEqual(glp_get_obj_coef(self.model.problem, y._index), 0.4) for i in range(1, glp_get_num_cols(self.model.problem) + 1): if i != x._index and i != y._index: self.assertEqual(glp_get_obj_coef(self.model.problem, i), 0) z = self.interface.Variable('z', lb=4, ub=4, type='continuous') self.model.objective += 77. * z self.assertEqual( (self.model.objective.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) self.assertEqual(self.model.objective.direction, "max") self.assertEqual(glp_get_obj_coef(self.model.problem, x._index), 0.3) self.assertEqual(glp_get_obj_coef(self.model.problem, y._index), 0.4) self.assertEqual(glp_get_obj_coef(self.model.problem, z._index), 77.) for i in range(1, glp_get_num_cols(self.model.problem) + 1): if i != x._index and i != y._index and i != z._index: self.assertEqual(glp_get_obj_coef(self.model.problem, i), 0) def test_change_variable_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [(glp_get_col_lb(inner_prob, i), glp_get_col_ub(inner_prob, i)) for i in range(1, glp_get_num_cols(inner_prob) + 1)] bounds = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertEqual(bounds, inner_problem_bounds) for var in self.model.variables.values(): var.lb = random.uniform(-1000, 1000) var.ub = random.uniform(var.lb, 1000) inner_problem_bounds_new = [(glp_get_col_lb(inner_prob, i), glp_get_col_ub(inner_prob, i)) for i in range(1, glp_get_num_cols(inner_prob) + 1)] bounds_new = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_change_constraint_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [(glp_get_row_lb(inner_prob, i), glp_get_row_ub(inner_prob, i)) for i in range(1, glp_get_num_rows(inner_prob) + 1)] bounds = [(constr.lb, constr.ub) for constr in self.model.constraints] self.assertEqual(bounds, inner_problem_bounds) for constr in self.model.constraints: constr.lb = random.uniform(-1000, constr.ub) constr.ub = random.uniform(constr.lb, 1000) inner_problem_bounds_new = [(glp_get_row_lb(inner_prob, i), glp_get_row_ub(inner_prob, i)) for i in range(1, glp_get_num_rows(inner_prob) + 1)] bounds_new = [(constr.lb, constr.ub) for constr in self.model.constraints] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_iadd_objective(self): v2, v3 = self.model.variables.values()[1:3] self.model.objective += 2. * v2 - 3. * v3 obj_coeff = list() for i in range(len(self.model.variables)): obj_coeff.append(glp_get_obj_coef(self.model.problem, i)) self.assertEqual(obj_coeff, [0.0, 1.0, 2.0, -3.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_imul_objective(self): self.model.objective *= 2. obj_coeff = list() for i in range(len(self.model.variables)): obj_coeff.append(glp_get_obj_coef(self.model.problem, i)) self.assertEqual(obj_coeff, [0.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_set_copied_objective(self): obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual( (self.model.objective.expression - 1.0 * self.model.variables.R_Biomass_Ecoli_core_w_GAM).expand() - 0, 0 ) self.assertEqual(self.model.objective.direction, "max") def test_timeout(self): self.model.configuration.timeout = 0 status = self.model.optimize() self.assertEqual(status, 'time_limit') def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.R_TPI: 666.}) self.assertEqual(glp_get_obj_coef(self.model.problem, self.model.variables.R_TPI._index), 666.) def test_set_linear_coefficients_constraint(self): constraint = self.model.constraints.M_atp_c constraint.set_linear_coefficients({self.model.variables.R_Biomass_Ecoli_core_w_GAM: 666.}) num_cols = glp_get_num_cols(self.model.problem) ia = intArray(num_cols + 1) da = doubleArray(num_cols + 1) index = constraint._index num = glp_get_mat_row(self.model.problem, index, ia, da) for i in range(1, num + 1): col_name = glp_get_col_name(self.model.problem, ia[i]) if col_name == 'R_Biomass_Ecoli_core_w_GAM': self.assertEqual(da[i], 666.) def test_remove_constraints(self): x = self.interface.Variable('x', type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=4, ub=4, type='continuous') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') self.assertEqual(constr1.problem, None) self.model.add(constr1) self.model.update() self.assertEqual(constr1.problem, self.model) self.assertIn(constr1, self.model.constraints) self.model.remove(constr1.name) self.model.update() self.assertEqual(constr1.problem, None) self.assertNotIn(constr1, self.model.constraints) def test_add_constraints(self): x = self.interface.Variable('x', lb=0, ub=1, type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=0., ub=10., type='continuous') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') constr2 = self.interface.Constraint(2.333 * x + y + 3.333, ub=100.33, name='test2') constr3 = self.interface.Constraint(2.333 * x + y + z, lb=-300) constr4 = self.interface.Constraint(x, lb=-300, ub=-300) constr5 = self.interface.Constraint(3 * x) self.model.add(constr1) self.model.add(constr2) self.model.add(constr3) self.model.add([constr4, constr5]) self.assertIn(constr1.name, self.model.constraints) self.assertIn(constr2.name, self.model.constraints) self.assertIn(constr3.name, self.model.constraints) self.assertIn(constr4.name, self.model.constraints) self.assertIn(constr5.name, self.model.constraints) def test_add_nonlinear_constraint_raises(self): x = self.interface.Variable('x', type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=3, ub=3, type='continuous') with self.assertRaises(ValueError): constraint = self.interface.Constraint(0.3 * x + 0.4 * y ** x + 66. * z, lb=-100, ub=0., name='test') self.model.add(constraint) self.model.update() def test_change_variable_type(self): self.assertRaises(ValueError, setattr, self.model.variables[-1], "type", "integer") def test_add_integer_var(self): self.assertRaises(ValueError, self.interface.Variable, 'int_var', lb=-13, ub=499., type='integer') def test_is_integer(self): self.skipTest("No integers with glpk_exact") def test_binary_variables(self): self.skipTest("No integers with glpk_exact") def test_implicitly_convert_milp_to_lp(self): self.skipTest("No integers with glpk_exact") def test_optimize_milp(self): self.skipTest("No integers with glpk_exact") def test_integer_variable_dual(self): self.skipTest("No integers with glpk_exact") def test_integer_constraint_dual(self): self.skipTest("No integers with glpk_exact") def test_integer_batch_duals(self): self.skipTest("No integers with glpk_exact") optlang-1.8.1/src/optlang/tests/test_glpk_interface.py000066400000000000000000000576211451753105500231710ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import copy import os import pickle import pytest import random import sys from swiglpk import ( GLP_CV, GLP_DB, GLP_FR, GLP_FX, GLP_IV, GLP_LO, GLP_MAX, GLP_MIN, GLP_UP, doubleArray, glp_find_col, glp_get_col_kind, glp_get_col_lb, glp_get_col_name, glp_get_col_ub, glp_get_mat_row, glp_get_num_cols, glp_get_num_rows, glp_get_obj_coef, glp_get_obj_dir, glp_get_prob_name, glp_get_row_lb, glp_get_row_name, glp_get_row_type, glp_get_row_ub, intArray, ) import optlang from optlang import glpk_interface from optlang.tests import abstract_test_cases from optlang.util import glpk_read_cplex random.seed(666) TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') TESTMILPMODELPATH = os.path.join(os.path.dirname(__file__), 'data/simple_milp.lp') class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): interface = glpk_interface def test_variable_without_problem_returns_None_index(self): self.assertEqual(self.var._index, None) def test_get_primal(self): self.assertEqual(self.var.primal, None) model = glpk_interface.Model(problem=glpk_read_cplex(TESTMODELPATH)) model.optimize() for i, j in zip([var.primal for var in model.variables], [0.8739215069684306, -16.023526143167608, 16.023526143167604, -14.71613956874283, 14.71613956874283, 4.959984944574658, 4.959984944574657, 4.959984944574658, 3.1162689467973905e-29, 2.926716099010601e-29, 0.0, 0.0, -6.112235045340358e-30, -5.6659435396316186e-30, 0.0, -4.922925402711085e-29, 0.0, 9.282532599166613, 0.0, 6.00724957535033, 6.007249575350331, 6.00724957535033, -5.064375661482091, 1.7581774441067828, 0.0, 7.477381962160285, 0.0, 0.22346172933182767, 45.514009774517454, 8.39, 0.0, 6.007249575350331, 0.0, -4.541857463865631, 0.0, 5.064375661482091, 0.0, 0.0, 2.504309470368734, 0.0, 0.0, -22.809833310204958, 22.809833310204958, 7.477381962160285, 7.477381962160285, 1.1814980932459636, 1.496983757261567, -0.0, 0.0, 4.860861146496815, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 5.064375661482091, 0.0, 5.064375661482091, 0.0, 0.0, 1.496983757261567, 10.000000000000002, -10.0, 0.0, 0.0, 0.0, 0.0, 0.0, -29.175827135565804, 43.598985311997524, 29.175827135565804, 0.0, 0.0, 0.0, -1.2332237321082153e-29, 3.2148950476847613, 38.53460965051542, 5.064375661482091, 0.0, -1.2812714099825612e-29, -1.1331887079263237e-29, 17.530865429786694, 0.0, 0.0, 0.0, 4.765319193197458, -4.765319193197457, 21.79949265599876, -21.79949265599876, -3.2148950476847613, 0.0, -2.281503094067127, 2.6784818505075303, 0.0]): self.assertAlmostEqual(i, j) def test_changing_variable_names_is_reflected_in_the_solver(self): model = self.interface.Model(problem=glpk_read_cplex(TESTMODELPATH)) for i, variable in enumerate(model.variables): variable.name = "var" + str(i) self.assertEqual(variable.name, "var" + str(i)) self.assertEqual(glp_get_col_name(model.problem, variable._index), "var" + str(i)) def test_glpk_setting_bounds(self): self.model.add(self.var) self.model.update() var = self.var model = self.model var.lb = 1 self.assertEqual(var.lb, 1) self.assertEqual(glp_get_col_lb(model.problem, var._index), 1) var.ub = 2 self.assertEqual(var.ub, 2) self.assertEqual(glp_get_col_ub(model.problem, var._index), 2) class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = glpk_interface def test_constraint_index(self): constraint = self.model.constraints.M_atp_c self.assertEqual(constraint._index, 17) self.model.remove(constraint) self.model.update() self.assertEqual(constraint._index, None) def test_get_primal(self): self.assertEqual(self.constraint.primal, None) self.model.optimize() print([constraint.primal for constraint in self.model.constraints]) for i, j in zip([constraint.primal for constraint in self.model.constraints], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.048900234729145e-15, 0.0, 0.0, 0.0, -3.55971196577979e-16, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.5546369406238147e-17, 0.0, -5.080374405378186e-29, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]): self.assertAlmostEqual(i, j, places=6) class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = glpk_interface def setUp(self): self.model = self.interface.Model(problem=glpk_read_cplex(TESTMODELPATH)) self.obj = self.model.objective def test_change_direction(self): self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(glp_get_obj_dir(self.model.problem), GLP_MIN) self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(glp_get_obj_dir(self.model.problem), GLP_MAX) class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = glpk_interface def test_pickle_ability(self): config = self.interface.Configuration() config.tolerances.feasibility = 1e-01 value = config.tolerances.feasibility pickle_string = pickle.dumps(config) from_pickle = pickle.loads(pickle_string) self.assertEqual(value, from_pickle.tolerances.feasibility) def test_clone(self): config = self.interface.Configuration() config.tolerances.feasibility = 1e-01 value = config.tolerances.feasibility cloned_config = config.clone(config, problem=config.problem) self.assertEqual(value, cloned_config.tolerances.feasibility) class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = glpk_interface def test_glpk_create_empty_model(self): model = self.interface.Model(name="empty_problem") self.assertEqual(glp_get_prob_name(model.problem), "empty_problem") def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_config_gets_copied_too(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 model_copy = copy.copy(self.model) self.assertEqual(model_copy.configuration.verbosity, 3) def test_init_from_existing_problem(self): inner_prob = self.model.problem self.assertEqual(len(self.model.variables), glp_get_num_cols(inner_prob)) self.assertEqual(len(self.model.constraints), glp_get_num_rows(inner_prob)) self.assertEqual(self.model.variables.keys(), [glp_get_col_name(inner_prob, i) for i in range(1, glp_get_num_cols(inner_prob) + 1)]) self.assertEqual(self.model.constraints.keys(), [glp_get_row_name(inner_prob, j) for j in range(1, glp_get_num_rows(inner_prob) + 1)]) def test_add_non_cplex_conform_variable(self): var = self.interface.Variable('12x!!@#5_3', lb=-666, ub=666) self.assertEqual(var._index, None) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(var.name, glp_get_col_name(self.model.problem, var._index)) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) repickled = pickle.loads(pickle.dumps(self.model)) var_from_pickle = repickled.variables['12x!!@#5_3'] self.assertEqual(var_from_pickle.name, glp_get_col_name(repickled.problem, var_from_pickle._index)) def test_glpk_remove_variable(self): var = self.model.variables[0] self.assertEqual( (self.model.constraints["M_atp_c"].expression - ( -1.0 * self.model.variables.R_ACKr - 1.0 * self.model.variables.R_ADK1 + 1.0 * self.model.variables.R_ATPS4r - 1.0 * self.model.variables.R_PGK - 1.0 * self.model.variables.R_SUCOAS - 59.81 * self.model.variables.R_Biomass_Ecoli_core_w_GAM - 1.0 * self.model.variables.R_GLNS - 1.0 * self.model.variables.R_GLNabc - 1.0 * self.model.variables.R_PFK - 1.0 * self.model.variables.R_PPCK - 1.0 * self.model.variables.R_PPS + 1.0 * self.model.variables.R_PYK - 1.0 * self.model.variables.R_ATPM )).expand() - 0, 0 ) self.assertEqual(self.model.constraints["M_atp_c"].lb, 0) self.assertEqual(self.model.constraints["M_atp_c"].ub, 0) self.assertEqual(var.problem, self.model) self.model.remove(var) self.model.update() self.assertEqual( (self.model.constraints["M_atp_c"].expression - ( -1.0 * self.model.variables.R_ACKr - 1.0 * self.model.variables.R_ADK1 + 1.0 * self.model.variables.R_ATPS4r - 1.0 * self.model.variables.R_SUCOAS - 1.0 * self.model.variables.R_PGK - 1.0 * self.model.variables.R_GLNS - 1.0 * self.model.variables.R_GLNabc - 1.0 * self.model.variables.R_PFK - 1.0 * self.model.variables.R_PPCK - 1.0 * self.model.variables.R_PPS + 1.0 * self.model.variables.R_PYK - 1.0 * self.model.variables.R_ATPM )).expand() - 0, 0 ) self.assertNotIn(var, self.model.variables.values()) self.assertEqual(glp_find_col(self.model.problem, var.name), 0) self.assertEqual(var.problem, None) def test_add_constraints(self): x = self.interface.Variable('x', lb=0, ub=1, type='binary') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=0., ub=10., type='integer') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') constr2 = self.interface.Constraint(2.333 * x + y + 3.333, ub=100.33, name='test2') constr3 = self.interface.Constraint(2.333 * x + y + z, lb=-300) constr4 = self.interface.Constraint(x, lb=-300, ub=-300) constr5 = self.interface.Constraint(3 * x) self.model.add(constr1) self.model.add(constr2) self.model.add(constr3) self.model.add([constr4, constr5]) self.assertIn(constr1.name, self.model.constraints) self.assertIn(constr2.name, self.model.constraints) self.assertIn(constr3.name, self.model.constraints) self.assertIn(constr4.name, self.model.constraints) self.assertIn(constr5.name, self.model.constraints) # constr1 ia = intArray(glp_get_num_rows(self.model.problem) + 1) da = doubleArray(glp_get_num_rows(self.model.problem) + 1) nnz = glp_get_mat_row(self.model.problem, constr1._index, ia, da) coeff_dict = dict() for i in range(1, nnz + 1): coeff_dict[glp_get_col_name(self.model.problem, ia[i])] = da[i] self.assertDictEqual(coeff_dict, {'x': 0.3, 'y': 0.4, 'z': 66.}) self.assertEqual(glp_get_row_type(self.model.problem, constr1._index), GLP_DB) self.assertEqual(glp_get_row_lb(self.model.problem, constr1._index), -100) self.assertEqual(glp_get_row_ub(self.model.problem, constr1._index), 0) # constr2 ia = intArray(glp_get_num_rows(self.model.problem) + 1) da = doubleArray(glp_get_num_rows(self.model.problem) + 1) nnz = glp_get_mat_row(self.model.problem, constr2._index, ia, da) coeff_dict = dict() for i in range(1, nnz + 1): coeff_dict[glp_get_col_name(self.model.problem, ia[i])] = da[i] self.assertDictEqual(coeff_dict, {'x': 2.333, 'y': 1.}) self.assertEqual(glp_get_row_type(self.model.problem, constr2._index), GLP_UP) self.assertEqual(glp_get_row_lb(self.model.problem, constr2._index), -1.7976931348623157e+308) self.assertEqual(glp_get_row_ub(self.model.problem, constr2._index), 96.997) # constr3 ia = intArray(glp_get_num_rows(self.model.problem) + 1) da = doubleArray(glp_get_num_rows(self.model.problem) + 1) nnz = glp_get_mat_row(self.model.problem, constr3._index, ia, da) coeff_dict = dict() for i in range(1, nnz + 1): coeff_dict[glp_get_col_name(self.model.problem, ia[i])] = da[i] self.assertDictEqual(coeff_dict, {'x': 2.333, 'y': 1., 'z': 1.}) self.assertEqual(glp_get_row_type(self.model.problem, constr3._index), GLP_LO) self.assertEqual(glp_get_row_lb(self.model.problem, constr3._index), -300) self.assertEqual(glp_get_row_ub(self.model.problem, constr3._index), 1.7976931348623157e+308) # constr4 ia = intArray(glp_get_num_rows(self.model.problem) + 1) da = doubleArray(glp_get_num_rows(self.model.problem) + 1) nnz = glp_get_mat_row(self.model.problem, constr4._index, ia, da) coeff_dict = dict() for i in range(1, nnz + 1): coeff_dict[glp_get_col_name(self.model.problem, ia[i])] = da[i] self.assertDictEqual(coeff_dict, {'x': 1}) self.assertEqual(glp_get_row_type(self.model.problem, constr4._index), GLP_FX) self.assertEqual(glp_get_row_lb(self.model.problem, constr4._index), -300) self.assertEqual(glp_get_row_ub(self.model.problem, constr4._index), -300) # constr5 ia = intArray(glp_get_num_rows(self.model.problem) + 1) da = doubleArray(glp_get_num_rows(self.model.problem) + 1) nnz = glp_get_mat_row(self.model.problem, constr5._index, ia, da) coeff_dict = dict() for i in range(1, nnz + 1): coeff_dict[glp_get_col_name(self.model.problem, ia[i])] = da[i] self.assertDictEqual(coeff_dict, {'x': 3}) self.assertEqual(glp_get_row_type(self.model.problem, constr5._index), GLP_FR) self.assertLess(glp_get_row_lb(self.model.problem, constr5._index), -1e30) self.assertGreater(glp_get_row_ub(self.model.problem, constr5._index), 1e30) def test_change_of_constraint_is_reflected_in_low_level_solver(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) constraint = self.interface.Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.assertEqual(constraint._index, None) self.model.add(constraint) self.assertEqual( (self.model.constraints["test"].expression - (0.4 * y + 0.3 * x)).expand(), 0 ) self.assertEqual(self.model.constraints["test"].lb, -100) self.assertEqual(constraint._index, 73) z = self.interface.Variable('z', lb=3, ub=10, type='integer') self.assertEqual(z._index, None) constraint += 77. * z self.assertEqual(z._index, 98) self.assertEqual( (self.model.constraints["test"].expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand(), 0 ) self.assertEqual(self.model.constraints["test"].lb, -100) self.assertEqual(constraint._index, 73) def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) constraint = self.interface.Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) z = self.interface.Variable('z', lb=2, ub=5, type='integer') constraint += 77. * z self.model.remove(constraint) self.assertEqual( (constraint.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) self.assertEqual(constraint.lb, -100) self.assertEqual(constraint.ub, None) def test_change_of_objective_is_reflected_in_low_level_solver(self): x = self.interface.Variable('x', lb=-83.3, ub=1324422.) y = self.interface.Variable('y', lb=-181133.3, ub=12000.) objective = self.interface.Objective(0.3 * x + 0.4 * y, name='test', direction='max') self.model.objective = objective self.assertEqual( (self.model.objective.expression - (0.4 * y + 0.3 * x)).expand() - 0, 0 ) self.assertEqual(self.model.objective.direction, "max") self.assertEqual(glp_get_obj_coef(self.model.problem, x._index), 0.3) self.assertEqual(glp_get_obj_coef(self.model.problem, y._index), 0.4) for i in range(1, glp_get_num_cols(self.model.problem) + 1): if i != x._index and i != y._index: self.assertEqual(glp_get_obj_coef(self.model.problem, i), 0) z = self.interface.Variable('z', lb=4, ub=4, type='integer') self.model.objective += 77. * z self.assertEqual( (self.model.objective.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) self.assertEqual(self.model.objective.direction, "max") self.assertEqual(glp_get_obj_coef(self.model.problem, x._index), 0.3) self.assertEqual(glp_get_obj_coef(self.model.problem, y._index), 0.4) self.assertEqual(glp_get_obj_coef(self.model.problem, z._index), 77.) for i in range(1, glp_get_num_cols(self.model.problem) + 1): if i != x._index and i != y._index and i != z._index: self.assertEqual(glp_get_obj_coef(self.model.problem, i), 0) def test_change_variable_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [(glp_get_col_lb(inner_prob, i), glp_get_col_ub(inner_prob, i)) for i in range(1, glp_get_num_cols(inner_prob) + 1)] bounds = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertEqual(bounds, inner_problem_bounds) for var in self.model.variables.values(): var.lb = random.uniform(-1000, 1000) var.ub = random.uniform(var.lb, 1000) inner_problem_bounds_new = [(glp_get_col_lb(inner_prob, i), glp_get_col_ub(inner_prob, i)) for i in range(1, glp_get_num_cols(inner_prob) + 1)] bounds_new = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_change_constraint_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [(glp_get_row_lb(inner_prob, i), glp_get_row_ub(inner_prob, i)) for i in range(1, glp_get_num_rows(inner_prob) + 1)] bounds = [(constr.lb, constr.ub) for constr in self.model.constraints] self.assertEqual(bounds, inner_problem_bounds) for constr in self.model.constraints: constr.lb = random.uniform(-1000, constr.ub) constr.ub = random.uniform(constr.lb, 1000) inner_problem_bounds_new = [(glp_get_row_lb(inner_prob, i), glp_get_row_ub(inner_prob, i)) for i in range(1, glp_get_num_rows(inner_prob) + 1)] bounds_new = [(constr.lb, constr.ub) for constr in self.model.constraints] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_iadd_objective(self): v2, v3 = self.model.variables.values()[1:3] self.model.objective += 2. * v2 - 3. * v3 obj_coeff = list() for i in range(len(self.model.variables)): obj_coeff.append(glp_get_obj_coef(self.model.problem, i)) self.assertEqual(obj_coeff, [0.0, 1.0, 2.0, -3.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_imul_objective(self): self.model.objective *= 2. obj_coeff = list() for i in range(len(self.model.variables)): obj_coeff.append(glp_get_obj_coef(self.model.problem, i)) self.assertEqual(obj_coeff, [0.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_set_copied_objective(self): obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual( (self.model.objective.expression - 1.0 * self.model.variables.R_Biomass_Ecoli_core_w_GAM).expand() - 0, 0 ) self.assertEqual(self.model.objective.direction, "max") @pytest.mark.xfail(sys.platform == "win32", reason="buggy with windows clocks") def test_timeout(self): self.model.configuration.timeout = 0 status = self.model.optimize() self.assertEqual(status, 'time_limit') def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.R_TPI: 666.}) self.assertEqual(glp_get_obj_coef(self.model.problem, self.model.variables.R_TPI._index), 666.) def test_instantiating_model_with_different_solver_problem_raises(self): self.assertRaises(TypeError, self.interface.Model, problem='Chicken soup') def test_set_linear_coefficients_constraint(self): constraint = self.model.constraints.M_atp_c constraint.set_linear_coefficients({self.model.variables.R_Biomass_Ecoli_core_w_GAM: 666.}) num_cols = glp_get_num_cols(self.model.problem) ia = intArray(num_cols + 1) da = doubleArray(num_cols + 1) index = constraint._index num = glp_get_mat_row(self.model.problem, index, ia, da) for i in range(1, num + 1): col_name = glp_get_col_name(self.model.problem, ia[i]) if col_name == 'R_Biomass_Ecoli_core_w_GAM': self.assertEqual(da[i], 666.) optlang-1.8.1/src/optlang/tests/test_gurobi_interface.py000066400000000000000000000632501451753105500235160ustar00rootroot00000000000000# Copyright (c) 2016 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import os import pickle import pytest import sys import unittest try: # noqa: C901 import gurobipy except ImportError as e: class TestMissingDependency(unittest.TestCase): @unittest.skip('Missing dependency - ' + str(e)) def test_fail(self): pass else: import copy import os import pickle import random from gurobipy import GurobiError from optlang import gurobi_interface from optlang.gurobi_interface import Constraint, Model, Objective, Variable from optlang.tests import abstract_test_cases random.seed(666) TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') TESTMILPMODELPATH = os.path.join(os.path.dirname(__file__), 'data/simple_milp.lp') CONVEX_QP_PATH = os.path.join(os.path.dirname(__file__), 'data/qplib_3256.lp') NONCONVEX_QP_PATH = os.path.join(os.path.dirname(__file__), 'data/qplib_1832.lp') class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): interface = gurobi_interface def test_internal_variable(self): self.assertEqual(self.var._internal_variable, None) def test_gurobi_change_name(self): self.model.add(self.var) self.model.update() self.var.name = "test_2" self.assertEqual(self.var._internal_variable.getAttr("VarName"), "test_2") def test_get_primal(self): self.assertEqual(self.var.primal, None) model = Model(problem=gurobipy.read(TESTMODELPATH)) model.optimize() ref = dict([ ('R_Biomass_Ecoli_core_w_GAM', 0.8739215069684303), ('R_PGK', -16.023526143282652), ('R_GAPD', 16.023526143282652), ('R_PGM', -14.716139568015933), ('R_ENO', 14.716139568015933), ('R_PGL', 4.959984944574658), ('R_GND', 4.959984944574658), ('R_G6PDH2r', 4.959984945133328) ]) for vid in ref: self.assertAlmostEqual(ref[vid], model.variables[vid].primal) def test_changing_variable_names_is_reflected_in_the_solver(self): model = Model(problem=gurobipy.read(TESTMODELPATH)) for i, variable in enumerate(model.variables): print(variable._internal_variable is not None) print(variable.problem.name) variable.name = "var" + str(i) print(variable.problem.name) print(variable.name) print(variable._internal_variable is not None) self.assertEqual(variable.name, "var" + str(i)) self.assertEqual(variable._internal_variable.getAttr('VarName'), "var" + str(i)) def test_gurobi_setting_bounds(self): var = self.var model = self.model model.add(var) model.update() var.lb = 1 self.assertEqual(var.lb, 1) model.problem.update() self.assertEqual(var._internal_variable.getAttr('LB'), 1) var.ub = 2 self.assertEqual(var.ub, 2) model.problem.update() self.assertEqual(var._internal_variable.getAttr('UB'), 2) class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = gurobi_interface def test_get_primal(self): self.assertEqual(self.constraint.primal, None) self.model.optimize() print([constraint.primal for constraint in self.model.constraints]) for i, j in zip([constraint.primal for constraint in self.model.constraints], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 4.048900234729145e-15, 0.0, 0.0, 0.0, -3.55971196577979e-16, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.5546369406238147e-17, 0.0, -5.080374405378186e-29, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]): self.assertAlmostEqual(i, j) class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = gurobi_interface def setUp(self): problem = gurobipy.read(TESTMODELPATH) self.model = Model(problem=problem) self.obj = self.model.objective def test_change_direction(self): self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(self.model.problem.getAttr('ModelSense'), gurobipy.GRB.MAXIMIZE) self.model.update() self.assertEqual(self.model.problem.getAttr('ModelSense'), gurobipy.GRB.MINIMIZE) self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(self.model.problem.getAttr('ModelSense'), gurobipy.GRB.MINIMIZE) self.model.update() self.assertEqual(self.model.problem.getAttr('ModelSense'), gurobipy.GRB.MAXIMIZE) class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = gurobi_interface class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = gurobi_interface def test_gurobi_create_empty_model(self): model = Model() self.assertEqual(model.problem.getAttr('NumVars'), 0) self.assertEqual(model.problem.getAttr('NumConstrs'), 0) self.assertEqual(model.name, None) self.assertEqual(model.problem.getAttr('ModelName'), '') model = Model(name="empty_problem") self.assertEqual(model.problem.getAttr('ModelName'), 'empty_problem') def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_config_gets_copied_too(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 model_copy = copy.copy(self.model) self.assertEqual(model_copy.configuration.verbosity, 3) def test_init_from_existing_problem(self): self.assertEqual(len(self.model.variables), len(self.model.problem.getVars())) self.assertEqual(len(self.model.constraints), len(self.model.problem.getConstrs())) self.assertEqual(self.model.variables.keys(), [var.VarName for var in self.model.problem.getVars()]) self.assertEqual(self.model.constraints.keys(), [constr.ConstrName for constr in self.model.problem.getConstrs()]) def test_model_can_be_pickled(self): s = pickle.dumps(self.model) mod = pickle.loads(s) self.assertEqual(len(self.model.variables), len(mod.variables)) self.assertEqual(len(self.model.constraints), len(mod.constraints)) self.assertEqual(self.model.configuration.presolve, mod.configuration.presolve) self.assertEqual(self.model.configuration.tolerances.feasibility, mod.configuration.tolerances.feasibility) def test_gurobi_add_variable(self): var = Variable('x') self.model.add(var) print(self.model._pending_modifications) self.assertTrue(var in self.model.variables.values()) self.assertEqual(self.model.variables.values().count(var), 1) self.assertEqual(self.model.variables['x'].problem, var.problem) print(var.name) print(self.model.problem.getVars()) print(self.model._pending_modifications) self.model.update() print(self.model._pending_modifications) print(self.model.problem.getVars()) self.assertEqual(self.model.problem.getVarByName(var.name).getAttr('VType'), gurobipy.GRB.CONTINUOUS) var = Variable('y', lb=-13) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.model.problem.update() self.assertEqual(self.model.problem.getVarByName(var.name).getAttr('VType'), gurobipy.GRB.CONTINUOUS) self.assertEqual(self.model.variables['x'].lb, None) self.assertEqual(self.model.variables['x'].ub, None) self.assertEqual(self.model.variables['y'].lb, -13) self.assertEqual(self.model.variables['x'].ub, None) var = Variable('x_with_ridiculously_long_variable_name_asdffffffffasdfasdfasdfasdfasdfasdfasdf') self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(self.model.variables.values().count(var), 1) def test_gurobi_add_integer_var(self): var = Variable('int_var', lb=-13, ub=500, type='integer') self.model.add(var) self.assertEqual(self.model.variables['int_var'].type, 'integer') self.assertEqual(self.model.problem.getVarByName(var.name).getAttr('VType'), gurobipy.GRB.INTEGER) self.assertEqual(self.model.variables['int_var'].ub, 500) self.assertEqual(self.model.variables['int_var'].lb, -13) def test_add_non_cplex_conform_variable(self): var = Variable('12x!!@#5_3', lb=-666, ub=666) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.model.problem.update() self.assertEqual(var.name, self.model.problem.getVarByName(var.name).VarName) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) repickled = pickle.loads(pickle.dumps(self.model)) var_from_pickle = repickled.variables['12x!!@#5_3'] self.assertEqual(var_from_pickle.name, repickled.problem.getVarByName(var.name).VarName) def test_gurobi_add_constraints(self): x = Variable('x', lb=0, ub=1, type='binary') y = Variable('y', lb=-181133.3, ub=12000., type='continuous') z = Variable('z', lb=0., ub=10., type='integer') constr1 = Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') constr2 = Constraint(2.333 * x + y + 3.333, ub=100.33, name='test2') constr3 = Constraint(2.333 * x + y + z, lb=-300) constr4 = Constraint(x, lb=-300, ub=-300) self.model.add(constr1) self.model.add(constr2) self.model.add(constr3) self.model.add(constr4) self.model.problem.update() self.assertIn(constr1.name, self.model.constraints) self.assertIn(constr2.name, self.model.constraints) self.assertIn(constr3.name, self.model.constraints) self.assertIn(constr4.name, self.model.constraints) # constr1 coeff_dict = dict() internal_constraint = self.model.problem.getConstrByName(constr1.name) row = self.model.problem.getRow(internal_constraint) for i in range(row.size()): coeff_dict[row.getVar(i).VarName] = row.getCoeff(i) self.assertDictEqual(coeff_dict, {'x': 0.3, 'y': 0.4, 'z': 66., 'test_aux': -1.0}) self.assertEqual(internal_constraint.RHS, constr1.lb) self.assertEqual(self.model.problem.getVarByName(internal_constraint.getAttr('ConstrName') + '_aux').ub, 100) # constr2 coeff_dict = dict() internal_constraint = self.model.problem.getConstrByName(constr2.name) row = self.model.problem.getRow(internal_constraint) for i in range(row.size()): coeff_dict[row.getVar(i).VarName] = row.getCoeff(i) self.assertDictEqual(coeff_dict, {'x': 2.333, 'y': 1.}) self.assertEqual(internal_constraint.RHS, constr2.ub) self.assertEqual(internal_constraint.Sense, '<') # constr3 coeff_dict = dict() internal_constraint = self.model.problem.getConstrByName(constr3.name) print(internal_constraint) row = self.model.problem.getRow(internal_constraint) for i in range(row.size()): coeff_dict[row.getVar(i).VarName] = row.getCoeff(i) self.assertDictEqual(coeff_dict, {'x': 2.333, 'y': 1., 'z': 1.}) self.assertEqual(internal_constraint.RHS, constr3.lb) self.assertEqual(internal_constraint.Sense, '>') # constr4 coeff_dict = dict() internal_constraint = self.model.problem.getConstrByName(constr4.name) print(internal_constraint) row = self.model.problem.getRow(internal_constraint) for i in range(row.size()): coeff_dict[row.getVar(i).VarName] = row.getCoeff(i) self.assertDictEqual(coeff_dict, {'x': 1}) self.assertEqual(internal_constraint.RHS, constr4.lb) self.assertEqual(internal_constraint.Sense, '=') def test_change_of_constraint_is_reflected_in_low_level_solver(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) constraint = Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.assertEqual(constraint._internal_constraint, None) self.model.add(constraint) self.assertEqual(self.model.constraints['test'].lb, -100) self.assertEqual( (self.model.constraints['test'].expression - (0.4 * y + 0.3 * x)).expand() - 0, 0 ) z = Variable('z', lb=3, ub=10, type='integer') self.assertEqual(z._internal_variable, None) constraint += 77. * z self.assertIs(z._internal_variable, self.model.problem.getVarByName('z')) self.assertEqual(self.model.constraints['test'].lb, -100) self.assertEqual( (self.model.constraints['test'].expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) constraint = Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) z = Variable('z', lb=2, ub=5, type='integer') constraint += 77. * z self.model.remove(constraint) self.assertEqual(constraint.lb, -100) self.assertEqual( (constraint.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) def test_change_of_objective_is_reflected_in_low_level_solver(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) objective = Objective(0.3 * x + 0.4 * y, name='test', direction='max') self.model.objective = objective self.model.update() grb_obj = self.model.problem.getObjective() grb_x = self.model.problem.getVarByName(x.name) grb_y = self.model.problem.getVarByName(y.name) expected = {grb_x: 0.3, grb_y: 0.4} for i in range(grb_obj.size()): self.assertEqual(grb_obj.getCoeff(i), expected[grb_obj.getVar(i)]) z = Variable('z', lb=4, ub=4, type='integer') grb_z = self.model.problem.getVarByName(z.name) self.model.objective += 77. * z expected[grb_z] = 77. self.model.update() for i in range(grb_obj.size()): self.assertEqual(grb_obj.getCoeff(i), expected[grb_obj.getVar(i)]) def test_change_variable_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [(variable.LB, variable.UB) for variable in inner_prob.getVars()] bounds = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertEqual(bounds, inner_problem_bounds) for var in self.model.variables.values(): var.lb = random.uniform(-1000, 1000) var.ub = random.uniform(var.lb, 1000) self.model.update() inner_problem_bounds_new = [(variable.LB, variable.UB) for variable in inner_prob.getVars()] bounds_new = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_gurobi_change_variable_type(self): for variable in self.model.variables: variable.type = 'integer' self.model.update() for variable in self.model.problem.getVars(): self.assertEqual(variable.VType, gurobipy.GRB.INTEGER) def test_change_constraint_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [] for constr in inner_prob.getConstrs(): aux_var = inner_prob.getVarByName(constr.getAttr('ConstrName') + '_aux') if aux_var is None: inner_problem_bounds.append((constr.RHS, constr.RHS)) else: inner_problem_bounds.append((aux_var.UB, constr.RHS)) print(len(self.model.constraints)) print(len(self.model.problem.getConstrs())) bounds = [(constr.lb, constr.ub) for constr in self.model.constraints] print('bounds', inner_problem_bounds) print('bounds', bounds) self.assertEqual(bounds, inner_problem_bounds) @unittest.skip('Not supported yet') def test_iadd_objective(self): v2, v3 = self.model.variables.values()[1:3] print(v2, v3) # 1/0 self.model.objective += 2. * v2 - 3. * v3 internal_objective = self.model.problem.getObjective() result = {} for i in range(internal_objective.size()): var = internal_objective.getVar(i) coeff = internal_objective.getCoeff(i) result[var.VarName] = coeff self.assertDictEqual(result, {'R_Biomass_Ecoli_core_w_GAM': 1.0}) self.model.update() self.assertDictEqual(result, {'R_Biomass_Ecoli_core_w_GAM': 1.0, 'R_PGK': 2, 'R_GAPD': -3}) @unittest.skip('Not supported yet') def test_imul_objective(self): self.model.objective *= 2. obj_coeff = list() self.assertEqual(obj_coeff, [0.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ) def test_set_copied_objective(self): obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual(self.model.objective.direction, "max") self.assertEqual( (self.model.objective.expression - (1.0 * self.model.variables.R_Biomass_Ecoli_core_w_GAM)).expand() - 0, 0 ) @pytest.mark.xfail(sys.platform == "win32", reason="buggy with windows clocks") def test_timeout(self): self.model.configuration.timeout = int(0) status = self.model.optimize() print(status) self.assertEqual(status, 'time_limit') def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.R_TPI: 666.}) self.model.update() grb_obj = self.model.problem.getObjective() for i in range(grb_obj.size()): if 'R_TPI' == grb_obj.getVar(i).getAttr('VarName'): self.assertEqual(grb_obj.getCoeff(i), 666.) def test_set_linear_coefficients_constraint(self): constraint = self.model.constraints.M_atp_c constraint.set_linear_coefficients({self.model.variables.R_Biomass_Ecoli_core_w_GAM: 666.}) self.model.update() row = self.model.problem.getRow(self.model.problem.getConstrByName(constraint.name)) for i in range(row.size()): col_name = row.getVar(i).getAttr('VarName') if col_name == 'R_Biomass_Ecoli_core_w_GAM': self.assertEqual(row.getCoeff(i), 666.) class QuadraticProgrammingTestCase(abstract_test_cases.AbstractQuadraticProgrammingTestCase): def setUp(self): self.model = Model() self.x1 = Variable("x1", lb=0) self.x2 = Variable("x2", lb=0) self.c1 = Constraint(self.x1 + self.x2, lb=1) self.model.add([self.x1, self.x2, self.c1]) def test_convex_obj(self): model = self.model obj = Objective(self.x1 ** 2 + self.x2 ** 2, direction="min") model.objective = obj model.optimize() self.assertAlmostEqual(model.objective.value, 0.5) self.assertAlmostEqual(self.x1.primal, 0.5) self.assertAlmostEqual(self.x2.primal, 0.5) obj_2 = Objective(self.x1, direction="min") model.objective = obj_2 model.optimize() self.assertAlmostEqual(model.objective.value, 0.0) self.assertAlmostEqual(self.x1.primal, 0.0) self.assertGreaterEqual(self.x2.primal, 1.0) # According to documentation and mailing lists Gurobi cannot solve non-convex QP # However version 7.0 solves this fine. Skipping for now @unittest.skip("Can gurobi solve non-convex QP?") def test_non_convex_obj(self): model = self.model obj = Objective(self.x1 * self.x2, direction="min") model.objective = obj self.assertRaises(GurobiError, model.optimize) obj_2 = Objective(self.x1, direction="min") model.objective = obj_2 model.optimize() self.assertAlmostEqual(model.objective.value, 0.0) self.assertAlmostEqual(self.x1.primal, 0.0) self.assertGreaterEqual(self.x2.primal, 1.0) @unittest.skipIf("CI" in os.environ, "Model too large for community edition.") def test_qp_convex(self): model = Model(problem=gurobipy.read(CONVEX_QP_PATH)) self.assertEqual(len(model.variables), 651) self.assertEqual(len(model.constraints), 501) for constraint in model.constraints: self.assertTrue(constraint.is_Linear, "%s should be linear" % (str(constraint.expression))) self.assertFalse(constraint.is_Quadratic, "%s should not be quadratic" % (str(constraint.expression))) self.assertTrue(model.objective.is_Quadratic, "objective should be quadratic") self.assertFalse(model.objective.is_Linear, "objective should not be linear") model.optimize() self.assertAlmostEqual(model.objective.value, 32.2291282) @unittest.skip("Takes a very long time") def test_qp_non_convex(self): model = Model(problem=gurobipy.read(NONCONVEX_QP_PATH)) self.assertEqual(len(model.variables), 31) self.assertEqual(len(model.constraints), 1) for constraint in model.constraints: self.assertTrue(constraint.is_Linear, "%s should be linear" % (str(constraint.expression))) self.assertFalse(constraint.is_Quadratic, "%s should not be quadratic" % (str(constraint.expression))) self.assertTrue(model.objective.is_Quadratic, "objective should be quadratic") self.assertFalse(model.objective.is_Linear, "objective should not be linear") self.assertRaises(GurobiError, model.optimize) def test_quadratic_objective_expression(self): objective = Objective(self.x1 ** 2 + self.x2 ** 2, direction="min") self.model.objective = objective self.assertEqual((self.model.objective.expression - (self.x1 ** 2 + self.x2 ** 2)).simplify(), 0) optlang-1.8.1/src/optlang/tests/test_hybrid_interface.py000066400000000000000000000621641451753105500235130ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import copy import os import pickle import random import unittest try: # noqa: C901 import osqp import highspy except ImportError as e: class TestMissingDependency(unittest.TestCase): @unittest.skip("Missing dependencies") def test_fail(self): pass else: import json import numpy as np import six from numpy.testing import assert_allclose from optlang import interface, hybrid_interface from optlang.exceptions import SolverError from optlang.interface import INFEASIBLE, OPTIMAL, SPECIAL from optlang.hybrid_interface import Constraint, Model, Objective, Variable from optlang.tests import abstract_test_cases random.seed(666) TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') TESTMILPMODELPATH = os.path.join(os.path.dirname(__file__), 'data/simple_milp.lp') LARGE_QPS = [ os.path.join(os.path.dirname(__file__), p) for p in ('data/QPLIB_8785.json', 'data/QPLIB_8938.json')] # taken from http://qplib.zib.de/instances.html LARGE_QPS = dict(zip( LARGE_QPS, ((10399, 11362, 7867.4911490000004051), (4001, 11999, -35.7794529499999996)))) TOL = 1e-6 class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): __test__ = True interface = hybrid_interface def setUp(self): self.var = self.interface.Variable('test') dummy = self.interface.Variable('dummy') self.model = self.interface.Model() self.model.add([dummy]) def test_get_primal(self): self.assertEqual(self.var.primal, None) with open(TESTMODELPATH) as tp: model = Model.from_lp(tp.read()) print(model.problem.settings) model.optimize() self.assertEqual(model.status, 'optimal') assert_allclose(model.objective.value, 0.8739215069684305, TOL, TOL) ref_sol = [0.8739215069684306, -16.023526143167608, 16.023526143167604] primals = [var.primal for var in model.variables[0:3]] assert_allclose(primals, ref_sol, TOL, TOL) def test_get_dual(self): with open(TESTMODELPATH) as tp: model = Model.from_lp(tp.read()) model.optimize() self.assertEqual(model.status, 'optimal') assert_allclose(model.objective.value, 0.8739215069684305, TOL, TOL) self.assertTrue(isinstance(model.variables[0].dual, float)) def test_changing_variable_names_is_reflected_in_the_solver(self): with open(TESTMODELPATH) as tp: model = Model.from_lp(tp.read()) for i, variable in enumerate(model.variables): old_name = variable.name variable.name = "var" + str(i) self.assertEqual(variable.name, "var" + str(i)) self.assertIn("var" + str(i), model.problem.variables) self.assertIn("var" + str(i), model._variables_to_constraints_mapping) self.assertNotIn(old_name, model.problem.variables) self.assertNotIn(old_name, model.problem.variable_lbs) self.assertNotIn(old_name, model.problem.variable_ubs) self.assertNotIn(old_name, model._variables_to_constraints_mapping) def test_hybrid_setting_bounds(self): with open(TESTMODELPATH) as tp: model = Model.from_lp(tp.read()) var = model.variables[0] var.lb = 1 self.assertEqual(var.lb, 1) model.update() self.assertEqual(model.problem.variable_lbs[var.name], 1) var.ub = 2 self.assertEqual(var.ub, 2) model.update() self.assertEqual(model.problem.variable_ubs[var.name], 2) def test_set_bounds_to_none(self): model = self.model var = self.var model.objective = self.interface.Objective(1.0 * var) model.update() print(model.problem.variables) self.assertEqual(model.optimize(), interface.UNBOUNDED) var.ub = 10 self.assertEqual(model.optimize(), interface.OPTIMAL) var.ub = None self.assertEqual(model.optimize(), interface.UNBOUNDED) self.model.objective.direction = "min" var.lb = -10 self.assertEqual(model.optimize(), interface.OPTIMAL) var.lb = None self.assertEqual(model.optimize(), interface.UNBOUNDED) def test_set_bounds_method(self): var = self.interface.Variable("test", lb=-10) c = self.interface.Constraint(var, lb=-100) # OSQP needs at least two variables model = self.interface.Model() obj = self.interface.Objective(1.0 * var) model.add([c]) model.objective = obj for lb, ub in ((1, 10), (-1, 5), (11, 12)): obj.direction = "max" var.set_bounds(lb, ub) model.optimize() self.assertAlmostEqual(var.primal, ub) obj.direction = "min" model.optimize() self.assertAlmostEqual(var.primal, lb) var.set_bounds(None, 0) model.optimize() self.assertAlmostEqual(var.primal, -100) obj.direction = "max" var.set_bounds(1, None) self.assertEqual(model.optimize(), interface.UNBOUNDED) self.assertRaises(ValueError, var.set_bounds, 2, 1) def test_set_wrong_type_raises(self): self.assertRaises(ValueError, self.interface.Variable, name="test", type="mayo") self.assertRaises(Exception, setattr, self.var, 'type', 'ketchup') self.model.add(self.var) self.model.update() self.assertRaises(ValueError, setattr, self.var, "type", "mustard") self.var.type = "continuous" self.assertEqual(self.var.type, "continuous") class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = hybrid_interface def test_set_linear_coefficients(self): self.model.add(self.constraint) self.constraint.set_linear_coefficients({Variable('chip'): 33., self.model.variables.R_PGK: -33}) coefs = { v.name: self.model.problem.constraint_coefs[(self.constraint.name, v.name)] for v in self.model.variables if (self.constraint.name, v.name) in self.model.problem.constraint_coefs } self.assertEqual(coefs, dict([('R_PGK', -33.0), ('chap', 1.0), ('chip', 33.0)])) def test_get_primal(self): self.assertEqual(self.constraint.primal, None) self.model.optimize() self.assertEqual(self.model.status, 'optimal') assert_allclose(self.model.objective.value, 0.8739215069684305, TOL, TOL) primals = [constraint.primal for constraint in self.model.constraints] assert_allclose(primals, np.zeros(len(primals)), TOL, TOL) # only equality constraints def test_get_dual(self): self.assertEqual(self.constraint.primal, None) self.model.optimize() self.assertEqual(self.model.status, 'optimal') assert_allclose(self.model.objective.value, 0.8739215069684305, TOL, TOL) duals = [constraint.dual for constraint in self.model.constraints] self.assertTrue(all(isinstance(d, float) for d in duals)) def test_set_constraint_bounds_to_none(self): model = self.interface.Model() var = self.interface.Variable("test") const = self.interface.Constraint(var, lb=-10, ub=10) obj = self.interface.Objective(var) model.add(const) model.objective = obj self.assertEqual(model.optimize(), interface.OPTIMAL) const.ub = None self.assertEqual(model.optimize(), interface.UNBOUNDED) const.ub = 10 const.lb = None obj.direction = "min" self.assertEqual(model.optimize(), interface.UNBOUNDED) class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = hybrid_interface def setUp(self): with open(TESTMODELPATH) as tp: model = Model.from_lp(tp.read()) self.obj = model.objective self.model = model def test_change_direction(self): self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(self.model.problem.direction, 1) self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(self.model.problem.direction, -1) class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = hybrid_interface def test_clone_model_with_lp(self): pass def test_integer_batch_duals(self): pass def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) def test_config_gets_copied_too(self): self.assertEqual(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 1 model_copy = copy.copy(self.model) self.assertEqual(model_copy.configuration.verbosity, 1) def test_init_from_existing_problem(self): inner_prob = self.model.problem self.assertEqual(len(self.model.variables), len(inner_prob.variables)) self.assertEqual(len(self.model.constraints), len(inner_prob.constraints)) self.assertEqual(set(self.model.variables.keys()), inner_prob.variables) self.assertEqual(set(self.model.constraints.keys()), inner_prob.constraints) def test_add_non_cplex_conform_variable(self): var = Variable('12x!!@#5_3', lb=-666, ub=666) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertIn(var.name, self.model.problem.variables) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) repickled = pickle.loads(pickle.dumps(self.model)) print(repickled.variables) var_from_pickle = repickled.variables['12x!!@#5_3'] self.assertIn(var_from_pickle.name, self.model.problem.variables) def test_hybrid_remove_variable(self): var = self.model.variables[0] self.assertEqual(var.problem, self.model) self.model.remove(var) self.model.update() self.assertNotIn(var.name, self.model.problem.variables) self.assertNotIn(var.name, self.model.problem.variable_lbs) self.assertNotIn(var.name, self.model.problem.variable_ubs) self.assertEqual(var.problem, None) def test_change_of_constraint_is_reflected_in_low_level_solver(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) constraint = Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) self.assertEqual( (self.model.constraints['test'].expression - (0.4 * y + 0.3 * x)).expand() - 0, 0 ) self.assertEqual( [self.model.problem.constraint_coefs[k] for k in [('test', 'x'), ('test', 'y')]], [0.3, 0.4]) z = Variable('z', lb=3, ub=4, type='integer') constraint += 77. * z self.assertEqual( [self.model.problem.constraint_coefs[k] for k in [('test', 'x'), ('test', 'y'), ('test', 'z')]], [0.3, 0.4, 77.]) self.assertEqual( (self.model.constraints['test'].expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand() - 0, 0 ) def test_optimize(self): self.model.optimize() self.assertEqual(self.model.status, 'optimal') assert_allclose(self.model.objective.value, 0.8739215069684303, TOL, TOL) def test_non_convex_obj(self): pass def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) constraint = Constraint(0.3 * x + 0.4 * y, lb=-100, name='test') self.model.add(constraint) z = Variable('z', lb=2, ub=5, type='integer') constraint += 77. * z self.model.remove(constraint) self.assertEqual(constraint.name, "test") self.assertEqual(constraint.lb, -100) self.assertEqual(constraint.ub, None) self.assertEqual((constraint.expression - (0.4 * y + 0.3 * x + 77.0 * z)).expand(), 0.0) def test_change_of_objective_is_reflected_in_low_level_solver(self): x = Variable('x', lb=-83.3, ub=1324422.) y = Variable('y', lb=-181133.3, ub=12000.) objective = Objective(0.3 * x + 0.4 * y, name='obj', direction='max') self.model.objective = objective for variable in self.model.variables: coeff = self.model.problem.obj_linear_coefs.get(variable.name, 0.0) if variable.name == 'x': self.assertEqual(coeff, 0.3) elif variable.name == 'y': self.assertEqual(coeff, 0.4) else: self.assertEqual(coeff, 0.) z = Variable('z', lb=0.000003, ub=0.000003, type='continuous') objective += 77. * z for variable in self.model.variables: coeff = self.model.problem.obj_linear_coefs.get(variable.name, 0.0) if variable.name == 'x': self.assertEqual(coeff, 0.3) elif variable.name == 'y': self.assertEqual(coeff, 0.4) elif variable.name == 'z': self.assertEqual(coeff, 77.) else: self.assertEqual(coeff, 0.) def test_change_variable_bounds(self): inner_prob = self.model.problem inner_problem_bounds = [ (inner_prob.variable_lbs[v.name], inner_prob.variable_ubs[v.name]) for v in self.model.variables ] bounds = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertEqual(bounds, inner_problem_bounds) for var in self.model.variables.values(): var.lb = random.uniform(-1000, 1000) var.ub = random.uniform(var.lb, 1000) self.model.update() inner_problem_bounds_new = [ (inner_prob.variable_lbs[v.name], inner_prob.variable_ubs[v.name]) for v in self.model.variables ] bounds_new = [(var.lb, var.ub) for var in self.model.variables.values()] self.assertNotEqual(bounds, bounds_new) self.assertNotEqual(inner_problem_bounds, inner_problem_bounds_new) self.assertEqual(bounds_new, inner_problem_bounds_new) def test_change_constraint_bounds(self): constraint = self.model.constraints[0] value = 42 constraint.ub = value self.assertEqual(constraint.ub, value) constraint.lb = value self.assertEqual(constraint.lb, value) self.assertEqual(self.model.problem.constraint_lbs[constraint.name], value) self.assertEqual(self.model.problem.constraint_ubs[constraint.name], value) def test_iadd_objective(self): v1, v2, v3 = list(self.model.variables.values())[0:3] self.model.objective += 2. * v2 - 3. * v3 obj_coeff = self.model.problem.obj_linear_coefs self.assertEqual(obj_coeff, {v1.name: 1, v2.name: 2, v3.name: -3}) def test_imul_objective(self): self.model.objective *= 2. obj_coeff = self.model.problem.obj_linear_coefs self.assertEqual(obj_coeff, {self.model.variables[0].name: 2.0}) def test_set_copied_objective(self): obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual(self.model.objective.direction, "max") self.assertEqual(self.model.objective.expression, 1.0 * self.model.variables["R_Biomass_Ecoli_core_w_GAM"]) def test_timeout(self): self.model.configuration.timeout = 1e-6 status = self.model.optimize() self.assertEqual(status, 'time_limit') def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.R_TPI: 666.}) self.assertEqual(self.model.problem.obj_linear_coefs[self.model.variables.R_TPI.name], 666.) def test_set_linear_coefficients_constraint(self): constraint = self.model.constraints.M_atp_c coeff_dict = constraint.expression.as_coefficients_dict() self.assertEqual(coeff_dict[self.model.variables.R_Biomass_Ecoli_core_w_GAM], -59.8100000000000) constraint.set_linear_coefficients({self.model.variables.R_Biomass_Ecoli_core_w_GAM: 666.}) coeff_dict = constraint.expression.as_coefficients_dict() self.assertEqual(coeff_dict[self.model.variables.R_Biomass_Ecoli_core_w_GAM], 666.) def test_hybrid_change_objective_can_handle_removed_vars(self): self.model.objective = Objective(self.model.variables[0]) self.model.remove(self.model.variables[0]) self.model.update() self.model.objective = Objective(self.model.variables[1] ** 2) self.model.remove(self.model.variables[1]) self.model.update() self.model.objective = Objective(self.model.variables[2]) self.assertEqual(self.model.problem.obj_linear_coefs, {self.model.variables[2].name: 1.0}) class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = hybrid_interface def setUp(self): self.model = Model() self.configuration = self.model.configuration def test_tolerance_parameters(self): model = self.interface.Model() params = ["optimality", "feasibility", "integrality"] for param in params: val = getattr(model.configuration.tolerances, param) print(val) setattr(model.configuration.tolerances, param, 2 * val) self.assertEqual( getattr(model.configuration.tolerances, param), 2 * val ) def test_lp_method(self): for option in self.configuration.lp_methods: self.configuration.lp_method = option self.assertEqual(self.configuration.lp_method, option) self.assertRaises(ValueError, setattr, self.configuration, "lp_method", "weird_stuff") def test_qp_method(self): for option in self.configuration.qp_methods: self.configuration.qp_method = option self.assertEqual(self.configuration.qp_method, option) self.assertRaises(ValueError, setattr, self.configuration, "qp_method", "weird_stuff") def test_verbosity(self): for i in range(4): self.model.configuration.verbosity = i self.assertEqual(self.model.configuration.verbosity, i) def test_presolve(self): for presolve in (True, False): self.configuration.presolve = presolve self.assertEqual(self.configuration.presolve, presolve) self.assertRaises(ValueError, setattr, self.configuration, "presolve", "what?") class QuadraticProgrammingTestCase(abstract_test_cases.AbstractQuadraticProgrammingTestCase): def setUp(self): self.model = Model() self.x1 = Variable("x1", lb=0) self.x2 = Variable("x2", lb=0) self.c1 = Constraint(self.x1 + self.x2, lb=1) self.model.add([self.x1, self.x2, self.c1]) def test_convex_obj(self): model = self.model obj = Objective(self.x1 ** 2 + self.x2 ** 2, direction="min") model.objective = obj model.optimize() assert_allclose(model.objective.value, 0.5, TOL, TOL) assert_allclose(self.x1.primal, 0.5, TOL, TOL) assert_allclose(self.x2.primal, 0.5, TOL, TOL) obj_2 = Objective(self.x1, direction="min") model.objective = obj_2 model.optimize() assert_allclose(model.objective.value, 0.0, TOL, TOL) assert_allclose(self.x1.primal, 0.0, TOL, TOL) def test_non_convex_obj(self): model = self.model obj = Objective(self.x1 ** 2 + self.x2 ** 2, direction="max") model.objective = obj self.assertRaises(ValueError, model.optimize) obj_2 = Objective(self.x1, direction="min") model.objective = obj_2 model.optimize() assert_allclose(model.objective.value, 0.0, TOL, TOL) assert_allclose(self.x1.primal, 0.0, TOL, TOL) def test_qp_convex(self): for qp, info in six.iteritems(LARGE_QPS): nv, nc, ref_sol = info prob = json.load(open(qp)) model = Model.from_json(prob) model.configuration.tolerances.optimality = 1e-4 model.configuration.verbosity = 1 model.optimize() self.assertEqual(len(model.variables), nv) self.assertEqual(len(model.constraints), nc) self.assertEqual(model.status, OPTIMAL) assert_allclose(model.objective.value, ref_sol, 1e-3, 1e-3) def test_qp_non_convex(self): # unsupported by OSQP pass def test_quadratic_objective_expression(self): objective = Objective(self.x1 ** 2 + self.x2 ** 2, direction="min") self.model.objective = objective self.assertEqual((self.model.objective.expression - (self.x1 ** 2 + self.x2 ** 2)).simplify(), 0) self.assertEqual(len(self.model.problem.obj_quadratic_coefs), 2) class UnsolvedTestCase(unittest.TestCase): interface = hybrid_interface def setUp(self): model = self.interface.Model() x = self.interface.Variable('x', lb=0, ub=10) constr1 = self.interface.Constraint(1. * x, lb=3, name="constr1") obj = self.interface.Objective(2 * x) model.add(x) model.add(constr1) model.objective = obj self.model = model self.continuous_var = x self.constraint = constr1 def test_status(self): self.assertIs(self.model.status, None) def test_objective_value(self): self.assertIs(self.model.objective.value, None) def test_variable_primal(self): self.assertIs(self.continuous_var.primal, None) def test_variable_dual(self): self.assertIs(self.continuous_var.primal, None) def test_constraint_primal(self): self.assertIs(self.constraint.primal, None) def test_constraint_dual(self): self.assertIs(self.constraint.dual, None) def test_primal_values(self): with self.assertRaises(SolverError) as context: self.model.primal_values self.assertIn("not been solved", str(context.exception)) def test_constraint_values(self): with self.assertRaises(SolverError) as context: self.model.constraint_values self.assertIn("not been solved", str(context.exception)) def test_reduced_costs(self): with self.assertRaises(SolverError) as context: self.model.reduced_costs self.assertIn("not been solved", str(context.exception)) def test_shadow_prices(self): with self.assertRaises(SolverError) as context: self.model.shadow_prices self.assertIn("not been solved", str(context.exception)) optlang-1.8.1/src/optlang/tests/test_inspyred_interface.py000066400000000000000000000040551451753105500240620ustar00rootroot00000000000000import unittest try: import inspyred from inspyred import benchmarks from optlang.inspyred_interface import Model, Objective, Variable def make_individual(evaluator): def _(candidate): return evaluator([candidate.values()], {})[0] return _ def my_observer(population, num_generations, num_evaluations, args): best = max(population) print(('{0:6} -- {1} : {2}'.format(num_generations, best.fitness, str(best.candidate)))) @unittest.skip("Skip these tests until module is complete") class RosenbrockTestCase(unittest.TestCase): def setUp(self): self.model = Model(algorithm='PSO') self.model.configuration.terminator = inspyred.ec.terminators.generation_termination x = Variable('x', lb=0, ub=2) y = Variable('y', lb=0, ub=2) rosenbrock_obj = Objective((1 - x) ** 2 + 100 * (y - y ** 2) ** 2, name="Rosenbrock function", direction='min') self.model.objective = rosenbrock_obj def test_evolutionary_strategy(self): self.model.configuration.max_generations = 100 self.model.configuration.terminator = inspyred.ec.terminators.generation_termination self.model.configuration.observer = my_observer self.model.configuration.selector = inspyred.ec.selectors.tournament_selection final_pop = self.model.optimize() best = max(final_pop) self.assertAlmostEqual(best.fitness, 0) def test_pso(self): self.model.algorithm = 'PSO' self.model.configuration.max_generations = 100 final_pop = self.model.optimize() best = max(final_pop) self.assertAlmostEqual(best.fitness, 0) except ImportError as e: class TestMissingDependency(unittest.TestCase): @unittest.skip('Missing dependency - ' + str(e)) def test_fail(self): pass optlang-1.8.1/src/optlang/tests/test_interface.py000066400000000000000000000226731451753105500221530ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import sys from unittest import TestCase from optlang.exceptions import ContainerAlreadyContains from optlang.interface import Constraint, Model, Objective, Variable class TestModel(TestCase): def setUp(self): self.model = Model() x = Variable('x', lb=0, ub=10) y = Variable('y', lb=0, ub=10) constr = Constraint(1. * x + y, lb=3, name="constr1") obj = Objective(2 * x + y) self.model.add(x) self.model.add(y) self.model.add(constr) self.model.objective = obj def test_read_only_attributes(self): self.assertRaises(AttributeError, setattr, self.model, 'variables', 'Foo') self.assertRaises(AttributeError, setattr, self.model, 'constraints', 'Foo') self.assertRaises(AttributeError, setattr, self.model, 'status', 'Foo') def test_create_empty_model(self): model = Model() self.assertEqual(len(model.constraints), 0) self.assertEqual(len(model.variables), 0) self.assertEqual(model.objective.expression - 0, 0) def test_add_variable(self): var = Variable('z') self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(self.model.variables.values().count(var), 1) self.assertEqual(self.model.variables['z'].problem, var.problem) var = Variable('asdfasdflkjasdflkjasdlkjsadflkjasdflkjasdlfkjasdlfkjasdlkfjasdf', lb=-13) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(self.model.variables['z'].lb, None) self.assertEqual(self.model.variables['z'].ub, None) self.assertEqual(self.model.variables['asdfasdflkjasdflkjasdlkjsadflkjasdflkjasdlfkjasdlfkjasdlkfjasdf'].lb, -13) self.assertEqual(self.model.variables['asdfasdflkjasdflkjasdlkjsadflkjasdflkjasdlfkjasdlfkjasdlkfjasdf'].ub, None) def test_add_variable_twice_raises(self): var = Variable('x') self.model.add(var) self.assertRaises(ContainerAlreadyContains, self.model.update) def test_remove_add_variable(self): var = self.model.variables[0] self.model.remove(var) self.model.add(var) self.model.update() def test_remove_add_remove_variable(self): var = self.model.variables[0] self.model.remove(var) self.model.add(var) # self.assertRaises(ContainerAlreadyContains, self.model.remove, var) def test_add_existing_variable(self): var = self.model.variables[0] self.model.add(var) self.assertRaises(Exception, self.model.update) def test_remove_constraint(self): self.model.remove('constr1') self.assertEqual(list(self.model.constraints), []) def test_add_remove_constraint(self): c = Constraint(self.model.variables.x + self.model.variables.y, lb=10) self.model.add(c) self.assertEqual(list(self.model.constraints), [self.model.constraints['constr1'], c]) self.model.remove(c) self.model.update() self.assertEqual(list(self.model.constraints), [self.model.constraints['constr1']]) def test_add_remove_collection(self): c = Constraint(self.model.variables.x + self.model.variables.y, lb=10) c2 = Constraint(3. * self.model.variables.x + self.model.variables.y, lb=10) self.model.add([c, c2]) self.assertEqual(list(self.model.constraints), [self.model.constraints['constr1'], c, c2]) self.model.remove([c, 'constr1', c2]) self.assertEqual(list(self.model.constraints), []) def test_removing_objective_raises(self): self.assertRaises(TypeError, self.model.remove, self.model.objective) def test_removing_crap_raises(self): self.assertRaises(TypeError, self.model.remove, dict) def test_remove_variable_str(self): var = self.model.variables['y'] self.model.remove(var.name) self.assertNotIn(var, self.model.variables.values()) self.assertEqual(var.problem, None) self.assertEqual(self.model.objective.direction, "max") self.assertEqual( (self.model.objective.expression - (2.0 * self.model.variables.x)).expand() - 0, 0 ) self.assertEqual(len(self.model.variables), 1) self.assertEqual(len(self.model.constraints), 1) self.assertEqual((self.model.variables[0].lb, self.model.variables[0].ub), (0, 10)) self.assertEqual(self.model.constraints[0].lb, 3) self.assertEqual( (self.model.constraints[0].expression - (1.0 * self.model.variables.x)).expand() - 0, 0 ) # self.assertEqual(self.model.__str__(), 'Maximize\n2.0*x\nsubject to\nconstr1: 3 <= 1.0*x\nBounds\n0 <= x <= 10') def test_number_objective(self): self.model.objective = Objective(0.) self.assertIn('Maximize\n0', self.model.objective.__str__()) def test_add_differing_interface_type_raises(self): from optlang import glpk_interface as glpk x, y = glpk.Variable('x'), glpk.Variable('y') constraint = glpk.Constraint(x + y) objective = glpk.Objective(1. * x) self.assertRaises(TypeError, self.model.add, x) self.assertRaises(TypeError, self.model.add, constraint) self.assertRaises(TypeError, self.model.add, objective) def test_setting_binary_bounds(self): self.model.variables['x'].type = 'binary' self.assertEqual(self.model.variables['x'].lb, 0) self.assertEqual(self.model.variables['x'].ub, 1) def test_non_integer_bound_on_integer_variable_raises(self): self.model.variables['x'].type = 'integer' self.assertRaises(ValueError, setattr, self.model.variables['x'], 'lb', 3.3) def test_non_0_or_1_bound_on_binary_variable_raises(self): self.model.variables['x'].type = 'integer' self.assertRaises(ValueError, setattr, self.model.variables['x'], 'lb', 3.3) def test_false_objective_direction_raises(self): self.assertRaises(ValueError, setattr, self.model.objective, 'direction', 'neither_min_nor_max') def test_all_entities_point_to_correct_model(self): for variable in self.model.variables.values(): self.assertEqual(variable.problem, self.model) for constraint in self.model.constraints: self.assertEqual(constraint.problem, self.model) self.assertEqual(self.model.objective.problem, self.model) def test_variable_independence(self): model = Model() x = Variable('x', lb=0, ub=20) self.assertNotEqual(id(x), id(self.model.variables['x'])) y = Variable('y', lb=0, ub=10) constr = Constraint(1. * x + y, lb=3, name="constr1") model.add(constr) self.assertNotEqual(id(self.model.variables['x']), id(model.variables['x'])) self.assertNotEqual(id(self.model.variables['y']), id(model.variables['y'])) self.assertNotEqual(self.model.variables['y'].problem, model) self.assertNotEqual(self.model.variables['x'].problem, model) x.lb = -10 self.assertNotEqual(self.model.variables['x'].lb, model.variables['x'].lb) def test_primal_and_dual_values(self): model = self.model self.assertTrue(all([primal is None for primal in model.primal_values.values()])) self.assertTrue(all([constraint_primal is None for constraint_primal in model.constraint_values.values()])) self.assertTrue(all([sp is None for sp in model.shadow_prices.values()])) self.assertTrue(all([rc is None for rc in model.reduced_costs.values()])) def test_interface(self): self.assertEqual(self.model.interface, sys.modules["optlang.interface"]) class TestVariable(TestCase): def setUp(self): self.x = Variable("x") def test_init_variable(self): self.assertRaises(ValueError, Variable, '') def test_set_wrong_bounds_on_binary_raises(self): self.assertRaises(ValueError, Variable, 'x', lb=-33, ub=0.3, type='binary') x = Variable('x', type='binary') self.assertRaises(ValueError, setattr, x, 'lb', -3) self.assertRaises(ValueError, setattr, x, 'ub', 3) def test_set_wrong_bounds_on_integer_raises(self): self.assertRaises(ValueError, Variable, 'x', lb=-33, ub=0.3, type='integer') x = Variable('x', type='integer') self.assertRaises(ValueError, setattr, x, 'lb', -3.3) self.assertRaises(ValueError, setattr, x, 'ub', 3.3) def test_primal_and_dual(self): x = self.x self.assertTrue(x.primal is None) self.assertTrue(x.dual is None) def test_change_name(self): x = self.x x.name = "xx" self.assertEqual(x.name, "xx") class TestConstraint(TestCase): def setUp(self): self.a = Variable("a") self.b = Variable("b") self.c = Variable("c") self.d = Variable("d") def test_is_linear_and_quadratic(self): c1 = Constraint(self.a) self.assertTrue(c1.is_Linear) self.assertFalse(c1.is_Quadratic) c2 = Constraint(self.a * self.b ** self.c) self.assertFalse(c2.is_Linear) self.assertFalse(c2.is_Quadratic) c3 = Constraint(self.a * self.b * self.c + self.d) self.assertFalse(c3.is_Linear) self.assertFalse(c3.is_Quadratic) c4 = Constraint(self.a + self.b ** 3) self.assertFalse(c4.is_Linear) self.assertFalse(c4.is_Quadratic) optlang-1.8.1/src/optlang/tests/test_io.py000066400000000000000000000074351451753105500206210ustar00rootroot00000000000000# Copyright (c) 2016 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import json import unittest import jsonschema from optlang.glpk_interface import Constraint, Model, Objective, Variable bound_schema = { "oneOf": [ {"type": "number"}, {"type": "null"} ] } variable_schema = { "type": "object", "properties": { "name": { "type": "string", }, "lb": bound_schema, "ub": bound_schema, "type": { "type": "string", "enum": ["continuous", "binary", "integer"] } }, "required": ["name", "lb", "ub", "type"] } expression_definition = { "type": "object", "properties": { "name": { "type": "string" }, "type": { "type": "string", "enum": ["Add", "Mul", "Pow", "Number", "Symbol"] }, "value": { "type": "number" }, "args": { "type": "array", "items": {"$ref": "#/definitions/expr"} } }, "required": ["type"] } constraint_schema = { "type": "object", "properties": { "name": { "type": "string" }, "lb": bound_schema, "ub": bound_schema, "indicator_variable": { "oneOf": [ {"type": "string"}, {"type": "null"} ] }, "active_when": { "oneOf": [ {"type": "number", "enum": [0, 1]}, {"type": "null"} ] }, "expression": {"$ref": "#/definitions/expr"} }, "definitions": { "expr": expression_definition } } objective_schema = { "type": "object", "properties": { "name": { "type": "string" }, "direction": { "type": "string", "enum": ["min", "max"] }, "expression": {"$ref": "#/definitions/expr"} }, "definitions": { "expr": expression_definition } } model_schema = { "type": "object", "properties": { "name": { "oneOf": [ {"type": "string"}, {"type": "null"} ] }, "objective": objective_schema, "variables": { "type": "array", "items": variable_schema }, "constraints": { "type": "array", "items": constraint_schema } }, "definitions": { "expr": expression_definition } } class JsonTest(unittest.TestCase): def setUp(self): self.var1 = var1 = Variable("var1", lb=0, ub=1, type="continuous") self.var2 = var2 = Variable("var2", lb=0, ub=1, type="continuous") self.const1 = const1 = Constraint(0.5 * var1, lb=0, ub=1, name="c1") self.const2 = const2 = Constraint(0.1 * var2 + 0.4 * var1, name="c2") self.model = model = Model() model.add([var1, var2]) model.add([const1, const2]) model.objective = Objective(var1 + var2) model.update() self.json_string = json.dumps(model.to_json()) def test_model_json_validates(self): jsonschema.validate(self.model.to_json(), model_schema) def test_objective_json_validates(self): jsonschema.validate(self.model.objective.to_json(), objective_schema) def test_model_is_reconstructed_from_json(self): model = Model.from_json(json.loads(self.json_string)) self.assertEqual(model.variables["var1"].lb, 0) self.assertEqual(model.variables["var1"].ub, 1) self.assertEqual(model.constraints["c1"].expression, 0.5 * model.variables["var1"]) self.assertEqual( (model.objective.expression - sum(model.variables)).simplify(), 0 ) optlang-1.8.1/src/optlang/tests/test_scipy_interface.py000066400000000000000000000301771451753105500233600ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import copy import json import os import pickle import sys import unittest import optlang.interface try: import scipy except ImportError as e: class TestMissingDependency(unittest.TestCase): @unittest.skip('Missing dependency - ' + str(e)) def test_fail(self): pass sys.exit(0) from optlang import scipy_interface from optlang.tests import abstract_test_cases TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/coli_core.json') class VariableTestCase(abstract_test_cases.AbstractVariableTestCase): interface = scipy_interface def test_get_primal(self): self.assertEqual(self.var.primal, None) with open(TESTMODELPATH) as infile: model = self.interface.Model.from_json(json.load(infile)) model.optimize() self.assertEqual(model.status, optlang.interface.OPTIMAL) for var in model.variables: self.assertTrue(var.lb <= round(var.primal, 6) <= var.ub, (var.lb, var.primal, var.ub)) def test_changing_variable_names_is_reflected_in_the_solver(self): self.skipTest("NA") def test_set_wrong_type_raises(self): self.assertRaises(ValueError, self.interface.Variable, name="test", type="mayo") self.assertRaises(Exception, setattr, self.var, 'type', 'ketchup') self.model.add(self.var) self.model.update() self.assertRaises(ValueError, setattr, self.var, "type", "mustard") @unittest.skip("Scipy doesn't support duals") def test_get_dual(self): pass def test_change_type(self): self.var.type = "continuous" self.assertRaises(ValueError, setattr, self.var, "type", "integer") self.assertRaises(ValueError, setattr, self.var, "type", "binary") class ConstraintTestCase(abstract_test_cases.AbstractConstraintTestCase): interface = scipy_interface def test_get_primal(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) self.assertEqual(self.constraint.primal, None) self.model.optimize() for c in self.model.constraints: if c.lb is not None: self.assertTrue(c.lb <= round(c.primal, 6)) if c.ub is not None: self.assertTrue(round(c.primal, 6) <= c.ub) @unittest.skip("NA") def test_get_dual(self): pass @unittest.skip("NA") def test_indicator_constraint_support(self): pass class ObjectiveTestCase(abstract_test_cases.AbstractObjectiveTestCase): interface = scipy_interface def setUp(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) self.obj = self.model.objective def test_change_direction(self): self.obj.direction = "min" self.assertEqual(self.obj.direction, "min") self.assertEqual(self.model.problem.direction, "min") self.obj.direction = "max" self.assertEqual(self.obj.direction, "max") self.assertEqual(self.model.problem.direction, "max") class ConfigurationTestCase(abstract_test_cases.AbstractConfigurationTestCase): interface = scipy_interface class ModelTestCase(abstract_test_cases.AbstractModelTestCase): interface = scipy_interface def setUp(self): with open(TESTMODELPATH) as infile: self.model = self.interface.Model.from_json(json.load(infile)) @unittest.skip("NA") def test_clone_model_with_lp(self): pass @unittest.skip("NA") def test_optimize_milp(self): pass @unittest.skip("Not implemented yet") def test_pickle_empty_model(self): pass @unittest.skip("Not implemented yet") def test_pickle_ability(self): self.model.optimize() value = self.model.objective.value pickle_string = pickle.dumps(self.model) from_pickle = pickle.loads(pickle_string) from_pickle.optimize() self.assertAlmostEqual(value, from_pickle.objective.value) self.assertEqual([(var.lb, var.ub, var.name, var.type) for var in from_pickle.variables.values()], [(var.lb, var.ub, var.name, var.type) for var in self.model.variables.values()]) self.assertEqual([(constr.lb, constr.ub, constr.name) for constr in from_pickle.constraints], [(constr.lb, constr.ub, constr.name) for constr in self.model.constraints]) @unittest.skip("Not implemented yet") def test_config_gets_copied_too(self): self.assertEquals(self.model.configuration.verbosity, 0) self.model.configuration.verbosity = 3 model_copy = copy.copy(self.model) self.assertEquals(model_copy.configuration.verbosity, 3) @unittest.skip("Not implemented yet") def test_init_from_existing_problem(self): pass @unittest.skip("Not implemented yet") def test_add_non_cplex_conform_variable(self): var = self.interface.Variable('12x!!@#5_3', lb=-666, ub=666) self.assertEqual(var.index, None) self.model.add(var) self.assertTrue(var in self.model.variables.values()) self.assertEqual(self.model.variables['12x!!@#5_3'].lb, -666) self.assertEqual(self.model.variables['12x!!@#5_3'].ub, 666) # repickled = pickle.loads(pickle.dumps(self.model)) # var_from_pickle = repickled.variables['12x!!@#5_3'] # self.assertEqual(var_from_pickle.name, glp_get_col_name(repickled.problem, var_from_pickle.index)) def test_add_constraints(self): x = self.interface.Variable('x', lb=0, ub=1, type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=0., ub=10., type='continuous') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') constr2 = self.interface.Constraint(2.333 * x + y + 3.333, ub=100.33, name='test2') constr3 = self.interface.Constraint(2.333 * x + y + z, lb=-300) constr4 = self.interface.Constraint(x, lb=-300, ub=-300) constr5 = self.interface.Constraint(3 * x) self.model.add(constr1) self.model.add(constr2) self.model.add(constr3) self.model.add([constr4, constr5]) self.assertIn(constr1.name, self.model.constraints) self.assertIn(constr2.name, self.model.constraints) self.assertIn(constr3.name, self.model.constraints) self.assertIn(constr4.name, self.model.constraints) self.assertIn(constr5.name, self.model.constraints) @unittest.skip("") def test_change_of_constraint_is_reflected_in_low_level_solver(self): pass @unittest.skip("") def test_constraint_set_problem_to_None_caches_the_latest_expression_from_solver_instance(self): pass @unittest.skip("") def test_change_of_objective_is_reflected_in_low_level_solver(self): pass @unittest.skip("") def test_change_variable_bounds(self): pass @unittest.skip("") def test_change_constraint_bounds(self): pass def test_initial_objective(self): self.assertIn('BIOMASS_Ecoli_core_w_GAM', self.model.objective.expression.__str__(), ) self.assertEqual( (self.model.objective.expression - ( 1.0 * self.model.variables.BIOMASS_Ecoli_core_w_GAM - 1.0 * self.model.variables.BIOMASS_Ecoli_core_w_GAM_reverse_712e5)).expand() - 0, 0 ) @unittest.skip("Not implemented yet") def test_iadd_objective(self): pass @unittest.skip("Not implemented yet") def test_imul_objective(self): pass @unittest.skip("Not implemented yet") def test_set_copied_objective(self): obj_copy = copy.copy(self.model.objective) self.model.objective = obj_copy self.assertEqual(self.model.objective.direction, "max") self.assertEqual( (self.model.objective.expression - (1.0 * self.model.variables.R_Biomass_Ecoli_core_w_GAM)).expand() - 0, 0 ) @unittest.skip("NA") def test_timeout(self): self.model.configuration.timeout = 0 status = self.model.optimize() self.assertEqual(status, 'time_limit') @unittest.skip("Not implemented yet") def test_set_linear_coefficients_objective(self): self.model.objective.set_linear_coefficients({self.model.variables.R_TPI: 666.}) # self.assertEqual(glp_get_obj_coef(self.model.problem, self.model.variables.R_TPI.index), 666.) @unittest.skip("") def test_instantiating_model_with_different_solver_problem_raises(self): self.assertRaises(TypeError, self.interface.Model, problem='Chicken soup') @unittest.skip("Not implemented yet") def test_set_linear_coefficients_constraint(self): pass def test_shadow_prices(self): self.model.optimize() self.assertRaises(NotImplementedError, getattr, self.model, "shadow_prices") def test_reduced_costs(self): self.model.optimize() self.assertRaises(NotImplementedError, getattr, self.model, "reduced_costs") def test_remove_constraints(self): x = self.interface.Variable('x', type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=4, ub=4, type='continuous') constr1 = self.interface.Constraint(0.3 * x + 0.4 * y + 66. * z, lb=-100, ub=0., name='test') self.assertEqual(constr1.problem, None) self.model.add(constr1) self.model.update() self.assertEqual(constr1.problem, self.model) self.assertIn(constr1, self.model.constraints) self.model.remove(constr1.name) self.model.update() self.assertEqual(constr1.problem, None) self.assertNotIn(constr1, self.model.constraints) def test_add_nonlinear_constraint_raises(self): x = self.interface.Variable('x', type='continuous') y = self.interface.Variable('y', lb=-181133.3, ub=12000., type='continuous') z = self.interface.Variable('z', lb=3, ub=3, type='continuous') with self.assertRaises(ValueError): constraint = self.interface.Constraint(0.3 * x + 0.4 * y ** x + 66. * z, lb=-100, ub=0., name='test') self.model.add(constraint) self.model.update() def test_change_objective(self): v1, v2 = self.model.variables.values()[0:2] self.model.objective = self.interface.Objective(1. * v1 + 1. * v2) self.assertIn(v1.name, str(self.model.objective)) self.assertIn(v2.name, str(self.model.objective)) def test_change_variable_type(self): self.assertRaises(ValueError, setattr, self.model.variables[-1], "type", "integer") def test_add_integer_var(self): self.assertRaises(ValueError, self.interface.Variable, 'int_var', lb=-13, ub=499., type='integer') def test_scipy_coefficient_dict(self): x = self.interface.Variable("x") c = self.interface.Constraint(2 ** x, lb=0, sloppy=True) obj = self.interface.Objective(2 ** x, sloppy=True) model = self.interface.Model() self.assertRaises(Exception, setattr, model, "objective", obj) self.assertRaises(Exception, model._add_constraint, c) c = self.interface.Constraint(0, lb=0) obj = self.interface.Objective(0) model.add(c) model.objective = obj self.assertEqual(model.optimize(), optlang.interface.OPTIMAL) def test_deepcopy(self): self.skipTest("Not implemented yet") def test_is_integer(self): self.skipTest("No integers with scipy") def test_integer_variable_dual(self): self.skipTest("No duals with scipy") def test_integer_constraint_dual(self): self.skipTest("No duals with scipy") def test_integer_batch_duals(self): self.skipTest("No duals with scipy") def test_large_objective(self): self.skipTest("Quite slow and not necessary") def test_binary_variables(self): self.skipTest("No integers with scipy") def test_implicitly_convert_milp_to_lp(self): self.skipTest("No integers with scipy") optlang-1.8.1/src/optlang/tests/test_symbolics.py000066400000000000000000000004001451753105500221770ustar00rootroot00000000000000import unittest import optlang class SymbolicsTestCase(unittest.TestCase): def test_add_identity(self): self.assertEqual(optlang.symbolics.add(), 0.0) def test_mul_identity(self): self.assertEqual(optlang.symbolics.mul(), 1.0) optlang-1.8.1/src/optlang/tests/test_util.py000066400000000000000000000225201451753105500211570ustar00rootroot00000000000000# Copyright (c) 2013 Novo Nordisk Foundation Center for Biosustainability, DTU. # See LICENSE for details. import os import pytest import six from swiglpk import glp_create_index, glp_create_prob, glp_get_num_cols, glp_get_num_rows, glp_read_lp from optlang.util import glpk_read_cplex, list_available_solvers, solve_with_glpsol TESTMODELPATH = os.path.join(os.path.dirname(__file__), 'data/model.lp') @pytest.mark.skip("deprecated functionality") def test_solve_with_glpsol(): problem = glp_create_prob() glp_read_lp(problem, None, TESTMODELPATH) glp_create_index(problem) result = solve_with_glpsol(problem) reference = {'M_13dpg_c': ['5', '0', '-0.0471054946649844'], 'R_ME1': ['2', '0', '-0.00509248590972805'], 'R_ME2': ['2', '0', '-0.00381936443229605'], 'R_EX_acald_e': ['2', '0', '-0.0343742798906643'], 'R_EX_pi_e': ['1', '-3.21489504768477', '0'], 'R_PTAr': ['1', '0', '0'], 'M_g6p_c': ['5', '0', '-0.0980303537622649'], 'R_THD2': ['2', '0', '-0.00127312147743202'], 'M_s7p_c': ['5', '0', '-0.113307811491449'], 'M_glu_L_c': ['5', '0', '-0.0700216812587607'], 'R_TKT1': ['1', '1.49698375726157', '0'], 'M_glu_L_e': ['5', '0', '-0.0687485597813287'], 'R_CO2t': ['1', '-22.809833310205', '0'], 'R_PFL': ['1', '5.31182206840464e-31', '0'], 'M_nadp_c': ['5', '0', '0.00891185034202407'], 'R_ICL': ['1', '0', '0'], 'M_h2o_c': ['5', '0', '-0'], 'M_amp_c': ['5', '0', '0.0101849718194561'], 'M_f6p_c': ['5', '0', '-0.0980303537622649'], 'M_h2o_e': ['5', '0', '-0'], 'M_ac_c': ['5', '0', '-0.0241893080712082'], 'M_ac_e': ['5', '0', '-0.0229161865937762'], 'R_NH4t': ['1', '4.76531919319746', '0'], 'M_adp_c': ['5', '0', '0.00509248590972805'], 'M_nh4_e': ['5', '0', '-0'], 'M_gln_L_c': ['5', '0', '-0.0751141671684887'], 'M_gln_L_e': ['5', '0', '-0.0700216812587607'], 'M_succoa_c': ['5', '0', '-0.0547442235295765'], 'M_nh4_c': ['5', '0', '-0'], 'R_H2Ot': ['1', '-29.1758271355658', '0'], 'R_EX_glu_L_e': ['2', '0', '-0.0687485597813287'], 'M_icit_c': ['5', '0', '-0.0712948027361927'], 'M_q8h2_c': ['1', '-7.105427357601e-15', '0'], 'R_FORt2': ['2', '0', '-0.00127312147743201'], 'R_ADK1': ['1', '0', '0'], 'M_glx_c': ['5', '0', '-0.0203699436389122'], 'M_glc_D_e': ['5', '0', '-0.0916647463751049'], 'M_lac_D_c': ['5', '0', '-0.0420130087552564'], 'M_lac_D_e': ['5', '0', '-0.0407398872778244'], 'M_acald_e': ['5', '0', '-0.0343742798906643'], 'M_acald_c': ['5', '0', '-0.0343742798906643'], 'R_RPE': ['1', '2.67848185050753', '0'], 'R_EX_for_e': ['2', '0', '-0.00763872886459208'], 'M_dhap_c': ['5', '0', '-0.0521979805747125'], 'M_pyr_c': ['5', '0', '-0.0356474013680963'], 'M_pyr_e': ['5', '0', '-0.0343742798906643'], 'M_fdp_c': ['5', '0', '-0.104395961149425'], 'R_PGM': ['1', '-14.7161395687428', '0'], 'R_PGL': ['1', '4.95998494457466', '0'], 'R_PGK': ['1', '-16.0235261431676', '0'], 'M_3pg_c': ['5', '0', '-0.0420130087552564'], 'M_coa_c': ['1', '-1.77635683940025e-15', '0'], 'R_FRD7': ['2', '0', '0'], 'R_EX_gln_L_e': ['2', '0', '-0.0700216812587607'], 'R_GLCpts': ['1', '10', '0'], 'R_SUCCt3': ['1', '0', '0'], 'R_ATPM': ['2', '8.39', '-0.00509248590972805'], 'M_succ_e': ['5', '0', '-0.0521979805747125'], 'M_succ_c': ['5', '0', '-0.0509248590972805'], 'R_EX_lac_D_e': ['2', '0', '-0.0407398872778244'], 'R_O2t': ['1', '21.7994926559988', '0'], 'M_2pg_c': ['5', '0', '-0.0420130087552564'], 'R_CS': ['1', '6.00724957535033', '0'], 'R_PDH': ['1', '9.28253259916661', '0'], 'R_CYTBD': ['1', '43.5989853119975', '0'], 'R_ETOHt2r': ['1', '-0', '0'], 'R_FBP': ['2', '0', '-0.00509248590972805'], 'R_ACKr': ['1', '0', '0'], 'R_GLUSy': ['2', '0', '-0.00509248590972804'], 'M_fru_e': ['5', '0', '-0.0916647463751049'], 'R_G6PDH2r': ['1', '4.95998494457466', '0'], 'R_EX_co2_e': ['1', '22.809833310205', '0'], 'R_TKT2': ['1', '1.18149809324596', '0'], 'R_GLUDy': ['1', '-4.54185746386563', '0'], 'R_EX_fru_e': ['2', '0', '-0.0916647463751049'], 'R_NADTRHD': ['2', '0', '-0.001273121477432'], 'R_PYRt2r': ['1', '-0', '0'], 'R_FUMt2_2': ['1', '0', '0'], 'R_SUCDi': ['1', '5.06437566148209', '0'], 'R_ALCD2x': ['1', '-5.84859702315521e-30', '0'], 'R_EX_o2_e': ['1', '-21.7994926559988', '0'], 'M_g3p_c': ['5', '0', '-0.0521979805747125'], 'R_EX_akg_e': ['2', '0', '-0.0611098309167366'], 'R_GLUt2r': ['1', '-0', '0'], 'M_pi_c': ['5', '0', '-0.00127312147743201'], 'M_pi_e': ['5', '0', '-0'], 'R_LDH_D': ['1', '0', '0'], 'M_o2_c': ['5', '0', '-0'], 'M_atp_c': ['1', '0', '0'], 'M_o2_e': ['5', '0', '-0'], 'R_MALt2_2': ['1', '0', '0'], 'R_FBA': ['1', '7.47738196216028', '0'], 'M_for_c': ['5', '0', '-0.00763872886459208'], 'R_EX_pyr_e': ['2', '0', '-0.0343742798906643'], 'R_EX_h_e': ['1', '17.5308654297867', '0'], 'R_MALS': ['2', '0', '-0.001273121477432'], 'M_h_c': ['5', '0', '0.00127312147743201'], 'M_h_e': ['5', '0', '-0'], 'R_TALA': ['1', '1.49698375726157', '0'], 'R_SUCOAS': ['1', '-5.06437566148209', '0'], 'M_pep_c': ['5', '0', '-0.0420130087552564'], 'R_ICDHyr': ['1', '6.00724957535033', '0'], 'R_RPI': ['1', '-2.28150309406713', '0'], 'M_accoa_c': ['5', '0', '-0.0280086725035043'], 'R_EX_ac_e': ['2', '0', '-0.0229161865937762'], 'M_6pgl_c': ['5', '0', '-0.0903916248976729'], 'R_PFK': ['1', '7.47738196216028', '0'], 'M_oaa_c': ['5', '0', '-0.0420130087552564'], 'R_EX_glc_e': ['2', '-10', '-0.0916647463751049'], 'R_EX_h2o_e': ['1', '29.1758271355658', '0'], 'M_mal_L_c': ['5', '0', '-0.0483786161424165'], 'R_EX_nh4_e': ['1', '-4.76531919319746', '0'], 'M_acon_C_c': ['5', '0', '-0.0712948027361927'], 'R_ACALDt': ['1', '0', '0'], 'R_GLNS': ['1', '0.223461729331828', '0'], 'M_r5p_c': ['5', '0', '-0.0827528960330808'], 'R_ACONTb': ['1', '6.00724957535033', '0'], 'M_actp_c': ['5', '0', '-0.0292817939809363'], 'M_cit_c': ['5', '0', '-0.0712948027361927'], 'M_mal_L_e': ['5', '0', '-0.0458323731875524'], 'M_akg_c': ['5', '0', '-0.0623829523941686'], 'M_akg_e': ['5', '0', '-0.0611098309167366'], 'R_D_LACt2': ['1', '-0', '0'], 'R_ATPS4r': ['1', '45.5140097745175', '0'], 'M_ru5p_D_c': ['5', '0', '-0.0827528960330808'], 'R_TPI': ['1', '7.47738196216028', '0'], 'R_PPCK': ['2', '0', '-0.00509248590972805'], 'R_SUCCt2_2': ['2', '0', '-0.00381936443229604'], 'M_e4p_c': ['5', '0', '-0.0674754383038966'], 'R_NADH16': ['1', '38.5346096505154', '0'], 'R_Biomass_Ecoli_core_w_GAM': ['1', '0.87392150696843', '0'], 'R_GAPD': ['1', '16.0235261431676', '0'], 'R_PGI': ['1', '4.86086114649682', '0'], 'R_GLNabc': ['1', '0', '0'], 'R_AKGDH': ['1', '5.06437566148209', '0'], 'R_MDH': ['1', '5.06437566148209', '0'], 'R_EX_fum_e': ['2', '0', '-0.0458323731875524'], 'R_PYK': ['1', '1.75817744410678', '0'], 'M_etoh_c': ['5', '0', '-0.0407398872778244'], 'M_fum_c': ['5', '0', '-0.0483786161424165'], 'M_q8_c': ['5', '0', '0.00254624295486403'], 'M_etoh_e': ['5', '0', '-0.0394667658003924'], 'M_fum_e': ['5', '0', '-0.0458323731875524'], 'R_FRUpts2': ['1', '0', '0'], 'M_nadph_c': ['1', '-8.88178419700125e-16', '0'], 'R_ENO': ['1', '14.7161395687428', '0'], 'R_PIt2r': ['1', '3.21489504768477', '0'], 'R_EX_mal_L_e': ['2', '0', '-0.0458323731875524'], 'R_ACALD': ['1', '-5.84859702315521e-30', '0'], 'M_for_e': ['5', '0', '-0.00763872886459208'], 'M_nad_c': ['5', '0', '0.00763872886459208'], 'M_6pgc_c': ['5', '0', '-0.0916647463751049'], 'R_FORti': ['1', '5.31182206840464e-31', '0'], 'M_co2_c': ['5', '0', '-0'], 'R_PPS': ['2', '0', '-0.00509248590972805'], 'M_co2_e': ['5', '0', '-0'], 'R_EX_succ_e': ['2', '0', '-0.0521979805747125'], 'R_ACONTa': ['1', '6.00724957535033', '0'], 'M_nadh_c': ['1', '5.32907051820075e-15', '0'], 'R_FUM': ['1', '5.06437566148209', '0'], 'R_GND': ['1', '4.95998494457465', '0'], 'R_ACt2r': ['1', '-0', '0'], 'R_PPC': ['1', '2.50430947036873', '0'], 'R_EX_etoh_e': ['2', '0', '-0.0394667658003924'], 'R_AKGt2r': ['1', '-0', '0'], 'R_GLUN': ['2', '0', '-0.00509248590972805']} for key, val in six.iteritems(result): assert val == reference[key] def test_list_available_solvers(): solvers = list_available_solvers() for solver, boolean in six.iteritems(solvers): assert boolean is True or boolean is False def test_glpk_read_cplex(): problem = glpk_read_cplex(TESTMODELPATH) assert glp_get_num_rows(problem) == 72 assert glp_get_num_cols(problem) == 95 optlang-1.8.1/src/optlang/util.py000066400000000000000000000260701451753105500167620ustar00rootroot00000000000000# Copyright 2013 Novo Nordisk Foundation Center for Biosustainability, # Technical University of Denmark. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Utility functions for optlang.""" import logging import os log = logging.getLogger(__name__) import tempfile import inspect from subprocess import check_output from optlang import symbolics from optlang.symbolics import mul, add, Pow def solve_with_glpsol(glp_prob): """Solve glpk problem with glpsol commandline solver. Mainly for testing purposes. # Examples # -------- # >>> problem = glp_create_prob() # ... glp_read_lp(problem, None, "../tests/data/model.lp") # ... solution = solve_with_glpsol(problem) # ... print 'asdf' # 'asdf' # >>> print solution # 0.839784 # Returns # ------- # dict # A dictionary containing the objective value (key ='objval') # and variable primals. """ from swiglpk import glp_get_row_name, glp_get_col_name, glp_write_lp, glp_get_num_rows, glp_get_num_cols row_ids = [glp_get_row_name(glp_prob, i) for i in range(1, glp_get_num_rows(glp_prob) + 1)] col_ids = [glp_get_col_name(glp_prob, i) for i in range(1, glp_get_num_cols(glp_prob) + 1)] with tempfile.NamedTemporaryFile(suffix=".lp", delete=True) as tmp_file: tmp_file_name = tmp_file.name glp_write_lp(glp_prob, None, tmp_file_name) cmd = ['glpsol', '--lp', tmp_file_name, '-w', tmp_file_name + '.sol', '--log', '/dev/null'] term = check_output(cmd) log.info(term) try: with open(tmp_file_name + '.sol') as sol_handle: # print sol_handle.read() solution = dict() for i, line in enumerate(sol_handle.readlines()): if i <= 1 or line == '\n': pass elif i <= len(row_ids): solution[row_ids[i - 2]] = line.strip().split(' ') elif i <= len(row_ids) + len(col_ids) + 1: solution[col_ids[i - 2 - len(row_ids)]] = line.strip().split(' ') else: print(i) print(line) raise Exception("Argggh!") finally: os.remove(tmp_file_name + ".sol") return solution def glpk_read_cplex(path): """Reads cplex file and returns glpk problem. Returns ------- glp_prob A glpk problems (same type as returned by glp_create_prob) """ from swiglpk import glp_create_prob, glp_read_lp problem = glp_create_prob() glp_read_lp(problem, None, path) return problem # noinspection PyBroadException def list_available_solvers(): """Determine available solver interfaces (with python bindings). Returns ------- dict A dict like {'GLPK': True, 'GUROBI': False, ...} """ solvers = dict(GUROBI=False, GLPK=False, MOSEK=False, CPLEX=False, COINOR_CBC=False, SCIPY=False, OSQP=False, HIGHS=False) try: import gurobipy solvers['GUROBI'] = True log.debug('Gurobi python bindings found at %s' % os.path.dirname(gurobipy.__file__)) except Exception: log.debug('Gurobi python bindings not available.') try: import swiglpk solvers['GLPK'] = True log.debug('GLPK python bindings found at %s' % os.path.dirname(swiglpk.__file__)) except Exception: log.debug('GLPK python bindings not available.') try: import mosek solvers['MOSEK'] = True log.debug('Mosek python bindings found at %s' % os.path.dirname(mosek.__file__)) except Exception: log.debug('Mosek python bindings not available.') try: import cplex solvers['CPLEX'] = True log.debug('CPLEX python bindings found at %s' % os.path.dirname(cplex.__file__)) except Exception: log.debug('CPLEX python bindings not available.') # OSQP can be provided by the base or CUDA package solvers['OSQP'] = False try: import cuosqp solvers['OSQP'] = True log.debug('OSQP python bindings found at %s' % os.path.dirname(cuosqp.__file__)) except Exception: pass try: import osqp solvers['OSQP'] = True log.debug('OSQP python bindings found at %s' % os.path.dirname(osqp.__file__)) except Exception: pass if not solvers['OSQP']: log.debug('OSQP python bindings not available.') try: import highspy solvers['HIGHS'] = True log.debug('HIGHS python bindings found at %s' % os.path.dirname(highspy.__file__)) except Exception: pass if not solvers['OSQP'] and not solvers['HIGHS']: log.debug('HIGHS python bindings not available.') try: import mip solvers['COINOR_CBC'] = True log.debug('COINOR_CBC python bindings found at %s' % os.path.dirname(mip.__file__)) except Exception: log.debug('COINOR_CBC python bindings not available.') try: from scipy import optimize optimize.linprog solvers["SCIPY"] = True log.debug("Scipy linprog function found at %s" % optimize.__file__) except (ImportError, AttributeError): log.debug("Scipy solver not available") return solvers def inheritdocstring(name, bases, attrs): """ Use as metaclass to inherit class and method docstrings from parent. Adapted from http://stackoverflow.com/questions/13937500/inherit-a-parent-class-docstring-as-doc-attribute Use this on classes defined in solver-specific interfaces to inherit docstrings from the high-level interface. """ if '__doc__' not in attrs or not attrs["__doc__"]: # create a temporary 'parent' to (greatly) simplify the MRO search temp = type('temporaryclass', bases, {}) for cls in inspect.getmro(temp): if cls.__doc__ is not None: attrs['__doc__'] = cls.__doc__ break for attr_name, attr in attrs.items(): if not attr.__doc__: for cls in inspect.getmro(temp): try: if getattr(cls, attr_name).__doc__ is not None: attr.__doc__ = getattr(cls, attr_name).__doc__ break except (AttributeError, TypeError): continue return type(name, bases, attrs) def method_inheritdocstring(mthd): """Use as decorator on a method to inherit doc from parent method of same name""" if not mthd.__doc__: pass def is_numeric(obj): if isinstance(obj, (int, float)) or getattr(obj, "is_Number", False): return True else: try: float(obj) except ValueError: return False else: return True def expr_to_json(expr): """ Converts a Sympy expression to a json-compatible tree-structure. """ if isinstance(expr, symbolics.Mul): return {"type": "Mul", "args": [expr_to_json(arg) for arg in expr.args]} elif isinstance(expr, symbolics.Add): return {"type": "Add", "args": [expr_to_json(arg) for arg in expr.args]} elif isinstance(expr, symbolics.Symbol): return {"type": "Symbol", "name": expr.name} elif isinstance(expr, symbolics.Pow): return {"type": "Pow", "args": [expr_to_json(arg) for arg in expr.args]} elif isinstance(expr, (float, int)): return {"type": "Number", "value": expr} elif isinstance(expr, symbolics.Real): return {"type": "Number", "value": float(expr)} elif isinstance(expr, symbolics.Integer): return {"type": "Number", "value": int(expr)} else: raise NotImplementedError("Type not implemented: " + str(type(expr))) def parse_expr(expr, local_dict=None): """ Parses a json-object created with 'expr_to_json' into a Sympy expression. If a local_dict argument is passed, symbols with be looked up by name, and a new symbol will be created only if the name is not in local_dict. """ if local_dict is None: local_dict = {} if expr["type"] == "Add": return add([parse_expr(arg, local_dict) for arg in expr["args"]]) elif expr["type"] == "Mul": return mul([parse_expr(arg, local_dict) for arg in expr["args"]]) elif expr["type"] == "Pow": return Pow(*[parse_expr(arg, local_dict) for arg in expr["args"]]) elif expr["type"] == "Symbol": try: return local_dict[expr["name"]] except KeyError: return symbolics.Symbol(expr["name"]) elif expr["type"] == "Number": return symbolics.sympify(expr["value"]) else: raise NotImplementedError(expr["type"] + " is not implemented") class TemporaryFilename(object): """ Use context manager to create a temporary file that can be opened and closed, and will be deleted in the end. Parameters ---------- suffix : str The file ending. Default is 'tmp' content : str or None If str, the content will be written to the file upon creation Example ---------- >>> with TemporaryFilename() as tmp_file_name: >>> with open(tmp_file_name, "w") as tmp_file: >>> tmp_file.write(stuff) >>> with open(tmp_file) as tmp_file: >>> stuff = tmp_file.read() """ def __init__(self, suffix="tmp", content=None): tmp_file = tempfile.NamedTemporaryFile(suffix=suffix, delete=False, mode="w") if content is not None: tmp_file.write(content) self.name = tmp_file.name tmp_file.close() def __enter__(self): return self.name def __exit__(self, type, value, traceback): os.remove(self.name) class SolverTolerances(object): def __init__(self, tolerance_functions): self.__dict__['_functions'] = tolerance_functions def __getattr__(self, item): try: return self._functions[item][0]() except KeyError: raise AttributeError(item + " is not an available tolerance parameter with this solver") def __setattr__(self, key, value): if key not in self._functions: raise AttributeError(key + " is not an available tolerance parameter with this solver") self._functions[key][1](value) def to_dict(self): return {key: getattr(self, key) for key in self._functions.keys()} def __dir__(self): return list(self._functions) if __name__ == '__main__': from swiglpk import glp_create_prob, glp_read_lp, glp_get_num_rows problem = glp_create_prob() glp_read_lp(problem, None, "../tests/data/model.lp") print("asdf", glp_get_num_rows(problem)) solution = solve_with_glpsol(problem) print(solution['R_Biomass_Ecoli_core_w_GAM']) optlang-1.8.1/tox.ini000066400000000000000000000054171451753105500145150ustar00rootroot00000000000000[tox] envlist = isort, black, flake8, safety, docs, py3{8,9,10,11}, py3{8,9,10,11}-symengine [gh-actions] python = 3.8: safety, py38, py38-symengine 3.9: safety, py39, py39-symengine 3.10: safety, py310, py310-symengine 3.11: safety, py311, py311-symengine ;[testenv] ;deps = ; pytest ; pytest-cov ; pytest-raises ;commands = ; pytest --cov=optlang --cov-report=term {posargs} [testenv] deps = colorama ~= 0.3.9 coverage docutils jsonschema pytest pytest-cov scipy numpy >=1.13,<1.24 osqp >=0.6.2 mip >=1.9.1 highspy >=1.5.3 cplex gurobipy symengine: symengine passenv = CI commands = pytest --cov=optlang --cov-report=xml [testenv:isort] skip_install = True deps= isort commands= isort --check-only --diff {toxinidir}/src/optlang {toxinidir}/tests {toxinidir}/setup.py [testenv:black] skip_install = True deps= black commands= black --check --diff {toxinidir}/src/optlang {toxinidir}/tests {toxinidir}/setup.py [testenv:flake8] skip_install = True deps= flake8 flake8-docstrings flake8-bugbear commands= flake8 {toxinidir}/src/optlang {toxinidir}/tests {toxinidir}/setup.py [testenv:safety] deps= pip>=21.1 safety commands= safety check --full-report [testenv:mypy] skip_install = True deps= mypy commands= mypy {toxinidir}/src/optlang [testenv:docs] skip_install = True deps= -r{toxinidir}/docs/requirements.txt whitelist_externals = make commands= make -C {toxinidir}/docs html make -C {toxinidir}/docs linkcheck ################################################################################ # Testing tools configuration # ################################################################################ [pytest] testpaths = src/optlang/tests ;[coverage:paths] ;source = ; src/optlang ; */site-packages/optlang [coverage:run] branch = true parallel = true omit = src/optlang/_version.py src/optlang/tests/* [coverage:report] exclude_lines = # Have to re-enable the standard pragma pragma: no cover precision = 2 omit = src/optlang/_version.py src/optlang/tests/* [flake8] max-line-length = 130 exclude = __init__.py _version.py gurobi_interface.py cplex_interface.py src/optlang/tests/* # The following conflict with `black` which is the more pedantic. ignore = E203 W503 D202 max-complexity = 20 [isort] skip = __init__.py _version.py line_length = 130 indent = 4 multi_line_output = 3 include_trailing_comma = true force_grid_wrap = 0 use_parentheses = true lines_after_imports = 2 known_first_party = optlang known_third_party = pytest setuptools versioneer optlang-1.8.1/versioneer.py000066400000000000000000002512251451753105500157350ustar00rootroot00000000000000 # Version: 0.29 """The Versioneer - like a rocketeer, but for versions. The Versioneer ============== * like a rocketeer, but for versions! * https://github.com/python-versioneer/python-versioneer * Brian Warner * License: Public Domain (Unlicense) * Compatible with: Python 3.7, 3.8, 3.9, 3.10, 3.11 and pypy3 * [![Latest Version][pypi-image]][pypi-url] * [![Build Status][travis-image]][travis-url] This is a tool for managing a recorded version number in setuptools-based python projects. The goal is to remove the tedious and error-prone "update the embedded version string" step from your release process. Making a new release should be as easy as recording a new tag in your version-control system, and maybe making new tarballs. ## Quick Install Versioneer provides two installation modes. The "classic" vendored mode installs a copy of versioneer into your repository. The experimental build-time dependency mode is intended to allow you to skip this step and simplify the process of upgrading. ### Vendored mode * `pip install versioneer` to somewhere in your $PATH * A [conda-forge recipe](https://github.com/conda-forge/versioneer-feedstock) is available, so you can also use `conda install -c conda-forge versioneer` * add a `[tool.versioneer]` section to your `pyproject.toml` or a `[versioneer]` section to your `setup.cfg` (see [Install](INSTALL.md)) * Note that you will need to add `tomli; python_version < "3.11"` to your build-time dependencies if you use `pyproject.toml` * run `versioneer install --vendor` in your source tree, commit the results * verify version information with `python setup.py version` ### Build-time dependency mode * `pip install versioneer` to somewhere in your $PATH * A [conda-forge recipe](https://github.com/conda-forge/versioneer-feedstock) is available, so you can also use `conda install -c conda-forge versioneer` * add a `[tool.versioneer]` section to your `pyproject.toml` or a `[versioneer]` section to your `setup.cfg` (see [Install](INSTALL.md)) * add `versioneer` (with `[toml]` extra, if configuring in `pyproject.toml`) to the `requires` key of the `build-system` table in `pyproject.toml`: ```toml [build-system] requires = ["setuptools", "versioneer[toml]"] build-backend = "setuptools.build_meta" ``` * run `versioneer install --no-vendor` in your source tree, commit the results * verify version information with `python setup.py version` ## Version Identifiers Source trees come from a variety of places: * a version-control system checkout (mostly used by developers) * a nightly tarball, produced by build automation * a snapshot tarball, produced by a web-based VCS browser, like github's "tarball from tag" feature * a release tarball, produced by "setup.py sdist", distributed through PyPI Within each source tree, the version identifier (either a string or a number, this tool is format-agnostic) can come from a variety of places: * ask the VCS tool itself, e.g. "git describe" (for checkouts), which knows about recent "tags" and an absolute revision-id * the name of the directory into which the tarball was unpacked * an expanded VCS keyword ($Id$, etc) * a `_version.py` created by some earlier build step For released software, the version identifier is closely related to a VCS tag. Some projects use tag names that include more than just the version string (e.g. "myproject-1.2" instead of just "1.2"), in which case the tool needs to strip the tag prefix to extract the version identifier. For unreleased software (between tags), the version identifier should provide enough information to help developers recreate the same tree, while also giving them an idea of roughly how old the tree is (after version 1.2, before version 1.3). Many VCS systems can report a description that captures this, for example `git describe --tags --dirty --always` reports things like "0.7-1-g574ab98-dirty" to indicate that the checkout is one revision past the 0.7 tag, has a unique revision id of "574ab98", and is "dirty" (it has uncommitted changes). The version identifier is used for multiple purposes: * to allow the module to self-identify its version: `myproject.__version__` * to choose a name and prefix for a 'setup.py sdist' tarball ## Theory of Operation Versioneer works by adding a special `_version.py` file into your source tree, where your `__init__.py` can import it. This `_version.py` knows how to dynamically ask the VCS tool for version information at import time. `_version.py` also contains `$Revision$` markers, and the installation process marks `_version.py` to have this marker rewritten with a tag name during the `git archive` command. As a result, generated tarballs will contain enough information to get the proper version. To allow `setup.py` to compute a version too, a `versioneer.py` is added to the top level of your source tree, next to `setup.py` and the `setup.cfg` that configures it. This overrides several distutils/setuptools commands to compute the version when invoked, and changes `setup.py build` and `setup.py sdist` to replace `_version.py` with a small static file that contains just the generated version data. ## Installation See [INSTALL.md](./INSTALL.md) for detailed installation instructions. ## Version-String Flavors Code which uses Versioneer can learn about its version string at runtime by importing `_version` from your main `__init__.py` file and running the `get_versions()` function. From the "outside" (e.g. in `setup.py`), you can import the top-level `versioneer.py` and run `get_versions()`. Both functions return a dictionary with different flavors of version information: * `['version']`: A condensed version string, rendered using the selected style. This is the most commonly used value for the project's version string. The default "pep440" style yields strings like `0.11`, `0.11+2.g1076c97`, or `0.11+2.g1076c97.dirty`. See the "Styles" section below for alternative styles. * `['full-revisionid']`: detailed revision identifier. For Git, this is the full SHA1 commit id, e.g. "1076c978a8d3cfc70f408fe5974aa6c092c949ac". * `['date']`: Date and time of the latest `HEAD` commit. For Git, it is the commit date in ISO 8601 format. This will be None if the date is not available. * `['dirty']`: a boolean, True if the tree has uncommitted changes. Note that this is only accurate if run in a VCS checkout, otherwise it is likely to be False or None * `['error']`: if the version string could not be computed, this will be set to a string describing the problem, otherwise it will be None. It may be useful to throw an exception in setup.py if this is set, to avoid e.g. creating tarballs with a version string of "unknown". Some variants are more useful than others. Including `full-revisionid` in a bug report should allow developers to reconstruct the exact code being tested (or indicate the presence of local changes that should be shared with the developers). `version` is suitable for display in an "about" box or a CLI `--version` output: it can be easily compared against release notes and lists of bugs fixed in various releases. The installer adds the following text to your `__init__.py` to place a basic version in `YOURPROJECT.__version__`: from ._version import get_versions __version__ = get_versions()['version'] del get_versions ## Styles The setup.cfg `style=` configuration controls how the VCS information is rendered into a version string. The default style, "pep440", produces a PEP440-compliant string, equal to the un-prefixed tag name for actual releases, and containing an additional "local version" section with more detail for in-between builds. For Git, this is TAG[+DISTANCE.gHEX[.dirty]] , using information from `git describe --tags --dirty --always`. For example "0.11+2.g1076c97.dirty" indicates that the tree is like the "1076c97" commit but has uncommitted changes (".dirty"), and that this commit is two revisions ("+2") beyond the "0.11" tag. For released software (exactly equal to a known tag), the identifier will only contain the stripped tag, e.g. "0.11". Other styles are available. See [details.md](details.md) in the Versioneer source tree for descriptions. ## Debugging Versioneer tries to avoid fatal errors: if something goes wrong, it will tend to return a version of "0+unknown". To investigate the problem, run `setup.py version`, which will run the version-lookup code in a verbose mode, and will display the full contents of `get_versions()` (including the `error` string, which may help identify what went wrong). ## Known Limitations Some situations are known to cause problems for Versioneer. This details the most significant ones. More can be found on Github [issues page](https://github.com/python-versioneer/python-versioneer/issues). ### Subprojects Versioneer has limited support for source trees in which `setup.py` is not in the root directory (e.g. `setup.py` and `.git/` are *not* siblings). The are two common reasons why `setup.py` might not be in the root: * Source trees which contain multiple subprojects, such as [Buildbot](https://github.com/buildbot/buildbot), which contains both "master" and "slave" subprojects, each with their own `setup.py`, `setup.cfg`, and `tox.ini`. Projects like these produce multiple PyPI distributions (and upload multiple independently-installable tarballs). * Source trees whose main purpose is to contain a C library, but which also provide bindings to Python (and perhaps other languages) in subdirectories. Versioneer will look for `.git` in parent directories, and most operations should get the right version string. However `pip` and `setuptools` have bugs and implementation details which frequently cause `pip install .` from a subproject directory to fail to find a correct version string (so it usually defaults to `0+unknown`). `pip install --editable .` should work correctly. `setup.py install` might work too. Pip-8.1.1 is known to have this problem, but hopefully it will get fixed in some later version. [Bug #38](https://github.com/python-versioneer/python-versioneer/issues/38) is tracking this issue. The discussion in [PR #61](https://github.com/python-versioneer/python-versioneer/pull/61) describes the issue from the Versioneer side in more detail. [pip PR#3176](https://github.com/pypa/pip/pull/3176) and [pip PR#3615](https://github.com/pypa/pip/pull/3615) contain work to improve pip to let Versioneer work correctly. Versioneer-0.16 and earlier only looked for a `.git` directory next to the `setup.cfg`, so subprojects were completely unsupported with those releases. ### Editable installs with setuptools <= 18.5 `setup.py develop` and `pip install --editable .` allow you to install a project into a virtualenv once, then continue editing the source code (and test) without re-installing after every change. "Entry-point scripts" (`setup(entry_points={"console_scripts": ..})`) are a convenient way to specify executable scripts that should be installed along with the python package. These both work as expected when using modern setuptools. When using setuptools-18.5 or earlier, however, certain operations will cause `pkg_resources.DistributionNotFound` errors when running the entrypoint script, which must be resolved by re-installing the package. This happens when the install happens with one version, then the egg_info data is regenerated while a different version is checked out. Many setup.py commands cause egg_info to be rebuilt (including `sdist`, `wheel`, and installing into a different virtualenv), so this can be surprising. [Bug #83](https://github.com/python-versioneer/python-versioneer/issues/83) describes this one, but upgrading to a newer version of setuptools should probably resolve it. ## Updating Versioneer To upgrade your project to a new release of Versioneer, do the following: * install the new Versioneer (`pip install -U versioneer` or equivalent) * edit `setup.cfg` and `pyproject.toml`, if necessary, to include any new configuration settings indicated by the release notes. See [UPGRADING](./UPGRADING.md) for details. * re-run `versioneer install --[no-]vendor` in your source tree, to replace `SRC/_version.py` * commit any changed files ## Future Directions This tool is designed to make it easily extended to other version-control systems: all VCS-specific components are in separate directories like src/git/ . The top-level `versioneer.py` script is assembled from these components by running make-versioneer.py . In the future, make-versioneer.py will take a VCS name as an argument, and will construct a version of `versioneer.py` that is specific to the given VCS. It might also take the configuration arguments that are currently provided manually during installation by editing setup.py . Alternatively, it might go the other direction and include code from all supported VCS systems, reducing the number of intermediate scripts. ## Similar projects * [setuptools_scm](https://github.com/pypa/setuptools_scm/) - a non-vendored build-time dependency * [minver](https://github.com/jbweston/miniver) - a lightweight reimplementation of versioneer * [versioningit](https://github.com/jwodder/versioningit) - a PEP 518-based setuptools plugin ## License To make Versioneer easier to embed, all its code is dedicated to the public domain. The `_version.py` that it creates is also in the public domain. Specifically, both are released under the "Unlicense", as described in https://unlicense.org/. [pypi-image]: https://img.shields.io/pypi/v/versioneer.svg [pypi-url]: https://pypi.python.org/pypi/versioneer/ [travis-image]: https://img.shields.io/travis/com/python-versioneer/python-versioneer.svg [travis-url]: https://travis-ci.com/github/python-versioneer/python-versioneer """ # pylint:disable=invalid-name,import-outside-toplevel,missing-function-docstring # pylint:disable=missing-class-docstring,too-many-branches,too-many-statements # pylint:disable=raise-missing-from,too-many-lines,too-many-locals,import-error # pylint:disable=too-few-public-methods,redefined-outer-name,consider-using-with # pylint:disable=attribute-defined-outside-init,too-many-arguments import configparser import errno import json import os import re import subprocess import sys from pathlib import Path from typing import Any, Callable, cast, Dict, List, Optional, Tuple, Union from typing import NoReturn import functools have_tomllib = True if sys.version_info >= (3, 11): import tomllib else: try: import tomli as tomllib except ImportError: have_tomllib = False class VersioneerConfig: """Container for Versioneer configuration parameters.""" VCS: str style: str tag_prefix: str versionfile_source: str versionfile_build: Optional[str] parentdir_prefix: Optional[str] verbose: Optional[bool] def get_root() -> str: """Get the project root directory. We require that all commands are run from the project root, i.e. the directory that contains setup.py, setup.cfg, and versioneer.py . """ root = os.path.realpath(os.path.abspath(os.getcwd())) setup_py = os.path.join(root, "setup.py") pyproject_toml = os.path.join(root, "pyproject.toml") versioneer_py = os.path.join(root, "versioneer.py") if not ( os.path.exists(setup_py) or os.path.exists(pyproject_toml) or os.path.exists(versioneer_py) ): # allow 'python path/to/setup.py COMMAND' root = os.path.dirname(os.path.realpath(os.path.abspath(sys.argv[0]))) setup_py = os.path.join(root, "setup.py") pyproject_toml = os.path.join(root, "pyproject.toml") versioneer_py = os.path.join(root, "versioneer.py") if not ( os.path.exists(setup_py) or os.path.exists(pyproject_toml) or os.path.exists(versioneer_py) ): err = ("Versioneer was unable to run the project root directory. " "Versioneer requires setup.py to be executed from " "its immediate directory (like 'python setup.py COMMAND'), " "or in a way that lets it use sys.argv[0] to find the root " "(like 'python path/to/setup.py COMMAND').") raise VersioneerBadRootError(err) try: # Certain runtime workflows (setup.py install/develop in a setuptools # tree) execute all dependencies in a single python process, so # "versioneer" may be imported multiple times, and python's shared # module-import table will cache the first one. So we can't use # os.path.dirname(__file__), as that will find whichever # versioneer.py was first imported, even in later projects. my_path = os.path.realpath(os.path.abspath(__file__)) me_dir = os.path.normcase(os.path.splitext(my_path)[0]) vsr_dir = os.path.normcase(os.path.splitext(versioneer_py)[0]) if me_dir != vsr_dir and "VERSIONEER_PEP518" not in globals(): print("Warning: build in %s is using versioneer.py from %s" % (os.path.dirname(my_path), versioneer_py)) except NameError: pass return root def get_config_from_root(root: str) -> VersioneerConfig: """Read the project setup.cfg file to determine Versioneer config.""" # This might raise OSError (if setup.cfg is missing), or # configparser.NoSectionError (if it lacks a [versioneer] section), or # configparser.NoOptionError (if it lacks "VCS="). See the docstring at # the top of versioneer.py for instructions on writing your setup.cfg . root_pth = Path(root) pyproject_toml = root_pth / "pyproject.toml" setup_cfg = root_pth / "setup.cfg" section: Union[Dict[str, Any], configparser.SectionProxy, None] = None if pyproject_toml.exists() and have_tomllib: try: with open(pyproject_toml, 'rb') as fobj: pp = tomllib.load(fobj) section = pp['tool']['versioneer'] except (tomllib.TOMLDecodeError, KeyError) as e: print(f"Failed to load config from {pyproject_toml}: {e}") print("Try to load it from setup.cfg") if not section: parser = configparser.ConfigParser() with open(setup_cfg) as cfg_file: parser.read_file(cfg_file) parser.get("versioneer", "VCS") # raise error if missing section = parser["versioneer"] # `cast`` really shouldn't be used, but its simplest for the # common VersioneerConfig users at the moment. We verify against # `None` values elsewhere where it matters cfg = VersioneerConfig() cfg.VCS = section['VCS'] cfg.style = section.get("style", "") cfg.versionfile_source = cast(str, section.get("versionfile_source")) cfg.versionfile_build = section.get("versionfile_build") cfg.tag_prefix = cast(str, section.get("tag_prefix")) if cfg.tag_prefix in ("''", '""', None): cfg.tag_prefix = "" cfg.parentdir_prefix = section.get("parentdir_prefix") if isinstance(section, configparser.SectionProxy): # Make sure configparser translates to bool cfg.verbose = section.getboolean("verbose") else: cfg.verbose = section.get("verbose") return cfg class NotThisMethod(Exception): """Exception raised if a method is not valid for the current scenario.""" # these dictionaries contain VCS-specific tools LONG_VERSION_PY: Dict[str, str] = {} HANDLERS: Dict[str, Dict[str, Callable]] = {} def register_vcs_handler(vcs: str, method: str) -> Callable: # decorator """Create decorator to mark a method as the handler of a VCS.""" def decorate(f: Callable) -> Callable: """Store f in HANDLERS[vcs][method].""" HANDLERS.setdefault(vcs, {})[method] = f return f return decorate def run_command( commands: List[str], args: List[str], cwd: Optional[str] = None, verbose: bool = False, hide_stderr: bool = False, env: Optional[Dict[str, str]] = None, ) -> Tuple[Optional[str], Optional[int]]: """Call the given command(s).""" assert isinstance(commands, list) process = None popen_kwargs: Dict[str, Any] = {} if sys.platform == "win32": # This hides the console window if pythonw.exe is used startupinfo = subprocess.STARTUPINFO() startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW popen_kwargs["startupinfo"] = startupinfo for command in commands: try: dispcmd = str([command] + args) # remember shell=False, so use git.cmd on windows, not just git process = subprocess.Popen([command] + args, cwd=cwd, env=env, stdout=subprocess.PIPE, stderr=(subprocess.PIPE if hide_stderr else None), **popen_kwargs) break except OSError as e: if e.errno == errno.ENOENT: continue if verbose: print("unable to run %s" % dispcmd) print(e) return None, None else: if verbose: print("unable to find command, tried %s" % (commands,)) return None, None stdout = process.communicate()[0].strip().decode() if process.returncode != 0: if verbose: print("unable to run %s (error)" % dispcmd) print("stdout was %s" % stdout) return None, process.returncode return stdout, process.returncode LONG_VERSION_PY['git'] = r''' # This file helps to compute a version number in source trees obtained from # git-archive tarball (such as those provided by githubs download-from-tag # feature). Distribution tarballs (built by setup.py sdist) and build # directories (produced by setup.py build) will contain a much shorter file # that just contains the computed version number. # This file is released into the public domain. # Generated by versioneer-0.29 # https://github.com/python-versioneer/python-versioneer """Git implementation of _version.py.""" import errno import os import re import subprocess import sys from typing import Any, Callable, Dict, List, Optional, Tuple import functools def get_keywords() -> Dict[str, str]: """Get the keywords needed to look up the version information.""" # these strings will be replaced by git during git-archive. # setup.py/versioneer.py will grep for the variable names, so they must # each be defined on a line of their own. _version.py will just call # get_keywords(). git_refnames = "%(DOLLAR)sFormat:%%d%(DOLLAR)s" git_full = "%(DOLLAR)sFormat:%%H%(DOLLAR)s" git_date = "%(DOLLAR)sFormat:%%ci%(DOLLAR)s" keywords = {"refnames": git_refnames, "full": git_full, "date": git_date} return keywords class VersioneerConfig: """Container for Versioneer configuration parameters.""" VCS: str style: str tag_prefix: str parentdir_prefix: str versionfile_source: str verbose: bool def get_config() -> VersioneerConfig: """Create, populate and return the VersioneerConfig() object.""" # these strings are filled in when 'setup.py versioneer' creates # _version.py cfg = VersioneerConfig() cfg.VCS = "git" cfg.style = "%(STYLE)s" cfg.tag_prefix = "%(TAG_PREFIX)s" cfg.parentdir_prefix = "%(PARENTDIR_PREFIX)s" cfg.versionfile_source = "%(VERSIONFILE_SOURCE)s" cfg.verbose = False return cfg class NotThisMethod(Exception): """Exception raised if a method is not valid for the current scenario.""" LONG_VERSION_PY: Dict[str, str] = {} HANDLERS: Dict[str, Dict[str, Callable]] = {} def register_vcs_handler(vcs: str, method: str) -> Callable: # decorator """Create decorator to mark a method as the handler of a VCS.""" def decorate(f: Callable) -> Callable: """Store f in HANDLERS[vcs][method].""" if vcs not in HANDLERS: HANDLERS[vcs] = {} HANDLERS[vcs][method] = f return f return decorate def run_command( commands: List[str], args: List[str], cwd: Optional[str] = None, verbose: bool = False, hide_stderr: bool = False, env: Optional[Dict[str, str]] = None, ) -> Tuple[Optional[str], Optional[int]]: """Call the given command(s).""" assert isinstance(commands, list) process = None popen_kwargs: Dict[str, Any] = {} if sys.platform == "win32": # This hides the console window if pythonw.exe is used startupinfo = subprocess.STARTUPINFO() startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW popen_kwargs["startupinfo"] = startupinfo for command in commands: try: dispcmd = str([command] + args) # remember shell=False, so use git.cmd on windows, not just git process = subprocess.Popen([command] + args, cwd=cwd, env=env, stdout=subprocess.PIPE, stderr=(subprocess.PIPE if hide_stderr else None), **popen_kwargs) break except OSError as e: if e.errno == errno.ENOENT: continue if verbose: print("unable to run %%s" %% dispcmd) print(e) return None, None else: if verbose: print("unable to find command, tried %%s" %% (commands,)) return None, None stdout = process.communicate()[0].strip().decode() if process.returncode != 0: if verbose: print("unable to run %%s (error)" %% dispcmd) print("stdout was %%s" %% stdout) return None, process.returncode return stdout, process.returncode def versions_from_parentdir( parentdir_prefix: str, root: str, verbose: bool, ) -> Dict[str, Any]: """Try to determine the version from the parent directory name. Source tarballs conventionally unpack into a directory that includes both the project name and a version string. We will also support searching up two directory levels for an appropriately named parent directory """ rootdirs = [] for _ in range(3): dirname = os.path.basename(root) if dirname.startswith(parentdir_prefix): return {"version": dirname[len(parentdir_prefix):], "full-revisionid": None, "dirty": False, "error": None, "date": None} rootdirs.append(root) root = os.path.dirname(root) # up a level if verbose: print("Tried directories %%s but none started with prefix %%s" %% (str(rootdirs), parentdir_prefix)) raise NotThisMethod("rootdir doesn't start with parentdir_prefix") @register_vcs_handler("git", "get_keywords") def git_get_keywords(versionfile_abs: str) -> Dict[str, str]: """Extract version information from the given file.""" # the code embedded in _version.py can just fetch the value of these # keywords. When used from setup.py, we don't want to import _version.py, # so we do it with a regexp instead. This function is not used from # _version.py. keywords: Dict[str, str] = {} try: with open(versionfile_abs, "r") as fobj: for line in fobj: if line.strip().startswith("git_refnames ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["refnames"] = mo.group(1) if line.strip().startswith("git_full ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["full"] = mo.group(1) if line.strip().startswith("git_date ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["date"] = mo.group(1) except OSError: pass return keywords @register_vcs_handler("git", "keywords") def git_versions_from_keywords( keywords: Dict[str, str], tag_prefix: str, verbose: bool, ) -> Dict[str, Any]: """Get version information from git keywords.""" if "refnames" not in keywords: raise NotThisMethod("Short version file found") date = keywords.get("date") if date is not None: # Use only the last line. Previous lines may contain GPG signature # information. date = date.splitlines()[-1] # git-2.2.0 added "%%cI", which expands to an ISO-8601 -compliant # datestamp. However we prefer "%%ci" (which expands to an "ISO-8601 # -like" string, which we must then edit to make compliant), because # it's been around since git-1.5.3, and it's too difficult to # discover which version we're using, or to work around using an # older one. date = date.strip().replace(" ", "T", 1).replace(" ", "", 1) refnames = keywords["refnames"].strip() if refnames.startswith("$Format"): if verbose: print("keywords are unexpanded, not using") raise NotThisMethod("unexpanded keywords, not a git-archive tarball") refs = {r.strip() for r in refnames.strip("()").split(",")} # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of # just "foo-1.0". If we see a "tag: " prefix, prefer those. TAG = "tag: " tags = {r[len(TAG):] for r in refs if r.startswith(TAG)} if not tags: # Either we're using git < 1.8.3, or there really are no tags. We use # a heuristic: assume all version tags have a digit. The old git %%d # expansion behaves like git log --decorate=short and strips out the # refs/heads/ and refs/tags/ prefixes that would let us distinguish # between branches and tags. By ignoring refnames without digits, we # filter out many common branch names like "release" and # "stabilization", as well as "HEAD" and "master". tags = {r for r in refs if re.search(r'\d', r)} if verbose: print("discarding '%%s', no digits" %% ",".join(refs - tags)) if verbose: print("likely tags: %%s" %% ",".join(sorted(tags))) for ref in sorted(tags): # sorting will prefer e.g. "2.0" over "2.0rc1" if ref.startswith(tag_prefix): r = ref[len(tag_prefix):] # Filter out refs that exactly match prefix or that don't start # with a number once the prefix is stripped (mostly a concern # when prefix is '') if not re.match(r'\d', r): continue if verbose: print("picking %%s" %% r) return {"version": r, "full-revisionid": keywords["full"].strip(), "dirty": False, "error": None, "date": date} # no suitable tags, so version is "0+unknown", but full hex is still there if verbose: print("no suitable tags, using unknown + full revision id") return {"version": "0+unknown", "full-revisionid": keywords["full"].strip(), "dirty": False, "error": "no suitable tags", "date": None} @register_vcs_handler("git", "pieces_from_vcs") def git_pieces_from_vcs( tag_prefix: str, root: str, verbose: bool, runner: Callable = run_command ) -> Dict[str, Any]: """Get version from 'git describe' in the root of the source tree. This only gets called if the git-archive 'subst' keywords were *not* expanded, and _version.py hasn't already been rewritten with a short version string, meaning we're inside a checked out source tree. """ GITS = ["git"] if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] # GIT_DIR can interfere with correct operation of Versioneer. # It may be intended to be passed to the Versioneer-versioned project, # but that should not change where we get our version from. env = os.environ.copy() env.pop("GIT_DIR", None) runner = functools.partial(runner, env=env) _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root, hide_stderr=not verbose) if rc != 0: if verbose: print("Directory %%s not under git control" %% root) raise NotThisMethod("'git rev-parse --git-dir' returned error") # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty] # if there isn't one, this yields HEX[-dirty] (no NUM) describe_out, rc = runner(GITS, [ "describe", "--tags", "--dirty", "--always", "--long", "--match", f"{tag_prefix}[[:digit:]]*" ], cwd=root) # --long was added in git-1.5.5 if describe_out is None: raise NotThisMethod("'git describe' failed") describe_out = describe_out.strip() full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root) if full_out is None: raise NotThisMethod("'git rev-parse' failed") full_out = full_out.strip() pieces: Dict[str, Any] = {} pieces["long"] = full_out pieces["short"] = full_out[:7] # maybe improved later pieces["error"] = None branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"], cwd=root) # --abbrev-ref was added in git-1.6.3 if rc != 0 or branch_name is None: raise NotThisMethod("'git rev-parse --abbrev-ref' returned error") branch_name = branch_name.strip() if branch_name == "HEAD": # If we aren't exactly on a branch, pick a branch which represents # the current commit. If all else fails, we are on a branchless # commit. branches, rc = runner(GITS, ["branch", "--contains"], cwd=root) # --contains was added in git-1.5.4 if rc != 0 or branches is None: raise NotThisMethod("'git branch --contains' returned error") branches = branches.split("\n") # Remove the first line if we're running detached if "(" in branches[0]: branches.pop(0) # Strip off the leading "* " from the list of branches. branches = [branch[2:] for branch in branches] if "master" in branches: branch_name = "master" elif not branches: branch_name = None else: # Pick the first branch that is returned. Good or bad. branch_name = branches[0] pieces["branch"] = branch_name # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty] # TAG might have hyphens. git_describe = describe_out # look for -dirty suffix dirty = git_describe.endswith("-dirty") pieces["dirty"] = dirty if dirty: git_describe = git_describe[:git_describe.rindex("-dirty")] # now we have TAG-NUM-gHEX or HEX if "-" in git_describe: # TAG-NUM-gHEX mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe) if not mo: # unparsable. Maybe git-describe is misbehaving? pieces["error"] = ("unable to parse git-describe output: '%%s'" %% describe_out) return pieces # tag full_tag = mo.group(1) if not full_tag.startswith(tag_prefix): if verbose: fmt = "tag '%%s' doesn't start with prefix '%%s'" print(fmt %% (full_tag, tag_prefix)) pieces["error"] = ("tag '%%s' doesn't start with prefix '%%s'" %% (full_tag, tag_prefix)) return pieces pieces["closest-tag"] = full_tag[len(tag_prefix):] # distance: number of commits since tag pieces["distance"] = int(mo.group(2)) # commit: short hex revision ID pieces["short"] = mo.group(3) else: # HEX: no tags pieces["closest-tag"] = None out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root) pieces["distance"] = len(out.split()) # total number of commits # commit date: see ISO-8601 comment in git_versions_from_keywords() date = runner(GITS, ["show", "-s", "--format=%%ci", "HEAD"], cwd=root)[0].strip() # Use only the last line. Previous lines may contain GPG signature # information. date = date.splitlines()[-1] pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1) return pieces def plus_or_dot(pieces: Dict[str, Any]) -> str: """Return a + if we don't already have one, else return a .""" if "+" in pieces.get("closest-tag", ""): return "." return "+" def render_pep440(pieces: Dict[str, Any]) -> str: """Build up version string, with post-release "local version identifier". Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty Exceptions: 1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += plus_or_dot(pieces) rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0+untagged.%%d.g%%s" %% (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" return rendered def render_pep440_branch(pieces: Dict[str, Any]) -> str: """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] . The ".dev0" means not master branch. Note that .dev0 sorts backwards (a feature branch will appear "older" than the master branch). Exceptions: 1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: if pieces["branch"] != "master": rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0" if pieces["branch"] != "master": rendered += ".dev0" rendered += "+untagged.%%d.g%%s" %% (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" return rendered def pep440_split_post(ver: str) -> Tuple[str, Optional[int]]: """Split pep440 version string at the post-release segment. Returns the release segments before the post-release and the post-release version number (or -1 if no post-release segment is present). """ vc = str.split(ver, ".post") return vc[0], int(vc[1] or 0) if len(vc) == 2 else None def render_pep440_pre(pieces: Dict[str, Any]) -> str: """TAG[.postN.devDISTANCE] -- No -dirty. Exceptions: 1: no tags. 0.post0.devDISTANCE """ if pieces["closest-tag"]: if pieces["distance"]: # update the post release segment tag_version, post_version = pep440_split_post(pieces["closest-tag"]) rendered = tag_version if post_version is not None: rendered += ".post%%d.dev%%d" %% (post_version + 1, pieces["distance"]) else: rendered += ".post0.dev%%d" %% (pieces["distance"]) else: # no commits, use the tag as the version rendered = pieces["closest-tag"] else: # exception #1 rendered = "0.post0.dev%%d" %% pieces["distance"] return rendered def render_pep440_post(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX] . The ".dev0" means dirty. Note that .dev0 sorts backwards (a dirty tree will appear "older" than the corresponding clean one), but you shouldn't be releasing software with -dirty anyways. Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%%d" %% pieces["distance"] if pieces["dirty"]: rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "g%%s" %% pieces["short"] else: # exception #1 rendered = "0.post%%d" %% pieces["distance"] if pieces["dirty"]: rendered += ".dev0" rendered += "+g%%s" %% pieces["short"] return rendered def render_pep440_post_branch(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] . The ".dev0" means not master branch. Exceptions: 1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%%d" %% pieces["distance"] if pieces["branch"] != "master": rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "g%%s" %% pieces["short"] if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0.post%%d" %% pieces["distance"] if pieces["branch"] != "master": rendered += ".dev0" rendered += "+g%%s" %% pieces["short"] if pieces["dirty"]: rendered += ".dirty" return rendered def render_pep440_old(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]] . The ".dev0" means dirty. Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%%d" %% pieces["distance"] if pieces["dirty"]: rendered += ".dev0" else: # exception #1 rendered = "0.post%%d" %% pieces["distance"] if pieces["dirty"]: rendered += ".dev0" return rendered def render_git_describe(pieces: Dict[str, Any]) -> str: """TAG[-DISTANCE-gHEX][-dirty]. Like 'git describe --tags --dirty --always'. Exceptions: 1: no tags. HEX[-dirty] (note: no 'g' prefix) """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"]: rendered += "-%%d-g%%s" %% (pieces["distance"], pieces["short"]) else: # exception #1 rendered = pieces["short"] if pieces["dirty"]: rendered += "-dirty" return rendered def render_git_describe_long(pieces: Dict[str, Any]) -> str: """TAG-DISTANCE-gHEX[-dirty]. Like 'git describe --tags --dirty --always -long'. The distance/hash is unconditional. Exceptions: 1: no tags. HEX[-dirty] (note: no 'g' prefix) """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] rendered += "-%%d-g%%s" %% (pieces["distance"], pieces["short"]) else: # exception #1 rendered = pieces["short"] if pieces["dirty"]: rendered += "-dirty" return rendered def render(pieces: Dict[str, Any], style: str) -> Dict[str, Any]: """Render the given version pieces into the requested style.""" if pieces["error"]: return {"version": "unknown", "full-revisionid": pieces.get("long"), "dirty": None, "error": pieces["error"], "date": None} if not style or style == "default": style = "pep440" # the default if style == "pep440": rendered = render_pep440(pieces) elif style == "pep440-branch": rendered = render_pep440_branch(pieces) elif style == "pep440-pre": rendered = render_pep440_pre(pieces) elif style == "pep440-post": rendered = render_pep440_post(pieces) elif style == "pep440-post-branch": rendered = render_pep440_post_branch(pieces) elif style == "pep440-old": rendered = render_pep440_old(pieces) elif style == "git-describe": rendered = render_git_describe(pieces) elif style == "git-describe-long": rendered = render_git_describe_long(pieces) else: raise ValueError("unknown style '%%s'" %% style) return {"version": rendered, "full-revisionid": pieces["long"], "dirty": pieces["dirty"], "error": None, "date": pieces.get("date")} def get_versions() -> Dict[str, Any]: """Get version information or return default if unable to do so.""" # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have # __file__, we can work backwards from there to the root. Some # py2exe/bbfreeze/non-CPython implementations don't do __file__, in which # case we can only use expanded keywords. cfg = get_config() verbose = cfg.verbose try: return git_versions_from_keywords(get_keywords(), cfg.tag_prefix, verbose) except NotThisMethod: pass try: root = os.path.realpath(__file__) # versionfile_source is the relative path from the top of the source # tree (where the .git directory might live) to this file. Invert # this to find the root from __file__. for _ in cfg.versionfile_source.split('/'): root = os.path.dirname(root) except NameError: return {"version": "0+unknown", "full-revisionid": None, "dirty": None, "error": "unable to find root of source tree", "date": None} try: pieces = git_pieces_from_vcs(cfg.tag_prefix, root, verbose) return render(pieces, cfg.style) except NotThisMethod: pass try: if cfg.parentdir_prefix: return versions_from_parentdir(cfg.parentdir_prefix, root, verbose) except NotThisMethod: pass return {"version": "0+unknown", "full-revisionid": None, "dirty": None, "error": "unable to compute version", "date": None} ''' @register_vcs_handler("git", "get_keywords") def git_get_keywords(versionfile_abs: str) -> Dict[str, str]: """Extract version information from the given file.""" # the code embedded in _version.py can just fetch the value of these # keywords. When used from setup.py, we don't want to import _version.py, # so we do it with a regexp instead. This function is not used from # _version.py. keywords: Dict[str, str] = {} try: with open(versionfile_abs, "r") as fobj: for line in fobj: if line.strip().startswith("git_refnames ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["refnames"] = mo.group(1) if line.strip().startswith("git_full ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["full"] = mo.group(1) if line.strip().startswith("git_date ="): mo = re.search(r'=\s*"(.*)"', line) if mo: keywords["date"] = mo.group(1) except OSError: pass return keywords @register_vcs_handler("git", "keywords") def git_versions_from_keywords( keywords: Dict[str, str], tag_prefix: str, verbose: bool, ) -> Dict[str, Any]: """Get version information from git keywords.""" if "refnames" not in keywords: raise NotThisMethod("Short version file found") date = keywords.get("date") if date is not None: # Use only the last line. Previous lines may contain GPG signature # information. date = date.splitlines()[-1] # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant # datestamp. However we prefer "%ci" (which expands to an "ISO-8601 # -like" string, which we must then edit to make compliant), because # it's been around since git-1.5.3, and it's too difficult to # discover which version we're using, or to work around using an # older one. date = date.strip().replace(" ", "T", 1).replace(" ", "", 1) refnames = keywords["refnames"].strip() if refnames.startswith("$Format"): if verbose: print("keywords are unexpanded, not using") raise NotThisMethod("unexpanded keywords, not a git-archive tarball") refs = {r.strip() for r in refnames.strip("()").split(",")} # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of # just "foo-1.0". If we see a "tag: " prefix, prefer those. TAG = "tag: " tags = {r[len(TAG):] for r in refs if r.startswith(TAG)} if not tags: # Either we're using git < 1.8.3, or there really are no tags. We use # a heuristic: assume all version tags have a digit. The old git %d # expansion behaves like git log --decorate=short and strips out the # refs/heads/ and refs/tags/ prefixes that would let us distinguish # between branches and tags. By ignoring refnames without digits, we # filter out many common branch names like "release" and # "stabilization", as well as "HEAD" and "master". tags = {r for r in refs if re.search(r'\d', r)} if verbose: print("discarding '%s', no digits" % ",".join(refs - tags)) if verbose: print("likely tags: %s" % ",".join(sorted(tags))) for ref in sorted(tags): # sorting will prefer e.g. "2.0" over "2.0rc1" if ref.startswith(tag_prefix): r = ref[len(tag_prefix):] # Filter out refs that exactly match prefix or that don't start # with a number once the prefix is stripped (mostly a concern # when prefix is '') if not re.match(r'\d', r): continue if verbose: print("picking %s" % r) return {"version": r, "full-revisionid": keywords["full"].strip(), "dirty": False, "error": None, "date": date} # no suitable tags, so version is "0+unknown", but full hex is still there if verbose: print("no suitable tags, using unknown + full revision id") return {"version": "0+unknown", "full-revisionid": keywords["full"].strip(), "dirty": False, "error": "no suitable tags", "date": None} @register_vcs_handler("git", "pieces_from_vcs") def git_pieces_from_vcs( tag_prefix: str, root: str, verbose: bool, runner: Callable = run_command ) -> Dict[str, Any]: """Get version from 'git describe' in the root of the source tree. This only gets called if the git-archive 'subst' keywords were *not* expanded, and _version.py hasn't already been rewritten with a short version string, meaning we're inside a checked out source tree. """ GITS = ["git"] if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] # GIT_DIR can interfere with correct operation of Versioneer. # It may be intended to be passed to the Versioneer-versioned project, # but that should not change where we get our version from. env = os.environ.copy() env.pop("GIT_DIR", None) runner = functools.partial(runner, env=env) _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root, hide_stderr=not verbose) if rc != 0: if verbose: print("Directory %s not under git control" % root) raise NotThisMethod("'git rev-parse --git-dir' returned error") # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty] # if there isn't one, this yields HEX[-dirty] (no NUM) describe_out, rc = runner(GITS, [ "describe", "--tags", "--dirty", "--always", "--long", "--match", f"{tag_prefix}[[:digit:]]*" ], cwd=root) # --long was added in git-1.5.5 if describe_out is None: raise NotThisMethod("'git describe' failed") describe_out = describe_out.strip() full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root) if full_out is None: raise NotThisMethod("'git rev-parse' failed") full_out = full_out.strip() pieces: Dict[str, Any] = {} pieces["long"] = full_out pieces["short"] = full_out[:7] # maybe improved later pieces["error"] = None branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"], cwd=root) # --abbrev-ref was added in git-1.6.3 if rc != 0 or branch_name is None: raise NotThisMethod("'git rev-parse --abbrev-ref' returned error") branch_name = branch_name.strip() if branch_name == "HEAD": # If we aren't exactly on a branch, pick a branch which represents # the current commit. If all else fails, we are on a branchless # commit. branches, rc = runner(GITS, ["branch", "--contains"], cwd=root) # --contains was added in git-1.5.4 if rc != 0 or branches is None: raise NotThisMethod("'git branch --contains' returned error") branches = branches.split("\n") # Remove the first line if we're running detached if "(" in branches[0]: branches.pop(0) # Strip off the leading "* " from the list of branches. branches = [branch[2:] for branch in branches] if "master" in branches: branch_name = "master" elif not branches: branch_name = None else: # Pick the first branch that is returned. Good or bad. branch_name = branches[0] pieces["branch"] = branch_name # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty] # TAG might have hyphens. git_describe = describe_out # look for -dirty suffix dirty = git_describe.endswith("-dirty") pieces["dirty"] = dirty if dirty: git_describe = git_describe[:git_describe.rindex("-dirty")] # now we have TAG-NUM-gHEX or HEX if "-" in git_describe: # TAG-NUM-gHEX mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe) if not mo: # unparsable. Maybe git-describe is misbehaving? pieces["error"] = ("unable to parse git-describe output: '%s'" % describe_out) return pieces # tag full_tag = mo.group(1) if not full_tag.startswith(tag_prefix): if verbose: fmt = "tag '%s' doesn't start with prefix '%s'" print(fmt % (full_tag, tag_prefix)) pieces["error"] = ("tag '%s' doesn't start with prefix '%s'" % (full_tag, tag_prefix)) return pieces pieces["closest-tag"] = full_tag[len(tag_prefix):] # distance: number of commits since tag pieces["distance"] = int(mo.group(2)) # commit: short hex revision ID pieces["short"] = mo.group(3) else: # HEX: no tags pieces["closest-tag"] = None out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root) pieces["distance"] = len(out.split()) # total number of commits # commit date: see ISO-8601 comment in git_versions_from_keywords() date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[0].strip() # Use only the last line. Previous lines may contain GPG signature # information. date = date.splitlines()[-1] pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1) return pieces def do_vcs_install(versionfile_source: str, ipy: Optional[str]) -> None: """Git-specific installation logic for Versioneer. For Git, this means creating/changing .gitattributes to mark _version.py for export-subst keyword substitution. """ GITS = ["git"] if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] files = [versionfile_source] if ipy: files.append(ipy) if "VERSIONEER_PEP518" not in globals(): try: my_path = __file__ if my_path.endswith((".pyc", ".pyo")): my_path = os.path.splitext(my_path)[0] + ".py" versioneer_file = os.path.relpath(my_path) except NameError: versioneer_file = "versioneer.py" files.append(versioneer_file) present = False try: with open(".gitattributes", "r") as fobj: for line in fobj: if line.strip().startswith(versionfile_source): if "export-subst" in line.strip().split()[1:]: present = True break except OSError: pass if not present: with open(".gitattributes", "a+") as fobj: fobj.write(f"{versionfile_source} export-subst\n") files.append(".gitattributes") run_command(GITS, ["add", "--"] + files) def versions_from_parentdir( parentdir_prefix: str, root: str, verbose: bool, ) -> Dict[str, Any]: """Try to determine the version from the parent directory name. Source tarballs conventionally unpack into a directory that includes both the project name and a version string. We will also support searching up two directory levels for an appropriately named parent directory """ rootdirs = [] for _ in range(3): dirname = os.path.basename(root) if dirname.startswith(parentdir_prefix): return {"version": dirname[len(parentdir_prefix):], "full-revisionid": None, "dirty": False, "error": None, "date": None} rootdirs.append(root) root = os.path.dirname(root) # up a level if verbose: print("Tried directories %s but none started with prefix %s" % (str(rootdirs), parentdir_prefix)) raise NotThisMethod("rootdir doesn't start with parentdir_prefix") SHORT_VERSION_PY = """ # This file was generated by 'versioneer.py' (0.29) from # revision-control system data, or from the parent directory name of an # unpacked source archive. Distribution tarballs contain a pre-generated copy # of this file. import json version_json = ''' %s ''' # END VERSION_JSON def get_versions(): return json.loads(version_json) """ def versions_from_file(filename: str) -> Dict[str, Any]: """Try to determine the version from _version.py if present.""" try: with open(filename) as f: contents = f.read() except OSError: raise NotThisMethod("unable to read _version.py") mo = re.search(r"version_json = '''\n(.*)''' # END VERSION_JSON", contents, re.M | re.S) if not mo: mo = re.search(r"version_json = '''\r\n(.*)''' # END VERSION_JSON", contents, re.M | re.S) if not mo: raise NotThisMethod("no version_json in _version.py") return json.loads(mo.group(1)) def write_to_version_file(filename: str, versions: Dict[str, Any]) -> None: """Write the given version number to the given _version.py file.""" contents = json.dumps(versions, sort_keys=True, indent=1, separators=(",", ": ")) with open(filename, "w") as f: f.write(SHORT_VERSION_PY % contents) print("set %s to '%s'" % (filename, versions["version"])) def plus_or_dot(pieces: Dict[str, Any]) -> str: """Return a + if we don't already have one, else return a .""" if "+" in pieces.get("closest-tag", ""): return "." return "+" def render_pep440(pieces: Dict[str, Any]) -> str: """Build up version string, with post-release "local version identifier". Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you get a tagged build and then dirty it, you'll get TAG+0.gHEX.dirty Exceptions: 1: no tags. git_describe was just HEX. 0+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += plus_or_dot(pieces) rendered += "%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0+untagged.%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" return rendered def render_pep440_branch(pieces: Dict[str, Any]) -> str: """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] . The ".dev0" means not master branch. Note that .dev0 sorts backwards (a feature branch will appear "older" than the master branch). Exceptions: 1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: if pieces["branch"] != "master": rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0" if pieces["branch"] != "master": rendered += ".dev0" rendered += "+untagged.%d.g%s" % (pieces["distance"], pieces["short"]) if pieces["dirty"]: rendered += ".dirty" return rendered def pep440_split_post(ver: str) -> Tuple[str, Optional[int]]: """Split pep440 version string at the post-release segment. Returns the release segments before the post-release and the post-release version number (or -1 if no post-release segment is present). """ vc = str.split(ver, ".post") return vc[0], int(vc[1] or 0) if len(vc) == 2 else None def render_pep440_pre(pieces: Dict[str, Any]) -> str: """TAG[.postN.devDISTANCE] -- No -dirty. Exceptions: 1: no tags. 0.post0.devDISTANCE """ if pieces["closest-tag"]: if pieces["distance"]: # update the post release segment tag_version, post_version = pep440_split_post(pieces["closest-tag"]) rendered = tag_version if post_version is not None: rendered += ".post%d.dev%d" % (post_version + 1, pieces["distance"]) else: rendered += ".post0.dev%d" % (pieces["distance"]) else: # no commits, use the tag as the version rendered = pieces["closest-tag"] else: # exception #1 rendered = "0.post0.dev%d" % pieces["distance"] return rendered def render_pep440_post(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX] . The ".dev0" means dirty. Note that .dev0 sorts backwards (a dirty tree will appear "older" than the corresponding clean one), but you shouldn't be releasing software with -dirty anyways. Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "g%s" % pieces["short"] else: # exception #1 rendered = "0.post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" rendered += "+g%s" % pieces["short"] return rendered def render_pep440_post_branch(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] . The ".dev0" means not master branch. Exceptions: 1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%d" % pieces["distance"] if pieces["branch"] != "master": rendered += ".dev0" rendered += plus_or_dot(pieces) rendered += "g%s" % pieces["short"] if pieces["dirty"]: rendered += ".dirty" else: # exception #1 rendered = "0.post%d" % pieces["distance"] if pieces["branch"] != "master": rendered += ".dev0" rendered += "+g%s" % pieces["short"] if pieces["dirty"]: rendered += ".dirty" return rendered def render_pep440_old(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]] . The ".dev0" means dirty. Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"] or pieces["dirty"]: rendered += ".post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" else: # exception #1 rendered = "0.post%d" % pieces["distance"] if pieces["dirty"]: rendered += ".dev0" return rendered def render_git_describe(pieces: Dict[str, Any]) -> str: """TAG[-DISTANCE-gHEX][-dirty]. Like 'git describe --tags --dirty --always'. Exceptions: 1: no tags. HEX[-dirty] (note: no 'g' prefix) """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] if pieces["distance"]: rendered += "-%d-g%s" % (pieces["distance"], pieces["short"]) else: # exception #1 rendered = pieces["short"] if pieces["dirty"]: rendered += "-dirty" return rendered def render_git_describe_long(pieces: Dict[str, Any]) -> str: """TAG-DISTANCE-gHEX[-dirty]. Like 'git describe --tags --dirty --always -long'. The distance/hash is unconditional. Exceptions: 1: no tags. HEX[-dirty] (note: no 'g' prefix) """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] rendered += "-%d-g%s" % (pieces["distance"], pieces["short"]) else: # exception #1 rendered = pieces["short"] if pieces["dirty"]: rendered += "-dirty" return rendered def render(pieces: Dict[str, Any], style: str) -> Dict[str, Any]: """Render the given version pieces into the requested style.""" if pieces["error"]: return {"version": "unknown", "full-revisionid": pieces.get("long"), "dirty": None, "error": pieces["error"], "date": None} if not style or style == "default": style = "pep440" # the default if style == "pep440": rendered = render_pep440(pieces) elif style == "pep440-branch": rendered = render_pep440_branch(pieces) elif style == "pep440-pre": rendered = render_pep440_pre(pieces) elif style == "pep440-post": rendered = render_pep440_post(pieces) elif style == "pep440-post-branch": rendered = render_pep440_post_branch(pieces) elif style == "pep440-old": rendered = render_pep440_old(pieces) elif style == "git-describe": rendered = render_git_describe(pieces) elif style == "git-describe-long": rendered = render_git_describe_long(pieces) else: raise ValueError("unknown style '%s'" % style) return {"version": rendered, "full-revisionid": pieces["long"], "dirty": pieces["dirty"], "error": None, "date": pieces.get("date")} class VersioneerBadRootError(Exception): """The project root directory is unknown or missing key files.""" def get_versions(verbose: bool = False) -> Dict[str, Any]: """Get the project version from whatever source is available. Returns dict with two keys: 'version' and 'full'. """ if "versioneer" in sys.modules: # see the discussion in cmdclass.py:get_cmdclass() del sys.modules["versioneer"] root = get_root() cfg = get_config_from_root(root) assert cfg.VCS is not None, "please set [versioneer]VCS= in setup.cfg" handlers = HANDLERS.get(cfg.VCS) assert handlers, "unrecognized VCS '%s'" % cfg.VCS verbose = verbose or bool(cfg.verbose) # `bool()` used to avoid `None` assert cfg.versionfile_source is not None, \ "please set versioneer.versionfile_source" assert cfg.tag_prefix is not None, "please set versioneer.tag_prefix" versionfile_abs = os.path.join(root, cfg.versionfile_source) # extract version from first of: _version.py, VCS command (e.g. 'git # describe'), parentdir. This is meant to work for developers using a # source checkout, for users of a tarball created by 'setup.py sdist', # and for users of a tarball/zipball created by 'git archive' or github's # download-from-tag feature or the equivalent in other VCSes. get_keywords_f = handlers.get("get_keywords") from_keywords_f = handlers.get("keywords") if get_keywords_f and from_keywords_f: try: keywords = get_keywords_f(versionfile_abs) ver = from_keywords_f(keywords, cfg.tag_prefix, verbose) if verbose: print("got version from expanded keyword %s" % ver) return ver except NotThisMethod: pass try: ver = versions_from_file(versionfile_abs) if verbose: print("got version from file %s %s" % (versionfile_abs, ver)) return ver except NotThisMethod: pass from_vcs_f = handlers.get("pieces_from_vcs") if from_vcs_f: try: pieces = from_vcs_f(cfg.tag_prefix, root, verbose) ver = render(pieces, cfg.style) if verbose: print("got version from VCS %s" % ver) return ver except NotThisMethod: pass try: if cfg.parentdir_prefix: ver = versions_from_parentdir(cfg.parentdir_prefix, root, verbose) if verbose: print("got version from parentdir %s" % ver) return ver except NotThisMethod: pass if verbose: print("unable to compute version") return {"version": "0+unknown", "full-revisionid": None, "dirty": None, "error": "unable to compute version", "date": None} def get_version() -> str: """Get the short version string for this project.""" return get_versions()["version"] def get_cmdclass(cmdclass: Optional[Dict[str, Any]] = None): """Get the custom setuptools subclasses used by Versioneer. If the package uses a different cmdclass (e.g. one from numpy), it should be provide as an argument. """ if "versioneer" in sys.modules: del sys.modules["versioneer"] # this fixes the "python setup.py develop" case (also 'install' and # 'easy_install .'), in which subdependencies of the main project are # built (using setup.py bdist_egg) in the same python process. Assume # a main project A and a dependency B, which use different versions # of Versioneer. A's setup.py imports A's Versioneer, leaving it in # sys.modules by the time B's setup.py is executed, causing B to run # with the wrong versioneer. Setuptools wraps the sub-dep builds in a # sandbox that restores sys.modules to it's pre-build state, so the # parent is protected against the child's "import versioneer". By # removing ourselves from sys.modules here, before the child build # happens, we protect the child from the parent's versioneer too. # Also see https://github.com/python-versioneer/python-versioneer/issues/52 cmds = {} if cmdclass is None else cmdclass.copy() # we add "version" to setuptools from setuptools import Command class cmd_version(Command): description = "report generated version string" user_options: List[Tuple[str, str, str]] = [] boolean_options: List[str] = [] def initialize_options(self) -> None: pass def finalize_options(self) -> None: pass def run(self) -> None: vers = get_versions(verbose=True) print("Version: %s" % vers["version"]) print(" full-revisionid: %s" % vers.get("full-revisionid")) print(" dirty: %s" % vers.get("dirty")) print(" date: %s" % vers.get("date")) if vers["error"]: print(" error: %s" % vers["error"]) cmds["version"] = cmd_version # we override "build_py" in setuptools # # most invocation pathways end up running build_py: # distutils/build -> build_py # distutils/install -> distutils/build ->.. # setuptools/bdist_wheel -> distutils/install ->.. # setuptools/bdist_egg -> distutils/install_lib -> build_py # setuptools/install -> bdist_egg ->.. # setuptools/develop -> ? # pip install: # copies source tree to a tempdir before running egg_info/etc # if .git isn't copied too, 'git describe' will fail # then does setup.py bdist_wheel, or sometimes setup.py install # setup.py egg_info -> ? # pip install -e . and setuptool/editable_wheel will invoke build_py # but the build_py command is not expected to copy any files. # we override different "build_py" commands for both environments if 'build_py' in cmds: _build_py: Any = cmds['build_py'] else: from setuptools.command.build_py import build_py as _build_py class cmd_build_py(_build_py): def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() _build_py.run(self) if getattr(self, "editable_mode", False): # During editable installs `.py` and data files are # not copied to build_lib return # now locate _version.py in the new build/ directory and replace # it with an updated value if cfg.versionfile_build: target_versionfile = os.path.join(self.build_lib, cfg.versionfile_build) print("UPDATING %s" % target_versionfile) write_to_version_file(target_versionfile, versions) cmds["build_py"] = cmd_build_py if 'build_ext' in cmds: _build_ext: Any = cmds['build_ext'] else: from setuptools.command.build_ext import build_ext as _build_ext class cmd_build_ext(_build_ext): def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() _build_ext.run(self) if self.inplace: # build_ext --inplace will only build extensions in # build/lib<..> dir with no _version.py to write to. # As in place builds will already have a _version.py # in the module dir, we do not need to write one. return # now locate _version.py in the new build/ directory and replace # it with an updated value if not cfg.versionfile_build: return target_versionfile = os.path.join(self.build_lib, cfg.versionfile_build) if not os.path.exists(target_versionfile): print(f"Warning: {target_versionfile} does not exist, skipping " "version update. This can happen if you are running build_ext " "without first running build_py.") return print("UPDATING %s" % target_versionfile) write_to_version_file(target_versionfile, versions) cmds["build_ext"] = cmd_build_ext if "cx_Freeze" in sys.modules: # cx_freeze enabled? from cx_Freeze.dist import build_exe as _build_exe # type: ignore # nczeczulin reports that py2exe won't like the pep440-style string # as FILEVERSION, but it can be used for PRODUCTVERSION, e.g. # setup(console=[{ # "version": versioneer.get_version().split("+", 1)[0], # FILEVERSION # "product_version": versioneer.get_version(), # ... class cmd_build_exe(_build_exe): def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() target_versionfile = cfg.versionfile_source print("UPDATING %s" % target_versionfile) write_to_version_file(target_versionfile, versions) _build_exe.run(self) os.unlink(target_versionfile) with open(cfg.versionfile_source, "w") as f: LONG = LONG_VERSION_PY[cfg.VCS] f.write(LONG % {"DOLLAR": "$", "STYLE": cfg.style, "TAG_PREFIX": cfg.tag_prefix, "PARENTDIR_PREFIX": cfg.parentdir_prefix, "VERSIONFILE_SOURCE": cfg.versionfile_source, }) cmds["build_exe"] = cmd_build_exe del cmds["build_py"] if 'py2exe' in sys.modules: # py2exe enabled? try: from py2exe.setuptools_buildexe import py2exe as _py2exe # type: ignore except ImportError: from py2exe.distutils_buildexe import py2exe as _py2exe # type: ignore class cmd_py2exe(_py2exe): def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() target_versionfile = cfg.versionfile_source print("UPDATING %s" % target_versionfile) write_to_version_file(target_versionfile, versions) _py2exe.run(self) os.unlink(target_versionfile) with open(cfg.versionfile_source, "w") as f: LONG = LONG_VERSION_PY[cfg.VCS] f.write(LONG % {"DOLLAR": "$", "STYLE": cfg.style, "TAG_PREFIX": cfg.tag_prefix, "PARENTDIR_PREFIX": cfg.parentdir_prefix, "VERSIONFILE_SOURCE": cfg.versionfile_source, }) cmds["py2exe"] = cmd_py2exe # sdist farms its file list building out to egg_info if 'egg_info' in cmds: _egg_info: Any = cmds['egg_info'] else: from setuptools.command.egg_info import egg_info as _egg_info class cmd_egg_info(_egg_info): def find_sources(self) -> None: # egg_info.find_sources builds the manifest list and writes it # in one shot super().find_sources() # Modify the filelist and normalize it root = get_root() cfg = get_config_from_root(root) self.filelist.append('versioneer.py') if cfg.versionfile_source: # There are rare cases where versionfile_source might not be # included by default, so we must be explicit self.filelist.append(cfg.versionfile_source) self.filelist.sort() self.filelist.remove_duplicates() # The write method is hidden in the manifest_maker instance that # generated the filelist and was thrown away # We will instead replicate their final normalization (to unicode, # and POSIX-style paths) from setuptools import unicode_utils normalized = [unicode_utils.filesys_decode(f).replace(os.sep, '/') for f in self.filelist.files] manifest_filename = os.path.join(self.egg_info, 'SOURCES.txt') with open(manifest_filename, 'w') as fobj: fobj.write('\n'.join(normalized)) cmds['egg_info'] = cmd_egg_info # we override different "sdist" commands for both environments if 'sdist' in cmds: _sdist: Any = cmds['sdist'] else: from setuptools.command.sdist import sdist as _sdist class cmd_sdist(_sdist): def run(self) -> None: versions = get_versions() self._versioneer_generated_versions = versions # unless we update this, the command will keep using the old # version self.distribution.metadata.version = versions["version"] return _sdist.run(self) def make_release_tree(self, base_dir: str, files: List[str]) -> None: root = get_root() cfg = get_config_from_root(root) _sdist.make_release_tree(self, base_dir, files) # now locate _version.py in the new base_dir directory # (remembering that it may be a hardlink) and replace it with an # updated value target_versionfile = os.path.join(base_dir, cfg.versionfile_source) print("UPDATING %s" % target_versionfile) write_to_version_file(target_versionfile, self._versioneer_generated_versions) cmds["sdist"] = cmd_sdist return cmds CONFIG_ERROR = """ setup.cfg is missing the necessary Versioneer configuration. You need a section like: [versioneer] VCS = git style = pep440 versionfile_source = src/myproject/_version.py versionfile_build = myproject/_version.py tag_prefix = parentdir_prefix = myproject- You will also need to edit your setup.py to use the results: import versioneer setup(version=versioneer.get_version(), cmdclass=versioneer.get_cmdclass(), ...) Please read the docstring in ./versioneer.py for configuration instructions, edit setup.cfg, and re-run the installer or 'python versioneer.py setup'. """ SAMPLE_CONFIG = """ # See the docstring in versioneer.py for instructions. Note that you must # re-run 'versioneer.py setup' after changing this section, and commit the # resulting files. [versioneer] #VCS = git #style = pep440 #versionfile_source = #versionfile_build = #tag_prefix = #parentdir_prefix = """ OLD_SNIPPET = """ from ._version import get_versions __version__ = get_versions()['version'] del get_versions """ INIT_PY_SNIPPET = """ from . import {0} __version__ = {0}.get_versions()['version'] """ def do_setup() -> int: """Do main VCS-independent setup function for installing Versioneer.""" root = get_root() try: cfg = get_config_from_root(root) except (OSError, configparser.NoSectionError, configparser.NoOptionError) as e: if isinstance(e, (OSError, configparser.NoSectionError)): print("Adding sample versioneer config to setup.cfg", file=sys.stderr) with open(os.path.join(root, "setup.cfg"), "a") as f: f.write(SAMPLE_CONFIG) print(CONFIG_ERROR, file=sys.stderr) return 1 print(" creating %s" % cfg.versionfile_source) with open(cfg.versionfile_source, "w") as f: LONG = LONG_VERSION_PY[cfg.VCS] f.write(LONG % {"DOLLAR": "$", "STYLE": cfg.style, "TAG_PREFIX": cfg.tag_prefix, "PARENTDIR_PREFIX": cfg.parentdir_prefix, "VERSIONFILE_SOURCE": cfg.versionfile_source, }) ipy = os.path.join(os.path.dirname(cfg.versionfile_source), "__init__.py") maybe_ipy: Optional[str] = ipy if os.path.exists(ipy): try: with open(ipy, "r") as f: old = f.read() except OSError: old = "" module = os.path.splitext(os.path.basename(cfg.versionfile_source))[0] snippet = INIT_PY_SNIPPET.format(module) if OLD_SNIPPET in old: print(" replacing boilerplate in %s" % ipy) with open(ipy, "w") as f: f.write(old.replace(OLD_SNIPPET, snippet)) elif snippet not in old: print(" appending to %s" % ipy) with open(ipy, "a") as f: f.write(snippet) else: print(" %s unmodified" % ipy) else: print(" %s doesn't exist, ok" % ipy) maybe_ipy = None # Make VCS-specific changes. For git, this means creating/changing # .gitattributes to mark _version.py for export-subst keyword # substitution. do_vcs_install(cfg.versionfile_source, maybe_ipy) return 0 def scan_setup_py() -> int: """Validate the contents of setup.py against Versioneer's expectations.""" found = set() setters = False errors = 0 with open("setup.py", "r") as f: for line in f.readlines(): if "import versioneer" in line: found.add("import") if "versioneer.get_cmdclass()" in line: found.add("cmdclass") if "versioneer.get_version()" in line: found.add("get_version") if "versioneer.VCS" in line: setters = True if "versioneer.versionfile_source" in line: setters = True if len(found) != 3: print("") print("Your setup.py appears to be missing some important items") print("(but I might be wrong). Please make sure it has something") print("roughly like the following:") print("") print(" import versioneer") print(" setup( version=versioneer.get_version(),") print(" cmdclass=versioneer.get_cmdclass(), ...)") print("") errors += 1 if setters: print("You should remove lines like 'versioneer.VCS = ' and") print("'versioneer.versionfile_source = ' . This configuration") print("now lives in setup.cfg, and should be removed from setup.py") print("") errors += 1 return errors def setup_command() -> NoReturn: """Set up Versioneer and exit with appropriate error code.""" errors = do_setup() errors += scan_setup_py() sys.exit(1 if errors else 0) if __name__ == "__main__": cmd = sys.argv[1] if cmd == "setup": setup_command()

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