pax_global_header00006660000000000000000000000064146276207700014525gustar00rootroot0000000000000052 comment=328525dbdc9069b8e656024a777aba526a36b525 scikit-optimize-0.10.2/000077500000000000000000000000001462762077000147315ustar00rootroot00000000000000scikit-optimize-0.10.2/.binder/000077500000000000000000000000001462762077000162525ustar00rootroot00000000000000scikit-optimize-0.10.2/.binder/postBuild000077500000000000000000000031561462762077000201520ustar00rootroot00000000000000#!/bin/bash set -e # This script is called in a binder context. When this script is called, we are # inside a git checkout of the scikit-optimize/scikit-optimize repo. This script is # generating notebooks from the scikit-optimize python examples. if [[ ! -f /.dockerenv ]]; then echo "This script was written for repo2docker and is supposed to run inside a docker container." echo "Exiting because this script can delete data if run outside of a docker container." exit 1 fi # Back up content we need from the scikit-learn repo TMP_CONTENT_DIR=/tmp/scikit-learn mkdir -p $TMP_CONTENT_DIR cp -r examples .binder $TMP_CONTENT_DIR # delete everything in current directory including dot files and dot folders find . -delete # Generate notebooks and remove other files from examples folder GENERATED_NOTEBOOKS_DIR=.generated-notebooks cp -r $TMP_CONTENT_DIR/examples $GENERATED_NOTEBOOKS_DIR rm $GENERATED_NOTEBOOKS_DIR/utils.py find $GENERATED_NOTEBOOKS_DIR -name '*.py' -exec sphx_glr_python_to_jupyter.py '{}' + NON_NOTEBOOKS=$(find $GENERATED_NOTEBOOKS_DIR -type f | grep -v '\.ipynb') rm -f $NON_NOTEBOOKS # Put the .binder folder back (may be useful for debugging purposes) mv $TMP_CONTENT_DIR/.binder . # Final clean up rm -rf $TMP_CONTENT_DIR # This is for compatibility with binder sphinx-gallery integration: this makes # sure that the binder links generated by sphinx-gallery are correct even tough # the repo we use for binder (scikit-optimize/scikit-optimize) is not the repo of the # generated doc (scikit-optimize/scikit-optimize.github.io) mkdir notebooks ln -s ../$GENERATED_NOTEBOOKS_DIR notebooks/auto_examples scikit-optimize-0.10.2/.binder/requirements.txt000066400000000000000000000000761462762077000215410ustar00rootroot00000000000000matplotlib pandas sphinx-gallery scikit-learn scikit-optimize scikit-optimize-0.10.2/.codecov.yml000066400000000000000000000003341462762077000171540ustar00rootroot00000000000000# show coverage in CI status, not as a comment. comment: off coverage: status: project: default: target: auto patch: default: target: 20% ignore: - "**/setup.py" - "**/conftest.py" scikit-optimize-0.10.2/.coveragerc000066400000000000000000000003021462762077000170450ustar00rootroot00000000000000[run] branch = True source = skopt parallel = True omit = */benchmarks/* **/setup.py [report] exclude_lines = # Don't complain about packages we have installed except ImportError scikit-optimize-0.10.2/.flake8000066400000000000000000000003501462762077000161020ustar00rootroot00000000000000[flake8] ; Use 100 if required in the project max-line-length = 138 ; E203 for black ; B008 does not like fastapi Depends ; B018: Found useless expression. Either assign it to a variable or remove it. extend-ignore = E203,B008,B018 scikit-optimize-0.10.2/.gitattributes000066400000000000000000000000471462762077000176250ustar00rootroot00000000000000.github/* linguist-documentation=true scikit-optimize-0.10.2/.github/000077500000000000000000000000001462762077000162715ustar00rootroot00000000000000scikit-optimize-0.10.2/.github/ISSUE_TEMPLATE/000077500000000000000000000000001462762077000204545ustar00rootroot00000000000000scikit-optimize-0.10.2/.github/ISSUE_TEMPLATE/bug_report.md000066400000000000000000000022341462762077000231470ustar00rootroot00000000000000--- name: Bug report about: Create a report to help us reproduce and correct the bug title: '' labels: '' assignees: '' --- #### Bug description #### Steps/code to reproduce ```py Sample code goes here ``` #### Expected results #### Actual results #### Context scikit-optimize-0.10.2/.github/ISSUE_TEMPLATE/config.yml000066400000000000000000000006071462762077000224470ustar00rootroot00000000000000blank_issues_enabled: false contact_links: - name: Community Forum on GitHub url: https://github.com/holgern/scikit-learn/discussions about: For Q&A, issues, general discussion. - name: Questions tagged 'scikit-optimize' on StackOverflow url: https://stackoverflow.com/questions/tagged/scikit-optimize about: For skopt-related programming questions with a wide audience. scikit-optimize-0.10.2/.github/ISSUE_TEMPLATE/feature_request.md000066400000000000000000000012701462762077000242010ustar00rootroot00000000000000--- name: Feature request about: Suggest new or enhancement to an existing functionality, etc. title: '' labels: Enhancement assignees: '' --- #### Workflow / use case #### Proposed solution #### Alternatives you've considered, if relevant #### Additional context scikit-optimize-0.10.2/.github/ISSUE_TEMPLATE/other.md000066400000000000000000000002101462762077000221100ustar00rootroot00000000000000--- name: Other about: For other issues (documentation, maintenance), to reach the community ... title: '' labels: '' assignees: '' --- scikit-optimize-0.10.2/.github/PULL_REQUEST_TEMPLATE.md000066400000000000000000000001621462762077000220710ustar00rootroot00000000000000- [ ] Fixes #xxxx - [ ] Pre-Commit tests passed - [ ] Unit tests added / passed - [ ] Added _doc/whats_new_ entry scikit-optimize-0.10.2/.github/scripts/000077500000000000000000000000001462762077000177605ustar00rootroot00000000000000scikit-optimize-0.10.2/.github/scripts/build_docs.sh000077500000000000000000000011331462762077000224240ustar00rootroot00000000000000#!/bin/bash set -e set -o pipefail make -C doc dist LATEXMKOPTS=-halt-on-error SPHINXOPTS=-T 2>&1 | tee doc-log.txt affected_doc_warnings() { files=$(git diff --name-only origin/master...HEAD) # Look for sphinx warnings only in files affected by the PR if [ -n "$files" ] then for af in ${files[@]} do warn+=`grep WARNING doc-log.txt | grep $af` done fi echo "$warn" } echo "The following documentation warnings have been generated:" warnings=$(affected_doc_warnings) if [ -z "$warnings" ] then warnings="no warnings" fi echo "$warnings" scikit-optimize-0.10.2/.github/workflows/000077500000000000000000000000001462762077000203265ustar00rootroot00000000000000scikit-optimize-0.10.2/.github/workflows/ci.yml000066400000000000000000000105551462762077000214520ustar00rootroot00000000000000name: CI on: push: branches: [ main ] tags: [ 'v[0-9]+\.[0-9]+.*' ] pull_request: { branches: [main] } workflow_call: jobs: lint: runs-on: ubuntu-latest steps: - uses: actions/checkout@v2 - uses: actions/setup-python@v2 with: python-version: "3.9" - uses: pre-commit/action@v2.0.0 test1: runs-on: ${{ matrix.os }} strategy: matrix: os: [ubuntu-latest, windows-latest, macos-latest] python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] env: TEST_WITH_COVERAGE: ${{ matrix.python-version == '3.11' && matrix.os == 'ubuntu-latest' }} steps: - uses: actions/checkout@master - name: Setup Python uses: actions/setup-python@master with: python-version: ${{ matrix.python-version }} - name: Install packages run: | pip install -U pip wheel pip install . pip install .[dev,plots] python -c 'import skopt; print(skopt.__version__)' - name: Run tests if: env.TEST_WITH_COVERAGE != 'true' run: pytest - name: Test with Coverage if: env.TEST_WITH_COVERAGE == 'true' run: | make test-coverage - name: Upload coverage reports to Codecov if: env.TEST_WITH_COVERAGE == 'true' uses: codecov/codecov-action@v4.0.1 with: token: ${{ secrets.CODECOV_TOKEN }} slug: holgern/scikit-optimize - name: Build package if: env.TEST_WITH_COVERAGE == 'true' run: | pip install --upgrade build python -m build --sdist --wheel --outdir dist/ - name: Upload artifact if: env.TEST_WITH_COVERAGE == 'true' uses: actions/upload-artifact@v4 with: name: package path: dist test2: runs-on: ${{ matrix.os }} strategy: matrix: os: [ubuntu-latest] python-version: ["3.8", "3.9", "3.10", "3.11"] scikit-learn-version: ["1.5.0", "1.3.2", "1.2.2", "1.1.3", "1.0.2"] numpy-version: ["1.20.3", "1.22.4","1.24.4", "1.26.4"] exclude: - python-version: "3.8" scikit-learn-version: "1.5.0" - python-version: "3.8" numpy-version: "1.26.4" - python-version: "3.11" scikit-learn-version: "1.0.2" - python-version: "3.11" scikit-learn-version: "1.1.3" - python-version: "3.10" numpy-version: "1.20.3" - python-version: "3.11" numpy-version: "1.20.3" - python-version: "3.11" numpy-version: "1.22.4" steps: - uses: actions/checkout@master - name: Setup Python uses: actions/setup-python@master with: python-version: ${{ matrix.python-version }} - name: Install packages run: | pip install -U pip wheel pip install numpy==${{ matrix.numpy-version }} pip install scikit-learn==${{ matrix.scikit-learn-version }} pip install . pip install .[dev,plots] python -c 'import skopt; print(skopt.__version__)' - name: Run tests run: pytest doctest: runs-on: ubuntu-latest steps: - uses: actions/checkout@v2 - uses: actions/setup-python@v2 with: python-version: "3.10" - name: Install packages run: | pip install -U pip wheel pip install . pip install .[dev,plots,doc] python -c 'import skopt; print(skopt.__version__)' - name: Install latex dependencies run: | sudo apt-get -yq update sudo apt-get -yq --no-install-recommends install \ dvipng texlive-latex-base texlive-latex-extra \ texlive-latex-recommended texlive-fonts-recommended \ latexmk tex-gyre gsfonts ccache - name: Test docs run: | python -c 'import skopt; skopt.show_versions()' make test-doc make test-sphinxext - name: doctest run: | python -c 'import skopt; skopt.show_versions()' make -C doc doctest - name: linkcheck run: | python -c 'import skopt; skopt.show_versions()' make -C doc linkcheck - name: Build docs run: | .github/scripts/build_docs.sh - name: Upload artifact uses: actions/upload-artifact@v2 with: name: docs path: doc/_build/html/stable scikit-optimize-0.10.2/.github/workflows/publish.yml000066400000000000000000000012671462762077000225250ustar00rootroot00000000000000name: Upload Python Package on: release: types: [published] jobs: build: uses: ./.github/workflows/ci.yml package: needs: build runs-on: ubuntu-latest steps: - uses: actions/checkout@master - name: Setup Python uses: actions/setup-python@master with: python-version: 3.11 - name: Install packages run: | pip install -U pip wheel pip install . pip install .[dev,plots] pip install --upgrade build python -m build --sdist --wheel --outdir dist/ - name: Publish 📦 on PyPI uses: pypa/gh-action-pypi-publish@release/v1 with: password: ${{ secrets.PYPI_API_TOKEN }} scikit-optimize-0.10.2/.gitignore000066400000000000000000000003741462762077000167250ustar00rootroot00000000000000*.py[co] *~ *.pyc.* .ipynb_checkpoints/ # created by installing scikit-learn from git src/* build/ dist/ *.egg-info/ .idea/ .cache/ .pytest_cache/ doc/_build doc/modules/generated/ .vscode/ *.pkl *.gz *.log # mac OS users .DS_Store # vim users .*.swp scikit-optimize-0.10.2/.pre-commit-config.yaml000066400000000000000000000031431462762077000212130ustar00rootroot00000000000000default_language_version: python: python3 repos: - repo: https://github.com/psf/black rev: 24.1.1 hooks: - id: black exclude: ^(doc/|examples/) args: [--skip-string-normalization] - repo: https://github.com/myint/autoflake rev: v2.2.1 hooks: - id: autoflake exclude: ^(doc/|examples/) args: - --in-place - --ignore-init-module-imports - --remove-all-unused-imports - --remove-duplicate-keys - repo: https://github.com/pre-commit/pre-commit-hooks rev: v4.5.0 hooks: - id: check-toml - id: check-yaml exclude: ^(doc/|examples/) - id: end-of-file-fixer exclude: ^(doc/|examples/) - id: trailing-whitespace exclude: ^(doc/|examples/) - repo: https://github.com/PyCQA/flake8 rev: "7.0.0" hooks: - id: flake8 name: flake8 except __init__.py exclude: (^(doc/|examples/)|/__init__\.py$) additional_dependencies: ["flake8-bugbear==23.1.20"] args: [--config, .flake8] - repo: https://github.com/PyCQA/isort rev: 5.13.2 hooks: - id: isort args: ["--profile", "black"] name: isort except __init__.py exclude: (^(doc/|examples/)|/__init__\.py$) - repo: https://github.com/myint/docformatter rev: v1.7.5 hooks: - id: docformatter exclude: ^(doc/|examples/) args: ["--in-place", "--wrap-summaries=88"] - repo: https://github.com/asottile/pyupgrade rev: v3.15.0 hooks: - id: pyupgrade exclude: ^(doc/|examples/) args: ["--py39-plus"] scikit-optimize-0.10.2/.readthedocs.yaml000066400000000000000000000006701462762077000201630ustar00rootroot00000000000000# .readthedocs.yaml # Read the Docs configuration file # See https://docs.readthedocs.io/en/stable/config-file/v2.html for details # Required version: 2 # Set the OS, Python version and other tools you might need build: os: ubuntu-22.04 tools: python: "3.11" python: install: - requirements: doc/requirements.txt - method: pip path: . extra_requirements: - lib sphinx: configuration: doc/conf.py scikit-optimize-0.10.2/.vscode/000077500000000000000000000000001462762077000162725ustar00rootroot00000000000000scikit-optimize-0.10.2/.vscode/settings.json000066400000000000000000000002241462762077000210230ustar00rootroot00000000000000{ "python.testing.pytestArgs": [ "skopt" ], "python.testing.unittestEnabled": false, "python.testing.pytestEnabled": true } scikit-optimize-0.10.2/.zenodo.json000066400000000000000000000024311462762077000172000ustar00rootroot00000000000000{ "title": "holgern/scikit-optimize", "description": "Scikit-Optimize, or skopt, is a simple and efficient library to minimize (very) expensive and noisy black-box functions. It implements several methods for sequential model-based optimization. skopt aims to be accessible and easy to use in many contexts.", "creators": [ { "affiliation": "Wild Tree Tech", "name": "Head, Tim", "orcid": "0000-0003-0931-3698" }, { "affiliation": "Google Brain", "name": "Kumar, Manoj" }, { "name": "Nahrstaedt, Holger", "orcid": "0000-0002-4796-1082" }, { "affiliation": "ULiège", "name": "Louppe, Gilles", "orcid": "0000-0002-2082-3106" }, { "affiliation": "Saarland University", "name": "Shcherbatyi, Iaroslav" } ], "keywords": [ "bayesopt", "optimization", "scientific-computing", "python", "machine-learning", "hyperparameter", "bayesian-optimization" ], "license": "bsd-3-clause", "related_identifiers": [ { "identifier": "http://scikit-optimize.readthedocs.io/", "relation": "documents", "scheme": "url" } ], "upload_type": "software" } scikit-optimize-0.10.2/AUTHORS.md000066400000000000000000000024511462762077000164020ustar00rootroot00000000000000# Contributors Scikit-Optimize is a community effort. Contributors include, in alphabetical order: * [andreh7][andreh7] * [Nuno Campos][nfcampos] * [Mehdi Cherti][mehdidc] * [Alexander Fabisch][AlexanderFabisch] * [Thomas Fan][thomasjpfan] * [Tim Head][betatim] * [kernc][kernc] * [Manoj Kumar][mechcoder] * [Gilles Louppe][glouppe] * [Katie Malone][cmmalone] * [Holger Nahrstaedt][holgern] * [nel215][nel215] * [Mikhail Pak][mp4096] * [Iaroslav Shcherbatyi](iaroslav-ai) * [Taylor Smith][jtsmith2] * [ZĂ© VinĂ­cius][mirca] The scikit-optimize logo was a contribution by [Jeremy Anderson][objectadjective] and **Rose Peng**. [AlexanderFabisch]: https://github.com/AlexanderFabisch [mehdidc]: https://github.com/mehdidc [nfcampos]: https://github.com/nfcampos [betatim]: https://github.com/betatim [mechcoder]: https://github.com/MechCoder [glouppe]: https://github.com/glouppe [cmmalone]: https://github.com/cmmalone [nel215]: https://github.com/nel215 [objectadjective]: https://github.com/objectadjective [jtsmith2]: https://github.com/jtsmith2 [andreh7]: https://github.com/andreh7 [mp4096]: https://github.com/mp4096 [thomasjpfan]: https://github.com/thomasjpfan [mirca]: http://mirca.github.io/ [iaroslav-ai]: http://iaroslav-ai.github.io/ [holgern]: https://github.com/holgern [kernc]: https://github.com/kernc scikit-optimize-0.10.2/CHANGELOG.md000066400000000000000000000000661462762077000165440ustar00rootroot00000000000000# Release history # Contributors See `AUTHORS.md`. scikit-optimize-0.10.2/CONDUCT.md000066400000000000000000000150701462762077000163550ustar00rootroot00000000000000# Scikit-Optimize Code of Conduct Scikit-Optimize is an engaged and respectful community made up of people from all over the world. Your involvement helps us to further our mission. The goal of scikit-optimize is to become the go to project for black box optimization, freely available to the reader and everyone else. As any other open source project, it requires a community of people who maintain and contribute to it. The quality of the project depends on the engagement and size of the community; thus you as a user of skopt directly benefit from creating positive environment that encourages people to contribute to the project. To ensure that we build the best possible environment for our community, we introduced this code of conduct. When these guidelines are not followed, it can be detrimental to the community, and in turn not beneficial to the users of scikit-optimize. We receive contributions from people all over the world. This implies diversity of ideas and perspectives on often complex problems. Disagreement and healthy discussion of conflicting viewpoints is welcome: the best solutions to hard problems rarely come from a single angle. But disagreement is not an excuse for aggression: humans tend to take disagreement personally and easily drift into behavior that ultimately degrades a community. This is particularly acute with online communication across language and cultural gaps, where many cues of human behavior are unavailable. We are outlining here a set of principles and processes to support a healthy community in the face of these challenges. Fundamentally, we are committed to fostering a productive, harassment-free environment for everyone. Rather than considering this code an exhaustive list of things that you can’t do, take it in the spirit it is intended - a guide. We encourage you not to read this like a legal text that tries to solve every possible event, instead use common sense for the parts where there are gaps. It doesn't mean that application of this COC is going to depend on who you are or who you are friends with. Importantly: as a member of our community, *you are also a steward of these values*. Not all problems need to be resolved via formal processes, and often a quick, friendly but clear word on an online forum or in person can help resolve a misunderstanding and de-escalate things. However, sometimes these informal processes may be inadequate: they fail to work, there is urgency or risk to someone, nobody is intervening publicly and you don't feel comfortable speaking in public, etc. For these or other reasons, structured follow-up may be necessary and here we provide the means for that: we welcome reports by emailing [*Tim Head*](mailto:tim@wildtreetech.com) (a maintainer of scikit-optimize) or [*Kyle Kelly*](mailto:rgbkrk@gmail.com) or [*Abby Cabunoc Mayes*](mailto:abbycabs@gmail.com) (who are both independent of scikit-optimize). This code applies equally to founders, developers, mentors and new community members, in all spaces managed by scikit-optimize. This includes the mailing lists, our GitHub organizations, our chat rooms, in-person events, and any other forums created by the project team. In addition, violations of this code outside these spaces may affect a person's ability to participate within them. 1. **Be friendly and patient**. 2. **Be welcoming**. We strive to be a community that welcomes and supports people of all backgrounds and identities. This includes, but is not limited to, members of any race, ethnicity, culture, national origin, color, immigration status, social and economic class, educational level, sex, sexual orientation, gender identity and expression, age, physical appearance, family status, political belief, technological or professional choices, academic discipline, religion, mental ability, and physical ability. 3. **Be considerate**. Your work will be used by other people, and you in turn will depend on the work of others. Any decision you take will affect users and colleagues, and you should take those consequences into account when making decisions. Remember that we're a world-wide community. You may be communicating with someone with a different primary language or cultural background. For example some miscommunications might happen simply because of these cultural or language differences, not because there is an actual difference of opinion. 4. **Be respectful**. Not all of us will agree all the time, but disagreement is no excuse for poor behavior or poor manners. We might all experience some frustration now and then, but we cannot allow that frustration to turn into a personal attack. It’s important to remember that a community where people feel uncomfortable or threatened is not a productive one. 5. **Be careful in the words that you choose**. Be kind to others. Do not insult or put down other community members. Harassment and other exclusionary behavior are not acceptable. This includes, but is not limited to: * Violent threats or violent language directed against another person * Discriminatory jokes and language * Posting sexually explicit or violent material * Posting (or threatening to post) other people's personally identifying information ("doxing") * Personal insults, especially those using racist or sexist terms * Unwelcome sexual attention * Advocating for, or encouraging, any of the above behavior * Repeated harassment of others. In general, if someone asks you to stop, then stop 6. **Moderate your expectations**. Please respect that community members choose how they spend their time in the project. A thoughtful question about your expectations is preferable to demands for another person's time. 7. **When we disagree, try to understand why**. Disagreements, both social and technical, happen all the time and scikit-optimize is no exception. Try to understand where others are coming from, as seeing a question from their viewpoint may help find a new path forward. And don’t forget that it is human to err: blaming each other doesn’t get us anywhere, while we can learn from mistakes to find better solutions. 8. **A simple apology can go a long way**. It can often de-escalate a situation, and telling someone that you are sorry is an act of empathy that doesn’t automatically imply an admission of guilt. This code of conduct is based on [the Jupyter team COC](https://github.com/jupyter/governance/blob/4345f740ed98c7aa578a9482fa36cf5de663ab54/conduct/code_of_conduct.md) as well as [http://todogroup.org/opencodeofconduct/](http://todogroup.org/opencodeofconduct/). scikit-optimize-0.10.2/CONTRIBUTING.md000066400000000000000000000052141462762077000171640ustar00rootroot00000000000000 Contributing ============ Scikit-Optimize is an open-source project, and contributions of all kinds are welcome. We believe in this [code of conduct](CONDUCT.md). You can contribute documentation, examples or code, review open pull requests, help answer questions in the forum, create visualizations, maintain project infrastructure, write new user stories ... All efforts are equally important. Issues ------ When opening a new issue, please follow the chosen issue template. See [How to Report Bugs Effectively][bugs]. When describing a **bug**, please provide a [**minimal working example**][mwe], and _full_ [traceback], if applicable, sufficient to understand and reproduce the issue on our end. Wrap code/verbatim/output text in [fenced code blocks][code]. [bugs]: https://www.chiark.greenend.org.uk/~sgtatham/bugs.html [mwe]: https://en.wikipedia.org/wiki/Minimal_working_example [traceback]: https://en.wikipedia.org/wiki/Stack_trace [code]: https://docs.github.com/en/github/writing-on-github/creating-and-highlighting-code-blocks Pull requests ------------- Contributions should roughly follow the [GitHub flow] and these guidelines: * all changes by pull request (PR); * create a PR early while you work on it (good to avoid duplicated work, get broad review of functionality or API, or seek collaborators); * mark your pull request as draft until it's ready for review; * a PR should solve one problem with a minimal set of changes (don't mix problems together in one issue/PR); * describe _why_ you are proposing the changes you are proposing; * try to not rush changes (the definition of rush depends on how big your changes are); * someone else has to merge your PR; * new code needs to come with tests that cover it; * apply [PEP8](https://www.python.org/dev/peps/pep-0008/) as much as possible, but not too much (`flake8` should pass); * no merging if CI checks are red. These are guidelines rather than hard rules to be enforced by :police_car: All contributors are welcome, but note that scikit-optimize is a _mature_ project, with thousands of users, and thus a responsibility to move slow, particularly when it comes to backwards-incompatible changes or vastly expanded functionality/scope. **Before making a PR for a new feature, do weigh the cost-benefit assumptions. Make sure your proposal is discussed and that it received community support. Avoid expending effort that would go unmerged. The [inclusion criteria for new functionality][criteria] is as strict as that of scikit-learn.** [GitHub flow]: https://guides.github.com/introduction/flow/ [criteria]: https://scikit-learn.org/stable/faq.html#what-are-the-inclusion-criteria-for-new-algorithms scikit-optimize-0.10.2/LICENSE000066400000000000000000000030071462762077000157360ustar00rootroot00000000000000BSD 3-Clause License Copyright (c) 2016-2024 The scikit-optimize developers. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. scikit-optimize-0.10.2/Makefile000066400000000000000000000025671462762077000164030ustar00rootroot00000000000000# simple makefile to simplify repetitive build env management tasks under posix # caution: testing won't work on windows, see README PYTHON ?= python CYTHON ?= cython PYTEST ?= pytest CTAGS ?= ctags # skip doctests on 32bit python BITS := $(shell python -c 'import struct; print(8 * struct.calcsize("P"))') all: clean inplace test clean-ctags: rm -f tags clean: clean-ctags $(PYTHON) setup.py clean rm -rf dist in: inplace # just a shortcut inplace: $(PYTHON) setup.py build_ext -i test-code: in $(PYTEST) --showlocals -v skopt --durations=20 test-sphinxext: $(PYTEST) --showlocals -v doc/sphinxext/ test-doc: ifeq ($(BITS),64) $(PYTEST) $(shell find doc -name '*.rst' | sort) endif test-code-parallel: in $(PYTEST) -n auto --showlocals -v skopt --durations=20 test-coverage: rm -rf coverage .coverage $(PYTEST) skopt --showlocals -v --cov=skopt --cov-report=html:coverage test-coverage-parallel: rm -rf coverage .coverage .coverage.* $(PYTEST) skopt -n auto --showlocals -v --cov=skopt --cov-report=html:coverage test: test-code test-sphinxext test-doc trailing-spaces: find skopt -name "*.py" -exec perl -pi -e 's/[ \t]*$$//' {} \; ctags: # make tags for symbol based navigation in emacs and vim # Install with: sudo apt-get install exuberant-ctags $(CTAGS) --python-kinds=-i -R skopt doc: inplace $(MAKE) -C doc html doc-noplot: inplace $(MAKE) -C doc html-noplot scikit-optimize-0.10.2/README.rst000066400000000000000000000171431462762077000164260ustar00rootroot00000000000000 |Logo| |pypi| |conda| |CI Status| |binder| |codecov| |Zenodo DOI| Scikit-Optimize =============== Scikit-Optimize, or ``skopt``, is a simple and efficient library for optimizing (very) expensive and noisy black-box functions. It implements several methods for sequential model-based optimization. ``skopt`` aims to be accessible and easy to use in many contexts. The library is built on top of NumPy, SciPy, and Scikit-Learn. We do not perform gradient-based optimization. For gradient-based optimization algorithms look at ``scipy.optimize`` `here `_. .. figure:: https://raw.githubusercontent.com/holgern/scikit-optimize/main/media/bo-objective.png :alt: Approximated objective Approximated objective function after 50 iterations of ``gp_minimize``. Plot made using ``skopt.plots.plot_objective``. Maintaining the codebase ------------------------ This repo is a copy of the original repositoy at https://github.com/scikit-optimize/scikit-optimize/. As the original repo is now in read-only mode, i decided to continue the development on it on my own. I still have credentials for pypi, so I will publish new releases at https://pypi.org/project/scikit-optimize/. I did my best to include all open PR since 2021 in the new release of scikit-optimize 0.10. https://scikit-optimize.github.io/ has been moved to http://scikit-optimize.readthedocs.io/. Important links --------------- - Project website https://scikit-optimize.readthedocs.io/ - Example notebooks - can be found in examples_. - `Discussion forum `__ - Issue tracker - https://github.com/holgern/scikit-optimize/issues - Releases - https://pypi.python.org/pypi/scikit-optimize - Conda feedstock - https://github.com/conda-forge/scikit-optimize-feedstock Install ------- scikit-optimize requires * Python >= 3.8 * NumPy (>= 1.20.3) * SciPy (>= 0.19.1) * joblib (>= 0.11) * scikit-learn >= 1.0.0 * matplotlib >= 2.0.0 You can install the latest release with: :: pip install scikit-optimize This installs the essentials. To install plotting functionality, you can instead do: :: pip install 'scikit-optimize[plots]' This will additionally install Matplotlib. If you're using Anaconda platform, there is a `conda-forge `_ package of scikit-optimize: :: conda install -c conda-forge scikit-optimize Using conda-forge is probably the easiest way to install scikit-optimize on Windows. Getting started --------------- Find the minimum of the noisy function ``f(x)`` over the range ``-2 < x < 2`` with ``skopt``: .. code:: python import numpy as np from skopt import gp_minimize def f(x): return (np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * 0.1) res = gp_minimize(f, [(-2.0, 2.0)]) For more control over the optimization loop you can use the ``skopt.Optimizer`` class: .. code:: python from skopt import Optimizer opt = Optimizer([(-2.0, 2.0)]) for i in range(20): suggested = opt.ask() y = f(suggested) opt.tell(suggested, y) print('iteration:', i, suggested, y) Read our `introduction to bayesian optimization `__ and the other examples_. Development ----------- The library is still experimental and under development. Checkout the `next milestone `__ for the plans for the next release or look at some `easy issues `__ to get started contributing. The development version can be installed through: :: git clone https://github.com/holgern/scikit-optimize.git cd scikit-optimize pip install -e . Run all tests by executing ``pytest`` in the top level directory. To only run the subset of tests with short run time, you can use ``pytest -m 'fast_test'`` (``pytest -m 'slow_test'`` is also possible). To exclude all slow running tests try ``pytest -m 'not slow_test'``. This is implemented using pytest `attributes `__. If a tests runs longer than 1 second, it is marked as slow, else as fast. All contributors are welcome! Pre-commit-config ----------------- Installation ~~~~~~~~~~~~ :: pip install pre-commit Using homebrew ~~~~~~~~~~~~~~ :: brew install pre-commit pre-commit --version pre-commit 2.10.0 Install the git hook scripts ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ :: pre-commit install Run against all the files ~~~~~~~~~~~~~~~~~~~~~~~~~ :: pre-commit run --all-files pre-commit run --show-diff-on-failure --color=always --all-files Update package rev in pre-commit yaml ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ :: pre-commit autoupdate pre-commit run --show-diff-on-failure --color=always --all-files Making a Release ~~~~~~~~~~~~~~~~ The release procedure is almost completely automated. By tagging a new release, CI will build all required packages and push them to PyPI. To make a release, create a new issue and work through the following checklist: * [ ] check if the dependencies in `setup.py` are valid or need unpinning, * [ ] check that the `doc/whats_new/v0.X.rst` is up-to-date, * [ ] did the last build of master succeed? * [ ] create a [new release](https://github.com/holgern/scikit-optimize/releases), * [ ] ping [conda-forge](https://github.com/conda-forge/scikit-optimize-feedstock). Before making a release, we usually create a release candidate. If the next release is v0.X, then the release candidate should be tagged v0.Xrc1. Mark the release candidate as a "pre-release" on GitHub when you tag it. Made possible by ---------------- The scikit-optimize project was made possible with the support of .. image:: https://avatars1.githubusercontent.com/u/18165687?v=4&s=128 :alt: Wild Tree Tech :target: https://wildtreetech.com .. image:: https://i.imgur.com/lgxboT5.jpg :alt: NYU Center for Data Science :target: https://cds.nyu.edu/ .. image:: https://i.imgur.com/V1VSIvj.jpg :alt: NSF :target: https://www.nsf.gov .. image:: https://i.imgur.com/3enQ6S8.jpg :alt: Northrop Grumman :target: https://www.northropgrumman.com/Pages/default.aspx If your employer allows you to work on scikit-optimize during the day and would like recognition, feel free to add them to the "Made possible by" list. .. |pypi| image:: https://img.shields.io/pypi/v/scikit-optimize.svg :target: https://pypi.python.org/pypi/scikit-optimize .. |conda| image:: https://anaconda.org/conda-forge/scikit-optimize/badges/version.svg :target: https://anaconda.org/conda-forge/scikit-optimize .. |CI Status| image:: https://github.com/holgern/scikit-optimize/actions/workflows/ci.yml/badge.svg?branch=main :target: https://github.com/holgern/scikit-optimize/actions/workflows/ci.yml?query=branch%3Amain .. |Logo| image:: https://avatars2.githubusercontent.com/u/18578550?v=4&s=80 .. |binder| image:: https://mybinder.org/badge.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/main?filepath=examples .. |Zenodo DOI| image:: https://zenodo.org/badge/768077165.svg :target: https://zenodo.org/doi/10.5281/zenodo.10804382 .. |scipy.optimize| replace:: ``scipy.optimize`` .. _scipy.optimize: https://docs.scipy.org/doc/scipy/reference/optimize.html .. _examples: https://scikit-optimize.readthedocs.io/en/latest/auto_examples/index.html .. |codecov| image:: https://codecov.io/gh/holgern/scikit-optimize/graph/badge.svg?token=9Mp32drAPj :target: https://codecov.io/gh/holgern/scikit-optimize scikit-optimize-0.10.2/benchmarks/000077500000000000000000000000001462762077000170465ustar00rootroot00000000000000scikit-optimize-0.10.2/benchmarks/README.md000066400000000000000000000046141462762077000203320ustar00rootroot00000000000000# Benchmarks These results are obtained by running our optimizers on the set of benchmark functions provided in Table 2 of https://ml.informatik.uni-freiburg.de/papers/13-BayesOpt_EmpiricalFoundation.pdf All optimizers are run with default values and with `n_calls=200`. Runs are repeated 10 times. ## Branin To reproduce, run `python bench_branin.py` | Method | Minimum | Best minimum | Mean f_calls to min | Std f_calls to min | Fastest f_calls to min ------------------|------------|-----------|---------------------|--------------------|----------------------- | dummy_minimize | 0.911 +/- 0.294 |0.492 | 27.6 | 14.677 | 4 | gp_minimize | 0.398 +/- 0.000 |0.398 | 33.1 | 5.7 | 27 | forest_minimize| 0.515 +/- 0.15 |0.399 | 163.8 | 33.295 | 83 | gbrt_minimize | 0.580 +/- 0.33 |0.401 | 110.5 | 49.810 | 46 ## Hart6 To reproduce, run `python bench_hart6.py` | Method | Minimum | Best minimum | Mean f_calls to min | Std f_calls to min | Fastest f_calls to min ------------------|------------|-----------|---------------------|--------------------|----------------------- | dummy_minimize | -2.374 +/- 0.327 |-2.909 | 76.5 | 37.876 | 28 | gp_minimize | -3.299 +/- 0.048|-3.322 | 57.3 | 5.658 | 47 | forest_minimize | -3.151 +/- 0.050|-3.225 | 145.2 | 38.992 | 78 | gbrt_minimize | -3.098 +/- 0.114 |-3.248 | 157.2 | 43.904 | 57 ## ML, Classification To reproduce, run `python bench_ml.py` | Method | Minimum | Best minimum | Mean f_calls to min | Std f_calls to min | Fastest f_calls to min ------------------|------------|-----------|---------------------|--------------------|----------------------- | dummy_minimize | 1.293 +/- 0.030 | 1.234 | 39.525 | 5.679 | 22.000 | gp_minimize | 1.287 +/- 0.036 | 1.231 | 47.500 | 1.910 | 43.000 | forest_minimize | 1.311 +/- 0.052 | 1.229 | 40.375 | 8.348 | 15.000 | gbrt_minimize | 1.289 +/- 0.038 | 1.223 | 42.925 | 5.116 | 31.000 ## ML, Regression To reproduce, run `python bench_ml.py` | Method | Minimum | Best minimum | Mean f_calls to min | Std f_calls to min | Fastest f_calls to min ------------------|------------|-----------|---------------------|--------------------|----------------------- | dummy_minimize | -0.769 +/- 0.026 | -0.814 | 40.675 | 6.346 | 23.000 | gp_minimize | -0.775 +/- 0.015 | -0.793 | 41.700 | 6.724 | 25.000 | forest_minimize | -0.771 +/- 0.020 | -0.811 | 35.425 | 9.892 | 15.000 | gbrt_minimize | -0.771 +/- 0.024 | -0.828 | 39.325 | 7.202 | 24.000 scikit-optimize-0.10.2/benchmarks/bench_branin.py000066400000000000000000000053041462762077000220320ustar00rootroot00000000000000import argparse import numpy as np from skopt import dummy_minimize, forest_minimize, gbrt_minimize, gp_minimize from skopt.benchmarks import branin def run(n_calls=200, n_runs=10, acq_optimizer="lbfgs"): bounds = [(-5.0, 10.0), (0.0, 15.0)] optimizers = [ ("gp_minimize", gp_minimize), ("forest_minimize", forest_minimize), ("gbrt_minimize", gbrt_minimize), ("dummy_minimize", dummy_minimize), ] for name, optimizer in optimizers: print(name) results = [] min_func_calls = [] for random_state in range(n_runs): if name == "gp_minimize": res = optimizer( branin, bounds, random_state=random_state, n_calls=n_calls, noise=1e-10, verbose=True, acq_optimizer=acq_optimizer, n_jobs=-1, ) elif name == "dummy_minimize": res = optimizer( branin, bounds, random_state=random_state, n_calls=n_calls ) else: res = optimizer( branin, bounds, random_state=random_state, n_calls=n_calls, acq_optimizer=acq_optimizer, ) results.append(res) func_vals = np.round(res.func_vals, 3) min_func_calls.append(np.argmin(func_vals) + 1) optimal_values = [result.fun for result in results] mean_optimum = np.mean(optimal_values) std = np.std(optimal_values) best = np.min(optimal_values) print("Mean optimum: " + str(mean_optimum)) print("Std of optimal values" + str(std)) print("Best optima:" + str(best)) mean_fcalls = np.mean(min_func_calls) std_fcalls = np.std(min_func_calls) best_fcalls = np.min(min_func_calls) print("Mean func_calls to reach min: " + str(mean_fcalls)) print("Std func_calls to reach min: " + str(std_fcalls)) print("Fastest no of func_calls to reach min: " + str(best_fcalls)) if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument( '--n_calls', nargs="?", default=50, type=int, help="Number of function calls." ) parser.add_argument( '--n_runs', nargs="?", default=5, type=int, help="Number of runs." ) parser.add_argument( '--acq_optimizer', nargs="?", default="lbfgs", type=str, help="Acquistion optimizer.", ) args = parser.parse_args() run(args.n_calls, args.n_runs, args.acq_optimizer) scikit-optimize-0.10.2/benchmarks/bench_hart6.py000066400000000000000000000051611462762077000216060ustar00rootroot00000000000000import argparse import numpy as np from skopt import dummy_minimize, forest_minimize, gbrt_minimize, gp_minimize from skopt.benchmarks import hart6 def run(n_calls=200, n_runs=10, acq_optimizer="lbfgs"): bounds = np.tile((0.0, 1.0), (6, 1)) optimizers = [ ("gp_minimize", gp_minimize), ("forest_minimize", forest_minimize), ("gbrt_minimize", gbrt_minimize), ("dummy_minimize", dummy_minimize), ] for name, optimizer in optimizers: print(name) results = [] min_func_calls = [] for random_state in range(n_runs): print(random_state) if name == "gp_minimize": res = optimizer( hart6, bounds, random_state=random_state, n_calls=n_calls, noise=1e-10, n_jobs=-1, acq_optimizer=acq_optimizer, verbose=1, ) elif name == "dummy_minimize": res = optimizer( hart6, bounds, random_state=random_state, n_calls=n_calls ) else: res = optimizer( hart6, bounds, random_state=random_state, n_calls=n_calls ) results.append(res) func_vals = np.round(res.func_vals, 3) min_func_calls.append(np.argmin(func_vals) + 1) optimal_values = [result.fun for result in results] mean_optimum = np.mean(optimal_values) std = np.std(optimal_values) best = np.min(optimal_values) print("Mean optimum: " + str(mean_optimum)) print("Std of optimal values" + str(std)) print("Best optima:" + str(best)) mean_fcalls = np.mean(min_func_calls) std_fcalls = np.std(min_func_calls) best_fcalls = np.min(min_func_calls) print("Mean func_calls to reach min: " + str(mean_fcalls)) print("Std func_calls to reach min: " + str(std_fcalls)) print("Fastest no of func_calls to reach min: " + str(best_fcalls)) if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument( '--n_calls', nargs="?", default=200, type=int, help="Number of function calls." ) parser.add_argument( '--n_runs', nargs="?", default=10, type=int, help="Number of runs." ) parser.add_argument( '--acq_optimizer', nargs="?", default="lbfgs", type=str, help="Acquistion optimizer.", ) args = parser.parse_args() run(args.n_calls, args.n_runs, args.acq_optimizer) scikit-optimize-0.10.2/benchmarks/bench_ml.py000066400000000000000000000362101462762077000211710ustar00rootroot00000000000000"""This code implements benchmark for the black box optimization algorithms, applied to a task of optimizing parameters of ML algorithms for the task of supervised learning. The code implements benchmark on 4 datasets where parameters for 6 classes of supervised models are tuned to optimize performance on datasets. Supervised learning models implementations are taken from sklearn. Regression learning task is solved on 2 datasets, and classification on the rest of datasets. 3 model classes are regression models, and rest are classification models. """ import json import math from collections import defaultdict from datetime import datetime from urllib import urlopen from urllib.error import HTTPError import numpy as np from joblib import Parallel, delayed from sklearn.base import ClassifierMixin, RegressorMixin from sklearn.datasets import ( fetch_california_housing, fetch_mldata, load_boston, load_digits, ) from sklearn.metrics import log_loss, r2_score from sklearn.model_selection import train_test_split from sklearn.neural_network import MLPClassifier, MLPRegressor from sklearn.preprocessing import StandardScaler from sklearn.svm import SVC, SVR from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor from skopt import forest_minimize, gbrt_minimize, gp_minimize from skopt.space import Categorical, Real MODEL_PARAMETERS = "model parameters" MODEL_BACKEND = "model backend" # functions below are used to apply non - linear maps to parameter values, eg # -3.0 -> 0.001 def pow10map(x): return 10.0**x def pow2intmap(x): return int(2.0**x) def nop(x): return x nnparams = { # up to 1024 neurons 'hidden_layer_sizes': (Real(1.0, 10.0), pow2intmap), 'activation': (Categorical(['identity', 'logistic', 'tanh', 'relu']), nop), 'solver': (Categorical(['lbfgs', 'sgd', 'adam']), nop), 'alpha': (Real(-5.0, -1), pow10map), 'batch_size': (Real(5.0, 10.0), pow2intmap), 'learning_rate': (Categorical(['constant', 'invscaling', 'adaptive']), nop), 'max_iter': (Real(5.0, 8.0), pow2intmap), 'learning_rate_init': (Real(-5.0, -1), pow10map), 'power_t': (Real(0.01, 0.99), nop), 'momentum': (Real(0.1, 0.98), nop), 'nesterovs_momentum': (Categorical([True, False]), nop), 'beta_1': (Real(0.1, 0.98), nop), 'beta_2': (Real(0.1, 0.9999999), nop), } MODELS = { MLPRegressor: nnparams, SVR: { 'C': (Real(-4.0, 4.0), pow10map), 'epsilon': (Real(-4.0, 1.0), pow10map), 'gamma': (Real(-4.0, 1.0), pow10map), }, DecisionTreeRegressor: { 'max_depth': (Real(1.0, 4.0), pow2intmap), 'min_samples_split': (Real(1.0, 8.0), pow2intmap), }, MLPClassifier: nnparams, SVC: {'C': (Real(-4.0, 4.0), pow10map), 'gamma': (Real(-4.0, 1.0), pow10map)}, DecisionTreeClassifier: { 'max_depth': (Real(1.0, 4.0), pow2intmap), 'min_samples_split': (Real(1.0, 8.0), pow2intmap), }, } # every dataset should have have a mapping to the mixin that can handle it. DATASETS = { "Boston": RegressorMixin, "Housing": RegressorMixin, "digits": ClassifierMixin, "Climate Model Crashes": ClassifierMixin, } # bunch of dataset preprocessing functions below def split_normalize(X, y, random_state): """Splits data into training and validation parts. Test data is assumed to be used after optimization. Parameters ---------- * `X` [array-like, shape = (n_samples, n_features)]: Training data. * `y`: [array-like, shape = (n_samples)]: Target values. Returns ------- Split of data into training and validation sets. 70% of data is used for training, rest for validation. """ X_train, X_test, y_train, y_test = train_test_split( X, y, train_size=0.7, random_state=random_state ) sc = StandardScaler() sc.fit(X_train, y_train) X_train, X_test = sc.transform(X_train), sc.transform(X_test) return X_train, y_train, X_test, y_test # this is used to process the output of fetch_mldata def load_data_target(name): """Loads data and target given the name of the dataset.""" if name == "Boston": data = load_boston() elif name == "Housing": data = fetch_california_housing() dataset_size = 1000 # this is necessary so that SVR does not slow down too much data["data"] = data["data"][:dataset_size] data["target"] = data["target"][:dataset_size] elif name == "digits": data = load_digits() elif name == "Climate Model Crashes": try: data = fetch_mldata("climate-model-simulation-crashes") except HTTPError as e: print(e) url = "https://archive.ics.uci.edu/ml/machine-learning-databases/00252/pop_failures.dat" data = urlopen(url).read().split('\n')[1:] data = [[float(v) for v in d.split()] for d in data] samples = np.array(data) data = dict() data["data"] = samples[:, :-1] data["target"] = np.array(samples[:, -1], dtype=np.int) else: raise ValueError("dataset not supported.") return data["data"], data["target"] class MLBench: """A class which is used to perform benchmarking of black box optimization algorithms on various machine learning problems. On instantiation, the dataset is loaded that is used for experimentation and is kept in memory in order to avoid delays due to reloading of data. Parameters ---------- * `model`: scikit-learn estimator An instance of a sklearn estimator. * `dataset`: str Name of the dataset. * `random_state`: seed Initialization for the random number generator in numpy. """ def __init__(self, model, dataset, random_state): X, Y = load_data_target(dataset) self.X_train, self.y_train, self.X_test, self.y_test = split_normalize( X, Y, random_state ) self.random_state = random_state self.model = model self.space = MODELS[model] def evaluate(self, point): """Fits model using the particular setting of hyperparameters and evaluates the model validation data. Parameters ---------- * `point`: dict A mapping of parameter names to the corresponding values Returns ------- * `score`: float Score (more is better!) for some specific point """ X_train, y_train, X_test, y_test = ( self.X_train, self.y_train, self.X_test, self.y_test, ) # apply transformation to model parameters, for example exp transformation point_mapped = {} for param, val in point.items(): point_mapped[param] = self.space[param][1](val) model_instance = self.model(**point_mapped) if 'random_state' in model_instance.get_params(): model_instance.set_params(random_state=self.random_state) min_obj_val = -5.0 # Infeasible parameters are expected to raise an exception, thus the try # catch below, infeasible parameters yield assumed smallest objective. try: model_instance.fit(X_train, y_train) if isinstance(model_instance, RegressorMixin): # r^2 metric y_predicted = model_instance.predict(X_test) score = r2_score(y_test, y_predicted) elif isinstance(model_instance, ClassifierMixin): # log loss y_predicted = model_instance.predict_proba(X_test) score = -log_loss( y_test, y_predicted ) # in the context of this function, the higher score is better # avoid any kind of singularitites, eg probability being zero, and thus breaking the log_loss if math.isnan(score): score = min_obj_val score = max(score, min_obj_val) # this is necessary to avoid -inf or NaN except BaseException: score = min_obj_val # on error: return assumed smallest value of objective function return score # this is necessary to generate table for README in the end table_template = """|Blackbox Function| Minimum | Best minimum | Mean f_calls to min | Std f_calls to min | Fastest f_calls to min ------------------|------------|-----------|---------------------|--------------------|----------------------- | """ def calculate_performance(all_data): """Calculates the performance metrics as found in "benchmarks" folder of scikit- optimize and prints them in console. Parameters ---------- * `all_data`: dict Traces data collected during run of algorithms. For more details, see 'evaluate_optimizer' function. """ sorted_traces = defaultdict(list) for model in all_data: for dataset in all_data[model]: for algorithm in all_data[model][dataset]: data = all_data[model][dataset][algorithm] # leave only best objective values at particular iteration best = [[v[-1] for v in d] for d in data] supervised_learning_type = ( "Regression" if ("Regressor" in model) else "Classification" ) # for every item in sorted_traces it is 2d array, where first dimension corresponds to # particular repeat of experiment, and second dimension corresponds to index # of optimization step during optimization key = (algorithm, supervised_learning_type) sorted_traces[key].append(best) # calculate averages for key in sorted_traces: # the meta objective: average over multiple tasks mean_obj_vals = np.mean(sorted_traces[key], axis=0) minimums = np.min(mean_obj_vals, axis=1) f_calls = np.argmin(mean_obj_vals, axis=1) min_mean = np.mean(minimums) min_stdd = np.std(minimums) min_best = np.min(minimums) f_mean = np.mean(f_calls) f_stdd = np.std(f_calls) f_best = np.min(f_calls) def fmt(float_value): return "%.3f" % float_value output = ( str(key[0]) + " | " + " | ".join( [fmt(min_mean) + " +/- " + fmt(min_stdd)] + [fmt(v) for v in [min_best, f_mean, f_stdd, f_best]] ) ) result = table_template + output print("") print(key[1]) print(result) def evaluate_optimizer(surrogate_minimize, model, dataset, n_calls, random_state): """Evaluates some estimator for the task of optimization of parameters of some model, given limited number of model evaluations. Parameters ---------- * `surrogate_minimize`: Minimization function from skopt (eg gp_minimize) that is used to minimize the objective. * `model`: scikit-learn estimator. sklearn estimator used for parameter tuning. * `dataset`: str Name of dataset to train ML model on. * `n_calls`: int Budget of evaluations * `random_state`: seed Set the random number generator in numpy. Returns ------- * `trace`: list of tuples (p, f(p), best), where p is a dictionary of the form "param name":value, and f(p) is performance achieved by the model for configuration p and best is the best value till that index. Such a list contains history of execution of optimization. """ # below seed is necessary for processes which fork at the same time # so that random numbers generated in processes are different np.random.seed(random_state) problem = MLBench(model, dataset, random_state) space = problem.space dimensions_names = sorted(space) dimensions = [space[d][0] for d in dimensions_names] def objective(x): # convert list of dimension values to dictionary x = dict(zip(dimensions_names, x)) # the result of "evaluate" is accuracy / r^2, which is the more the better y = -problem.evaluate(x) return y # optimization loop result = surrogate_minimize( objective, dimensions, n_calls=n_calls, random_state=random_state ) trace = [] min_y = np.inf for x, y in zip(result.x_iters, result.func_vals): min_y = min(y, min_y) x_dct = dict(zip(dimensions_names, x)) trace.append((x_dct, y, min_y)) print(random_state) return trace def run(n_calls=32, n_runs=1, save_traces=True, n_jobs=1): """Main function used to run the experiments. Parameters ---------- * `n_calls`: int Evaluation budget. * `n_runs`: int Number of times to repeat the optimization in order to average out noise. * `save_traces`: bool Whether or not to save data collected during optimization * `n_jobs`: int Number of different repeats of optimization to run in parallel. """ surrogate_minimizers = [gbrt_minimize, forest_minimize, gp_minimize] selected_models = sorted(MODELS, key=lambda x: x.__name__) selected_datasets = DATASETS.keys() # all the parameter values and objectives collected during execution are stored in list below all_data = {} for model in selected_models: all_data[model] = {} for dataset in selected_datasets: if not issubclass(model, DATASETS[dataset]): continue all_data[model][dataset] = {} for surrogate_minimizer in surrogate_minimizers: print(surrogate_minimizer.__name__, model.__name__, dataset) seeds = np.random.randint(0, 2**30, n_runs) raw_trace = Parallel(n_jobs=n_jobs)( delayed(evaluate_optimizer)( surrogate_minimizer, model, dataset, n_calls, seed ) for seed in seeds ) all_data[model][dataset][surrogate_minimizer.__name__] = raw_trace # convert the model keys to strings so that results can be saved as json all_data = {k.__name__: v for k, v in all_data.items()} # dump the recorded objective values as json if save_traces: with open(datetime.now().strftime("%m_%Y_%d_%H_%m_%s") + '.json', 'w') as f: json.dump(all_data, f) calculate_performance(all_data) if __name__ == "__main__": import argparse parser = argparse.ArgumentParser() parser.add_argument( '--n_calls', nargs="?", default=50, type=int, help="Number of function calls." ) parser.add_argument( '--n_runs', nargs="?", default=10, type=int, help="Number of re-runs of single algorithm on single instance of a " "problem, in order to average out the noise.", ) parser.add_argument( '--save_traces', nargs="?", default=False, type=bool, help="Whether to save pairs (point, objective, best_objective) obtained" " during experiments in a json file.", ) parser.add_argument( '--n_jobs', nargs="?", default=1, type=int, help="Number of worker processes used for the benchmark.", ) args = parser.parse_args() run(args.n_calls, args.n_runs, args.save_traces, args.n_jobs) scikit-optimize-0.10.2/conftest.py000066400000000000000000000053431462762077000171350ustar00rootroot00000000000000# Even if empty this file is useful so that when running from the root folder # ./sklearn is added to sys.path by pytest. See # https://docs.pytest.org/en/latest/pythonpath.html for more details. For # example, this allows to build extensions in place and run pytest # doc/modules/clustering.rst and use sklearn from the local folder rather than # the one from site-packages. import platform import sys import pytest from _pytest.doctest import DoctestItem from packaging.version import Version, parse from skopt import _IS_32BIT PYTEST_MIN_VERSION = '3.6.0' if parse(pytest.__version__) < Version(PYTEST_MIN_VERSION): raise ImportError( 'Your version of pytest is too old, you should have ' 'at least pytest >= {} installed.'.format(PYTEST_MIN_VERSION) ) def pytest_addoption(parser): parser.addoption( "--skip-network", action="store_true", default=False, help="skip network tests" ) def pytest_collection_modifyitems(config, items): # FeatureHasher is not compatible with PyPy if platform.python_implementation() == 'PyPy': skip_marker = pytest.mark.skip( reason='FeatureHasher is not compatible with PyPy' ) for item in items: if item.name.endswith(('_hash.FeatureHasher', 'text.HashingVectorizer')): item.add_marker(skip_marker) # Skip tests which require internet if the flag is provided if config.getoption("--skip-network"): skip_network = pytest.mark.skip(reason="test requires internet connectivity") for item in items: if "network" in item.keywords: item.add_marker(skip_network) # numpy changed the str/repr formatting of numpy arrays in 1.14. We want to # run doctests only for numpy >= 1.14. skip_doctests = False try: import numpy as np if parse(np.__version__) < Version('1.14'): reason = 'doctests are only run for numpy >= 1.14' skip_doctests = True elif _IS_32BIT: reason = 'doctest are only run when the default numpy int is ' '64 bits.' skip_doctests = True elif sys.platform.startswith("win32"): reason = ( "doctests are not run for Windows because numpy arrays " "repr is inconsistent across platforms." ) skip_doctests = True except ImportError: pass if skip_doctests: skip_marker = pytest.mark.skip(reason=reason) for item in items: if isinstance(item, DoctestItem): item.add_marker(skip_marker) def pytest_configure(config): import sys sys._is_pytest_session = True def pytest_unconfigure(config): import sys del sys._is_pytest_session scikit-optimize-0.10.2/doc/000077500000000000000000000000001462762077000154765ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/Makefile000066400000000000000000000073761462762077000171530ustar00rootroot00000000000000# Makefile for Sphinx documentation # # You can set these variables from the command line. # SPHINXOPTS = -j auto SPHINXOPTS = SPHINXBUILD ?= sphinx-build PAPER = BUILDDIR = _build ifneq ($(EXAMPLES_PATTERN),) EXAMPLES_PATTERN_OPTS := -D sphinx_gallery_conf.filename_pattern="$(EXAMPLES_PATTERN)" endif # Internal variables. PAPEROPT_a4 = -D latex_paper_size=a4 PAPEROPT_letter = -D latex_paper_size=letter ALLSPHINXOPTS = -T -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS)\ $(EXAMPLES_PATTERN_OPTS) . .PHONY: help clean html dirhtml pickle json latex latexpdf changes linkcheck doctest optipng all: html-noplot help: @echo "Please use \`make ' where is one of" @echo " html to make standalone HTML files" @echo " dirhtml to make HTML files named index.html in directories" @echo " pickle to make pickle files" @echo " json to make JSON files" @echo " latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter" @echo " latexpdf to make LaTeX files and run them through pdflatex" @echo " changes to make an overview of all changed/added/deprecated items" @echo " linkcheck to check all external links for integrity" @echo " doctest to run all doctests embedded in the documentation (if enabled)" clean: -rm -rf $(BUILDDIR)/* -rm -rf auto_examples/ -rm -rf generated/* -rm -rf modules/generated/ html: # These two lines make the build a bit more lengthy, and the # the embedding of images more robust rm -rf $(BUILDDIR)/html/_images #rm -rf _build/doctrees/ $(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html/stable @echo @echo "Build finished. The HTML pages are in $(BUILDDIR)/html/stable" html-noplot: $(SPHINXBUILD) -D plot_gallery=0 -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html/stable @echo @echo "Build finished. The HTML pages are in $(BUILDDIR)/html/stable." dirhtml: $(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml @echo @echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml." pickle: $(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle @echo @echo "Build finished; now you can process the pickle files." json: $(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json @echo @echo "Build finished; now you can process the JSON files." latex: $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex @echo @echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex." @echo "Run \`make' in that directory to run these through (pdf)latex" \ "(use \`make latexpdf' here to do that automatically)." latexpdf: $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex @echo "Running LaTeX files through pdflatex..." make -C $(BUILDDIR)/latex all-pdf @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." changes: $(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes @echo @echo "The overview file is in $(BUILDDIR)/changes." linkcheck: $(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck @echo @echo "Link check complete; look for any errors in the above output " \ "or in $(BUILDDIR)/linkcheck/output.txt." doctest: $(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest @echo "Testing of doctests in the sources finished, look at the " \ "results in $(BUILDDIR)/doctest/output.txt." # download-data: # python -c "from sklearn.datasets._lfw import _check_fetch_lfw; _check_fetch_lfw()" # Optimize PNG files. Needs OptiPNG. Change the -P argument to the number of # cores you have available, so -P 64 if you have a real computer ;) optipng: find _build auto_examples */generated -name '*.png' -print0 \ | xargs -0 -n 1 -P 4 optipng -o10 dist: html latexpdf cp _build/latex/scikit-optimize.pdf _build/html/stable/_downloads/scikit-optimize-docs.pdf scikit-optimize-0.10.2/doc/auto_examples/000077500000000000000000000000001462762077000203445ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/auto_examples/ask-and-tell.ipynb000066400000000000000000000170051462762077000236660ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Async optimization Loop\nBayesian optimization is used to tune parameters for walking robots or other\nexperiments that are not a simple (expensive) function call.\n\nTim Head, February 2017.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nThey often follow a pattern a bit like this:\n\n1. ask for a new set of parameters\n2. walk to the experiment and program in the new parameters\n3. observe the outcome of running the experiment\n4. walk back to your laptop and tell the optimizer about the outcome\n5. go to step 1\n\nA setup like this is difficult to implement with the ***_minimize()** function\ninterface. This is why **scikit-optimize** has a ask-and-tell interface that\nyou can use when you want to control the execution of the optimization loop.\n\nThis notebook demonstrates how to use the ask and tell interface.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\n\nimport numpy as np\n\nnp.random.seed(1234)\nimport matplotlib.pyplot as plt\n\nfrom skopt import Optimizer\nfrom skopt.plots import plot_gaussian_process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Setup\nWe will use a simple 1D problem to illustrate the API. This is a little bit\nartificial as you normally would not use the ask-and-tell interface if you\nhad a function you can call to evaluate the objective.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our 1D toy problem, this is the function we are trying to\nminimize\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def objective(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\ndef objective_wo_noise(x, noise_level=0):\n return objective(x, noise_level=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here a quick plot to visualize what the function looks like:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Plot f(x) + contours\nplt.set_cmap(\"viridis\")\nx = np.linspace(-2, 2, 400).reshape(-1, 1)\nfx = np.array([objective(x_i, noise_level=0.0) for x_i in x])\nplt.plot(x, fx, \"r--\", label=\"True (unknown)\")\nplt.fill(\n np.concatenate([x, x[::-1]]),\n np.concatenate(\n (\n [fx_i - 1.9600 * noise_level for fx_i in fx],\n [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]],\n )\n ),\n alpha=0.2,\n fc=\"r\",\n ec=\"None\",\n)\nplt.legend()\nplt.grid()\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we setup the :class:`Optimizer` class. The arguments follow the meaning and\nnaming of the ***_minimize()** functions. An important difference is that\nyou do not pass the objective function to the optimizer.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n acq_func=\"EI\",\n acq_optimizer=\"sampling\",\n initial_point_generator=\"lhs\",\n)\n\n# To obtain a suggestion for the point at which to evaluate the objective\n# you call the ask() method of opt:\n\nnext_x = opt.ask()\nprint(next_x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a real world use case you would probably go away and use this\nparameter in your experiment and come back a while later with the\nresult. In this example we can simply evaluate the objective function\nand report the value back to the optimizer:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f_val = objective(next_x)\nopt.tell(next_x, f_val)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like ***_minimize()** the first few points are suggestions from\nthe initial point generator as there\nis no data yet with which to fit a surrogate model.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for i in range(9):\n next_x = opt.ask()\n f_val = objective(next_x)\n res = opt.tell(next_x, f_val)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the random suggestions and the first model that has been\nfit:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_gaussian_process(\n res,\n objective=objective_wo_noise,\n noise_level=noise_level,\n show_next_point=False,\n show_acq_func=True,\n)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us sample a few more points and plot the optimizer again:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for i in range(10):\n next_x = opt.ask()\n f_val = objective(next_x)\n res = opt.tell(next_x, f_val)\n\n_ = plot_gaussian_process(\n res,\n objective=objective_wo_noise,\n noise_level=noise_level,\n show_next_point=True,\n show_acq_func=True,\n)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By using the :class:`Optimizer` class directly you get control over the\noptimization loop.\n\nYou can also pickle your :class:`Optimizer` instance if you want to end the\nprocess running it and resume it later. This is handy if your experiment\ntakes a very long time and you want to shutdown your computer in the\nmeantime:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pickle\n\nwith open('my-optimizer.pkl', 'wb') as f:\n pickle.dump(opt, f)\n\nwith open('my-optimizer.pkl', 'rb') as f:\n opt_restored = pickle.load(f)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/ask-and-tell.py000066400000000000000000000115461462762077000232010ustar00rootroot00000000000000""" ======================= Async optimization Loop ======================= Bayesian optimization is used to tune parameters for walking robots or other experiments that are not a simple (expensive) function call. Tim Head, February 2017. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt They often follow a pattern a bit like this: 1. ask for a new set of parameters 2. walk to the experiment and program in the new parameters 3. observe the outcome of running the experiment 4. walk back to your laptop and tell the optimizer about the outcome 5. go to step 1 A setup like this is difficult to implement with the ***_minimize()** function interface. This is why **scikit-optimize** has a ask-and-tell interface that you can use when you want to control the execution of the optimization loop. This notebook demonstrates how to use the ask and tell interface. """ print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from skopt import Optimizer from skopt.plots import plot_gaussian_process ############################################################################# # The Setup # --------- # We will use a simple 1D problem to illustrate the API. This is a little bit # artificial as you normally would not use the ask-and-tell interface if you # had a function you can call to evaluate the objective. noise_level = 0.1 ######################################################################### # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x, noise_level=0): return objective(x, noise_level=0) ######################################################################### # Here a quick plot to visualize what the function looks like: # Plot f(x) + contours plt.set_cmap("viridis") x = np.linspace(-2, 2, 400).reshape(-1, 1) fx = np.array([objective(x_i, noise_level=0.0) for x_i in x]) plt.plot(x, fx, "r--", label="True (unknown)") plt.fill( np.concatenate([x, x[::-1]]), np.concatenate( ( [fx_i - 1.9600 * noise_level for fx_i in fx], [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]], ) ), alpha=0.2, fc="r", ec="None", ) plt.legend() plt.grid() plt.show() ######################################################################### # Now we setup the :class:`Optimizer` class. The arguments follow the meaning and # naming of the ***_minimize()** functions. An important difference is that # you do not pass the objective function to the optimizer. opt = Optimizer( [(-2.0, 2.0)], "GP", acq_func="EI", acq_optimizer="sampling", initial_point_generator="lhs", ) # To obtain a suggestion for the point at which to evaluate the objective # you call the ask() method of opt: next_x = opt.ask() print(next_x) ######################################################################### # In a real world use case you would probably go away and use this # parameter in your experiment and come back a while later with the # result. In this example we can simply evaluate the objective function # and report the value back to the optimizer: f_val = objective(next_x) opt.tell(next_x, f_val) ######################################################################### # Like ***_minimize()** the first few points are suggestions from # the initial point generator as there # is no data yet with which to fit a surrogate model. for i in range(9): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) ######################################################################### # We can now plot the random suggestions and the first model that has been # fit: _ = plot_gaussian_process( res, objective=objective_wo_noise, noise_level=noise_level, show_next_point=False, show_acq_func=True, ) plt.show() ######################################################################### # Let us sample a few more points and plot the optimizer again: for i in range(10): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) _ = plot_gaussian_process( res, objective=objective_wo_noise, noise_level=noise_level, show_next_point=True, show_acq_func=True, ) plt.show() ######################################################################### # By using the :class:`Optimizer` class directly you get control over the # optimization loop. # # You can also pickle your :class:`Optimizer` instance if you want to end the # process running it and resume it later. This is handy if your experiment # takes a very long time and you want to shutdown your computer in the # meantime: import pickle with open('my-optimizer.pkl', 'wb') as f: pickle.dump(opt, f) with open('my-optimizer.pkl', 'rb') as f: opt_restored = pickle.load(f) scikit-optimize-0.10.2/doc/auto_examples/ask-and-tell.py.md5000066400000000000000000000000401462762077000236500ustar00rootroot00000000000000bd9fde3e9df3898c106d0530a296b1c0scikit-optimize-0.10.2/doc/auto_examples/ask-and-tell.rst000066400000000000000000000215701462762077000233570ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\ask-and-tell.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_ask-and-tell.py: ======================= Async optimization Loop ======================= Bayesian optimization is used to tune parameters for walking robots or other experiments that are not a simple (expensive) function call. Tim Head, February 2017. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt They often follow a pattern a bit like this: 1. ask for a new set of parameters 2. walk to the experiment and program in the new parameters 3. observe the outcome of running the experiment 4. walk back to your laptop and tell the optimizer about the outcome 5. go to step 1 A setup like this is difficult to implement with the ***_minimize()** function interface. This is why **scikit-optimize** has a ask-and-tell interface that you can use when you want to control the execution of the optimization loop. This notebook demonstrates how to use the ask and tell interface. .. GENERATED FROM PYTHON SOURCE LINES 27-38 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from skopt import Optimizer from skopt.plots import plot_gaussian_process .. GENERATED FROM PYTHON SOURCE LINES 39-44 The Setup --------- We will use a simple 1D problem to illustrate the API. This is a little bit artificial as you normally would not use the ask-and-tell interface if you had a function you can call to evaluate the objective. .. GENERATED FROM PYTHON SOURCE LINES 44-48 .. code-block:: Python noise_level = 0.1 .. GENERATED FROM PYTHON SOURCE LINES 49-51 Our 1D toy problem, this is the function we are trying to minimize .. GENERATED FROM PYTHON SOURCE LINES 51-61 .. code-block:: Python def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x, noise_level=0): return objective(x, noise_level=0) .. GENERATED FROM PYTHON SOURCE LINES 62-63 Here a quick plot to visualize what the function looks like: .. GENERATED FROM PYTHON SOURCE LINES 63-85 .. code-block:: Python # Plot f(x) + contours plt.set_cmap("viridis") x = np.linspace(-2, 2, 400).reshape(-1, 1) fx = np.array([objective(x_i, noise_level=0.0) for x_i in x]) plt.plot(x, fx, "r--", label="True (unknown)") plt.fill( np.concatenate([x, x[::-1]]), np.concatenate( ( [fx_i - 1.9600 * noise_level for fx_i in fx], [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]], ) ), alpha=0.2, fc="r", ec="None", ) plt.legend() plt.grid() plt.show() .. image-sg:: /auto_examples/images/sphx_glr_ask-and-tell_001.png :alt: ask and tell :srcset: /auto_examples/images/sphx_glr_ask-and-tell_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 86-89 Now we setup the :class:`Optimizer` class. The arguments follow the meaning and naming of the ***_minimize()** functions. An important difference is that you do not pass the objective function to the optimizer. .. GENERATED FROM PYTHON SOURCE LINES 89-104 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", acq_func="EI", acq_optimizer="sampling", initial_point_generator="lhs", ) # To obtain a suggestion for the point at which to evaluate the objective # you call the ask() method of opt: next_x = opt.ask() print(next_x) .. rst-class:: sphx-glr-script-out .. code-block:: none [-0.7315058981975282] .. GENERATED FROM PYTHON SOURCE LINES 105-109 In a real world use case you would probably go away and use this parameter in your experiment and come back a while later with the result. In this example we can simply evaluate the objective function and report the value back to the optimizer: .. GENERATED FROM PYTHON SOURCE LINES 109-113 .. code-block:: Python f_val = objective(next_x) opt.tell(next_x, f_val) .. rst-class:: sphx-glr-script-out .. code-block:: none fun: 0.20718649236432957 x: [-0.7315058981975282] func_vals: [ 2.072e-01] x_iters: [[-0.7315058981975282]] models: [] space: Space([Real(low=-2.0, high=2.0, prior='uniform', transform='normalize')]) random_state: RandomState(MT19937) specs: args: dimensions: [(-2.0, 2.0)] base_estimator: GP n_random_starts: None n_initial_points: 10 initial_point_generator: lhs n_jobs: 1 acq_func: EI acq_optimizer: sampling random_state: None model_queue_size: None space_constraint: None acq_func_kwargs: None acq_optimizer_kwargs: None avoid_duplicates: True function: Optimizer .. GENERATED FROM PYTHON SOURCE LINES 114-117 Like ***_minimize()** the first few points are suggestions from the initial point generator as there is no data yet with which to fit a surrogate model. .. GENERATED FROM PYTHON SOURCE LINES 117-124 .. code-block:: Python for i in range(9): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) .. GENERATED FROM PYTHON SOURCE LINES 125-127 We can now plot the random suggestions and the first model that has been fit: .. GENERATED FROM PYTHON SOURCE LINES 127-135 .. code-block:: Python _ = plot_gaussian_process( res, objective=objective_wo_noise, noise_level=noise_level, show_next_point=False, show_acq_func=True, ) plt.show() .. image-sg:: /auto_examples/images/sphx_glr_ask-and-tell_002.png :alt: x* = -0.3201, f(x*) = -0.9482 :srcset: /auto_examples/images/sphx_glr_ask-and-tell_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 136-137 Let us sample a few more points and plot the optimizer again: .. GENERATED FROM PYTHON SOURCE LINES 137-152 .. code-block:: Python for i in range(10): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) _ = plot_gaussian_process( res, objective=objective_wo_noise, noise_level=noise_level, show_next_point=True, show_acq_func=True, ) plt.show() .. image-sg:: /auto_examples/images/sphx_glr_ask-and-tell_003.png :alt: x* = -0.3201, f(x*) = -0.9482 :srcset: /auto_examples/images/sphx_glr_ask-and-tell_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 153-160 By using the :class:`Optimizer` class directly you get control over the optimization loop. You can also pickle your :class:`Optimizer` instance if you want to end the process running it and resume it later. This is handy if your experiment takes a very long time and you want to shutdown your computer in the meantime: .. GENERATED FROM PYTHON SOURCE LINES 160-168 .. code-block:: Python import pickle with open('my-optimizer.pkl', 'wb') as f: pickle.dump(opt, f) with open('my-optimizer.pkl', 'rb') as f: opt_restored = pickle.load(f) .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 1.249 seconds) .. _sphx_glr_download_auto_examples_ask-and-tell.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/ask-and-tell.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: ask-and-tell.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: ask-and-tell.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/ask-and-tell_codeobj.pickle000066400000000000000000000024531462762077000255020ustar00rootroot00000000000000€• Ś collections”Ś OrderedDict”“”)R”(Śplt.fill”]”}”(Śname”Śfill”Śmodule”Śmatplotlib.pyplot”Ś module_short”Śmatplotlib.pyplot”Śis_class”‰Ś is_explicit”‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚ pickle.dump”]”}”(hŚdump”h Śpickle”h hh ‰h‰uaŚplt.show”]”}”(hŚshow”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚnp.sin”]”}”(hŚsin”h Śnumpy”h h*h ‰h‰uaŚ pickle.load”]”}”(hŚload”h Śpickle”h h/h ‰h‰uaŚnp.concatenate”]”}”(hŚ concatenate”h Śnumpy”h h4h ‰h‰uaŚplt.grid”]”}”(hŚgrid”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.tanh”]”}”(hŚtanh”h Śnumpy”h h?h ‰h‰uaŚ np.linspace”]”}”(hŚlinspace”h Śnumpy”h hDh ‰h‰uaŚnp.array”]”}”(hŚarray”h Śnumpy”h hIh ‰h‰uaŚ plt.set_cmap”]”}”(hŚset_cmap”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚ Optimizer”]”(}”(hŚ Optimizer”h Śskopt”h hTh ‰h‰u}”(hŚ Optimizer”h Śbuiltins”h hWh ‰hu}”(hŚ Optimizer”h hWh hWh ‰hu}”(hŚ Optimizer”h hWh hWh ‰hueŚplt.plot”]”}”(hŚplot”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚ plt.legend”]”}”(hŚlegend”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚplot_gaussian_process”]”}”(hŚplot_gaussian_process”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uau.scikit-optimize-0.10.2/doc/auto_examples/auto_examples_jupyter.zip000066400000000000000000004113261462762077000255270ustar00rootroot00000000000000PKŚnXMťo±ŃŃask-and-tell.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Async optimization Loop\nBayesian optimization is used to tune parameters for walking robots or other\nexperiments that are not a simple (expensive) function call.\n\nTim Head, February 2017.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nThey often follow a pattern a bit like this:\n\n1. ask for a new set of parameters\n2. walk to the experiment and program in the new parameters\n3. observe the outcome of running the experiment\n4. walk back to your laptop and tell the optimizer about the outcome\n5. go to step 1\n\nA setup like this is difficult to implement with the ***_minimize()** function\ninterface. This is why **scikit-optimize** has a ask-and-tell interface that\nyou can use when you want to control the execution of the optimization loop.\n\nThis notebook demonstrates how to use the ask and tell interface.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\n\nimport numpy as np\n\nnp.random.seed(1234)\nimport matplotlib.pyplot as plt\n\nfrom skopt import Optimizer\nfrom skopt.plots import plot_gaussian_process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Setup\nWe will use a simple 1D problem to illustrate the API. This is a little bit\nartificial as you normally would not use the ask-and-tell interface if you\nhad a function you can call to evaluate the objective.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our 1D toy problem, this is the function we are trying to\nminimize\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def objective(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\ndef objective_wo_noise(x, noise_level=0):\n return objective(x, noise_level=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here a quick plot to visualize what the function looks like:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Plot f(x) + contours\nplt.set_cmap(\"viridis\")\nx = np.linspace(-2, 2, 400).reshape(-1, 1)\nfx = np.array([objective(x_i, noise_level=0.0) for x_i in x])\nplt.plot(x, fx, \"r--\", label=\"True (unknown)\")\nplt.fill(\n np.concatenate([x, x[::-1]]),\n np.concatenate(\n (\n [fx_i - 1.9600 * noise_level for fx_i in fx],\n [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]],\n )\n ),\n alpha=0.2,\n fc=\"r\",\n ec=\"None\",\n)\nplt.legend()\nplt.grid()\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we setup the :class:`Optimizer` class. The arguments follow the meaning and\nnaming of the ***_minimize()** functions. An important difference is that\nyou do not pass the objective function to the optimizer.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n acq_func=\"EI\",\n acq_optimizer=\"sampling\",\n initial_point_generator=\"lhs\",\n)\n\n# To obtain a suggestion for the point at which to evaluate the objective\n# you call the ask() method of opt:\n\nnext_x = opt.ask()\nprint(next_x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a real world use case you would probably go away and use this\nparameter in your experiment and come back a while later with the\nresult. In this example we can simply evaluate the objective function\nand report the value back to the optimizer:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f_val = objective(next_x)\nopt.tell(next_x, f_val)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like ***_minimize()** the first few points are suggestions from\nthe initial point generator as there\nis no data yet with which to fit a surrogate model.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for i in range(9):\n next_x = opt.ask()\n f_val = objective(next_x)\n res = opt.tell(next_x, f_val)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the random suggestions and the first model that has been\nfit:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_gaussian_process(\n res,\n objective=objective_wo_noise,\n noise_level=noise_level,\n show_next_point=False,\n show_acq_func=True,\n)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us sample a few more points and plot the optimizer again:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for i in range(10):\n next_x = opt.ask()\n f_val = objective(next_x)\n res = opt.tell(next_x, f_val)\n\n_ = plot_gaussian_process(\n res,\n objective=objective_wo_noise,\n noise_level=noise_level,\n show_next_point=True,\n show_acq_func=True,\n)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By using the :class:`Optimizer` class directly you get control over the\noptimization loop.\n\nYou can also pickle your :class:`Optimizer` instance if you want to end the\nprocess running it and resume it later. This is handy if your experiment\ntakes a very long time and you want to shutdown your computer in the\nmeantime:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pickle\n\nwith open('my-optimizer.pkl', 'wb') as f:\n pickle.dump(opt, f)\n\nwith open('my-optimizer.pkl', 'rb') as f:\n opt_restored = pickle.load(f)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKöŚnXłľç&ç&bayesian-optimization.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Bayesian optimization with `skopt`\n\nGilles Louppe, Manoj Kumar July 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Problem statement\n\nWe are interested in solving\n\n\\begin{align}x^* = arg \\\\min_x f(x)\\end{align}\n\nunder the constraints that\n\n- $f$ is a black box for which no closed form is known\n (nor its gradients);\n- $f$ is expensive to evaluate;\n- and evaluations of $y = f(x)$ may be noisy.\n\n**Disclaimer.** If you do not have these constraints, then there\nis certainly a better optimization algorithm than Bayesian optimization.\n\nThis example uses :class:`plots.plot_gaussian_process` which is available\nsince version 0.8.\n\n## Bayesian optimization loop\n\nFor $t=1:T$:\n\n1. Given observations $(x_i, y_i=f(x_i))$ for $i=1:t$, build a\n probabilistic model for the objective $f$. Integrate out all\n possible true functions, using Gaussian process regression.\n\n2. optimize a cheap acquisition/utility function $u$ based on the\n posterior distribution for sampling the next point.\n $x_{t+1} = arg \\\\min_x u(x)$\n Exploit uncertainty to balance exploration against exploitation.\n\n3. Sample the next observation $y_{t+1}$ at $x_{t+1}$.\n\n\n## Acquisition functions\n\nAcquisition functions $u(x)$ specify which sample $x$: should be\ntried next:\n\n- Expected improvement (default):\n $-EI(x) = -\\\\mathbb{E} [f(x) - f(x_t^+)]$\n- Lower confidence bound: $LCB(x) = \\\\mu_{GP}(x) + \\\\kappa \\\\sigma_{GP}(x)$\n- Probability of improvement: $-PI(x) = -P(f(x) \\\\geq f(x_t^+) + \\\\kappa)$\n\nwhere $x_t^+$ is the best point observed so far.\n\nIn most cases, acquisition functions provide knobs (e.g., $\\\\kappa$) for\ncontrolling the exploration-exploitation trade-off.\n- Search in regions where $\\\\mu_{GP}(x)$ is high (exploitation)\n- Probe regions where uncertainty $\\\\sigma_{GP}(x)$ is high (exploration)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\n\nimport numpy as np\n\nnp.random.seed(237)\nimport matplotlib.pyplot as plt\n\nfrom skopt.plots import plot_gaussian_process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy example\n\nLet assume the following noisy function $f$:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1\n\n\ndef f(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note.** In `skopt`, functions $f$ are assumed to take as input a 1D\nvector $x$: represented as an array-like and to return a scalar\n$f(x)$:.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Plot f(x) + contours\nx = np.linspace(-2, 2, 400).reshape(-1, 1)\nfx = [f(x_i, noise_level=0.0) for x_i in x]\nplt.plot(x, fx, \"r--\", label=\"True (unknown)\")\nplt.fill(\n np.concatenate([x, x[::-1]]),\n np.concatenate(\n (\n [fx_i - 1.9600 * noise_level for fx_i in fx],\n [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]],\n )\n ),\n alpha=0.2,\n fc=\"r\",\n ec=\"None\",\n)\nplt.legend()\nplt.grid()\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bayesian optimization based on gaussian process regression is implemented in\n:class:`gp_minimize` and can be carried out as follows:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import gp_minimize\n\nres = gp_minimize(\n f, # the function to minimize\n [(-2.0, 2.0)], # the bounds on each dimension of x\n acq_func=\"EI\", # the acquisition function\n n_calls=15, # the number of evaluations of f\n n_random_starts=5, # the number of random initialization points\n noise=0.1**2, # the noise level (optional)\n random_state=1234,\n) # the random seed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Accordingly, the approximated minimum is found to be:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f\"x^*={res.x[0]:.4f}, f(x^*)={res.fun:.4f}\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For further inspection of the results, attributes of the `res` named tuple\nprovide the following information:\n\n- `x` [float]: location of the minimum.\n- `fun` [float]: function value at the minimum.\n- `models`: surrogate models used for each iteration.\n- `x_iters` [array]:\n location of function evaluation for each iteration.\n- `func_vals` [array]: function value for each iteration.\n- `space` [Space]: the optimization space.\n- `specs` [dict]: parameters passed to the function.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Together these attributes can be used to visually inspect the results of the\nminimization, such as the convergence trace or the acquisition function at\nthe last iteration:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_convergence\n\nplot_convergence(res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now visually examine\n\n1. The approximation of the fit gp model to the original function.\n2. The acquisition values that determine the next point to be queried.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (8, 14)\n\n\ndef f_wo_noise(x):\n return f(x, noise_level=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the 5 iterations following the 5 random points\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for n_iter in range(5):\n # Plot true function.\n plt.subplot(5, 2, 2 * n_iter + 1)\n\n if n_iter == 0:\n show_legend = True\n else:\n show_legend = False\n\n ax = plot_gaussian_process(\n res,\n n_calls=n_iter,\n objective=f_wo_noise,\n noise_level=noise_level,\n show_legend=show_legend,\n show_title=False,\n show_next_point=False,\n show_acq_func=False,\n )\n ax.set_ylabel(\"\")\n ax.set_xlabel(\"\")\n # Plot EI(x)\n plt.subplot(5, 2, 2 * n_iter + 2)\n ax = plot_gaussian_process(\n res,\n n_calls=n_iter,\n show_legend=show_legend,\n show_title=False,\n show_mu=False,\n show_acq_func=True,\n show_observations=False,\n show_next_point=True,\n )\n ax.set_ylabel(\"\")\n ax.set_xlabel(\"\")\n\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first column shows the following:\n\n1. The true function.\n2. The approximation to the original function by the gaussian process model\n3. How sure the GP is about the function.\n\nThe second column shows the acquisition function values after every\nsurrogate model is fit. It is possible that we do not choose the global\nminimum but a local minimum depending on the minimizer used to minimize\nthe acquisition function.\n\nAt the points closer to the points previously evaluated at, the variance\ndips to zero.\n\nFinally, as we increase the number of points, the GP model approaches\nthe actual function. The final few points are clustered around the minimum\nbecause the GP does not gain anything more by further exploration:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (6, 4)\n\n# Plot f(x) + contours\n_ = plot_gaussian_process(res, objective=f_wo_noise, noise_level=noise_level)\n\nplt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKJŤnXűE,ńÝ8Ý8!exploration-vs-exploitation.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Exploration vs exploitation\n\nSigurd Carlen, September 2019.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n\nWe can control how much the acqusition function favors exploration and\nexploitation by tweaking the two parameters kappa and xi. Higher values\nmeans more exploration and less exploitation and vice versa with low values.\n\nkappa is only used if acq_func is set to \"LCB\". xi is used when acq_func is\n\"EI\" or \"PI\". By default the acqusition function is set to \"gp_hedge\" which\nchooses the best of these three. Therefore I recommend not using gp_hedge\nwhen tweaking exploration/exploitation, but instead choosing \"LCB\",\n\"EI\" or \"PI\".\n\nThe way to pass kappa and xi to the optimizer is to use the named argument\n\"acq_func_kwargs\". This is a dict of extra arguments for the aqcuisition\nfunction.\n\nIf you want opt.ask() to give a new acquisition value immediately after\ntweaking kappa or xi call opt.update_next(). This ensures that the next\nvalue is updated with the new acquisition parameters.\n\nThis example uses :class:`plots.plot_gaussian_process` which is available\nsince version 0.8.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\n\nimport numpy as np\n\nnp.random.seed(1234)\nfrom skopt import Optimizer\nfrom skopt.plots import plot_gaussian_process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy example\nFirst we define our objective like in the ask-and-tell example notebook and\ndefine a plotting function. We do however only use on initial random point.\nAll points after the first one is therefore chosen by the acquisition\nfunction.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1\n\n\n# Our 1D toy problem, this is the function we are trying to\n# minimize\ndef objective(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\ndef objective_wo_noise(x):\n return objective(x, noise_level=0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer([(-2.0, 2.0)], \"GP\", n_initial_points=3, acq_optimizer=\"sampling\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting parameters\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plot_args = {\n \"objective\": objective_wo_noise,\n \"noise_level\": noise_level,\n \"show_legend\": True,\n \"show_title\": True,\n \"show_next_point\": False,\n \"show_acq_func\": True,\n}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We run a an optimization loop with standard settings\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for i in range(30):\n next_x = opt.ask()\n f_val = objective(next_x)\n opt.tell(next_x, f_val)\n# The same output could be created with opt.run(objective, n_iter=30)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that some minima is found and \"exploited\"\n\nNow lets try to set kappa and xi using'to other values and\npass it to the optimizer:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "acq_func_kwargs = {\"xi\": 10000, \"kappa\": 10000}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the points are more random now.\n\nThis works both for kappa when using acq_func=\"LCB\":\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"LCB\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for xi when using acq_func=\"EI\": or acq_func=\"PI\":\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"PI\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets try MES with 50 points:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "acq_func_kwargs = {\"n_min_samples\": 150}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"MES\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also favor exploitaton:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "acq_func_kwargs = {\"xi\": 0.000001, \"kappa\": 0.001}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"LCB\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"EI\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"PI\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that negative values does not work with the \"PI\"-acquisition function\nbut works with \"EI\":\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "acq_func_kwargs = {\"xi\": -1000000000000}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"PI\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"EI\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing kappa and xi on the go\nIf we want to change kappa or ki at any point during our optimization\nprocess we just replace opt.acq_func_kwargs. Remember to call\n`opt.update_next()` after the change, in order for next point to be\nrecalculated.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "acq_func_kwargs = {\"kappa\": 0}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt = Optimizer(\n [(-2.0, 2.0)],\n \"GP\",\n n_initial_points=3,\n acq_func=\"LCB\",\n acq_optimizer=\"sampling\",\n acq_func_kwargs=acq_func_kwargs,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.acq_func_kwargs" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "acq_func_kwargs = {\"kappa\": 100000}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.acq_func_kwargs = acq_func_kwargs\nopt.update_next()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt.run(objective, n_iter=20)\n_ = plot_gaussian_process(opt.get_result(), **plot_args)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKŚnXOĺ„T››!hyperparameter-optimization.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Tuning a scikit-learn estimator with `skopt`\n\nGilles Louppe, July 2016\nKatie Malone, August 2016\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nIf you are looking for a :obj:`sklearn.model_selection.GridSearchCV` replacement checkout\n`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` instead.\n\n## Problem statement\n\nTuning the hyper-parameters of a machine learning model is often carried out\nusing an exhaustive exploration of (a subset of) the space all hyper-parameter\nconfigurations (e.g., using :obj:`sklearn.model_selection.GridSearchCV`), which\noften results in a very time consuming operation.\n\nIn this notebook, we illustrate how to couple :class:`gp_minimize` with sklearn's\nestimators to tune hyper-parameters using sequential model-based optimisation,\nhopefully resulting in equivalent or better solutions, but within fewer\nevaluations.\n\nNote: scikit-optimize provides a dedicated interface for estimator tuning via\n:class:`BayesSearchCV` class which has a similar interface to those of\n:obj:`sklearn.model_selection.GridSearchCV`. This class uses functions of skopt to perform hyperparameter\nsearch efficiently. For example usage of this class, see\n`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py`\nexample notebook.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\nfrom sklearn.datasets import fetch_california_housing\nfrom sklearn.ensemble import GradientBoostingRegressor\nfrom sklearn.model_selection import cross_val_score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective\nTo tune the hyper-parameters of our model we need to define a model,\ndecide which parameters to optimize, and define the objective function\nwe want to minimize.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "california_housing = fetch_california_housing()\nX, y = california_housing.data, california_housing.target\nn_features = X.shape[1]\n\n# gradient boosted trees tend to do well on problems like this\nreg = GradientBoostingRegressor(n_estimators=50, random_state=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to define the bounds of the dimensions of the search space\nwe want to explore and pick the objective. In this case the cross-validation\nmean absolute error of a gradient boosting regressor over the Boston\ndataset, as a function of its hyper-parameters.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.space import Integer, Real\nfrom skopt.utils import use_named_args\n\n# The list of hyper-parameters we want to optimize. For each one we define the\n# bounds, the corresponding scikit-learn parameter name, as well as how to\n# sample values from that dimension (`'log-uniform'` for the learning rate)\nspace = [\n Integer(1, 5, name='max_depth'),\n Real(10**-5, 10**0, \"log-uniform\", name='learning_rate'),\n Integer(1, n_features, name='max_features'),\n Integer(2, 100, name='min_samples_split'),\n Integer(1, 100, name='min_samples_leaf'),\n]\n\n\n# this decorator allows your objective function to receive a the parameters as\n# keyword arguments. This is particularly convenient when you want to set\n# scikit-learn estimator parameters\n@use_named_args(space)\ndef objective(**params):\n reg.set_params(**params)\n\n return -np.mean(\n cross_val_score(reg, X, y, cv=5, n_jobs=-1, scoring=\"neg_mean_absolute_error\")\n )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimize all the things!\nWith these two pieces, we are now ready for sequential model-based\noptimisation. Here we use gaussian process-based optimisation.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import gp_minimize\n\nres_gp = gp_minimize(objective, space, n_calls=50, random_state=0)\n\n\"Best score=%.4f\" % res_gp.fun" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(\n \"\"\"Best parameters:\n- max_depth=%d\n- learning_rate=%.6f\n- max_features=%d\n- min_samples_split=%d\n- min_samples_leaf=%d\"\"\"\n % (res_gp.x[0], res_gp.x[1], res_gp.x[2], res_gp.x[3], res_gp.x[4])\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convergence plot\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_convergence\n\nplot_convergence(res_gp)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKEŚnXLĹüL«« interruptible-optimization.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Interruptible optimization runs with checkpoints\n\nChristian Schell, Mai 2018\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Problem statement\n\nOptimization runs can take a very long time and even run for multiple days.\nIf for some reason the process has to be interrupted results are irreversibly\nlost, and the routine has to start over from the beginning.\n\nWith the help of the :class:`callbacks.CheckpointSaver` callback the optimizer's current state\ncan be saved after each iteration, allowing to restart from that point at any\ntime.\n\nThis is useful, for example,\n\n* if you don't know how long the process will take and cannot hog computational resources forever\n* if there might be system failures due to shaky infrastructure (or colleagues...)\n* if you want to adjust some parameters and continue with the already obtained results\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(777)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple example\n\nWe will use pretty much the same optimization problem as in the\n`sphx_glr_auto_examples_bayesian-optimization.py`\nnotebook. Additionally we will instantiate the :class:`callbacks.CheckpointSaver`\nand pass it to the minimizer:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import gp_minimize\nfrom skopt.callbacks import CheckpointSaver\n\nnoise_level = 0.1\n\n\ndef obj_fun(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\ncheckpoint_saver = CheckpointSaver(\"./checkpoint.pkl\", compress=9) # kwargs passed to `skopt.dump`\n\ngp_minimize(\n obj_fun, # the function to minimize\n [(-20.0, 20.0)], # the bounds on each dimension of x\n x0=[-20.0], # the starting point\n acq_func=\"LCB\", # the acquisition function (optional)\n n_calls=10, # number of evaluations of f including at x0\n n_random_starts=3, # the number of random initial points\n callback=[checkpoint_saver],\n # a list of callbacks including the checkpoint saver\n random_state=777,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's assume this did not finish at once but took some long time: you\nstarted this on Friday night, went out for the weekend and now, Monday\nmorning, you're eager to see the results. However, instead of the\nnotebook server you only see a blank page and your colleague Garry\ntells you that he had had an update scheduled for Sunday noon \u2013 who\ndoesn't like updates?\n\n:class:`gp_minimize` did not finish, and there is no `res` variable with the\nactual results!\n\n## Restoring the last checkpoint\n\nLuckily we employed the :class:`callbacks.CheckpointSaver` and can now restore the latest\nresult with :class:`skopt.load`\n(see `sphx_glr_auto_examples_store-and-load-results.py` for more\ninformation on that)\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import load\n\nres = load('./checkpoint.pkl')\n\nres.fun" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continue the search\n\nThe previous results can then be used to continue the optimization process:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x0 = res.x_iters\ny0 = res.func_vals\n\n# To ensure that the base estimator is loaded properly and that the next \n# parameters are new ones:\nbase_estimator = res.specs['args']['base_estimator']\nrandom_state = res.random_state\n\ngp_minimize(\n obj_fun, # the function to minimize\n [(-20.0, 20.0)], # the bounds on each dimension of x\n base_estimator=base_estimator, # warm-started base-estimator from checkpoint\n x0=x0, # already examined values for x\n y0=y0, # observed values for x0\n acq_func=\"LCB\", # the acquisition function (optional)\n n_calls=10, # number of evaluations of f including at x0\n n_random_starts=3, # the number of random initialization points\n callback=[checkpoint_saver],\n random_state=random_state,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Possible problems\n\n* **changes in search space:** You can use this technique to interrupt\n the search, tune the search space and continue the optimization. Note\n that the optimizers will complain if `x0` contains parameter values not\n covered by the dimension definitions, so in many cases shrinking the\n search space will not work without deleting the offending runs from\n `x0` and `y0`.\n* see `sphx_glr_auto_examples_store-and-load-results.py`\n\nfor more information on how the results get saved and possible caveats\n\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PK0ŤnXn…Tll-optimizer-with-different-base-estimator.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Use different base estimators for optimization\n\nSigurd Carlen, September 2019.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n\nTo use different base_estimator or create a regressor with different parameters,\nwe can create a regressor object and set it as kernel.\n\nThis example uses :class:`plots.plot_gaussian_process` which is available\nsince version 0.8.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\n\nimport numpy as np\n\nnp.random.seed(1234)\nimport matplotlib.pyplot as plt\n\nfrom skopt import Optimizer\nfrom skopt.plots import plot_gaussian_process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy example\n\nLet assume the following noisy function $f$:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1\n\n# Our 1D toy problem, this is the function we are trying to\n# minimize\n\n\ndef objective(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\ndef objective_wo_noise(x):\n return objective(x, noise_level=0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "opt_gp = Optimizer(\n [(-2.0, 2.0)],\n base_estimator=\"GP\",\n n_initial_points=5,\n acq_optimizer=\"sampling\",\n random_state=42,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_optimizer(res, n_iter, max_iters=5):\n if n_iter == 0:\n show_legend = True\n else:\n show_legend = False\n ax = plt.subplot(max_iters, 2, 2 * n_iter + 1)\n # Plot GP(x) + contours\n ax = plot_gaussian_process(\n res,\n ax=ax,\n objective=objective_wo_noise,\n noise_level=noise_level,\n show_legend=show_legend,\n show_title=True,\n show_next_point=False,\n show_acq_func=False,\n )\n ax.set_ylabel(\"\")\n ax.set_xlabel(\"\")\n if n_iter < max_iters - 1:\n ax.get_xaxis().set_ticklabels([])\n # Plot EI(x)\n ax = plt.subplot(max_iters, 2, 2 * n_iter + 2)\n ax = plot_gaussian_process(\n res,\n ax=ax,\n noise_level=noise_level,\n show_legend=show_legend,\n show_title=False,\n show_next_point=True,\n show_acq_func=True,\n show_observations=False,\n show_mu=False,\n )\n ax.set_ylabel(\"\")\n ax.set_xlabel(\"\")\n if n_iter < max_iters - 1:\n ax.get_xaxis().set_ticklabels([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GP kernel\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig = plt.figure()\nfig.suptitle(\"Standard GP kernel\")\nfor i in range(10):\n next_x = opt_gp.ask()\n f_val = objective(next_x)\n res = opt_gp.tell(next_x, f_val)\n if i >= 5:\n plot_optimizer(res, n_iter=i - 5, max_iters=5)\nplt.tight_layout(rect=[0, 0.03, 1, 0.95])\nplt.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test different kernels\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.gaussian_process.kernels import (\n RBF,\n ConstantKernel,\n DotProduct,\n ExpSineSquared,\n Matern,\n RationalQuadratic,\n)\n\nfrom skopt.learning import GaussianProcessRegressor\nfrom skopt.learning.gaussian_process.kernels import ConstantKernel, Matern\n\n# Gaussian process with Mat\u00e9rn kernel as surrogate model\n\n\nkernels = [\n (1.0 * RBF(length_scale=1.0, length_scale_bounds=(1e-1, 10.0)), \"RBF\"),\n (1.0 * RationalQuadratic(length_scale=1.0, alpha=0.1), \"RationalQuadratic\"),\n (1.0\n * ExpSineSquared(\n length_scale=1.0,\n periodicity=3.0,\n length_scale_bounds=(0.1, 10.0),\n periodicity_bounds=(1.0, 10.0),\n ), \"ExpSineSquared\"),\n # (ConstantKernel(0.1, (0.01, 10.0))\n # * (DotProduct(sigma_0=1.0, sigma_0_bounds=(0.1, 10.0)) ** 2), \"ConstantKernel\"),\n (1.0 * Matern(length_scale=1.0, length_scale_bounds=(1e-1, 10.0), nu=2.5), \"Matern\"),\n]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for kernel, label in kernels:\n gpr = GaussianProcessRegressor(\n kernel=kernel,\n alpha=noise_level**2,\n normalize_y=True,\n noise=\"gaussian\",\n n_restarts_optimizer=2,\n )\n opt = Optimizer(\n [(-2.0, 2.0)],\n base_estimator=gpr,\n n_initial_points=5,\n acq_optimizer=\"sampling\",\n random_state=42,\n )\n fig = plt.figure()\n fig.suptitle(label)\n for i in range(10):\n next_x = opt.ask()\n f_val = objective(next_x)\n res = opt.tell(next_x, f_val)\n if i >= 5:\n plot_optimizer(res, n_iter=i - 5, max_iters=5)\n plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKCŚnX¬Ë·fvvparallel-optimization.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Parallel optimization\n\nIaroslav Shcherbatyi, May 2017.\nReviewed by Manoj Kumar and Tim Head.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Introduction\n\nFor many practical black box optimization problems expensive objective can be\nevaluated in parallel at multiple points. This allows to get more objective\nevaluations per unit of time, which reduces the time necessary to reach good\nobjective values when appropriate optimization algorithms are used, see for\nexample results in [1]_ and the references therein.\n\n\nOne such example task is a selection of number and activation function of a\nneural network which results in highest accuracy for some machine learning\nproblem. For such task, multiple neural networks with different combinations\nof number of neurons and activation function type can be evaluated at the same\ntime in parallel on different cpu cores / computational nodes.\n\nThe \u201cask and tell\u201d API of scikit-optimize exposes functionality that allows to\nobtain multiple points for evaluation in parallel. Intended usage of this\ninterface is as follows:\n\n1. Initialize instance of the `Optimizer` class from skopt\n2. Obtain n points for evaluation in parallel by calling the `ask` method of an optimizer instance with the `n_points` argument set to n > 0\n3. Evaluate points\n4. Provide points and corresponding objectives using the `tell` method of an optimizer instance\n5. Continue from step 2 until eg maximum number of evaluations reached\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example\n\nA minimalistic example that uses joblib to parallelize evaluation of the\nobjective function is given below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from joblib import Parallel, delayed\n\nfrom skopt import Optimizer\n\n# example objective taken from skopt\nfrom skopt.benchmarks import branin\nfrom skopt.space import Real\n\noptimizer = Optimizer(\n dimensions=[Real(-5.0, 10.0), Real(0.0, 15.0)], random_state=1, base_estimator='gp'\n)\n\nfor i in range(10):\n x = optimizer.ask(n_points=4) # x is a list of n_points points\n y = Parallel(n_jobs=4)(delayed(branin)(v) for v in x) # evaluate points in parallel\n optimizer.tell(x, y)\n\n# takes ~ 20 sec to get here\nprint(min(optimizer.yi)) # print the best objective found" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if `n_points` is set to some integer > 0 for the `ask` method, the\nresult will be a list of points, even for `n_points` = 1. If the argument is\nset to `None` (default value) then a single point (but not a list of points)\nwill be returned.\n\nThe default \"minimum constant liar\" [1]_ parallelization strategy is used in\nthe example, which allows to obtain multiple points for evaluation with a\nsingle call to the `ask` method with any surrogate or acquisition function.\nParallelization strategy can be set using the \"strategy\" argument of `ask`.\nFor supported parallelization strategies see the documentation of\nscikit-optimize.\n\n.. [1] [](https://hal.archives-ouvertes.fr/hal-00732512/document)\n\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PK*ŤnX˙gçG % %&sklearn-gridsearchcv-replacement.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Scikit-learn hyperparameter search wrapper\n\nIaroslav Shcherbatyi, Tim Head and Gilles Louppe. June 2017.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Introduction\n\nThis example assumes basic familiarity with\n[scikit-learn](http://scikit-learn.org/stable/index.html).\n\nSearch for parameters of machine learning models that results in best\ncross-validation performance is necessary in almost all practical\ncases to get a model with best generalization estimate.\nA standard approach in scikit-learn is to use\n:obj:`sklearn.model_selection.GridSearchCV` class, which enumerates\nall combinations of hyperparameters values given as input.\nThis search complexity grows exponentially with the number of parameters.\nA more scalable approach is to use\n:obj:`sklearn.model_selection.RandomizedSearchCV`, which however does not\ntake advantage of the structure of a search space.\nScikit-optimize provides a drop-in replacement for these two scikit-learn\nmethods. The hyperparameter search is achieved by Bayesian Optimization\nAt each step of the optimization, a surrogate model infers the objective\nfunction using observed evluation results as priors. An acquisition function\nutilizes these predictions to navigate between exploration (sampling\nunexplored areas) and exploitation (focusing on regions likely containing\nthe global optimum). By balancing these two strategies, Bayesian Optimization\nidentifies probable optimal areas while ensuring comprehensive search\ncoverage.\nIn practice, this method often leads to quicker and better results.\n\nNote: for a manual hyperparameter optimization example, see\n\"Hyperparameter Optimization\" notebook.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\nfrom sklearn.datasets import load_digits\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.svm import SVC\n\nfrom skopt import BayesSearchCV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Minimal example\n\nA minimal example of optimizing hyperparameters of SVC (Support Vector machine Classifier) is given below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X, y = load_digits(n_class=10, return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(\n X, y, train_size=0.75, test_size=0.25, random_state=0\n)\n\n# log-uniform: understand as search over p = exp(x) by varying x\nopt = BayesSearchCV(\n SVC(),\n {\n 'C': (1e-6, 1e6, 'log-uniform'),\n 'gamma': (1e-6, 1e1, 'log-uniform'),\n 'degree': (1, 8), # integer valued parameter\n 'kernel': ['linear', 'poly', 'rbf'], # categorical parameter\n },\n n_iter=32,\n cv=3,\n)\n\nopt.fit(X_train, y_train)\n\nprint(\"val. score: %s\" % opt.best_score_)\nprint(\"test score: %s\" % opt.score(X_test, y_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced example\n\nIn practice, one wants to enumerate over multiple predictive model classes,\nwith different search spaces and number of evaluations per class. An\nexample of such search over parameters of Linear SVM, Kernel SVM, and\ndecision trees is given below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_digits\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.svm import SVC, LinearSVC\n\nfrom skopt import BayesSearchCV\nfrom skopt.plots import plot_histogram, plot_objective\nfrom skopt.space import Categorical, Integer, Real\n\nX, y = load_digits(n_class=10, return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n\n# pipeline class is used as estimator to enable\n# search over different model types\npipe = Pipeline([('model', SVC())])\n\n# single categorical value of 'model' parameter is\n# sets the model class\n# We will get ConvergenceWarnings because the problem is not well-conditioned.\n# But that's fine, this is just an example.\nlinsvc_search = {\n 'model': [LinearSVC(max_iter=1000, dual=\"auto\")],\n 'model__C': (1e-6, 1e6, 'log-uniform'),\n}\n\n# explicit dimension classes can be specified like this\nsvc_search = {\n 'model': Categorical([SVC()]),\n 'model__C': Real(1e-6, 1e6, prior='log-uniform'),\n 'model__gamma': Real(1e-6, 1e1, prior='log-uniform'),\n 'model__degree': Integer(1, 8),\n 'model__kernel': Categorical(['linear', 'poly', 'rbf']),\n}\n\nopt = BayesSearchCV(\n pipe,\n # (parameter space, # of evaluations)\n [(svc_search, 40), (linsvc_search, 16)],\n cv=3,\n)\n\nopt.fit(X_train, y_train)\n\nprint(\"val. score: %s\" % opt.best_score_)\nprint(\"test score: %s\" % opt.score(X_test, y_test))\nprint(\"best params: %s\" % str(opt.best_params_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Partial Dependence plot of the objective function for SVC\n\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n opt.optimizer_results_[0],\n dimensions=[\"C\", \"degree\", \"gamma\", \"kernel\"],\n n_minimum_search=int(1e8),\n)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot of the histogram for LinearSVC\n\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_histogram(opt.optimizer_results_[1], 1)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Progress monitoring and control using `callback` argument of `fit` method\n\nIt is possible to monitor the progress of :class:`BayesSearchCV` with an event\nhandler that is called on every step of subspace exploration. For single job\nmode, this is called on every evaluation of model configuration, and for\nparallel mode, this is called when n_jobs model configurations are evaluated\nin parallel.\n\nAdditionally, exploration can be stopped if the callback returns `True`.\nThis can be used to stop the exploration early, for instance when the\naccuracy that you get is sufficiently high.\n\nAn example usage is shown below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_iris\nfrom sklearn.svm import SVC\n\nfrom skopt import BayesSearchCV\n\nX, y = load_iris(return_X_y=True)\n\nsearchcv = BayesSearchCV(\n SVC(gamma='scale'),\n search_spaces={'C': (0.01, 100.0, 'log-uniform')},\n n_iter=10,\n cv=3,\n)\n\n\n# callback handler\ndef on_step(optim_result):\n score = -optim_result['fun']\n print(\"best score: %s\" % score)\n if score >= 0.98:\n print('Interrupting!')\n return True\n\n\nsearchcv.fit(X, y, callback=on_step)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Counting total iterations that will be used to explore all subspaces\n\nSubspaces in previous examples can further increase in complexity if you add\nnew model subspaces or dimensions for feature extraction pipelines. For\nmonitoring of progress, you would like to know the total number of\niterations it will take to explore all subspaces. This can be\ncalculated with `total_iterations` property, as in the code below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_iris\nfrom sklearn.svm import SVC\n\nfrom skopt import BayesSearchCV\n\nX, y = load_iris(return_X_y=True)\n\nsearchcv = BayesSearchCV(\n SVC(),\n search_spaces=[\n ({'C': (0.1, 1.0)}, 19), # 19 iterations for this subspace\n {'gamma': (0.1, 1.0)},\n ],\n n_iter=10,\n)\n\nprint(searchcv.total_iterations)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKDŚnX’'6HHstore-and-load-results.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Store and load `skopt` optimization results\n\nMikhail Pak, October 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Problem statement\n\nWe often want to store optimization results in a file. This can be useful,\nfor example,\n\n* if you want to share your results with colleagues;\n* if you want to archive and/or document your work;\n* or if you want to postprocess your results in a different Python instance or on an another computer.\n\nThe process of converting an object into a byte stream that can be stored in\na file is called _serialization_.\nConversely, _deserialization_ means loading an object from a byte stream.\n\n**Warning:** Deserialization is not secure against malicious or erroneous\ncode. Never load serialized data from untrusted or unauthenticated sources!\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nfrom skopt import gp_minimize" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple example\n\nWe will use the same optimization problem as in the\n`sphx_glr_auto_examples_bayesian-optimization.py` notebook:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1\n\n\ndef obj_fun(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\nres = gp_minimize(\n obj_fun, # the function to minimize\n [(-2.0, 2.0)], # the bounds on each dimension of x\n x0=[0.0], # the starting point\n acq_func=\"LCB\", # the acquisition function (optional)\n n_calls=15, # the number of evaluations of f including at x0\n n_random_starts=3, # the number of random initial points\n random_state=777,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As long as your Python session is active, you can access all the\noptimization results via the `res` object.\n\nSo how can you store this data in a file? `skopt` conveniently provides\nfunctions :class:`skopt.dump` and :class:`skopt.load` that handle this for you.\nThese functions are essentially thin wrappers around the\n[joblib](https://joblib.readthedocs.io/en/latest/) module's :obj:`joblib.dump` and :obj:`joblib.load`.\n\nWe will now show how to use :class:`skopt.dump` and :class:`skopt.load` for storing\nand loading results.\n\n## Using `skopt.dump()` and `skopt.load()`\n\nFor storing optimization results into a file, call the :class:`skopt.dump`\nfunction:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import dump, load\n\ndump(res, 'result.pkl')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And load from file using :class:`skopt.load`:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res_loaded = load('result.pkl')\n\nres_loaded.fun" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can fine-tune the serialization and deserialization process by calling\n:class:`skopt.dump` and :class:`skopt.load` with additional keyword arguments. See the\n[joblib](https://joblib.readthedocs.io/en/latest/) documentation\n:obj:`joblib.dump` and\n:obj:`joblib.load` for the additional parameters.\n\nFor instance, you can specify the compression algorithm and compression\nlevel (highest in this case):\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dump(res, 'result.gz', compress=9)\n\nfrom os.path import getsize\n\nprint('Without compression: {} bytes'.format(getsize('result.pkl')))\nprint('Compressed with gz: {} bytes'.format(getsize('result.gz')))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unserializable objective functions\n\nNotice that if your objective function is non-trivial (e.g. it calls MATLAB\nengine from Python), it might be not serializable and :class:`skopt.dump` will\nraise an exception when you try to store the optimization results.\nIn this case you should disable storing the objective function by calling\n:class:`skopt.dump` with the keyword argument `store_objective=False`:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dump(res, 'result_without_objective.pkl', store_objective=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the entry `'func'` is absent in the loaded object but is still\npresent in the local variable:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res_loaded_without_objective = load('result_without_objective.pkl')\n\nprint('Loaded object: ', res_loaded_without_objective.specs['args'].keys())\nprint('Local variable:', res.specs['args'].keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Possible problems\n\n* **Python versions incompatibility:** In general, objects serialized in\n Python 2 cannot be deserialized in Python 3 and vice versa.\n* **Security issues:** Once again, do not load any files from untrusted\n sources.\n* **Extremely large results objects:** If your optimization results object\n\nis extremely large, calling :class:`skopt.dump` with `store_objective=False` might\ncause performance issues. This is due to creation of a deep copy without the\nobjective function. If the objective function it is not critical to you, you\ncan simply delete it before calling :class:`skopt.dump`. In this case, no deep\ncopy is created:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "del res.specs['args']['func']\n\ndump(res, 'result_without_objective_2.pkl')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKôŚnXěŚ.ⶶstrategy-comparison.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing surrogate models\n\nTim Head, July 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nBayesian optimization or sequential model-based optimization uses a surrogate\nmodel to model the expensive to evaluate function `func`. There are several\nchoices for what kind of surrogate model to use. This notebook compares the\nperformance of:\n\n* gaussian processes,\n* extra trees, and\n* random forests\n\nas surrogate models. A purely random optimization strategy is also used as\na baseline.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\n\nfrom skopt.benchmarks import branin as _branin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy model\n\nWe will use the :class:`benchmarks.branin` function as toy model for the expensive function.\nIn a real world application this function would be unknown and expensive\nto evaluate.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def branin(x, noise_level=0.0):\n return _branin(x) + noise_level * np.random.randn()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from matplotlib.colors import LogNorm\n\n\ndef plot_branin():\n fig, ax = plt.subplots()\n\n x1_values = np.linspace(-5, 10, 100)\n x2_values = np.linspace(0, 15, 100)\n x_ax, y_ax = np.meshgrid(x1_values, x2_values)\n vals = np.c_[x_ax.ravel(), y_ax.ravel()]\n fx = np.reshape([branin(val) for val in vals], (100, 100))\n\n cm = ax.pcolormesh(\n x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r'\n )\n\n minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]])\n ax.plot(minima[:, 0], minima[:, 1], \"r.\", markersize=14, lw=0, label=\"Minima\")\n\n cb = fig.colorbar(cm)\n cb.set_label(\"f(x)\")\n\n ax.legend(loc=\"best\", numpoints=1)\n\n ax.set_xlabel(\"X1\")\n ax.set_xlim([-5, 10])\n ax.set_ylabel(\"X2\")\n ax.set_ylim([0, 15])\n\n\nplot_branin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows the value of the two-dimensional branin function and\nthe three minima.\n\n\n## Objective\n\nThe objective of this example is to find one of these minima in as\nfew iterations as possible. One iteration is defined as one call\nto the :class:`benchmarks.branin` function.\n\nWe will evaluate each model several times using a different seed for the\nrandom number generator. Then compare the average performance of these\nmodels. This makes the comparison more robust against models that get\n\"lucky\".\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from functools import partial\n\nfrom skopt import dummy_minimize, forest_minimize, gp_minimize\n\nfunc = partial(branin, noise_level=2.0)\nbounds = [(-5.0, 10.0), (0.0, 15.0)]\nn_calls = 60" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def run(minimizer, n_iter=5):\n return [\n minimizer(func, bounds, n_calls=n_calls, random_state=n) for n in range(n_iter)\n ]\n\n\n# Random search\ndummy_res = run(dummy_minimize)\n\n# Gaussian processes\ngp_res = run(gp_minimize)\n\n# Random forest\nrf_res = run(partial(forest_minimize, base_estimator=\"RF\"))\n\n# Extra trees\net_res = run(partial(forest_minimize, base_estimator=\"ET\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this can take a few minutes.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_convergence\n\nplot = plot_convergence(\n (\"dummy_minimize\", dummy_res),\n (\"gp_minimize\", gp_res),\n (\"forest_minimize('rf')\", rf_res),\n (\"forest_minimize('et)\", et_res),\n true_minimum=0.397887,\n yscale=\"log\",\n)\n\nplot.legend(loc=\"best\", prop={'size': 6}, numpoints=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows the value of the minimum found (y axis) as a function\nof the number of iterations performed so far (x axis). The dashed red line\nindicates the true value of the minimum of the :class:`benchmarks.branin` function.\n\nFor the first ten iterations all methods perform equally well as they all\nstart by creating ten random samples before fitting their respective model\nfor the first time. After iteration ten the next point at which\nto evaluate :class:`benchmarks.branin` is guided by the model, which is where differences\nstart to appear.\n\nEach minimizer only has access to noisy observations of the objective\nfunction, so as time passes (more iterations) it will start observing\nvalues that are below the true value simply because they are fluctuations.\n\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKµŤnXž†67ÇÇ&plots/partial-dependence-plot-2D.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Partial Dependence Plots 2D\n\nHvass-Labs Dec 2017\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nSimple example to show the new 2D plots.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nfrom math import exp\n\nimport numpy as np\n\nfrom skopt import gp_minimize\nfrom skopt.plots import plot_histogram, plot_objective, plot_objective_2D\nfrom skopt.space import Categorical, Integer, Real\nfrom skopt.utils import point_asdict\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dim_learning_rate = Real(name='learning_rate', low=1e-6, high=1e-2, prior='log-uniform')\ndim_num_dense_layers = Integer(name='num_dense_layers', low=1, high=5)\ndim_num_dense_nodes = Integer(name='num_dense_nodes', low=5, high=512)\ndim_activation = Categorical(name='activation', categories=['relu', 'sigmoid'])\n\ndimensions = [\n dim_learning_rate,\n dim_num_dense_layers,\n dim_num_dense_nodes,\n dim_activation,\n]\n\ndefault_parameters = [1e-4, 1, 64, 'relu']\n\n\ndef model_fitness(x):\n learning_rate, num_dense_layers, num_dense_nodes, activation = x\n\n fitness = (\n ((exp(learning_rate) - 1.0) * 1000) ** 2\n + (num_dense_layers) ** 2\n + (num_dense_nodes / 100) ** 2\n )\n\n fitness *= 1.0 + 0.1 * np.random.rand()\n\n if activation == 'sigmoid':\n fitness += 10\n\n return fitness\n\n\nprint(model_fitness(x=default_parameters))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "search_result = gp_minimize(\n func=model_fitness,\n dimensions=dimensions,\n n_calls=30,\n x0=default_parameters,\n random_state=123,\n)\n\nprint(search_result.x)\nprint(search_result.fun)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for fitness, x in sorted(zip(search_result.func_vals, search_result.x_iters)):\n print(fitness, x)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "space = search_result.space\n\nprint(search_result.x_iters)\n\nsearch_space = {name: space[name][1] for name in space.dimension_names}\n\nprint(point_asdict(search_space, default_parameters))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(\"Plotting now ...\")\n\n_ = plot_histogram(result=search_result, dimension_identifier='learning_rate', bins=20)\nplt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective_2D(\n result=search_result,\n dimension_identifier1='learning_rate',\n dimension_identifier2='num_dense_nodes',\n)\nplt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective_2D(\n result=search_result,\n dimension_identifier1='num_dense_layers',\n dimension_identifier2='num_dense_nodes',\n)\nplt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result=search_result, plot_dims=['num_dense_layers', 'num_dense_nodes']\n)\nplt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKŤnXŔđĘ˙˙4plots/partial-dependence-plot-with-categorical.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Partial Dependence Plots with categorical values\n\nSigurd Carlsen Feb 2019\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nPlot objective now supports optional use of partial dependence as well as\ndifferent methods of defining parameter values for dependency plots.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nfrom skopt.plots import plot_objective\n\nnp.random.seed(123)\nimport numpy as np\nfrom sklearn.datasets import load_breast_cancer\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.tree import DecisionTreeClassifier\n\nfrom skopt import gp_minimize\nfrom skopt.plots import plot_objective\nfrom skopt.space import Categorical, Integer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## objective function\nHere we define a function that we evaluate.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def objective(params):\n clf = DecisionTreeClassifier(\n **{dim.name: val for dim, val in zip(SPACE, params) if dim.name != 'dummy'}\n )\n return -np.mean(cross_val_score(clf, *load_breast_cancer(return_X_y=True)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bayesian optimization\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SPACE = [\n Integer(1, 20, name='max_depth'),\n Integer(2, 100, name='min_samples_split'),\n Integer(5, 30, name='min_samples_leaf'),\n Integer(1, 30, name='max_features'),\n Categorical(list('abc'), name='dummy'),\n Categorical(['gini', 'entropy'], name='criterion'),\n Categorical(list('def'), name='dummy'),\n]\n\nresult = gp_minimize(objective, SPACE, n_calls=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partial dependence plot\n\nHere we see an example of using partial dependence. Even when setting\nn_points all the way down to 10 from the default of 40, this method is\nstill very slow. This is because partial dependence calculates 250 extra\npredictions for each point on the plots.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot without partial dependence\nHere we plot without partial dependence. We see that it is a lot faster.\nAlso the values for the other parameters are set to the default \"result\"\nwhich is the parameter set of the best observed value so far. In the case\nof funny_func this is close to 0 for all parameters.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, sample_source='result', n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modify the shown minimum\nHere we try with setting the other parameters to something other than\n\"result\". When dealing with categorical dimensions we can't use\n'expected_minimum'. Therefore we try with \"expected_minimum_random\"\nwhich is a naive way of finding the minimum of the surrogate by only\nusing random sampling. `n_minimum_search` sets the number of random samples,\nwhich is used to find the minimum\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source='expected_minimum_random',\n minimum='expected_minimum_random',\n n_minimum_search=10000,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set a minimum location\nLastly we can also define these parameters ourselfs by\nparsing a list as the pars argument:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source=[15, 4, 7, 15, 'b', 'entropy', 'e'],\n minimum=[15, 4, 7, 15, 'b', 'entropy', 'e'],\n)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PK„ŤnXTßĐíí#plots/partial-dependence-plot.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Partial Dependence Plots\n\nSigurd Carlsen Feb 2019\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nPlot objective now supports optional use of partial dependence as well as\ndifferent methods of defining parameter values for dependency plots.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nfrom skopt import forest_minimize\nfrom skopt.plots import plot_objective\n\nnp.random.seed(123)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective function\nPlot objective now supports optional use of partial dependence as well as\ndifferent methods of defining parameter values for dependency plots\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Here we define a function that we evaluate.\ndef funny_func(x):\n s = 0\n for i in range(len(x)):\n s += (x[i] * i) ** 2\n return s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimisation using decision trees\nWe run forest_minimize on the function\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bounds = [\n (-1, 1.0),\n] * 3\nn_calls = 50\n\nresult = forest_minimize(\n funny_func, bounds, n_calls=n_calls, base_estimator=\"ET\", random_state=4\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partial dependence plot\nHere we see an example of using partial dependence. Even when setting\nn_points all the way down to 10 from the default of 40, this method is\nstill very slow. This is because partial dependence calculates 250 extra\npredictions for each point on the plots.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to change the location of the red dot, which normally shows\nthe position of the found minimum. We can set it 'expected_minimum',\nwhich is the minimum value of the surrogate function, obtained by a\nminimum search method.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, n_points=10, minimum='expected_minimum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot without partial dependence\nHere we plot without partial dependence. We see that it is a lot faster.\nAlso the values for the other parameters are set to the default \"result\"\nwhich is the parameter set of the best observed value so far. In the case\nof funny_func this is close to 0 for all parameters.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, sample_source='result', n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modify the shown minimum\nHere we try with setting the `minimum` parameters to something other than\n\"result\". First we try with \"expected_minimum\" which is the set of\nparameters that gives the miniumum value of the surrogate function,\nusing scipys minimum search method.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result, n_points=10, sample_source='expected_minimum', minimum='expected_minimum'\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"expected_minimum_random\" is a naive way of finding the minimum of the\nsurrogate by only using random sampling:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source='expected_minimum_random',\n minimum='expected_minimum_random',\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also specify how many initial samples are used for the two different\n\"expected_minimum\" methods. We set it to a low value in the next examples\nto showcase how it affects the minimum for the two methods.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source='expected_minimum_random',\n minimum='expected_minimum_random',\n n_minimum_search=10,\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source=\"expected_minimum\",\n minimum='expected_minimum',\n n_minimum_search=2,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set a minimum location\nLastly we can also define these parameters ourself by parsing a list\nas the minimum argument:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result, n_points=10, sample_source=[1, -0.5, 0.5], minimum=[1, -0.5, 0.5]\n)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PK±ŤnX/ş6Đ)Đ)plots/visualizing-results.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Visualizing optimization results\n\nTim Head, August 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nBayesian optimization or sequential model-based optimization uses a surrogate\nmodel to model the expensive to evaluate objective function `func`. It is\nthis model that is used to determine at which points to evaluate the expensive\nobjective next.\n\nTo help understand why the optimization process is proceeding the way it is,\nit is useful to plot the location and order of the points at which the\nobjective is evaluated. If everything is working as expected, early samples\nwill be spread over the whole parameter space and later samples should\ncluster around the minimum.\n\nThe :class:`plots.plot_evaluations` function helps with visualizing the location and\norder in which samples are evaluated for objectives with an arbitrary\nnumber of dimensions.\n\nThe :class:`plots.plot_objective` function plots the partial dependence of the objective,\nas represented by the surrogate model, for each dimension and as pairs of the\ninput dimensions.\n\nAll of the minimizers implemented in `skopt` return an [`OptimizeResult`]()\ninstance that can be inspected. Both :class:`plots.plot_evaluations` and :class:`plots.plot_objective`\nare helpers that do just that\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\n\nimport matplotlib.pyplot as plt\n\nfrom skopt.benchmarks import branin as branin\nfrom skopt.benchmarks import hart6 as hart6_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy models\n\nWe will use two different toy models to demonstrate how :class:`plots.plot_evaluations`\nworks.\n\nThe first model is the :class:`benchmarks.branin` function which has two dimensions and three\nminima.\n\nThe second model is the `hart6` function which has six dimension which makes\nit hard to visualize. This will show off the utility of\n:class:`plots.plot_evaluations`.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# redefined `hart6` to allow adding arbitrary \"noise\" dimensions\ndef hart6(x):\n return hart6_(x[:6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Starting with `branin`\n\nTo start let's take advantage of the fact that :class:`benchmarks.branin` is a simple\nfunction which can be visualised in two dimensions.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from matplotlib.colors import LogNorm\n\n\ndef plot_branin():\n fig, ax = plt.subplots()\n\n x1_values = np.linspace(-5, 10, 100)\n x2_values = np.linspace(0, 15, 100)\n x_ax, y_ax = np.meshgrid(x1_values, x2_values)\n vals = np.c_[x_ax.ravel(), y_ax.ravel()]\n fx = np.reshape([branin(val) for val in vals], (100, 100))\n\n cm = ax.pcolormesh(\n x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r'\n )\n\n minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]])\n ax.plot(minima[:, 0], minima[:, 1], \"r.\", markersize=14, lw=0, label=\"Minima\")\n\n cb = fig.colorbar(cm)\n cb.set_label(\"f(x)\")\n\n ax.legend(loc=\"best\", numpoints=1)\n\n ax.set_xlabel(\"$X_0$\")\n ax.set_xlim([-5, 10])\n ax.set_ylabel(\"$X_1$\")\n ax.set_ylim([0, 15])\n\n\nplot_branin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluating the objective function\n\nNext we use an extra trees based minimizer to find one of the minima of the\n:class:`benchmarks.branin` function. Then we visualize at which points the objective is being\nevaluated using :class:`plots.plot_evaluations`.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import dummy_minimize, forest_minimize\nfrom skopt.plots import plot_evaluations\n\nbounds = [(-5.0, 10.0), (0.0, 15.0)]\nn_calls = 20\nn_jobs = -1\n\nforest_res = forest_minimize(\n branin, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator=\"ET\", random_state=4\n)\n\n_ = plot_evaluations(forest_res, bins=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":class:`plots.plot_evaluations` creates a grid of size `n_dims` by `n_dims`.\nThe diagonal shows histograms for each of the dimensions. In the lower\ntriangle (just one plot in this case) a two dimensional scatter plot of all\npoints is shown. The order in which points were evaluated is encoded in the\ncolor of each point. Darker/purple colors correspond to earlier samples and\nlighter/yellow colors correspond to later samples. A red point shows the\nlocation of the minimum found by the optimization process.\n\nYou should be able to see that points start clustering around the location\nof the true miminum. The histograms show that the objective is evaluated\nmore often at locations near to one of the three minima.\n\nUsing :class:`plots.plot_objective` we can visualise the one dimensional partial\ndependence of the surrogate model for each dimension. The contour plot in\nthe bottom left corner shows the two dimensional partial dependence. In this\ncase this is the same as simply plotting the objective as it only has two\ndimensions.\n\n### Partial dependence plots\n\nPartial dependence plots were proposed by\n`Friedman (2001)`_\nas a method for interpreting the importance of input features used in\ngradient boosting machines. Given a function of $k$: variables\n$y=f\\left(x_1, x_2, ..., x_k\\right)$: the\npartial dependence of $f$ on the $i$-th variable $x_i$ is calculated as:\n$\\phi\\left( x_i \\right) = \\frac{1}{N} \\sum^N_{j=0}f\\left(x_{1,j}, x_{2,j}, ..., x_i, ..., x_{k,j}\\right)$:\nwith the sum running over a set of $N$ points drawn at random from the\nsearch space.\n\nThe idea is to visualize how the value of $x_j$: influences the function\n$f$: after averaging out the influence of all other variables.\n\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_objective\n\n_ = plot_objective(forest_res, n_samples=10, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two dimensional partial dependence plot can look like the true\nobjective but it does not have to. As points at which the objective function\nis being evaluated are concentrated around the suspected minimum the\nsurrogate model sometimes is not a good representation of the objective far\naway from the minima.\n\n## Random sampling\n\nCompare this to a minimizer which picks points at random. There is no\nstructure visible in the order in which it evaluates the objective. Because\nthere is no model involved in the process of picking sample points at\nrandom, we can not plot the partial dependence of the model.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dummy_res = dummy_minimize(branin, bounds, n_calls=n_calls, random_state=4)\n\n_ = plot_evaluations(dummy_res, bins=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working in six dimensions\n\nVisualising what happens in two dimensions is easy, where\n:class:`plots.plot_evaluations` and :class:`plots.plot_objective` start to be useful is when the\nnumber of dimensions grows. They take care of many of the more mundane\nthings needed to make good plots of all combinations of the dimensions.\n\nThe next example uses class:`benchmarks.hart6` which has six dimensions and shows both\n:class:`plots.plot_evaluations` and :class:`plots.plot_objective`.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bounds = [\n (0.0, 1.0)\n] * 6\n\nforest_res = forest_minimize(\n hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator=\"ET\", random_state=4\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_evaluations(forest_res)\n_ = plot_objective(forest_res, n_samples=10, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Going from 6 to 6+2 dimensions\n\nTo make things more interesting let's add two dimension to the problem.\nAs :class:`benchmarks.hart6` only depends on six dimensions we know that for this problem\nthe new dimensions will be \"flat\" or uninformative. This is clearly visible\nin both the placement of samples and the partial dependence plots.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bounds = [(0., 1.)] * 8\n\nforest_res = forest_minimize(\n hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator=\"ET\", random_state=4\n)\n\n_ = plot_evaluations(forest_res)\n_ = plot_objective(forest_res, n_samples=10, n_points=10)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKPŤnX«Y¦ń#ń#-sampler/initial-sampling-method-integer.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing initial sampling methods on integer space\n\nHolger Nahrstaedt 2020 Sigurd Carlsen October 2019\n\n.. currentmodule:: skopt\n\nWhen doing baysian optimization we often want to reserve some of the\nearly part of the optimization to pure exploration. By default the\noptimizer suggests purely random samples for the first n_initial_points\n(10 by default). The downside to this is that there is no guarantee that\nthese samples are spread out evenly across all the dimensions.\n\nSampling methods as Latin hypercube, Sobol', Halton and Hammersly\ntake advantage of the fact that we know beforehand how many random\npoints we want to sample. Then these points can be \"spread out\" in\nsuch a way that each dimension is explored.\n\nSee also the example on a real space\n`sphx_glr_auto_examples_initial_sampling_method.py`\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(1234)\nimport matplotlib.pyplot as plt\nfrom scipy.spatial.distance import pdist\n\nfrom skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol\nfrom skopt.space import Space" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_searchspace(x, title):\n fig, ax = plt.subplots()\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples')\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bs', markersize=40, alpha=0.5)\n # ax.legend(loc=\"best\", numpoints=1)\n ax.set_xlabel(\"X1\")\n ax.set_xlim([0, 5])\n ax.set_ylabel(\"X2\")\n ax.set_ylim([0, 5])\n plt.title(title)\n ax.grid(True)\n\n\nn_samples = 10\nspace = Space([(0, 5), (0, 5)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = space.rvs(n_samples)\nplot_searchspace(x, \"Random samples\")\npdist_data = []\nx_label = []\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"random\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sobol'\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sobol = Sobol()\nx = sobol.generate(space.dimensions, n_samples)\nplot_searchspace(x, \"Sobol'\")\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"sobol'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classic latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"classic\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'classic LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"lhs\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Centered latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"centered\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'centered LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"center\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximin optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"maximin\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'maximin LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"maximin\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"correlation\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'correlation LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"corr\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ratio optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"ratio\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'ratio LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"ratio\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Halton sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "halton = Halton()\nx = halton.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Halton')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"halton\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hammersly sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hammersly = Hammersly()\nx = hammersly.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Hammersly')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"hammersly\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = Grid(border=\"include\", use_full_layout=False)\nx = grid.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Grid')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"grid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pdist boxplot of all methods\n\nThis boxplot shows the distance between all generated points using\nEuclidian distance. The higher the value, the better the sampling method.\nIt can be seen that random has the worst performance\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig, ax = plt.subplots()\nax.boxplot(pdist_data)\nplt.grid(True)\nplt.ylabel(\"pdist\")\n_ = ax.set_ylim(0, 6)\n_ = ax.set_xticklabels(x_label, rotation=45, fontsize=8)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKMŤnX[şgM!M!%sampler/initial-sampling-method.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing initial sampling methods\n\nHolger Nahrstaedt 2020 Sigurd Carlsen October 2019\n\n.. currentmodule:: skopt\n\n\nWhen doing baysian optimization we often want to reserve some of the\nearly part of the optimization to pure exploration. By default the\noptimizer suggests purely random samples for the first n_initial_points\n(10 by default). The downside to this is that there is no guarantee that\nthese samples are spread out evenly across all the dimensions.\n\nSampling methods as Latin hypercube, Sobol', Halton and Hammersly\ntake advantage of the fact that we know beforehand how many random\npoints we want to sample. Then these points can be \"spread out\" in\nsuch a way that each dimension is explored.\n\nSee also the example on an integer space\n`sphx_glr_auto_examples_initial_sampling_method_integer.py`\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\nfrom scipy.spatial.distance import pdist\n\nfrom skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol\nfrom skopt.space import Space" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_searchspace(x, title):\n fig, ax = plt.subplots()\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples')\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', markersize=80, alpha=0.5)\n # ax.legend(loc=\"best\", numpoints=1)\n ax.set_xlabel(\"X1\")\n ax.set_xlim([-5, 10])\n ax.set_ylabel(\"X2\")\n ax.set_ylim([0, 15])\n plt.title(title)\n\n\nn_samples = 10\n\nspace = Space([(-5.0, 10.0), (0.0, 15.0)])\n# space.set_transformer(\"normalize\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = space.rvs(n_samples)\nplot_searchspace(x, \"Random samples\")\npdist_data = []\nx_label = []\npdist_data.append(pdist(x).flatten())\nx_label.append(\"random\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sobol'\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sobol = Sobol()\nx = sobol.generate(space.dimensions, n_samples)\nplot_searchspace(x, \"Sobol'\")\npdist_data.append(pdist(x).flatten())\nx_label.append(\"sobol'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classic Latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"classic\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'classic LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"lhs\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Centered Latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"centered\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'centered LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"center\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximin optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"maximin\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'maximin LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"maximin\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"correlation\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'correlation LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"corr\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ratio optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"ratio\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'ratio LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"ratio\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Halton sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "halton = Halton()\nx = halton.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Halton')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"halton\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hammersly sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hammersly = Hammersly()\nx = hammersly.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Hammersly')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"hammersly\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = Grid(border=\"include\", use_full_layout=False)\nx = grid.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Grid')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"grid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pdist boxplot of all methods\n\nThis boxplot shows the distance between all generated points using\nEuclidian distance. The higher the value, the better the sampling method.\nIt can be seen that random has the worst performance\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig, ax = plt.subplots()\nax.boxplot(pdist_data)\nplt.grid(True)\nplt.ylabel(\"pdist\")\n_ = ax.set_ylim(0, 12)\n_ = ax.set_xticklabels(x_label, rotation=45, fontsize=8)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKzŤnX‡}ŐĐ«"«"!sampler/sampling_comparison.ipynb{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing initial point generation methods\n\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nBayesian optimization or sequential model-based optimization uses a surrogate\nmodel to model the expensive to evaluate function `func`. There are several\nchoices for what kind of surrogate model to use. This notebook compares the\nperformance of:\n\n* Halton sequence,\n* Hammersly sequence,\n* Sobol' sequence and\n* Latin hypercube sampling\n\nas initial points. The purely random point generation is used as\na baseline.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\n\nfrom skopt.benchmarks import hart6 as hart6_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy model\n\nWe will use the :class:`benchmarks.hart6` function as toy model for the expensive function.\nIn a real world application this function would be unknown and expensive\nto evaluate.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# redefined `hart6` to allow adding arbitrary \"noise\" dimensions\ndef hart6(x, noise_level=0.0):\n return hart6_(x[:6]) + noise_level * np.random.randn()\n\n\nfrom skopt.benchmarks import branin as _branin\n\n\ndef branin(x, noise_level=0.0):\n return _branin(x) + noise_level * np.random.randn()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import time\n\nfrom matplotlib.pyplot import cm\n\nfrom skopt import gp_minimize\n\n\ndef plot_convergence(\n result_list, true_minimum=None, yscale=None, title=\"Convergence plot\"\n):\n\n ax = plt.gca()\n ax.set_title(title)\n ax.set_xlabel(\"Number of calls $n$\")\n ax.set_ylabel(r\"$\\min f(x)$ after $n$ calls\")\n ax.grid()\n if yscale is not None:\n ax.set_yscale(yscale)\n colors = cm.hsv(np.linspace(0.25, 1.0, len(result_list)))\n\n for results, color in zip(result_list, colors):\n name, results = results\n n_calls = len(results[0].x_iters)\n iterations = range(1, n_calls + 1)\n mins = [[np.min(r.func_vals[:i]) for i in iterations] for r in results]\n ax.plot(iterations, np.mean(mins, axis=0), c=color, label=name)\n # ax.errorbar(iterations, np.mean(mins, axis=0),\n # yerr=np.std(mins, axis=0), c=color, label=name)\n if true_minimum:\n ax.axhline(true_minimum, linestyle=\"--\", color=\"r\", lw=1, label=\"True minimum\")\n ax.legend(loc=\"best\")\n return ax\n\n\ndef run(minimizer, initial_point_generator, n_initial_points=10, n_repeats=1):\n return [\n minimizer(\n func,\n bounds,\n n_initial_points=n_initial_points,\n initial_point_generator=initial_point_generator,\n n_calls=n_calls,\n random_state=n,\n )\n for n in range(n_repeats)\n ]\n\n\ndef run_measure(initial_point_generator, n_initial_points=10):\n start = time.time()\n # n_repeats must set to a much higher value to obtain meaningful results.\n n_repeats = 1\n res = run(\n gp_minimize,\n initial_point_generator,\n n_initial_points=n_initial_points,\n n_repeats=n_repeats,\n )\n duration = time.time() - start\n print(\"%s: %.2f s\" % (initial_point_generator, duration))\n return res" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective\n\nThe objective of this example is to find one of these minima in as\nfew iterations as possible. One iteration is defined as one call\nto the :class:`benchmarks.hart6` function.\n\nWe will evaluate each model several times using a different seed for the\nrandom number generator. Then compare the average performance of these\nmodels. This makes the comparison more robust against models that get\n\"lucky\".\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from functools import partial\n\nexample = \"hart6\"\n\nif example == \"hart6\":\n func = partial(hart6, noise_level=0.1)\n bounds = [\n (0.0, 1.0),\n ] * 6\n true_minimum = -3.32237\n n_calls = 30\n n_initial_points = 10\n yscale = None\n title = \"Convergence plot - hart6\"\nelse:\n func = partial(branin, noise_level=2.0)\n bounds = [(-5.0, 10.0), (0.0, 15.0)]\n true_minimum = 0.397887\n n_calls = 30\n n_initial_points = 10\n yscale = \"log\"\n title = \"Convergence plot - branin\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.utils import cook_initial_point_generator\n\n# Random search\ndummy_res = run_measure(\"random\", n_initial_points)\nlhs = cook_initial_point_generator(\"lhs\", lhs_type=\"classic\", criterion=None)\nlhs_res = run_measure(lhs, n_initial_points)\nlhs2 = cook_initial_point_generator(\"lhs\", criterion=\"maximin\")\nlhs2_res = run_measure(lhs2, n_initial_points)\nsobol = cook_initial_point_generator(\"sobol\", randomize=False, min_skip=1, max_skip=100)\nsobol_res = run_measure(sobol, n_initial_points)\nhalton_res = run_measure(\"halton\", n_initial_points)\nhammersly_res = run_measure(\"hammersly\", n_initial_points)\ngrid_res = run_measure(\"grid\", n_initial_points)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this can take a few minutes.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plot = plot_convergence(\n [\n (\"random\", dummy_res),\n (\"lhs\", lhs_res),\n (\"lhs_maximin\", lhs2_res),\n (\"sobol'\", sobol_res),\n (\"halton\", halton_res),\n (\"hammersly\", hammersly_res),\n (\"grid\", grid_res),\n ],\n true_minimum=true_minimum,\n yscale=yscale,\n title=title,\n)\n\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows the value of the minimum found (y axis) as a function\nof the number of iterations performed so far (x axis). The dashed red line\nindicates the true value of the minimum of the :class:`benchmarks.hart6`\nfunction.\n\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test with different n_random_starts values\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs2 = cook_initial_point_generator(\"lhs\", criterion=\"maximin\")\nlhs2_15_res = run_measure(lhs2, 12)\nlhs2_20_res = run_measure(lhs2, 14)\nlhs2_25_res = run_measure(lhs2, 16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "n_random_starts = 10 produces the best results\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plot = plot_convergence(\n [\n (\"random - 10\", dummy_res),\n (\"lhs_maximin - 10\", lhs2_res),\n (\"lhs_maximin - 12\", lhs2_15_res),\n (\"lhs_maximin - 14\", lhs2_20_res),\n (\"lhs_maximin - 16\", lhs2_25_res),\n ],\n true_minimum=true_minimum,\n yscale=yscale,\n title=title,\n)\n\nplt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }PKŚnXMťo±ŃѶask-and-tell.ipynbPKöŚnXłľç&ç&¶bayesian-optimization.ipynbPKJŤnXűE,ńÝ8Ý8!¶!Fexploration-vs-exploitation.ipynbPKŚnXOĺ„T››!¶=hyperparameter-optimization.ipynbPKEŚnXLĹüL«« ¶—interruptible-optimization.ipynbPK0ŤnXn…Tll-¶Żoptimizer-with-different-base-estimator.ipynbPKCŚnX¬Ë·fvv¶·Čparallel-optimization.ipynbPK*ŤnX˙gçG % %&¶fŮsklearn-gridsearchcv-replacement.ipynbPKDŚnX’'6HH¶µţstore-and-load-results.ipynbPKôŚnXěŚ.ⶶ¶7strategy-comparison.ipynbPKµŤnXž†67ÇÇ&¶$5plots/partial-dependence-plot-2D.ipynbPKŤnXŔđĘ˙˙4¶/Hplots/partial-dependence-plot-with-categorical.ipynbPK„ŤnXTßĐíí#¶€^plots/partial-dependence-plot.ipynbPK±ŤnX/ş6Đ)Đ)¶®zplots/visualizing-results.ipynbPKPŤnX«Y¦ń#ń#-¶»¤sampler/initial-sampling-method-integer.ipynbPKMŤnX[şgM!M!%¶÷Čsampler/initial-sampling-method.ipynbPKzŤnX‡}ŐĐ«"«"!¶‡ęsampler/sampling_comparison.ipynbPKOq scikit-optimize-0.10.2/doc/auto_examples/auto_examples_python.zip000066400000000000000000002761501462762077000253520ustar00rootroot00000000000000PKŚnXInBO  ask-and-tell.py""" ======================= Async optimization Loop ======================= Bayesian optimization is used to tune parameters for walking robots or other experiments that are not a simple (expensive) function call. Tim Head, February 2017. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt They often follow a pattern a bit like this: 1. ask for a new set of parameters 2. walk to the experiment and program in the new parameters 3. observe the outcome of running the experiment 4. walk back to your laptop and tell the optimizer about the outcome 5. go to step 1 A setup like this is difficult to implement with the ***_minimize()** function interface. This is why **scikit-optimize** has a ask-and-tell interface that you can use when you want to control the execution of the optimization loop. This notebook demonstrates how to use the ask and tell interface. """ print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from skopt import Optimizer from skopt.plots import plot_gaussian_process ############################################################################# # The Setup # --------- # We will use a simple 1D problem to illustrate the API. This is a little bit # artificial as you normally would not use the ask-and-tell interface if you # had a function you can call to evaluate the objective. noise_level = 0.1 ######################################################################### # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x, noise_level=0): return objective(x, noise_level=0) ######################################################################### # Here a quick plot to visualize what the function looks like: # Plot f(x) + contours plt.set_cmap("viridis") x = np.linspace(-2, 2, 400).reshape(-1, 1) fx = np.array([objective(x_i, noise_level=0.0) for x_i in x]) plt.plot(x, fx, "r--", label="True (unknown)") plt.fill( np.concatenate([x, x[::-1]]), np.concatenate( ( [fx_i - 1.9600 * noise_level for fx_i in fx], [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]], ) ), alpha=0.2, fc="r", ec="None", ) plt.legend() plt.grid() plt.show() ######################################################################### # Now we setup the :class:`Optimizer` class. The arguments follow the meaning and # naming of the ***_minimize()** functions. An important difference is that # you do not pass the objective function to the optimizer. opt = Optimizer( [(-2.0, 2.0)], "GP", acq_func="EI", acq_optimizer="sampling", initial_point_generator="lhs", ) # To obtain a suggestion for the point at which to evaluate the objective # you call the ask() method of opt: next_x = opt.ask() print(next_x) ######################################################################### # In a real world use case you would probably go away and use this # parameter in your experiment and come back a while later with the # result. In this example we can simply evaluate the objective function # and report the value back to the optimizer: f_val = objective(next_x) opt.tell(next_x, f_val) ######################################################################### # Like ***_minimize()** the first few points are suggestions from # the initial point generator as there # is no data yet with which to fit a surrogate model. for i in range(9): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) ######################################################################### # We can now plot the random suggestions and the first model that has been # fit: _ = plot_gaussian_process( res, objective=objective_wo_noise, noise_level=noise_level, show_next_point=False, show_acq_func=True, ) plt.show() ######################################################################### # Let us sample a few more points and plot the optimizer again: for i in range(10): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) _ = plot_gaussian_process( res, objective=objective_wo_noise, noise_level=noise_level, show_next_point=True, show_acq_func=True, ) plt.show() ######################################################################### # By using the :class:`Optimizer` class directly you get control over the # optimization loop. # # You can also pickle your :class:`Optimizer` instance if you want to end the # process running it and resume it later. This is handy if your experiment # takes a very long time and you want to shutdown your computer in the # meantime: import pickle with open('my-optimizer.pkl', 'wb') as f: pickle.dump(opt, f) with open('my-optimizer.pkl', 'rb') as f: opt_restored = pickle.load(f) PKôŚnX&쨼  bayesian-optimization.pyr""" ================================== Bayesian optimization with `skopt` ================================== Gilles Louppe, Manoj Kumar July 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ----------------- We are interested in solving .. math:: x^* = arg \\min_x f(x) under the constraints that - :math:`f` is a black box for which no closed form is known (nor its gradients); - :math:`f` is expensive to evaluate; - and evaluations of :math:`y = f(x)` may be noisy. **Disclaimer.** If you do not have these constraints, then there is certainly a better optimization algorithm than Bayesian optimization. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. Bayesian optimization loop -------------------------- For :math:`t=1:T`: 1. Given observations :math:`(x_i, y_i=f(x_i))` for :math:`i=1:t`, build a probabilistic model for the objective :math:`f`. Integrate out all possible true functions, using Gaussian process regression. 2. optimize a cheap acquisition/utility function :math:`u` based on the posterior distribution for sampling the next point. :math:`x_{t+1} = arg \\min_x u(x)` Exploit uncertainty to balance exploration against exploitation. 3. Sample the next observation :math:`y_{t+1}` at :math:`x_{t+1}`. Acquisition functions --------------------- Acquisition functions :math:`u(x)` specify which sample :math:`x`: should be tried next: - Expected improvement (default): :math:`-EI(x) = -\\mathbb{E} [f(x) - f(x_t^+)]` - Lower confidence bound: :math:`LCB(x) = \\mu_{GP}(x) + \\kappa \\sigma_{GP}(x)` - Probability of improvement: :math:`-PI(x) = -P(f(x) \\geq f(x_t^+) + \\kappa)` where :math:`x_t^+` is the best point observed so far. In most cases, acquisition functions provide knobs (e.g., :math:`\\kappa`) for controlling the exploration-exploitation trade-off. - Search in regions where :math:`\\mu_{GP}(x)` is high (exploitation) - Probe regions where uncertainty :math:`\\sigma_{GP}(x)` is high (exploration) """ print(__doc__) import numpy as np np.random.seed(237) import matplotlib.pyplot as plt from skopt.plots import plot_gaussian_process ############################################################################# # Toy example # ----------- # # Let assume the following noisy function :math:`f`: noise_level = 0.1 def f(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level ############################################################################# # **Note.** In `skopt`, functions :math:`f` are assumed to take as input a 1D # vector :math:`x`: represented as an array-like and to return a scalar # :math:`f(x)`:. # Plot f(x) + contours x = np.linspace(-2, 2, 400).reshape(-1, 1) fx = [f(x_i, noise_level=0.0) for x_i in x] plt.plot(x, fx, "r--", label="True (unknown)") plt.fill( np.concatenate([x, x[::-1]]), np.concatenate( ( [fx_i - 1.9600 * noise_level for fx_i in fx], [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]], ) ), alpha=0.2, fc="r", ec="None", ) plt.legend() plt.grid() plt.show() ############################################################################# # Bayesian optimization based on gaussian process regression is implemented in # :class:`gp_minimize` and can be carried out as follows: from skopt import gp_minimize res = gp_minimize( f, # the function to minimize [(-2.0, 2.0)], # the bounds on each dimension of x acq_func="EI", # the acquisition function n_calls=15, # the number of evaluations of f n_random_starts=5, # the number of random initialization points noise=0.1**2, # the noise level (optional) random_state=1234, ) # the random seed ############################################################################# # Accordingly, the approximated minimum is found to be: f"x^*={res.x[0]:.4f}, f(x^*)={res.fun:.4f}" ############################################################################# # For further inspection of the results, attributes of the `res` named tuple # provide the following information: # # - `x` [float]: location of the minimum. # - `fun` [float]: function value at the minimum. # - `models`: surrogate models used for each iteration. # - `x_iters` [array]: # location of function evaluation for each iteration. # - `func_vals` [array]: function value for each iteration. # - `space` [Space]: the optimization space. # - `specs` [dict]: parameters passed to the function. print(res) ############################################################################# # Together these attributes can be used to visually inspect the results of the # minimization, such as the convergence trace or the acquisition function at # the last iteration: from skopt.plots import plot_convergence plot_convergence(res) ############################################################################# # Let us now visually examine # # 1. The approximation of the fit gp model to the original function. # 2. The acquisition values that determine the next point to be queried. plt.rcParams["figure.figsize"] = (8, 14) def f_wo_noise(x): return f(x, noise_level=0) ############################################################################# # Plot the 5 iterations following the 5 random points for n_iter in range(5): # Plot true function. plt.subplot(5, 2, 2 * n_iter + 1) if n_iter == 0: show_legend = True else: show_legend = False ax = plot_gaussian_process( res, n_calls=n_iter, objective=f_wo_noise, noise_level=noise_level, show_legend=show_legend, show_title=False, show_next_point=False, show_acq_func=False, ) ax.set_ylabel("") ax.set_xlabel("") # Plot EI(x) plt.subplot(5, 2, 2 * n_iter + 2) ax = plot_gaussian_process( res, n_calls=n_iter, show_legend=show_legend, show_title=False, show_mu=False, show_acq_func=True, show_observations=False, show_next_point=True, ) ax.set_ylabel("") ax.set_xlabel("") plt.show() ############################################################################# # The first column shows the following: # # 1. The true function. # 2. The approximation to the original function by the gaussian process model # 3. How sure the GP is about the function. # # The second column shows the acquisition function values after every # surrogate model is fit. It is possible that we do not choose the global # minimum but a local minimum depending on the minimizer used to minimize # the acquisition function. # # At the points closer to the points previously evaluated at, the variance # dips to zero. # # Finally, as we increase the number of points, the GP model approaches # the actual function. The final few points are clustered around the minimum # because the GP does not gain anything more by further exploration: plt.rcParams["figure.figsize"] = (6, 4) # Plot f(x) + contours _ = plot_gaussian_process(res, objective=f_wo_noise, noise_level=noise_level) plt.show() PK0ŤnXůjŰľ»"»"exploration-vs-exploitation.py""" =========================== Exploration vs exploitation =========================== Sigurd Carlen, September 2019. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt We can control how much the acqusition function favors exploration and exploitation by tweaking the two parameters kappa and xi. Higher values means more exploration and less exploitation and vice versa with low values. kappa is only used if acq_func is set to "LCB". xi is used when acq_func is "EI" or "PI". By default the acqusition function is set to "gp_hedge" which chooses the best of these three. Therefore I recommend not using gp_hedge when tweaking exploration/exploitation, but instead choosing "LCB", "EI" or "PI". The way to pass kappa and xi to the optimizer is to use the named argument "acq_func_kwargs". This is a dict of extra arguments for the aqcuisition function. If you want opt.ask() to give a new acquisition value immediately after tweaking kappa or xi call opt.update_next(). This ensures that the next value is updated with the new acquisition parameters. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. """ print(__doc__) import numpy as np np.random.seed(1234) from skopt import Optimizer from skopt.plots import plot_gaussian_process ############################################################################# # Toy example # ----------- # First we define our objective like in the ask-and-tell example notebook and # define a plotting function. We do however only use on initial random point. # All points after the first one is therefore chosen by the acquisition # function. noise_level = 0.1 # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x): return objective(x, noise_level=0) ############################################################################# opt = Optimizer([(-2.0, 2.0)], "GP", n_initial_points=3, acq_optimizer="sampling") ############################################################################# # Plotting parameters plot_args = { "objective": objective_wo_noise, "noise_level": noise_level, "show_legend": True, "show_title": True, "show_next_point": False, "show_acq_func": True, } ############################################################################# # We run a an optimization loop with standard settings for i in range(30): next_x = opt.ask() f_val = objective(next_x) opt.tell(next_x, f_val) # The same output could be created with opt.run(objective, n_iter=30) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # We see that some minima is found and "exploited" # # Now lets try to set kappa and xi using'to other values and # pass it to the optimizer: acq_func_kwargs = {"xi": 10000, "kappa": 10000} ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # We see that the points are more random now. # # This works both for kappa when using acq_func="LCB": opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="LCB", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # And for xi when using acq_func="EI": or acq_func="PI": opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="PI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # # Now lets try MES with 50 points: acq_func_kwargs = {"n_min_samples": 150} ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="MES", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # We can also favor exploitaton: acq_func_kwargs = {"xi": 0.000001, "kappa": 0.001} ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="LCB", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="EI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="PI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # Note that negative values does not work with the "PI"-acquisition function # but works with "EI": acq_func_kwargs = {"xi": -1000000000000} ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="PI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="EI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# # Changing kappa and xi on the go # ------------------------------- # If we want to change kappa or ki at any point during our optimization # process we just replace opt.acq_func_kwargs. Remember to call # `opt.update_next()` after the change, in order for next point to be # recalculated. acq_func_kwargs = {"kappa": 0} ############################################################################# opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="LCB", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) ############################################################################# opt.acq_func_kwargs ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) ############################################################################# acq_func_kwargs = {"kappa": 100000} ############################################################################# opt.acq_func_kwargs = acq_func_kwargs opt.update_next() ############################################################################# opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) PKEŚnX8Zy–::hyperparameter-optimization.py""" ============================================ Tuning a scikit-learn estimator with `skopt` ============================================ Gilles Louppe, July 2016 Katie Malone, August 2016 Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt If you are looking for a :obj:`sklearn.model_selection.GridSearchCV` replacement checkout :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` instead. Problem statement ================= Tuning the hyper-parameters of a machine learning model is often carried out using an exhaustive exploration of (a subset of) the space all hyper-parameter configurations (e.g., using :obj:`sklearn.model_selection.GridSearchCV`), which often results in a very time consuming operation. In this notebook, we illustrate how to couple :class:`gp_minimize` with sklearn's estimators to tune hyper-parameters using sequential model-based optimisation, hopefully resulting in equivalent or better solutions, but within fewer evaluations. Note: scikit-optimize provides a dedicated interface for estimator tuning via :class:`BayesSearchCV` class which has a similar interface to those of :obj:`sklearn.model_selection.GridSearchCV`. This class uses functions of skopt to perform hyperparameter search efficiently. For example usage of this class, see :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` example notebook. """ print(__doc__) import numpy as np from sklearn.datasets import fetch_california_housing from sklearn.ensemble import GradientBoostingRegressor from sklearn.model_selection import cross_val_score ############################################################################# # Objective # ========= # To tune the hyper-parameters of our model we need to define a model, # decide which parameters to optimize, and define the objective function # we want to minimize. california_housing = fetch_california_housing() X, y = california_housing.data, california_housing.target n_features = X.shape[1] # gradient boosted trees tend to do well on problems like this reg = GradientBoostingRegressor(n_estimators=50, random_state=0) ############################################################################# # Next, we need to define the bounds of the dimensions of the search space # we want to explore and pick the objective. In this case the cross-validation # mean absolute error of a gradient boosting regressor over the Boston # dataset, as a function of its hyper-parameters. from skopt.space import Integer, Real from skopt.utils import use_named_args # The list of hyper-parameters we want to optimize. For each one we define the # bounds, the corresponding scikit-learn parameter name, as well as how to # sample values from that dimension (`'log-uniform'` for the learning rate) space = [ Integer(1, 5, name='max_depth'), Real(10**-5, 10**0, "log-uniform", name='learning_rate'), Integer(1, n_features, name='max_features'), Integer(2, 100, name='min_samples_split'), Integer(1, 100, name='min_samples_leaf'), ] # this decorator allows your objective function to receive a the parameters as # keyword arguments. This is particularly convenient when you want to set # scikit-learn estimator parameters @use_named_args(space) def objective(**params): reg.set_params(**params) return -np.mean( cross_val_score(reg, X, y, cv=5, n_jobs=-1, scoring="neg_mean_absolute_error") ) ############################################################################# # Optimize all the things! # ======================== # With these two pieces, we are now ready for sequential model-based # optimisation. Here we use gaussian process-based optimisation. from skopt import gp_minimize res_gp = gp_minimize(objective, space, n_calls=50, random_state=0) "Best score=%.4f" % res_gp.fun ############################################################################# print( """Best parameters: - max_depth=%d - learning_rate=%.6f - max_features=%d - min_samples_split=%d - min_samples_leaf=%d""" % (res_gp.x[0], res_gp.x[1], res_gp.x[2], res_gp.x[3], res_gp.x[4]) ) ############################################################################# # Convergence plot # ================ from skopt.plots import plot_convergence plot_convergence(res_gp) PKDŚnXňBý»ĎĎinterruptible-optimization.py""" ================================================ Interruptible optimization runs with checkpoints ================================================ Christian Schell, Mai 2018 Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ================= Optimization runs can take a very long time and even run for multiple days. If for some reason the process has to be interrupted results are irreversibly lost, and the routine has to start over from the beginning. With the help of the :class:`callbacks.CheckpointSaver` callback the optimizer's current state can be saved after each iteration, allowing to restart from that point at any time. This is useful, for example, * if you don't know how long the process will take and cannot hog computational resources forever * if there might be system failures due to shaky infrastructure (or colleagues...) * if you want to adjust some parameters and continue with the already obtained results """ print(__doc__) import numpy as np np.random.seed(777) ############################################################################# # Simple example # ============== # # We will use pretty much the same optimization problem as in the # :ref:`sphx_glr_auto_examples_bayesian-optimization.py` # notebook. Additionally we will instantiate the :class:`callbacks.CheckpointSaver` # and pass it to the minimizer: from skopt import gp_minimize from skopt.callbacks import CheckpointSaver noise_level = 0.1 def obj_fun(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level checkpoint_saver = CheckpointSaver("./checkpoint.pkl", compress=9) # kwargs passed to `skopt.dump` gp_minimize( obj_fun, # the function to minimize [(-20.0, 20.0)], # the bounds on each dimension of x x0=[-20.0], # the starting point acq_func="LCB", # the acquisition function (optional) n_calls=10, # number of evaluations of f including at x0 n_random_starts=3, # the number of random initial points callback=[checkpoint_saver], # a list of callbacks including the checkpoint saver random_state=777, ) ############################################################################# # Now let's assume this did not finish at once but took some long time: you # started this on Friday night, went out for the weekend and now, Monday # morning, you're eager to see the results. However, instead of the # notebook server you only see a blank page and your colleague Garry # tells you that he had had an update scheduled for Sunday noon – who # doesn't like updates? # # :class:`gp_minimize` did not finish, and there is no `res` variable with the # actual results! # # Restoring the last checkpoint # ============================= # # Luckily we employed the :class:`callbacks.CheckpointSaver` and can now restore the latest # result with :class:`skopt.load` # (see :ref:`sphx_glr_auto_examples_store-and-load-results.py` for more # information on that) from skopt import load res = load('./checkpoint.pkl') res.fun ############################################################################# # Continue the search # =================== # # The previous results can then be used to continue the optimization process: x0 = res.x_iters y0 = res.func_vals # To ensure that the base estimator is loaded properly and that the next # parameters are new ones: base_estimator = res.specs['args']['base_estimator'] random_state = res.random_state gp_minimize( obj_fun, # the function to minimize [(-20.0, 20.0)], # the bounds on each dimension of x base_estimator=base_estimator, # warm-started base-estimator from checkpoint x0=x0, # already examined values for x y0=y0, # observed values for x0 acq_func="LCB", # the acquisition function (optional) n_calls=10, # number of evaluations of f including at x0 n_random_starts=3, # the number of random initialization points callback=[checkpoint_saver], random_state=random_state, ) ############################################################################# # Possible problems # ================= # # * **changes in search space:** You can use this technique to interrupt # the search, tune the search space and continue the optimization. Note # that the optimizers will complain if `x0` contains parameter values not # covered by the dimension definitions, so in many cases shrinking the # search space will not work without deleting the offending runs from # `x0` and `y0`. # * see :ref:`sphx_glr_auto_examples_store-and-load-results.py` # # for more information on how the results get saved and possible caveats PK*ŤnXD hŔŇŇ*optimizer-with-different-base-estimator.py""" ============================================== Use different base estimators for optimization ============================================== Sigurd Carlen, September 2019. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt To use different base_estimator or create a regressor with different parameters, we can create a regressor object and set it as kernel. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. """ print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from skopt import Optimizer from skopt.plots import plot_gaussian_process ############################################################################# # Toy example # ----------- # # Let assume the following noisy function :math:`f`: noise_level = 0.1 # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x): return objective(x, noise_level=0) ############################################################################# opt_gp = Optimizer( [(-2.0, 2.0)], base_estimator="GP", n_initial_points=5, acq_optimizer="sampling", random_state=42, ) ############################################################################# def plot_optimizer(res, n_iter, max_iters=5): if n_iter == 0: show_legend = True else: show_legend = False ax = plt.subplot(max_iters, 2, 2 * n_iter + 1) # Plot GP(x) + contours ax = plot_gaussian_process( res, ax=ax, objective=objective_wo_noise, noise_level=noise_level, show_legend=show_legend, show_title=True, show_next_point=False, show_acq_func=False, ) ax.set_ylabel("") ax.set_xlabel("") if n_iter < max_iters - 1: ax.get_xaxis().set_ticklabels([]) # Plot EI(x) ax = plt.subplot(max_iters, 2, 2 * n_iter + 2) ax = plot_gaussian_process( res, ax=ax, noise_level=noise_level, show_legend=show_legend, show_title=False, show_next_point=True, show_acq_func=True, show_observations=False, show_mu=False, ) ax.set_ylabel("") ax.set_xlabel("") if n_iter < max_iters - 1: ax.get_xaxis().set_ticklabels([]) ############################################################################# # GP kernel # --------- fig = plt.figure() fig.suptitle("Standard GP kernel") for i in range(10): next_x = opt_gp.ask() f_val = objective(next_x) res = opt_gp.tell(next_x, f_val) if i >= 5: plot_optimizer(res, n_iter=i - 5, max_iters=5) plt.tight_layout(rect=[0, 0.03, 1, 0.95]) plt.plot() ############################################################################# # Test different kernels # ---------------------- from sklearn.gaussian_process.kernels import ( RBF, ConstantKernel, DotProduct, ExpSineSquared, Matern, RationalQuadratic, ) from skopt.learning import GaussianProcessRegressor from skopt.learning.gaussian_process.kernels import ConstantKernel, Matern # Gaussian process with MatĂ©rn kernel as surrogate model kernels = [ (1.0 * RBF(length_scale=1.0, length_scale_bounds=(1e-1, 10.0)), "RBF"), (1.0 * RationalQuadratic(length_scale=1.0, alpha=0.1), "RationalQuadratic"), (1.0 * ExpSineSquared( length_scale=1.0, periodicity=3.0, length_scale_bounds=(0.1, 10.0), periodicity_bounds=(1.0, 10.0), ), "ExpSineSquared"), # (ConstantKernel(0.1, (0.01, 10.0)) # * (DotProduct(sigma_0=1.0, sigma_0_bounds=(0.1, 10.0)) ** 2), "ConstantKernel"), (1.0 * Matern(length_scale=1.0, length_scale_bounds=(1e-1, 10.0), nu=2.5), "Matern"), ] ############################################################################# for kernel, label in kernels: gpr = GaussianProcessRegressor( kernel=kernel, alpha=noise_level**2, normalize_y=True, noise="gaussian", n_restarts_optimizer=2, ) opt = Optimizer( [(-2.0, 2.0)], base_estimator=gpr, n_initial_points=5, acq_optimizer="sampling", random_state=42, ) fig = plt.figure() fig.suptitle(label) for i in range(10): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) if i >= 5: plot_optimizer(res, n_iter=i - 5, max_iters=5) plt.tight_layout(rect=[0, 0.03, 1, 0.95]) plt.show() PK8ŚnX~eź ź parallel-optimization.py""" ===================== Parallel optimization ===================== Iaroslav Shcherbatyi, May 2017. Reviewed by Manoj Kumar and Tim Head. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Introduction ============ For many practical black box optimization problems expensive objective can be evaluated in parallel at multiple points. This allows to get more objective evaluations per unit of time, which reduces the time necessary to reach good objective values when appropriate optimization algorithms are used, see for example results in [1]_ and the references therein. One such example task is a selection of number and activation function of a neural network which results in highest accuracy for some machine learning problem. For such task, multiple neural networks with different combinations of number of neurons and activation function type can be evaluated at the same time in parallel on different cpu cores / computational nodes. The “ask and tell” API of scikit-optimize exposes functionality that allows to obtain multiple points for evaluation in parallel. Intended usage of this interface is as follows: 1. Initialize instance of the `Optimizer` class from skopt 2. Obtain n points for evaluation in parallel by calling the `ask` method of an optimizer instance with the `n_points` argument set to n > 0 3. Evaluate points 4. Provide points and corresponding objectives using the `tell` method of an optimizer instance 5. Continue from step 2 until eg maximum number of evaluations reached """ print(__doc__) ############################################################################# # Example # ======= # # A minimalistic example that uses joblib to parallelize evaluation of the # objective function is given below. from joblib import Parallel, delayed from skopt import Optimizer # example objective taken from skopt from skopt.benchmarks import branin from skopt.space import Real optimizer = Optimizer( dimensions=[Real(-5.0, 10.0), Real(0.0, 15.0)], random_state=1, base_estimator='gp' ) for i in range(10): x = optimizer.ask(n_points=4) # x is a list of n_points points y = Parallel(n_jobs=4)(delayed(branin)(v) for v in x) # evaluate points in parallel optimizer.tell(x, y) # takes ~ 20 sec to get here print(min(optimizer.yi)) # print the best objective found ############################################################################# # Note that if `n_points` is set to some integer > 0 for the `ask` method, the # result will be a list of points, even for `n_points` = 1. If the argument is # set to `None` (default value) then a single point (but not a list of points) # will be returned. # # The default "minimum constant liar" [1]_ parallelization strategy is used in # the example, which allows to obtain multiple points for evaluation with a # single call to the `ask` method with any surrogate or acquisition function. # Parallelization strategy can be set using the "strategy" argument of `ask`. # For supported parallelization strategies see the documentation of # scikit-optimize. # # .. [1] ``_ PKöŚnX6…żŘŘ#sklearn-gridsearchcv-replacement.py""" ========================================== Scikit-learn hyperparameter search wrapper ========================================== Iaroslav Shcherbatyi, Tim Head and Gilles Louppe. June 2017. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Introduction ============ This example assumes basic familiarity with `scikit-learn `_. Search for parameters of machine learning models that results in best cross-validation performance is necessary in almost all practical cases to get a model with best generalization estimate. A standard approach in scikit-learn is to use :obj:`sklearn.model_selection.GridSearchCV` class, which enumerates all combinations of hyperparameters values given as input. This search complexity grows exponentially with the number of parameters. A more scalable approach is to use :obj:`sklearn.model_selection.RandomizedSearchCV`, which however does not take advantage of the structure of a search space. Scikit-optimize provides a drop-in replacement for these two scikit-learn methods. The hyperparameter search is achieved by Bayesian Optimization At each step of the optimization, a surrogate model infers the objective function using observed evluation results as priors. An acquisition function utilizes these predictions to navigate between exploration (sampling unexplored areas) and exploitation (focusing on regions likely containing the global optimum). By balancing these two strategies, Bayesian Optimization identifies probable optimal areas while ensuring comprehensive search coverage. In practice, this method often leads to quicker and better results. Note: for a manual hyperparameter optimization example, see "Hyperparameter Optimization" notebook. """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from sklearn.datasets import load_digits from sklearn.model_selection import train_test_split from sklearn.svm import SVC from skopt import BayesSearchCV ############################################################################# # Minimal example # =============== # # A minimal example of optimizing hyperparameters of SVC (Support Vector machine Classifier) is given below. X, y = load_digits(n_class=10, return_X_y=True) X_train, X_test, y_train, y_test = train_test_split( X, y, train_size=0.75, test_size=0.25, random_state=0 ) # log-uniform: understand as search over p = exp(x) by varying x opt = BayesSearchCV( SVC(), { 'C': (1e-6, 1e6, 'log-uniform'), 'gamma': (1e-6, 1e1, 'log-uniform'), 'degree': (1, 8), # integer valued parameter 'kernel': ['linear', 'poly', 'rbf'], # categorical parameter }, n_iter=32, cv=3, ) opt.fit(X_train, y_train) print("val. score: %s" % opt.best_score_) print("test score: %s" % opt.score(X_test, y_test)) ############################################################################# # Advanced example # ================ # # In practice, one wants to enumerate over multiple predictive model classes, # with different search spaces and number of evaluations per class. An # example of such search over parameters of Linear SVM, Kernel SVM, and # decision trees is given below. from sklearn.datasets import load_digits from sklearn.model_selection import train_test_split from sklearn.pipeline import Pipeline from sklearn.svm import SVC, LinearSVC from skopt import BayesSearchCV from skopt.plots import plot_histogram, plot_objective from skopt.space import Categorical, Integer, Real X, y = load_digits(n_class=10, return_X_y=True) X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0) # pipeline class is used as estimator to enable # search over different model types pipe = Pipeline([('model', SVC())]) # single categorical value of 'model' parameter is # sets the model class # We will get ConvergenceWarnings because the problem is not well-conditioned. # But that's fine, this is just an example. linsvc_search = { 'model': [LinearSVC(max_iter=1000, dual="auto")], 'model__C': (1e-6, 1e6, 'log-uniform'), } # explicit dimension classes can be specified like this svc_search = { 'model': Categorical([SVC()]), 'model__C': Real(1e-6, 1e6, prior='log-uniform'), 'model__gamma': Real(1e-6, 1e1, prior='log-uniform'), 'model__degree': Integer(1, 8), 'model__kernel': Categorical(['linear', 'poly', 'rbf']), } opt = BayesSearchCV( pipe, # (parameter space, # of evaluations) [(svc_search, 40), (linsvc_search, 16)], cv=3, ) opt.fit(X_train, y_train) print("val. score: %s" % opt.best_score_) print("test score: %s" % opt.score(X_test, y_test)) print("best params: %s" % str(opt.best_params_)) ############################################################################# # Partial Dependence plot of the objective function for SVC # _ = plot_objective( opt.optimizer_results_[0], dimensions=["C", "degree", "gamma", "kernel"], n_minimum_search=int(1e8), ) plt.show() ############################################################################# # Plot of the histogram for LinearSVC # _ = plot_histogram(opt.optimizer_results_[1], 1) plt.show() ############################################################################# # Progress monitoring and control using `callback` argument of `fit` method # ========================================================================= # # It is possible to monitor the progress of :class:`BayesSearchCV` with an event # handler that is called on every step of subspace exploration. For single job # mode, this is called on every evaluation of model configuration, and for # parallel mode, this is called when n_jobs model configurations are evaluated # in parallel. # # Additionally, exploration can be stopped if the callback returns `True`. # This can be used to stop the exploration early, for instance when the # accuracy that you get is sufficiently high. # # An example usage is shown below. from sklearn.datasets import load_iris from sklearn.svm import SVC from skopt import BayesSearchCV X, y = load_iris(return_X_y=True) searchcv = BayesSearchCV( SVC(gamma='scale'), search_spaces={'C': (0.01, 100.0, 'log-uniform')}, n_iter=10, cv=3, ) # callback handler def on_step(optim_result): score = -optim_result['fun'] print("best score: %s" % score) if score >= 0.98: print('Interrupting!') return True searchcv.fit(X, y, callback=on_step) ############################################################################# # Counting total iterations that will be used to explore all subspaces # ==================================================================== # # Subspaces in previous examples can further increase in complexity if you add # new model subspaces or dimensions for feature extraction pipelines. For # monitoring of progress, you would like to know the total number of # iterations it will take to explore all subspaces. This can be # calculated with `total_iterations` property, as in the code below. from sklearn.datasets import load_iris from sklearn.svm import SVC from skopt import BayesSearchCV X, y = load_iris(return_X_y=True) searchcv = BayesSearchCV( SVC(), search_spaces=[ ({'C': (0.1, 1.0)}, 19), # 19 iterations for this subspace {'gamma': (0.1, 1.0)}, ], n_iter=10, ) print(searchcv.total_iterations) PKCŚnX5mÓQ<<store-and-load-results.py""" =========================================== Store and load `skopt` optimization results =========================================== Mikhail Pak, October 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ================= We often want to store optimization results in a file. This can be useful, for example, * if you want to share your results with colleagues; * if you want to archive and/or document your work; * or if you want to postprocess your results in a different Python instance or on an another computer. The process of converting an object into a byte stream that can be stored in a file is called _serialization_. Conversely, _deserialization_ means loading an object from a byte stream. **Warning:** Deserialization is not secure against malicious or erroneous code. Never load serialized data from untrusted or unauthenticated sources! """ print(__doc__) import numpy as np from skopt import gp_minimize ############################################################################# # Simple example # ============== # # We will use the same optimization problem as in the # :ref:`sphx_glr_auto_examples_bayesian-optimization.py` notebook: noise_level = 0.1 def obj_fun(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level res = gp_minimize( obj_fun, # the function to minimize [(-2.0, 2.0)], # the bounds on each dimension of x x0=[0.0], # the starting point acq_func="LCB", # the acquisition function (optional) n_calls=15, # the number of evaluations of f including at x0 n_random_starts=3, # the number of random initial points random_state=777, ) ############################################################################# # As long as your Python session is active, you can access all the # optimization results via the `res` object. # # So how can you store this data in a file? `skopt` conveniently provides # functions :class:`skopt.dump` and :class:`skopt.load` that handle this for you. # These functions are essentially thin wrappers around the # `joblib `_ module's :obj:`joblib.dump` and :obj:`joblib.load`. # # We will now show how to use :class:`skopt.dump` and :class:`skopt.load` for storing # and loading results. # # Using `skopt.dump()` and `skopt.load()` # ======================================= # # For storing optimization results into a file, call the :class:`skopt.dump` # function: from skopt import dump, load dump(res, 'result.pkl') ############################################################################# # And load from file using :class:`skopt.load`: res_loaded = load('result.pkl') res_loaded.fun ############################################################################# # You can fine-tune the serialization and deserialization process by calling # :class:`skopt.dump` and :class:`skopt.load` with additional keyword arguments. See the # `joblib `_ documentation # :obj:`joblib.dump` and # :obj:`joblib.load` for the additional parameters. # # For instance, you can specify the compression algorithm and compression # level (highest in this case): dump(res, 'result.gz', compress=9) from os.path import getsize print('Without compression: {} bytes'.format(getsize('result.pkl'))) print('Compressed with gz: {} bytes'.format(getsize('result.gz'))) ############################################################################# # Unserializable objective functions # ---------------------------------- # # Notice that if your objective function is non-trivial (e.g. it calls MATLAB # engine from Python), it might be not serializable and :class:`skopt.dump` will # raise an exception when you try to store the optimization results. # In this case you should disable storing the objective function by calling # :class:`skopt.dump` with the keyword argument `store_objective=False`: dump(res, 'result_without_objective.pkl', store_objective=False) ############################################################################# # Notice that the entry `'func'` is absent in the loaded object but is still # present in the local variable: res_loaded_without_objective = load('result_without_objective.pkl') print('Loaded object: ', res_loaded_without_objective.specs['args'].keys()) print('Local variable:', res.specs['args'].keys()) ############################################################################# # Possible problems # ================= # # * **Python versions incompatibility:** In general, objects serialized in # Python 2 cannot be deserialized in Python 3 and vice versa. # * **Security issues:** Once again, do not load any files from untrusted # sources. # * **Extremely large results objects:** If your optimization results object # # is extremely large, calling :class:`skopt.dump` with `store_objective=False` might # cause performance issues. This is due to creation of a deep copy without the # objective function. If the objective function it is not critical to you, you # can simply delete it before calling :class:`skopt.dump`. In this case, no deep # copy is created: del res.specs['args']['func'] dump(res, 'result_without_objective_2.pkl') PKŚnX{ą$i[[strategy-comparison.py""" ========================== Comparing surrogate models ========================== Tim Head, July 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate function `func`. There are several choices for what kind of surrogate model to use. This notebook compares the performance of: * gaussian processes, * extra trees, and * random forests as surrogate models. A purely random optimization strategy is also used as a baseline. """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import branin as _branin ############################################################################# # Toy model # ========= # # We will use the :class:`benchmarks.branin` function as toy model for the expensive function. # In a real world application this function would be unknown and expensive # to evaluate. def branin(x, noise_level=0.0): return _branin(x) + noise_level * np.random.randn() ############################################################################# from matplotlib.colors import LogNorm def plot_branin(): fig, ax = plt.subplots() x1_values = np.linspace(-5, 10, 100) x2_values = np.linspace(0, 15, 100) x_ax, y_ax = np.meshgrid(x1_values, x2_values) vals = np.c_[x_ax.ravel(), y_ax.ravel()] fx = np.reshape([branin(val) for val in vals], (100, 100)) cm = ax.pcolormesh( x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r' ) minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]]) ax.plot(minima[:, 0], minima[:, 1], "r.", markersize=14, lw=0, label="Minima") cb = fig.colorbar(cm) cb.set_label("f(x)") ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([-5, 10]) ax.set_ylabel("X2") ax.set_ylim([0, 15]) plot_branin() ############################################################################# # This shows the value of the two-dimensional branin function and # the three minima. # # # Objective # ========= # # The objective of this example is to find one of these minima in as # few iterations as possible. One iteration is defined as one call # to the :class:`benchmarks.branin` function. # # We will evaluate each model several times using a different seed for the # random number generator. Then compare the average performance of these # models. This makes the comparison more robust against models that get # "lucky". from functools import partial from skopt import dummy_minimize, forest_minimize, gp_minimize func = partial(branin, noise_level=2.0) bounds = [(-5.0, 10.0), (0.0, 15.0)] n_calls = 60 ############################################################################# def run(minimizer, n_iter=5): return [ minimizer(func, bounds, n_calls=n_calls, random_state=n) for n in range(n_iter) ] # Random search dummy_res = run(dummy_minimize) # Gaussian processes gp_res = run(gp_minimize) # Random forest rf_res = run(partial(forest_minimize, base_estimator="RF")) # Extra trees et_res = run(partial(forest_minimize, base_estimator="ET")) ############################################################################# # Note that this can take a few minutes. from skopt.plots import plot_convergence plot = plot_convergence( ("dummy_minimize", dummy_res), ("gp_minimize", gp_res), ("forest_minimize('rf')", rf_res), ("forest_minimize('et)", et_res), true_minimum=0.397887, yscale="log", ) plot.legend(loc="best", prop={'size': 6}, numpoints=1) ############################################################################# # This plot shows the value of the minimum found (y axis) as a function # of the number of iterations performed so far (x axis). The dashed red line # indicates the true value of the minimum of the :class:`benchmarks.branin` function. # # For the first ten iterations all methods perform equally well as they all # start by creating ten random samples before fitting their respective model # for the first time. After iteration ten the next point at which # to evaluate :class:`benchmarks.branin` is guided by the model, which is where differences # start to appear. # # Each minimizer only has access to noisy observations of the objective # function, so as time passes (more iterations) it will start observing # values that are below the true value simply because they are fluctuations. PK±ŤnXŇ?.S S #plots/partial-dependence-plot-2D.py""" =========================== Partial Dependence Plots 2D =========================== Hvass-Labs Dec 2017 Holger Nahrstaedt 2020 .. currentmodule:: skopt Simple example to show the new 2D plots. """ print(__doc__) from math import exp import numpy as np from skopt import gp_minimize from skopt.plots import plot_histogram, plot_objective, plot_objective_2D from skopt.space import Categorical, Integer, Real from skopt.utils import point_asdict np.random.seed(123) import matplotlib.pyplot as plt ############################################################################# dim_learning_rate = Real(name='learning_rate', low=1e-6, high=1e-2, prior='log-uniform') dim_num_dense_layers = Integer(name='num_dense_layers', low=1, high=5) dim_num_dense_nodes = Integer(name='num_dense_nodes', low=5, high=512) dim_activation = Categorical(name='activation', categories=['relu', 'sigmoid']) dimensions = [ dim_learning_rate, dim_num_dense_layers, dim_num_dense_nodes, dim_activation, ] default_parameters = [1e-4, 1, 64, 'relu'] def model_fitness(x): learning_rate, num_dense_layers, num_dense_nodes, activation = x fitness = ( ((exp(learning_rate) - 1.0) * 1000) ** 2 + (num_dense_layers) ** 2 + (num_dense_nodes / 100) ** 2 ) fitness *= 1.0 + 0.1 * np.random.rand() if activation == 'sigmoid': fitness += 10 return fitness print(model_fitness(x=default_parameters)) ############################################################################# search_result = gp_minimize( func=model_fitness, dimensions=dimensions, n_calls=30, x0=default_parameters, random_state=123, ) print(search_result.x) print(search_result.fun) ############################################################################# for fitness, x in sorted(zip(search_result.func_vals, search_result.x_iters)): print(fitness, x) ############################################################################# space = search_result.space print(search_result.x_iters) search_space = {name: space[name][1] for name in space.dimension_names} print(point_asdict(search_space, default_parameters)) ############################################################################# print("Plotting now ...") _ = plot_histogram(result=search_result, dimension_identifier='learning_rate', bins=20) plt.show() ############################################################################# _ = plot_objective_2D( result=search_result, dimension_identifier1='learning_rate', dimension_identifier2='num_dense_nodes', ) plt.show() ############################################################################# _ = plot_objective_2D( result=search_result, dimension_identifier1='num_dense_layers', dimension_identifier2='num_dense_nodes', ) plt.show() ############################################################################# _ = plot_objective( result=search_result, plot_dims=['num_dense_layers', 'num_dense_nodes'] ) plt.show() PK„ŤnXĆ˙čąą1plots/partial-dependence-plot-with-categorical.py""" ================================================= Partial Dependence Plots with categorical values ================================================= Sigurd Carlsen Feb 2019 Holger Nahrstaedt 2020 .. currentmodule:: skopt Plot objective now supports optional use of partial dependence as well as different methods of defining parameter values for dependency plots. """ print(__doc__) import numpy as np from skopt.plots import plot_objective np.random.seed(123) import numpy as np from sklearn.datasets import load_breast_cancer from sklearn.model_selection import cross_val_score from sklearn.tree import DecisionTreeClassifier from skopt import gp_minimize from skopt.plots import plot_objective from skopt.space import Categorical, Integer ############################################################################# # objective function # ================== # Here we define a function that we evaluate. def objective(params): clf = DecisionTreeClassifier( **{dim.name: val for dim, val in zip(SPACE, params) if dim.name != 'dummy'} ) return -np.mean(cross_val_score(clf, *load_breast_cancer(return_X_y=True))) ############################################################################# # Bayesian optimization # ===================== SPACE = [ Integer(1, 20, name='max_depth'), Integer(2, 100, name='min_samples_split'), Integer(5, 30, name='min_samples_leaf'), Integer(1, 30, name='max_features'), Categorical(list('abc'), name='dummy'), Categorical(['gini', 'entropy'], name='criterion'), Categorical(list('def'), name='dummy'), ] result = gp_minimize(objective, SPACE, n_calls=20) ############################################################################# # Partial dependence plot # ======================= # # Here we see an example of using partial dependence. Even when setting # n_points all the way down to 10 from the default of 40, this method is # still very slow. This is because partial dependence calculates 250 extra # predictions for each point on the plots. _ = plot_objective(result, n_points=10) ############################################################################# # Plot without partial dependence # =============================== # Here we plot without partial dependence. We see that it is a lot faster. # Also the values for the other parameters are set to the default "result" # which is the parameter set of the best observed value so far. In the case # of funny_func this is close to 0 for all parameters. _ = plot_objective(result, sample_source='result', n_points=10) ############################################################################# # Modify the shown minimum # ======================== # Here we try with setting the other parameters to something other than # "result". When dealing with categorical dimensions we can't use # 'expected_minimum'. Therefore we try with "expected_minimum_random" # which is a naive way of finding the minimum of the surrogate by only # using random sampling. `n_minimum_search` sets the number of random samples, # which is used to find the minimum _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', n_minimum_search=10000, ) ############################################################################# # Set a minimum location # ====================== # Lastly we can also define these parameters ourselfs by # parsing a list as the pars argument: _ = plot_objective( result, n_points=10, sample_source=[15, 4, 7, 15, 'b', 'entropy', 'e'], minimum=[15, 4, 7, 15, 'b', 'entropy', 'e'], ) PKzŤnX»Y˘˛|| plots/partial-dependence-plot.py""" ======================== Partial Dependence Plots ======================== Sigurd Carlsen Feb 2019 Holger Nahrstaedt 2020 .. currentmodule:: skopt Plot objective now supports optional use of partial dependence as well as different methods of defining parameter values for dependency plots. """ print(__doc__) import numpy as np from skopt import forest_minimize from skopt.plots import plot_objective np.random.seed(123) ############################################################################# # Objective function # ================== # Plot objective now supports optional use of partial dependence as well as # different methods of defining parameter values for dependency plots # Here we define a function that we evaluate. def funny_func(x): s = 0 for i in range(len(x)): s += (x[i] * i) ** 2 return s ############################################################################# # Optimisation using decision trees # ================================= # We run forest_minimize on the function bounds = [ (-1, 1.0), ] * 3 n_calls = 50 result = forest_minimize( funny_func, bounds, n_calls=n_calls, base_estimator="ET", random_state=4 ) ############################################################################# # Partial dependence plot # ======================= # Here we see an example of using partial dependence. Even when setting # n_points all the way down to 10 from the default of 40, this method is # still very slow. This is because partial dependence calculates 250 extra # predictions for each point on the plots. _ = plot_objective(result, n_points=10) ############################################################################# # It is possible to change the location of the red dot, which normally shows # the position of the found minimum. We can set it 'expected_minimum', # which is the minimum value of the surrogate function, obtained by a # minimum search method. _ = plot_objective(result, n_points=10, minimum='expected_minimum') ############################################################################# # Plot without partial dependence # =============================== # Here we plot without partial dependence. We see that it is a lot faster. # Also the values for the other parameters are set to the default "result" # which is the parameter set of the best observed value so far. In the case # of funny_func this is close to 0 for all parameters. _ = plot_objective(result, sample_source='result', n_points=10) ############################################################################# # Modify the shown minimum # ======================== # Here we try with setting the `minimum` parameters to something other than # "result". First we try with "expected_minimum" which is the set of # parameters that gives the miniumum value of the surrogate function, # using scipys minimum search method. _ = plot_objective( result, n_points=10, sample_source='expected_minimum', minimum='expected_minimum' ) ############################################################################# # "expected_minimum_random" is a naive way of finding the minimum of the # surrogate by only using random sampling: _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', ) ############################################################################# # We can also specify how many initial samples are used for the two different # "expected_minimum" methods. We set it to a low value in the next examples # to showcase how it affects the minimum for the two methods. _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', n_minimum_search=10, ) ############################################################################# _ = plot_objective( result, n_points=10, sample_source="expected_minimum", minimum='expected_minimum', n_minimum_search=2, ) ############################################################################# # Set a minimum location # ====================== # Lastly we can also define these parameters ourself by parsing a list # as the minimum argument: _ = plot_objective( result, n_points=10, sample_source=[1, -0.5, 0.5], minimum=[1, -0.5, 0.5] ) PKŤnX~„1Ř!Ř!plots/visualizing-results.py""" ================================ Visualizing optimization results ================================ Tim Head, August 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate objective function `func`. It is this model that is used to determine at which points to evaluate the expensive objective next. To help understand why the optimization process is proceeding the way it is, it is useful to plot the location and order of the points at which the objective is evaluated. If everything is working as expected, early samples will be spread over the whole parameter space and later samples should cluster around the minimum. The :class:`plots.plot_evaluations` function helps with visualizing the location and order in which samples are evaluated for objectives with an arbitrary number of dimensions. The :class:`plots.plot_objective` function plots the partial dependence of the objective, as represented by the surrogate model, for each dimension and as pairs of the input dimensions. All of the minimizers implemented in `skopt` return an [`OptimizeResult`]() instance that can be inspected. Both :class:`plots.plot_evaluations` and :class:`plots.plot_objective` are helpers that do just that """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import branin as branin from skopt.benchmarks import hart6 as hart6_ ############################################################################# # Toy models # ========== # # We will use two different toy models to demonstrate how :class:`plots.plot_evaluations` # works. # # The first model is the :class:`benchmarks.branin` function which has two dimensions and three # minima. # # The second model is the `hart6` function which has six dimension which makes # it hard to visualize. This will show off the utility of # :class:`plots.plot_evaluations`. # redefined `hart6` to allow adding arbitrary "noise" dimensions def hart6(x): return hart6_(x[:6]) ############################################################################# # Starting with `branin` # ====================== # # To start let's take advantage of the fact that :class:`benchmarks.branin` is a simple # function which can be visualised in two dimensions. from matplotlib.colors import LogNorm def plot_branin(): fig, ax = plt.subplots() x1_values = np.linspace(-5, 10, 100) x2_values = np.linspace(0, 15, 100) x_ax, y_ax = np.meshgrid(x1_values, x2_values) vals = np.c_[x_ax.ravel(), y_ax.ravel()] fx = np.reshape([branin(val) for val in vals], (100, 100)) cm = ax.pcolormesh( x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r' ) minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]]) ax.plot(minima[:, 0], minima[:, 1], "r.", markersize=14, lw=0, label="Minima") cb = fig.colorbar(cm) cb.set_label("f(x)") ax.legend(loc="best", numpoints=1) ax.set_xlabel("$X_0$") ax.set_xlim([-5, 10]) ax.set_ylabel("$X_1$") ax.set_ylim([0, 15]) plot_branin() ############################################################################# # Evaluating the objective function # ================================= # # Next we use an extra trees based minimizer to find one of the minima of the # :class:`benchmarks.branin` function. Then we visualize at which points the objective is being # evaluated using :class:`plots.plot_evaluations`. from skopt import dummy_minimize, forest_minimize from skopt.plots import plot_evaluations bounds = [(-5.0, 10.0), (0.0, 15.0)] n_calls = 20 n_jobs = -1 forest_res = forest_minimize( branin, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) _ = plot_evaluations(forest_res, bins=10) ############################################################################# # :class:`plots.plot_evaluations` creates a grid of size `n_dims` by `n_dims`. # The diagonal shows histograms for each of the dimensions. In the lower # triangle (just one plot in this case) a two dimensional scatter plot of all # points is shown. The order in which points were evaluated is encoded in the # color of each point. Darker/purple colors correspond to earlier samples and # lighter/yellow colors correspond to later samples. A red point shows the # location of the minimum found by the optimization process. # # You should be able to see that points start clustering around the location # of the true miminum. The histograms show that the objective is evaluated # more often at locations near to one of the three minima. # # Using :class:`plots.plot_objective` we can visualise the one dimensional partial # dependence of the surrogate model for each dimension. The contour plot in # the bottom left corner shows the two dimensional partial dependence. In this # case this is the same as simply plotting the objective as it only has two # dimensions. # # Partial dependence plots # ------------------------ # # Partial dependence plots were proposed by # `Friedman (2001)`_ # as a method for interpreting the importance of input features used in # gradient boosting machines. Given a function of :math:`k`: variables # :math:`y=f\left(x_1, x_2, ..., x_k\right)`: the # partial dependence of $f$ on the $i$-th variable $x_i$ is calculated as: # :math:`\phi\left( x_i \right) = \frac{1}{N} \sum^N_{j=0}f\left(x_{1,j}, x_{2,j}, ..., x_i, ..., x_{k,j}\right)`: # with the sum running over a set of $N$ points drawn at random from the # search space. # # The idea is to visualize how the value of :math:`x_j`: influences the function # :math:`f`: after averaging out the influence of all other variables. # # .. _Friedman (2001): https://dx.doi.org/10.1214/aos/1013203451 from skopt.plots import plot_objective _ = plot_objective(forest_res, n_samples=10, n_points=10) ############################################################################# # The two dimensional partial dependence plot can look like the true # objective but it does not have to. As points at which the objective function # is being evaluated are concentrated around the suspected minimum the # surrogate model sometimes is not a good representation of the objective far # away from the minima. # # Random sampling # =============== # # Compare this to a minimizer which picks points at random. There is no # structure visible in the order in which it evaluates the objective. Because # there is no model involved in the process of picking sample points at # random, we can not plot the partial dependence of the model. dummy_res = dummy_minimize(branin, bounds, n_calls=n_calls, random_state=4) _ = plot_evaluations(dummy_res, bins=10) ############################################################################# # Working in six dimensions # ========================= # # Visualising what happens in two dimensions is easy, where # :class:`plots.plot_evaluations` and :class:`plots.plot_objective` start to be useful is when the # number of dimensions grows. They take care of many of the more mundane # things needed to make good plots of all combinations of the dimensions. # # The next example uses class:`benchmarks.hart6` which has six dimensions and shows both # :class:`plots.plot_evaluations` and :class:`plots.plot_objective`. bounds = [ (0.0, 1.0) ] * 6 forest_res = forest_minimize( hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) ############################################################################# _ = plot_evaluations(forest_res) _ = plot_objective(forest_res, n_samples=10, n_points=10) ############################################################################# # Going from 6 to 6+2 dimensions # ============================== # # To make things more interesting let's add two dimension to the problem. # As :class:`benchmarks.hart6` only depends on six dimensions we know that for this problem # the new dimensions will be "flat" or uninformative. This is clearly visible # in both the placement of samples and the partial dependence plots. bounds = [(0., 1.)] * 8 forest_res = forest_minimize( hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) _ = plot_evaluations(forest_res) _ = plot_objective(forest_res, n_samples=10, n_points=10) PKMŤnX„"Ő  *sampler/initial-sampling-method-integer.py""" =================================================== Comparing initial sampling methods on integer space =================================================== Holger Nahrstaedt 2020 Sigurd Carlsen October 2019 .. currentmodule:: skopt When doing baysian optimization we often want to reserve some of the early part of the optimization to pure exploration. By default the optimizer suggests purely random samples for the first n_initial_points (10 by default). The downside to this is that there is no guarantee that these samples are spread out evenly across all the dimensions. Sampling methods as Latin hypercube, Sobol', Halton and Hammersly take advantage of the fact that we know beforehand how many random points we want to sample. Then these points can be "spread out" in such a way that each dimension is explored. See also the example on a real space :ref:`sphx_glr_auto_examples_initial_sampling_method.py` """ print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from scipy.spatial.distance import pdist from skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol from skopt.space import Space ############################################################################# def plot_searchspace(x, title): fig, ax = plt.subplots() plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples') plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bs', markersize=40, alpha=0.5) # ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([0, 5]) ax.set_ylabel("X2") ax.set_ylim([0, 5]) plt.title(title) ax.grid(True) n_samples = 10 space = Space([(0, 5), (0, 5)]) ############################################################################# # Random sampling # --------------- x = space.rvs(n_samples) plot_searchspace(x, "Random samples") pdist_data = [] x_label = [] print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("random") ############################################################################# # Sobol' # ------ sobol = Sobol() x = sobol.generate(space.dimensions, n_samples) plot_searchspace(x, "Sobol'") print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("sobol'") ############################################################################# # Classic latin hypercube sampling # -------------------------------- lhs = Lhs(lhs_type="classic", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'classic LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("lhs") ############################################################################# # Centered latin hypercube sampling # --------------------------------- lhs = Lhs(lhs_type="centered", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'centered LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("center") ############################################################################# # Maximin optimized hypercube sampling # ------------------------------------ lhs = Lhs(criterion="maximin", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'maximin LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("maximin") ############################################################################# # Correlation optimized hypercube sampling # ---------------------------------------- lhs = Lhs(criterion="correlation", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'correlation LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("corr") ############################################################################# # Ratio optimized hypercube sampling # ---------------------------------- lhs = Lhs(criterion="ratio", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'ratio LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("ratio") ############################################################################# # Halton sampling # --------------- halton = Halton() x = halton.generate(space.dimensions, n_samples) plot_searchspace(x, 'Halton') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("halton") ############################################################################# # Hammersly sampling # ------------------ hammersly = Hammersly() x = hammersly.generate(space.dimensions, n_samples) plot_searchspace(x, 'Hammersly') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("hammersly") ############################################################################# # Grid sampling # ------------- grid = Grid(border="include", use_full_layout=False) x = grid.generate(space.dimensions, n_samples) plot_searchspace(x, 'Grid') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("grid") ############################################################################# # Pdist boxplot of all methods # ---------------------------- # # This boxplot shows the distance between all generated points using # Euclidian distance. The higher the value, the better the sampling method. # It can be seen that random has the worst performance fig, ax = plt.subplots() ax.boxplot(pdist_data) plt.grid(True) plt.ylabel("pdist") _ = ax.set_ylim(0, 6) _ = ax.set_xticklabels(x_label, rotation=45, fontsize=8) PKJŤnX…HÄ`ll"sampler/initial-sampling-method.py""" ================================== Comparing initial sampling methods ================================== Holger Nahrstaedt 2020 Sigurd Carlsen October 2019 .. currentmodule:: skopt When doing baysian optimization we often want to reserve some of the early part of the optimization to pure exploration. By default the optimizer suggests purely random samples for the first n_initial_points (10 by default). The downside to this is that there is no guarantee that these samples are spread out evenly across all the dimensions. Sampling methods as Latin hypercube, Sobol', Halton and Hammersly take advantage of the fact that we know beforehand how many random points we want to sample. Then these points can be "spread out" in such a way that each dimension is explored. See also the example on an integer space :ref:`sphx_glr_auto_examples_initial_sampling_method_integer.py` """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from scipy.spatial.distance import pdist from skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol from skopt.space import Space ############################################################################# def plot_searchspace(x, title): fig, ax = plt.subplots() plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples') plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', markersize=80, alpha=0.5) # ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([-5, 10]) ax.set_ylabel("X2") ax.set_ylim([0, 15]) plt.title(title) n_samples = 10 space = Space([(-5.0, 10.0), (0.0, 15.0)]) # space.set_transformer("normalize") ############################################################################# # Random sampling # --------------- x = space.rvs(n_samples) plot_searchspace(x, "Random samples") pdist_data = [] x_label = [] pdist_data.append(pdist(x).flatten()) x_label.append("random") ############################################################################# # Sobol' # ------ sobol = Sobol() x = sobol.generate(space.dimensions, n_samples) plot_searchspace(x, "Sobol'") pdist_data.append(pdist(x).flatten()) x_label.append("sobol'") ############################################################################# # Classic Latin hypercube sampling # -------------------------------- lhs = Lhs(lhs_type="classic", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'classic LHS') pdist_data.append(pdist(x).flatten()) x_label.append("lhs") ############################################################################# # Centered Latin hypercube sampling # --------------------------------- lhs = Lhs(lhs_type="centered", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'centered LHS') pdist_data.append(pdist(x).flatten()) x_label.append("center") ############################################################################# # Maximin optimized hypercube sampling # ------------------------------------ lhs = Lhs(criterion="maximin", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'maximin LHS') pdist_data.append(pdist(x).flatten()) x_label.append("maximin") ############################################################################# # Correlation optimized hypercube sampling # ---------------------------------------- lhs = Lhs(criterion="correlation", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'correlation LHS') pdist_data.append(pdist(x).flatten()) x_label.append("corr") ############################################################################# # Ratio optimized hypercube sampling # ---------------------------------- lhs = Lhs(criterion="ratio", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'ratio LHS') pdist_data.append(pdist(x).flatten()) x_label.append("ratio") ############################################################################# # Halton sampling # --------------- halton = Halton() x = halton.generate(space.dimensions, n_samples) plot_searchspace(x, 'Halton') pdist_data.append(pdist(x).flatten()) x_label.append("halton") ############################################################################# # Hammersly sampling # ------------------ hammersly = Hammersly() x = hammersly.generate(space.dimensions, n_samples) plot_searchspace(x, 'Hammersly') pdist_data.append(pdist(x).flatten()) x_label.append("hammersly") ############################################################################# # Grid sampling # ------------- grid = Grid(border="include", use_full_layout=False) x = grid.generate(space.dimensions, n_samples) plot_searchspace(x, 'Grid') pdist_data.append(pdist(x).flatten()) x_label.append("grid") ############################################################################# # Pdist boxplot of all methods # ---------------------------- # # This boxplot shows the distance between all generated points using # Euclidian distance. The higher the value, the better the sampling method. # It can be seen that random has the worst performance fig, ax = plt.subplots() ax.boxplot(pdist_data) plt.grid(True) plt.ylabel("pdist") _ = ax.set_ylim(0, 12) _ = ax.set_xticklabels(x_label, rotation=45, fontsize=8) PKPŤnX Ó$Źmmsampler/sampling_comparison.py""" ========================================== Comparing initial point generation methods ========================================== Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate function `func`. There are several choices for what kind of surrogate model to use. This notebook compares the performance of: * Halton sequence, * Hammersly sequence, * Sobol' sequence and * Latin hypercube sampling as initial points. The purely random point generation is used as a baseline. """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import hart6 as hart6_ ############################################################################# # Toy model # ========= # # We will use the :class:`benchmarks.hart6` function as toy model for the expensive function. # In a real world application this function would be unknown and expensive # to evaluate. # redefined `hart6` to allow adding arbitrary "noise" dimensions def hart6(x, noise_level=0.0): return hart6_(x[:6]) + noise_level * np.random.randn() from skopt.benchmarks import branin as _branin def branin(x, noise_level=0.0): return _branin(x) + noise_level * np.random.randn() ############################################################################# import time from matplotlib.pyplot import cm from skopt import gp_minimize def plot_convergence( result_list, true_minimum=None, yscale=None, title="Convergence plot" ): ax = plt.gca() ax.set_title(title) ax.set_xlabel("Number of calls $n$") ax.set_ylabel(r"$\min f(x)$ after $n$ calls") ax.grid() if yscale is not None: ax.set_yscale(yscale) colors = cm.hsv(np.linspace(0.25, 1.0, len(result_list))) for results, color in zip(result_list, colors): name, results = results n_calls = len(results[0].x_iters) iterations = range(1, n_calls + 1) mins = [[np.min(r.func_vals[:i]) for i in iterations] for r in results] ax.plot(iterations, np.mean(mins, axis=0), c=color, label=name) # ax.errorbar(iterations, np.mean(mins, axis=0), # yerr=np.std(mins, axis=0), c=color, label=name) if true_minimum: ax.axhline(true_minimum, linestyle="--", color="r", lw=1, label="True minimum") ax.legend(loc="best") return ax def run(minimizer, initial_point_generator, n_initial_points=10, n_repeats=1): return [ minimizer( func, bounds, n_initial_points=n_initial_points, initial_point_generator=initial_point_generator, n_calls=n_calls, random_state=n, ) for n in range(n_repeats) ] def run_measure(initial_point_generator, n_initial_points=10): start = time.time() # n_repeats must set to a much higher value to obtain meaningful results. n_repeats = 1 res = run( gp_minimize, initial_point_generator, n_initial_points=n_initial_points, n_repeats=n_repeats, ) duration = time.time() - start print("%s: %.2f s" % (initial_point_generator, duration)) return res ############################################################################# # Objective # ========= # # The objective of this example is to find one of these minima in as # few iterations as possible. One iteration is defined as one call # to the :class:`benchmarks.hart6` function. # # We will evaluate each model several times using a different seed for the # random number generator. Then compare the average performance of these # models. This makes the comparison more robust against models that get # "lucky". from functools import partial example = "hart6" if example == "hart6": func = partial(hart6, noise_level=0.1) bounds = [ (0.0, 1.0), ] * 6 true_minimum = -3.32237 n_calls = 30 n_initial_points = 10 yscale = None title = "Convergence plot - hart6" else: func = partial(branin, noise_level=2.0) bounds = [(-5.0, 10.0), (0.0, 15.0)] true_minimum = 0.397887 n_calls = 30 n_initial_points = 10 yscale = "log" title = "Convergence plot - branin" ############################################################################# from skopt.utils import cook_initial_point_generator # Random search dummy_res = run_measure("random", n_initial_points) lhs = cook_initial_point_generator("lhs", lhs_type="classic", criterion=None) lhs_res = run_measure(lhs, n_initial_points) lhs2 = cook_initial_point_generator("lhs", criterion="maximin") lhs2_res = run_measure(lhs2, n_initial_points) sobol = cook_initial_point_generator("sobol", randomize=False, min_skip=1, max_skip=100) sobol_res = run_measure(sobol, n_initial_points) halton_res = run_measure("halton", n_initial_points) hammersly_res = run_measure("hammersly", n_initial_points) grid_res = run_measure("grid", n_initial_points) ############################################################################# # Note that this can take a few minutes. plot = plot_convergence( [ ("random", dummy_res), ("lhs", lhs_res), ("lhs_maximin", lhs2_res), ("sobol'", sobol_res), ("halton", halton_res), ("hammersly", hammersly_res), ("grid", grid_res), ], true_minimum=true_minimum, yscale=yscale, title=title, ) plt.show() ############################################################################# # This plot shows the value of the minimum found (y axis) as a function # of the number of iterations performed so far (x axis). The dashed red line # indicates the true value of the minimum of the :class:`benchmarks.hart6` # function. ############################################################################# # Test with different n_random_starts values lhs2 = cook_initial_point_generator("lhs", criterion="maximin") lhs2_15_res = run_measure(lhs2, 12) lhs2_20_res = run_measure(lhs2, 14) lhs2_25_res = run_measure(lhs2, 16) ############################################################################# # n_random_starts = 10 produces the best results plot = plot_convergence( [ ("random - 10", dummy_res), ("lhs_maximin - 10", lhs2_res), ("lhs_maximin - 12", lhs2_15_res), ("lhs_maximin - 14", lhs2_20_res), ("lhs_maximin - 16", lhs2_25_res), ], true_minimum=true_minimum, yscale=yscale, title=title, ) plt.show() PKŚnXInBO  ¶ask-and-tell.pyPKôŚnX&쨼  ¶:bayesian-optimization.pyPK0ŤnXůjŰľ»"»"¶1exploration-vs-exploitation.pyPKEŚnX8Zy–::¶‡Thyperparameter-optimization.pyPKDŚnXňBý»Ď϶ýeinterruptible-optimization.pyPK*ŤnXD hŔŇŇ*¶yoptimizer-with-different-base-estimator.pyPK8ŚnX~eź ź ¶!Śparallel-optimization.pyPKöŚnX6…żŘŘ#¶ösklearn-gridsearchcv-replacement.pyPKCŚnX5mÓQ<<¶·store-and-load-results.pyPKŚnX{ą$i[[¶‚Ěstrategy-comparison.pyPK±ŤnXŇ?.S S #¶ßplots/partial-dependence-plot-2D.pyPK„ŤnXĆ˙čąą1¶Ąëplots/partial-dependence-plot-with-categorical.pyPKzŤnX»Y˘˛|| ¶­úplots/partial-dependence-plot.pyPKŤnX~„1Ř!Ř!¶g plots/visualizing-results.pyPKMŤnX„"Ő  *¶y.sampler/initial-sampling-method-integer.pyPKJŤnX…HÄ`ll"¶áFsampler/initial-sampling-method.pyPKPŤnX Ó$Źmm¶Ť\sampler/sampling_comparison.pyPK6wscikit-optimize-0.10.2/doc/auto_examples/bayesian-optimization.ipynb000066400000000000000000000230331462762077000257270ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Bayesian optimization with `skopt`\n\nGilles Louppe, Manoj Kumar July 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Problem statement\n\nWe are interested in solving\n\n\\begin{align}x^* = arg \\\\min_x f(x)\\end{align}\n\nunder the constraints that\n\n- $f$ is a black box for which no closed form is known\n (nor its gradients);\n- $f$ is expensive to evaluate;\n- and evaluations of $y = f(x)$ may be noisy.\n\n**Disclaimer.** If you do not have these constraints, then there\nis certainly a better optimization algorithm than Bayesian optimization.\n\nThis example uses :class:`plots.plot_gaussian_process` which is available\nsince version 0.8.\n\n## Bayesian optimization loop\n\nFor $t=1:T$:\n\n1. Given observations $(x_i, y_i=f(x_i))$ for $i=1:t$, build a\n probabilistic model for the objective $f$. Integrate out all\n possible true functions, using Gaussian process regression.\n\n2. optimize a cheap acquisition/utility function $u$ based on the\n posterior distribution for sampling the next point.\n $x_{t+1} = arg \\\\min_x u(x)$\n Exploit uncertainty to balance exploration against exploitation.\n\n3. Sample the next observation $y_{t+1}$ at $x_{t+1}$.\n\n\n## Acquisition functions\n\nAcquisition functions $u(x)$ specify which sample $x$: should be\ntried next:\n\n- Expected improvement (default):\n $-EI(x) = -\\\\mathbb{E} [f(x) - f(x_t^+)]$\n- Lower confidence bound: $LCB(x) = \\\\mu_{GP}(x) + \\\\kappa \\\\sigma_{GP}(x)$\n- Probability of improvement: $-PI(x) = -P(f(x) \\\\geq f(x_t^+) + \\\\kappa)$\n\nwhere $x_t^+$ is the best point observed so far.\n\nIn most cases, acquisition functions provide knobs (e.g., $\\\\kappa$) for\ncontrolling the exploration-exploitation trade-off.\n- Search in regions where $\\\\mu_{GP}(x)$ is high (exploitation)\n- Probe regions where uncertainty $\\\\sigma_{GP}(x)$ is high (exploration)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\n\nimport numpy as np\n\nnp.random.seed(237)\nimport matplotlib.pyplot as plt\n\nfrom skopt.plots import plot_gaussian_process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy example\n\nLet assume the following noisy function $f$:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1\n\n\ndef f(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note.** In `skopt`, functions $f$ are assumed to take as input a 1D\nvector $x$: represented as an array-like and to return a scalar\n$f(x)$:.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Plot f(x) + contours\nx = np.linspace(-2, 2, 400).reshape(-1, 1)\nfx = [f(x_i, noise_level=0.0) for x_i in x]\nplt.plot(x, fx, \"r--\", label=\"True (unknown)\")\nplt.fill(\n np.concatenate([x, x[::-1]]),\n np.concatenate(\n (\n [fx_i - 1.9600 * noise_level for fx_i in fx],\n [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]],\n )\n ),\n alpha=0.2,\n fc=\"r\",\n ec=\"None\",\n)\nplt.legend()\nplt.grid()\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bayesian optimization based on gaussian process regression is implemented in\n:class:`gp_minimize` and can be carried out as follows:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import gp_minimize\n\nres = gp_minimize(\n f, # the function to minimize\n [(-2.0, 2.0)], # the bounds on each dimension of x\n acq_func=\"EI\", # the acquisition function\n n_calls=15, # the number of evaluations of f\n n_random_starts=5, # the number of random initialization points\n noise=0.1**2, # the noise level (optional)\n random_state=1234,\n) # the random seed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Accordingly, the approximated minimum is found to be:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f\"x^*={res.x[0]:.4f}, f(x^*)={res.fun:.4f}\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For further inspection of the results, attributes of the `res` named tuple\nprovide the following information:\n\n- `x` [float]: location of the minimum.\n- `fun` [float]: function value at the minimum.\n- `models`: surrogate models used for each iteration.\n- `x_iters` [array]:\n location of function evaluation for each iteration.\n- `func_vals` [array]: function value for each iteration.\n- `space` [Space]: the optimization space.\n- `specs` [dict]: parameters passed to the function.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Together these attributes can be used to visually inspect the results of the\nminimization, such as the convergence trace or the acquisition function at\nthe last iteration:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_convergence\n\nplot_convergence(res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now visually examine\n\n1. The approximation of the fit gp model to the original function.\n2. The acquisition values that determine the next point to be queried.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (8, 14)\n\n\ndef f_wo_noise(x):\n return f(x, noise_level=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the 5 iterations following the 5 random points\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for n_iter in range(5):\n # Plot true function.\n plt.subplot(5, 2, 2 * n_iter + 1)\n\n if n_iter == 0:\n show_legend = True\n else:\n show_legend = False\n\n ax = plot_gaussian_process(\n res,\n n_calls=n_iter,\n objective=f_wo_noise,\n noise_level=noise_level,\n show_legend=show_legend,\n show_title=False,\n show_next_point=False,\n show_acq_func=False,\n )\n ax.set_ylabel(\"\")\n ax.set_xlabel(\"\")\n # Plot EI(x)\n plt.subplot(5, 2, 2 * n_iter + 2)\n ax = plot_gaussian_process(\n res,\n n_calls=n_iter,\n show_legend=show_legend,\n show_title=False,\n show_mu=False,\n show_acq_func=True,\n show_observations=False,\n show_next_point=True,\n )\n ax.set_ylabel(\"\")\n ax.set_xlabel(\"\")\n\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first column shows the following:\n\n1. The true function.\n2. The approximation to the original function by the gaussian process model\n3. How sure the GP is about the function.\n\nThe second column shows the acquisition function values after every\nsurrogate model is fit. It is possible that we do not choose the global\nminimum but a local minimum depending on the minimizer used to minimize\nthe acquisition function.\n\nAt the points closer to the points previously evaluated at, the variance\ndips to zero.\n\nFinally, as we increase the number of points, the GP model approaches\nthe actual function. The final few points are clustered around the minimum\nbecause the GP does not gain anything more by further exploration:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (6, 4)\n\n# Plot f(x) + contours\n_ = plot_gaussian_process(res, objective=f_wo_noise, noise_level=noise_level)\n\nplt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/bayesian-optimization.py000066400000000000000000000160621462762077000252420ustar00rootroot00000000000000r""" ================================== Bayesian optimization with `skopt` ================================== Gilles Louppe, Manoj Kumar July 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ----------------- We are interested in solving .. math:: x^* = arg \\min_x f(x) under the constraints that - :math:`f` is a black box for which no closed form is known (nor its gradients); - :math:`f` is expensive to evaluate; - and evaluations of :math:`y = f(x)` may be noisy. **Disclaimer.** If you do not have these constraints, then there is certainly a better optimization algorithm than Bayesian optimization. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. Bayesian optimization loop -------------------------- For :math:`t=1:T`: 1. Given observations :math:`(x_i, y_i=f(x_i))` for :math:`i=1:t`, build a probabilistic model for the objective :math:`f`. Integrate out all possible true functions, using Gaussian process regression. 2. optimize a cheap acquisition/utility function :math:`u` based on the posterior distribution for sampling the next point. :math:`x_{t+1} = arg \\min_x u(x)` Exploit uncertainty to balance exploration against exploitation. 3. Sample the next observation :math:`y_{t+1}` at :math:`x_{t+1}`. Acquisition functions --------------------- Acquisition functions :math:`u(x)` specify which sample :math:`x`: should be tried next: - Expected improvement (default): :math:`-EI(x) = -\\mathbb{E} [f(x) - f(x_t^+)]` - Lower confidence bound: :math:`LCB(x) = \\mu_{GP}(x) + \\kappa \\sigma_{GP}(x)` - Probability of improvement: :math:`-PI(x) = -P(f(x) \\geq f(x_t^+) + \\kappa)` where :math:`x_t^+` is the best point observed so far. In most cases, acquisition functions provide knobs (e.g., :math:`\\kappa`) for controlling the exploration-exploitation trade-off. - Search in regions where :math:`\\mu_{GP}(x)` is high (exploitation) - Probe regions where uncertainty :math:`\\sigma_{GP}(x)` is high (exploration) """ print(__doc__) import numpy as np np.random.seed(237) import matplotlib.pyplot as plt from skopt.plots import plot_gaussian_process ############################################################################# # Toy example # ----------- # # Let assume the following noisy function :math:`f`: noise_level = 0.1 def f(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level ############################################################################# # **Note.** In `skopt`, functions :math:`f` are assumed to take as input a 1D # vector :math:`x`: represented as an array-like and to return a scalar # :math:`f(x)`:. # Plot f(x) + contours x = np.linspace(-2, 2, 400).reshape(-1, 1) fx = [f(x_i, noise_level=0.0) for x_i in x] plt.plot(x, fx, "r--", label="True (unknown)") plt.fill( np.concatenate([x, x[::-1]]), np.concatenate( ( [fx_i - 1.9600 * noise_level for fx_i in fx], [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]], ) ), alpha=0.2, fc="r", ec="None", ) plt.legend() plt.grid() plt.show() ############################################################################# # Bayesian optimization based on gaussian process regression is implemented in # :class:`gp_minimize` and can be carried out as follows: from skopt import gp_minimize res = gp_minimize( f, # the function to minimize [(-2.0, 2.0)], # the bounds on each dimension of x acq_func="EI", # the acquisition function n_calls=15, # the number of evaluations of f n_random_starts=5, # the number of random initialization points noise=0.1**2, # the noise level (optional) random_state=1234, ) # the random seed ############################################################################# # Accordingly, the approximated minimum is found to be: f"x^*={res.x[0]:.4f}, f(x^*)={res.fun:.4f}" ############################################################################# # For further inspection of the results, attributes of the `res` named tuple # provide the following information: # # - `x` [float]: location of the minimum. # - `fun` [float]: function value at the minimum. # - `models`: surrogate models used for each iteration. # - `x_iters` [array]: # location of function evaluation for each iteration. # - `func_vals` [array]: function value for each iteration. # - `space` [Space]: the optimization space. # - `specs` [dict]: parameters passed to the function. print(res) ############################################################################# # Together these attributes can be used to visually inspect the results of the # minimization, such as the convergence trace or the acquisition function at # the last iteration: from skopt.plots import plot_convergence plot_convergence(res) ############################################################################# # Let us now visually examine # # 1. The approximation of the fit gp model to the original function. # 2. The acquisition values that determine the next point to be queried. plt.rcParams["figure.figsize"] = (8, 14) def f_wo_noise(x): return f(x, noise_level=0) ############################################################################# # Plot the 5 iterations following the 5 random points for n_iter in range(5): # Plot true function. plt.subplot(5, 2, 2 * n_iter + 1) if n_iter == 0: show_legend = True else: show_legend = False ax = plot_gaussian_process( res, n_calls=n_iter, objective=f_wo_noise, noise_level=noise_level, show_legend=show_legend, show_title=False, show_next_point=False, show_acq_func=False, ) ax.set_ylabel("") ax.set_xlabel("") # Plot EI(x) plt.subplot(5, 2, 2 * n_iter + 2) ax = plot_gaussian_process( res, n_calls=n_iter, show_legend=show_legend, show_title=False, show_mu=False, show_acq_func=True, show_observations=False, show_next_point=True, ) ax.set_ylabel("") ax.set_xlabel("") plt.show() ############################################################################# # The first column shows the following: # # 1. The true function. # 2. The approximation to the original function by the gaussian process model # 3. How sure the GP is about the function. # # The second column shows the acquisition function values after every # surrogate model is fit. It is possible that we do not choose the global # minimum but a local minimum depending on the minimizer used to minimize # the acquisition function. # # At the points closer to the points previously evaluated at, the variance # dips to zero. # # Finally, as we increase the number of points, the GP model approaches # the actual function. The final few points are clustered around the minimum # because the GP does not gain anything more by further exploration: plt.rcParams["figure.figsize"] = (6, 4) # Plot f(x) + contours _ = plot_gaussian_process(res, objective=f_wo_noise, noise_level=noise_level) plt.show() scikit-optimize-0.10.2/doc/auto_examples/bayesian-optimization.py.md5000066400000000000000000000000401462762077000257130ustar00rootroot000000000000007832badf66cceec028004ff84be09974scikit-optimize-0.10.2/doc/auto_examples/bayesian-optimization.rst000066400000000000000000000374261462762077000254310ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\bayesian-optimization.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_bayesian-optimization.py: ================================== Bayesian optimization with `skopt` ================================== Gilles Louppe, Manoj Kumar July 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ----------------- We are interested in solving .. math:: x^* = arg \\min_x f(x) under the constraints that - :math:`f` is a black box for which no closed form is known (nor its gradients); - :math:`f` is expensive to evaluate; - and evaluations of :math:`y = f(x)` may be noisy. **Disclaimer.** If you do not have these constraints, then there is certainly a better optimization algorithm than Bayesian optimization. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. Bayesian optimization loop -------------------------- For :math:`t=1:T`: 1. Given observations :math:`(x_i, y_i=f(x_i))` for :math:`i=1:t`, build a probabilistic model for the objective :math:`f`. Integrate out all possible true functions, using Gaussian process regression. 2. optimize a cheap acquisition/utility function :math:`u` based on the posterior distribution for sampling the next point. :math:`x_{t+1} = arg \\min_x u(x)` Exploit uncertainty to balance exploration against exploitation. 3. Sample the next observation :math:`y_{t+1}` at :math:`x_{t+1}`. Acquisition functions --------------------- Acquisition functions :math:`u(x)` specify which sample :math:`x`: should be tried next: - Expected improvement (default): :math:`-EI(x) = -\\mathbb{E} [f(x) - f(x_t^+)]` - Lower confidence bound: :math:`LCB(x) = \\mu_{GP}(x) + \\kappa \\sigma_{GP}(x)` - Probability of improvement: :math:`-PI(x) = -P(f(x) \\geq f(x_t^+) + \\kappa)` where :math:`x_t^+` is the best point observed so far. In most cases, acquisition functions provide knobs (e.g., :math:`\\kappa`) for controlling the exploration-exploitation trade-off. - Search in regions where :math:`\\mu_{GP}(x)` is high (exploitation) - Probe regions where uncertainty :math:`\\sigma_{GP}(x)` is high (exploration) .. GENERATED FROM PYTHON SOURCE LINES 67-77 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(237) import matplotlib.pyplot as plt from skopt.plots import plot_gaussian_process .. GENERATED FROM PYTHON SOURCE LINES 78-82 Toy example ----------- Let assume the following noisy function :math:`f`: .. GENERATED FROM PYTHON SOURCE LINES 82-90 .. code-block:: Python noise_level = 0.1 def f(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level .. GENERATED FROM PYTHON SOURCE LINES 91-94 **Note.** In `skopt`, functions :math:`f` are assumed to take as input a 1D vector :math:`x`: represented as an array-like and to return a scalar :math:`f(x)`:. .. GENERATED FROM PYTHON SOURCE LINES 94-115 .. code-block:: Python # Plot f(x) + contours x = np.linspace(-2, 2, 400).reshape(-1, 1) fx = [f(x_i, noise_level=0.0) for x_i in x] plt.plot(x, fx, "r--", label="True (unknown)") plt.fill( np.concatenate([x, x[::-1]]), np.concatenate( ( [fx_i - 1.9600 * noise_level for fx_i in fx], [fx_i + 1.9600 * noise_level for fx_i in fx[::-1]], ) ), alpha=0.2, fc="r", ec="None", ) plt.legend() plt.grid() plt.show() .. image-sg:: /auto_examples/images/sphx_glr_bayesian-optimization_001.png :alt: bayesian optimization :srcset: /auto_examples/images/sphx_glr_bayesian-optimization_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 116-118 Bayesian optimization based on gaussian process regression is implemented in :class:`gp_minimize` and can be carried out as follows: .. GENERATED FROM PYTHON SOURCE LINES 118-131 .. code-block:: Python from skopt import gp_minimize res = gp_minimize( f, # the function to minimize [(-2.0, 2.0)], # the bounds on each dimension of x acq_func="EI", # the acquisition function n_calls=15, # the number of evaluations of f n_random_starts=5, # the number of random initialization points noise=0.1**2, # the noise level (optional) random_state=1234, ) # the random seed .. GENERATED FROM PYTHON SOURCE LINES 132-133 Accordingly, the approximated minimum is found to be: .. GENERATED FROM PYTHON SOURCE LINES 133-136 .. code-block:: Python f"x^*={res.x[0]:.4f}, f(x^*)={res.fun:.4f}" .. rst-class:: sphx-glr-script-out .. code-block:: none 'x^*=-0.3552, f(x^*)=-1.0079' .. GENERATED FROM PYTHON SOURCE LINES 137-148 For further inspection of the results, attributes of the `res` named tuple provide the following information: - `x` [float]: location of the minimum. - `fun` [float]: function value at the minimum. - `models`: surrogate models used for each iteration. - `x_iters` [array]: location of function evaluation for each iteration. - `func_vals` [array]: function value for each iteration. - `space` [Space]: the optimization space. - `specs` [dict]: parameters passed to the function. .. GENERATED FROM PYTHON SOURCE LINES 148-151 .. code-block:: Python print(res) .. rst-class:: sphx-glr-script-out .. code-block:: none fun: -1.007919274002016 x: [-0.35518414273753307] func_vals: [ 3.716e-02 6.739e-03 ... 8.157e-03 -7.976e-01] x_iters: [[-0.009345334109402526], [1.2713537644662787], [0.4484475787090836], [1.0854396754496047], [1.4426790855107496], [0.9579248468740365], [-0.4515808656811222], [-0.6859481043850504], [-0.35518414273753307], [-0.29315377717222235], [-0.32099415298782463], [-2.0], [2.0], [-1.3373742019079444], [-0.24784228664930108]] models: [GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=0.01), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775)] space: Space([Real(low=-2.0, high=2.0, prior='uniform', transform='normalize')]) random_state: RandomState(MT19937) specs: args: func: dimensions: Space([Real(low=-2.0, high=2.0, prior='uniform', transform='normalize')]) base_estimator: GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5), n_restarts_optimizer=2, noise=0.010000000000000002, normalize_y=True, random_state=822569775) n_calls: 15 n_random_starts: 5 n_initial_points: 10 initial_point_generator: random acq_func: EI acq_optimizer: auto x0: None y0: None random_state: RandomState(MT19937) verbose: False callback: None n_points: 10000 n_restarts_optimizer: 5 xi: 0.01 kappa: 1.96 n_jobs: 1 model_queue_size: None space_constraint: None function: base_minimize .. GENERATED FROM PYTHON SOURCE LINES 152-155 Together these attributes can be used to visually inspect the results of the minimization, such as the convergence trace or the acquisition function at the last iteration: .. GENERATED FROM PYTHON SOURCE LINES 155-160 .. code-block:: Python from skopt.plots import plot_convergence plot_convergence(res) .. image-sg:: /auto_examples/images/sphx_glr_bayesian-optimization_002.png :alt: Convergence plot :srcset: /auto_examples/images/sphx_glr_bayesian-optimization_002.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none .. GENERATED FROM PYTHON SOURCE LINES 161-165 Let us now visually examine 1. The approximation of the fit gp model to the original function. 2. The acquisition values that determine the next point to be queried. .. GENERATED FROM PYTHON SOURCE LINES 165-173 .. code-block:: Python plt.rcParams["figure.figsize"] = (8, 14) def f_wo_noise(x): return f(x, noise_level=0) .. GENERATED FROM PYTHON SOURCE LINES 174-175 Plot the 5 iterations following the 5 random points .. GENERATED FROM PYTHON SOURCE LINES 175-214 .. code-block:: Python for n_iter in range(5): # Plot true function. plt.subplot(5, 2, 2 * n_iter + 1) if n_iter == 0: show_legend = True else: show_legend = False ax = plot_gaussian_process( res, n_calls=n_iter, objective=f_wo_noise, noise_level=noise_level, show_legend=show_legend, show_title=False, show_next_point=False, show_acq_func=False, ) ax.set_ylabel("") ax.set_xlabel("") # Plot EI(x) plt.subplot(5, 2, 2 * n_iter + 2) ax = plot_gaussian_process( res, n_calls=n_iter, show_legend=show_legend, show_title=False, show_mu=False, show_acq_func=True, show_observations=False, show_next_point=True, ) ax.set_ylabel("") ax.set_xlabel("") plt.show() .. image-sg:: /auto_examples/images/sphx_glr_bayesian-optimization_003.png :alt: bayesian optimization :srcset: /auto_examples/images/sphx_glr_bayesian-optimization_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 215-232 The first column shows the following: 1. The true function. 2. The approximation to the original function by the gaussian process model 3. How sure the GP is about the function. The second column shows the acquisition function values after every surrogate model is fit. It is possible that we do not choose the global minimum but a local minimum depending on the minimizer used to minimize the acquisition function. At the points closer to the points previously evaluated at, the variance dips to zero. Finally, as we increase the number of points, the GP model approaches the actual function. The final few points are clustered around the minimum because the GP does not gain anything more by further exploration: .. GENERATED FROM PYTHON SOURCE LINES 232-239 .. code-block:: Python plt.rcParams["figure.figsize"] = (6, 4) # Plot f(x) + contours _ = plot_gaussian_process(res, objective=f_wo_noise, noise_level=noise_level) plt.show() .. image-sg:: /auto_examples/images/sphx_glr_bayesian-optimization_004.png :alt: x* = -0.3552, f(x*) = -1.0079 :srcset: /auto_examples/images/sphx_glr_bayesian-optimization_004.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 3.907 seconds) .. _sphx_glr_download_auto_examples_bayesian-optimization.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/bayesian-optimization.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: bayesian-optimization.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: bayesian-optimization.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/bayesian-optimization_codeobj.pickle000066400000000000000000000025171462762077000275460ustar00rootroot00000000000000€•DŚ collections”Ś OrderedDict”“”)R”(Śplt.fill”]”}”(Śname”Śfill”Śmodule”Śmatplotlib.pyplot”Ś module_short”Śmatplotlib.pyplot”Śis_class”‰Ś is_explicit”‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚplot_convergence”]”}”(hŚplot_convergence”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚ plt.subplot”]”}”(hŚsubplot”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚplt.show”]”}”(hŚshow”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚ plt.rcParams”]”}”(hŚrcParams”h Śmatplotlib.pyplot”h Ś matplotlib”h ‰h‰uaŚnp.sin”]”}”(hŚsin”h Śnumpy”h h7h ‰h‰uaŚnp.concatenate”]”}”(hŚ concatenate”h Śnumpy”h h` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_exploration-vs-exploitation.py: =========================== Exploration vs exploitation =========================== Sigurd Carlen, September 2019. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt We can control how much the acqusition function favors exploration and exploitation by tweaking the two parameters kappa and xi. Higher values means more exploration and less exploitation and vice versa with low values. kappa is only used if acq_func is set to "LCB". xi is used when acq_func is "EI" or "PI". By default the acqusition function is set to "gp_hedge" which chooses the best of these three. Therefore I recommend not using gp_hedge when tweaking exploration/exploitation, but instead choosing "LCB", "EI" or "PI". The way to pass kappa and xi to the optimizer is to use the named argument "acq_func_kwargs". This is a dict of extra arguments for the aqcuisition function. If you want opt.ask() to give a new acquisition value immediately after tweaking kappa or xi call opt.update_next(). This ensures that the next value is updated with the new acquisition parameters. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. .. GENERATED FROM PYTHON SOURCE LINES 33-42 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(1234) from skopt import Optimizer from skopt.plots import plot_gaussian_process .. GENERATED FROM PYTHON SOURCE LINES 43-49 Toy example ----------- First we define our objective like in the ask-and-tell example notebook and define a plotting function. We do however only use on initial random point. All points after the first one is therefore chosen by the acquisition function. .. GENERATED FROM PYTHON SOURCE LINES 49-63 .. code-block:: Python noise_level = 0.1 # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x): return objective(x, noise_level=0) .. GENERATED FROM PYTHON SOURCE LINES 64-67 .. code-block:: Python opt = Optimizer([(-2.0, 2.0)], "GP", n_initial_points=3, acq_optimizer="sampling") .. GENERATED FROM PYTHON SOURCE LINES 68-69 Plotting parameters .. GENERATED FROM PYTHON SOURCE LINES 69-79 .. code-block:: Python plot_args = { "objective": objective_wo_noise, "noise_level": noise_level, "show_legend": True, "show_title": True, "show_next_point": False, "show_acq_func": True, } .. GENERATED FROM PYTHON SOURCE LINES 80-81 We run a an optimization loop with standard settings .. GENERATED FROM PYTHON SOURCE LINES 81-89 .. code-block:: Python for i in range(30): next_x = opt.ask() f_val = objective(next_x) opt.tell(next_x, f_val) # The same output could be created with opt.run(objective, n_iter=30) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_001.png :alt: x* = -0.2913, f(x*) = -1.0409 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 90-94 We see that some minima is found and "exploited" Now lets try to set kappa and xi using'to other values and pass it to the optimizer: .. GENERATED FROM PYTHON SOURCE LINES 94-95 .. code-block:: Python acq_func_kwargs = {"xi": 10000, "kappa": 10000} .. GENERATED FROM PYTHON SOURCE LINES 96-104 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 105-107 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_002.png :alt: x* = -0.3083, f(x*) = -0.7990 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 108-111 We see that the points are more random now. This works both for kappa when using acq_func="LCB": .. GENERATED FROM PYTHON SOURCE LINES 111-120 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="LCB", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 121-123 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_003.png :alt: x* = -0.1829, f(x*) = -0.8271 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 124-125 And for xi when using acq_func="EI": or acq_func="PI": .. GENERATED FROM PYTHON SOURCE LINES 125-134 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="PI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 135-137 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_004.png :alt: x* = -0.3877, f(x*) = -0.8487 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_004.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 138-139 Now lets try MES with 50 points: .. GENERATED FROM PYTHON SOURCE LINES 140-141 .. code-block:: Python acq_func_kwargs = {"n_min_samples": 150} .. GENERATED FROM PYTHON SOURCE LINES 142-151 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="MES", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 152-154 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_005.png :alt: x* = -0.2441, f(x*) = -0.8469 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_005.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 155-156 We can also favor exploitaton: .. GENERATED FROM PYTHON SOURCE LINES 156-157 .. code-block:: Python acq_func_kwargs = {"xi": 0.000001, "kappa": 0.001} .. GENERATED FROM PYTHON SOURCE LINES 158-166 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="LCB", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 167-169 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_006.png :alt: x* = 1.6319, f(x*) = -0.1482 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_006.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 170-178 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="EI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 179-181 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_007.png :alt: x* = -0.2705, f(x*) = -1.0266 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_007.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 182-190 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="PI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 191-194 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_008.png :alt: x* = -0.2961, f(x*) = -0.9580 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_008.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 195-197 Note that negative values does not work with the "PI"-acquisition function but works with "EI": .. GENERATED FROM PYTHON SOURCE LINES 197-198 .. code-block:: Python acq_func_kwargs = {"xi": -1000000000000} .. GENERATED FROM PYTHON SOURCE LINES 199-208 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="PI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 209-211 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_009.png :alt: x* = -0.3491, f(x*) = -0.7981 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_009.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 212-220 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="EI", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 221-223 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_010.png :alt: x* = -1.5268, f(x*) = -0.1786 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_010.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 224-230 Changing kappa and xi on the go ------------------------------- If we want to change kappa or ki at any point during our optimization process we just replace opt.acq_func_kwargs. Remember to call `opt.update_next()` after the change, in order for next point to be recalculated. .. GENERATED FROM PYTHON SOURCE LINES 230-231 .. code-block:: Python acq_func_kwargs = {"kappa": 0} .. GENERATED FROM PYTHON SOURCE LINES 232-240 .. code-block:: Python opt = Optimizer( [(-2.0, 2.0)], "GP", n_initial_points=3, acq_func="LCB", acq_optimizer="sampling", acq_func_kwargs=acq_func_kwargs, ) .. GENERATED FROM PYTHON SOURCE LINES 241-242 .. code-block:: Python opt.acq_func_kwargs .. rst-class:: sphx-glr-script-out .. code-block:: none {'kappa': 0} .. GENERATED FROM PYTHON SOURCE LINES 243-245 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_011.png :alt: x* = -0.6144, f(x*) = -0.2081 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_011.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 246-247 .. code-block:: Python acq_func_kwargs = {"kappa": 100000} .. GENERATED FROM PYTHON SOURCE LINES 248-250 .. code-block:: Python opt.acq_func_kwargs = acq_func_kwargs opt.update_next() .. GENERATED FROM PYTHON SOURCE LINES 251-253 .. code-block:: Python opt.run(objective, n_iter=20) _ = plot_gaussian_process(opt.get_result(), **plot_args) .. image-sg:: /auto_examples/images/sphx_glr_exploration-vs-exploitation_012.png :alt: x* = -0.1506, f(x*) = -0.6871 :srcset: /auto_examples/images/sphx_glr_exploration-vs-exploitation_012.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 46.614 seconds) .. _sphx_glr_download_auto_examples_exploration-vs-exploitation.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/exploration-vs-exploitation.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: exploration-vs-exploitation.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: exploration-vs-exploitation.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/exploration-vs-exploitation_codeobj.pickle000066400000000000000000000010621462762077000307300ustar00rootroot00000000000000€•'Ś collections”Ś OrderedDict”“”)R”(Śnp.random.seed”]”}”(Śname”Śseed”Śmodule”Ś numpy.random”Ś module_short”Ś numpy.random”Śis_class”‰Ś is_explicit”‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚnp.sin”]”}”(hŚsin”h Śnumpy”h hh ‰h‰uaŚnp.tanh”]”}”(hŚtanh”h Śnumpy”h hh ‰h‰uaŚ Optimizer”]”}”(hŚ Optimizer”h Śskopt”h h#h ‰h‰uaŚplot_gaussian_process”]”}”(hŚplot_gaussian_process”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚplots.plot_gaussian_process”]”}”(hŚplot_gaussian_process”h Śplots”h h.h ‰huau.scikit-optimize-0.10.2/doc/auto_examples/hyperparameter-optimization.ipynb000066400000000000000000000134361462762077000271720ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Tuning a scikit-learn estimator with `skopt`\n\nGilles Louppe, July 2016\nKatie Malone, August 2016\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nIf you are looking for a :obj:`sklearn.model_selection.GridSearchCV` replacement checkout\n`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` instead.\n\n## Problem statement\n\nTuning the hyper-parameters of a machine learning model is often carried out\nusing an exhaustive exploration of (a subset of) the space all hyper-parameter\nconfigurations (e.g., using :obj:`sklearn.model_selection.GridSearchCV`), which\noften results in a very time consuming operation.\n\nIn this notebook, we illustrate how to couple :class:`gp_minimize` with sklearn's\nestimators to tune hyper-parameters using sequential model-based optimisation,\nhopefully resulting in equivalent or better solutions, but within fewer\nevaluations.\n\nNote: scikit-optimize provides a dedicated interface for estimator tuning via\n:class:`BayesSearchCV` class which has a similar interface to those of\n:obj:`sklearn.model_selection.GridSearchCV`. This class uses functions of skopt to perform hyperparameter\nsearch efficiently. For example usage of this class, see\n`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py`\nexample notebook.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\nfrom sklearn.datasets import fetch_california_housing\nfrom sklearn.ensemble import GradientBoostingRegressor\nfrom sklearn.model_selection import cross_val_score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective\nTo tune the hyper-parameters of our model we need to define a model,\ndecide which parameters to optimize, and define the objective function\nwe want to minimize.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "california_housing = fetch_california_housing()\nX, y = california_housing.data, california_housing.target\nn_features = X.shape[1]\n\n# gradient boosted trees tend to do well on problems like this\nreg = GradientBoostingRegressor(n_estimators=50, random_state=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to define the bounds of the dimensions of the search space\nwe want to explore and pick the objective. In this case the cross-validation\nmean absolute error of a gradient boosting regressor over the Boston\ndataset, as a function of its hyper-parameters.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.space import Integer, Real\nfrom skopt.utils import use_named_args\n\n# The list of hyper-parameters we want to optimize. For each one we define the\n# bounds, the corresponding scikit-learn parameter name, as well as how to\n# sample values from that dimension (`'log-uniform'` for the learning rate)\nspace = [\n Integer(1, 5, name='max_depth'),\n Real(10**-5, 10**0, \"log-uniform\", name='learning_rate'),\n Integer(1, n_features, name='max_features'),\n Integer(2, 100, name='min_samples_split'),\n Integer(1, 100, name='min_samples_leaf'),\n]\n\n\n# this decorator allows your objective function to receive a the parameters as\n# keyword arguments. This is particularly convenient when you want to set\n# scikit-learn estimator parameters\n@use_named_args(space)\ndef objective(**params):\n reg.set_params(**params)\n\n return -np.mean(\n cross_val_score(reg, X, y, cv=5, n_jobs=-1, scoring=\"neg_mean_absolute_error\")\n )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimize all the things!\nWith these two pieces, we are now ready for sequential model-based\noptimisation. Here we use gaussian process-based optimisation.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import gp_minimize\n\nres_gp = gp_minimize(objective, space, n_calls=50, random_state=0)\n\n\"Best score=%.4f\" % res_gp.fun" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(\n \"\"\"Best parameters:\n- max_depth=%d\n- learning_rate=%.6f\n- max_features=%d\n- min_samples_split=%d\n- min_samples_leaf=%d\"\"\"\n % (res_gp.x[0], res_gp.x[1], res_gp.x[2], res_gp.x[3], res_gp.x[4])\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convergence plot\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_convergence\n\nplot_convergence(res_gp)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/hyperparameter-optimization.py000066400000000000000000000103021462762077000264660ustar00rootroot00000000000000""" ============================================ Tuning a scikit-learn estimator with `skopt` ============================================ Gilles Louppe, July 2016 Katie Malone, August 2016 Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt If you are looking for a :obj:`sklearn.model_selection.GridSearchCV` replacement checkout :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` instead. Problem statement ================= Tuning the hyper-parameters of a machine learning model is often carried out using an exhaustive exploration of (a subset of) the space all hyper-parameter configurations (e.g., using :obj:`sklearn.model_selection.GridSearchCV`), which often results in a very time consuming operation. In this notebook, we illustrate how to couple :class:`gp_minimize` with sklearn's estimators to tune hyper-parameters using sequential model-based optimisation, hopefully resulting in equivalent or better solutions, but within fewer evaluations. Note: scikit-optimize provides a dedicated interface for estimator tuning via :class:`BayesSearchCV` class which has a similar interface to those of :obj:`sklearn.model_selection.GridSearchCV`. This class uses functions of skopt to perform hyperparameter search efficiently. For example usage of this class, see :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` example notebook. """ print(__doc__) import numpy as np from sklearn.datasets import fetch_california_housing from sklearn.ensemble import GradientBoostingRegressor from sklearn.model_selection import cross_val_score ############################################################################# # Objective # ========= # To tune the hyper-parameters of our model we need to define a model, # decide which parameters to optimize, and define the objective function # we want to minimize. california_housing = fetch_california_housing() X, y = california_housing.data, california_housing.target n_features = X.shape[1] # gradient boosted trees tend to do well on problems like this reg = GradientBoostingRegressor(n_estimators=50, random_state=0) ############################################################################# # Next, we need to define the bounds of the dimensions of the search space # we want to explore and pick the objective. In this case the cross-validation # mean absolute error of a gradient boosting regressor over the Boston # dataset, as a function of its hyper-parameters. from skopt.space import Integer, Real from skopt.utils import use_named_args # The list of hyper-parameters we want to optimize. For each one we define the # bounds, the corresponding scikit-learn parameter name, as well as how to # sample values from that dimension (`'log-uniform'` for the learning rate) space = [ Integer(1, 5, name='max_depth'), Real(10**-5, 10**0, "log-uniform", name='learning_rate'), Integer(1, n_features, name='max_features'), Integer(2, 100, name='min_samples_split'), Integer(1, 100, name='min_samples_leaf'), ] # this decorator allows your objective function to receive a the parameters as # keyword arguments. This is particularly convenient when you want to set # scikit-learn estimator parameters @use_named_args(space) def objective(**params): reg.set_params(**params) return -np.mean( cross_val_score(reg, X, y, cv=5, n_jobs=-1, scoring="neg_mean_absolute_error") ) ############################################################################# # Optimize all the things! # ======================== # With these two pieces, we are now ready for sequential model-based # optimisation. Here we use gaussian process-based optimisation. from skopt import gp_minimize res_gp = gp_minimize(objective, space, n_calls=50, random_state=0) "Best score=%.4f" % res_gp.fun ############################################################################# print( """Best parameters: - max_depth=%d - learning_rate=%.6f - max_features=%d - min_samples_split=%d - min_samples_leaf=%d""" % (res_gp.x[0], res_gp.x[1], res_gp.x[2], res_gp.x[3], res_gp.x[4]) ) ############################################################################# # Convergence plot # ================ from skopt.plots import plot_convergence plot_convergence(res_gp) scikit-optimize-0.10.2/doc/auto_examples/hyperparameter-optimization.py.md5000066400000000000000000000000401462762077000271500ustar00rootroot0000000000000078b33db900775e291e8989561894af09scikit-optimize-0.10.2/doc/auto_examples/hyperparameter-optimization.rst000066400000000000000000000154561462762077000266650ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\hyperparameter-optimization.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_hyperparameter-optimization.py: ============================================ Tuning a scikit-learn estimator with `skopt` ============================================ Gilles Louppe, July 2016 Katie Malone, August 2016 Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt If you are looking for a :obj:`sklearn.model_selection.GridSearchCV` replacement checkout :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` instead. Problem statement ================= Tuning the hyper-parameters of a machine learning model is often carried out using an exhaustive exploration of (a subset of) the space all hyper-parameter configurations (e.g., using :obj:`sklearn.model_selection.GridSearchCV`), which often results in a very time consuming operation. In this notebook, we illustrate how to couple :class:`gp_minimize` with sklearn's estimators to tune hyper-parameters using sequential model-based optimisation, hopefully resulting in equivalent or better solutions, but within fewer evaluations. Note: scikit-optimize provides a dedicated interface for estimator tuning via :class:`BayesSearchCV` class which has a similar interface to those of :obj:`sklearn.model_selection.GridSearchCV`. This class uses functions of skopt to perform hyperparameter search efficiently. For example usage of this class, see :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` example notebook. .. GENERATED FROM PYTHON SOURCE LINES 35-42 .. code-block:: Python print(__doc__) import numpy as np from sklearn.datasets import fetch_california_housing from sklearn.ensemble import GradientBoostingRegressor from sklearn.model_selection import cross_val_score .. GENERATED FROM PYTHON SOURCE LINES 43-48 Objective ========= To tune the hyper-parameters of our model we need to define a model, decide which parameters to optimize, and define the objective function we want to minimize. .. GENERATED FROM PYTHON SOURCE LINES 48-57 .. code-block:: Python california_housing = fetch_california_housing() X, y = california_housing.data, california_housing.target n_features = X.shape[1] # gradient boosted trees tend to do well on problems like this reg = GradientBoostingRegressor(n_estimators=50, random_state=0) .. GENERATED FROM PYTHON SOURCE LINES 58-62 Next, we need to define the bounds of the dimensions of the search space we want to explore and pick the objective. In this case the cross-validation mean absolute error of a gradient boosting regressor over the Boston dataset, as a function of its hyper-parameters. .. GENERATED FROM PYTHON SOURCE LINES 62-90 .. code-block:: Python from skopt.space import Integer, Real from skopt.utils import use_named_args # The list of hyper-parameters we want to optimize. For each one we define the # bounds, the corresponding scikit-learn parameter name, as well as how to # sample values from that dimension (`'log-uniform'` for the learning rate) space = [ Integer(1, 5, name='max_depth'), Real(10**-5, 10**0, "log-uniform", name='learning_rate'), Integer(1, n_features, name='max_features'), Integer(2, 100, name='min_samples_split'), Integer(1, 100, name='min_samples_leaf'), ] # this decorator allows your objective function to receive a the parameters as # keyword arguments. This is particularly convenient when you want to set # scikit-learn estimator parameters @use_named_args(space) def objective(**params): reg.set_params(**params) return -np.mean( cross_val_score(reg, X, y, cv=5, n_jobs=-1, scoring="neg_mean_absolute_error") ) .. GENERATED FROM PYTHON SOURCE LINES 91-95 Optimize all the things! ======================== With these two pieces, we are now ready for sequential model-based optimisation. Here we use gaussian process-based optimisation. .. GENERATED FROM PYTHON SOURCE LINES 95-102 .. code-block:: Python from skopt import gp_minimize res_gp = gp_minimize(objective, space, n_calls=50, random_state=0) "Best score=%.4f" % res_gp.fun .. rst-class:: sphx-glr-script-out .. code-block:: none 'Best score=0.4477' .. GENERATED FROM PYTHON SOURCE LINES 103-114 .. code-block:: Python print( """Best parameters: - max_depth=%d - learning_rate=%.6f - max_features=%d - min_samples_split=%d - min_samples_leaf=%d""" % (res_gp.x[0], res_gp.x[1], res_gp.x[2], res_gp.x[3], res_gp.x[4]) ) .. rst-class:: sphx-glr-script-out .. code-block:: none Best parameters: - max_depth=5 - learning_rate=0.147511 - max_features=8 - min_samples_split=100 - min_samples_leaf=46 .. GENERATED FROM PYTHON SOURCE LINES 115-117 Convergence plot ================ .. GENERATED FROM PYTHON SOURCE LINES 117-121 .. code-block:: Python from skopt.plots import plot_convergence plot_convergence(res_gp) .. image-sg:: /auto_examples/images/sphx_glr_hyperparameter-optimization_001.png :alt: Convergence plot :srcset: /auto_examples/images/sphx_glr_hyperparameter-optimization_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none .. rst-class:: sphx-glr-timing **Total running time of the script:** (2 minutes 21.302 seconds) .. _sphx_glr_download_auto_examples_hyperparameter-optimization.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/hyperparameter-optimization.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: 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Async optimization Loop
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Bayesian optimization with skopt
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Comparing surrogate models
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.. only:: html .. image:: /auto_examples/images/thumb/sphx_glr_exploration-vs-exploitation_thumb.png :alt: :ref:`sphx_glr_auto_examples_exploration-vs-exploitation.py` .. raw:: html
Exploration vs exploitation
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Interruptible optimization runs with checkpoints
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Parallel optimization
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.. only:: html .. image:: /auto_examples/images/thumb/sphx_glr_sklearn-gridsearchcv-replacement_thumb.png :alt: :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` .. raw:: html
Scikit-learn hyperparameter search wrapper
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.. only:: html .. image:: /auto_examples/images/thumb/sphx_glr_store-and-load-results_thumb.png :alt: :ref:`sphx_glr_auto_examples_store-and-load-results.py` .. raw:: html
Store and load skopt optimization results
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.. only:: html .. image:: /auto_examples/images/thumb/sphx_glr_hyperparameter-optimization_thumb.png :alt: :ref:`sphx_glr_auto_examples_hyperparameter-optimization.py` .. raw:: html
Tuning a scikit-learn estimator with skopt
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.. only:: html .. image:: /auto_examples/images/thumb/sphx_glr_optimizer-with-different-base-estimator_thumb.png :alt: :ref:`sphx_glr_auto_examples_optimizer-with-different-base-estimator.py` .. raw:: html
Use different base estimators for optimization
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.. toctree:: :hidden: /auto_examples/ask-and-tell /auto_examples/bayesian-optimization /auto_examples/strategy-comparison /auto_examples/exploration-vs-exploitation /auto_examples/interruptible-optimization /auto_examples/parallel-optimization /auto_examples/sklearn-gridsearchcv-replacement /auto_examples/store-and-load-results /auto_examples/hyperparameter-optimization /auto_examples/optimizer-with-different-base-estimator Initial sampling functions -------------------------- Examples concerning the :mod:`skopt.sampler` module. .. raw:: html
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.. only:: html .. image:: /auto_examples/sampler/images/thumb/sphx_glr_sampling_comparison_thumb.png :alt: :ref:`sphx_glr_auto_examples_sampler_sampling_comparison.py` .. raw:: html
Comparing initial point generation methods
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.. only:: html .. image:: /auto_examples/sampler/images/thumb/sphx_glr_initial-sampling-method_thumb.png :alt: :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method.py` .. raw:: html
Comparing initial sampling methods
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.. only:: html .. image:: /auto_examples/sampler/images/thumb/sphx_glr_initial-sampling-method-integer_thumb.png :alt: :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method-integer.py` .. raw:: html
Comparing initial sampling methods on integer space
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Plotting functions ------------------ Examples concerning the :mod:`skopt.plots` module. .. raw:: html
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.. only:: html .. image:: /auto_examples/plots/images/thumb/sphx_glr_partial-dependence-plot_thumb.png :alt: :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot.py` .. raw:: html
Partial Dependence Plots
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.. only:: html .. image:: /auto_examples/plots/images/thumb/sphx_glr_partial-dependence-plot-with-categorical_thumb.png :alt: :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-with-categorical.py` .. raw:: html
Partial Dependence Plots with categorical values
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.. only:: html .. image:: /auto_examples/plots/images/thumb/sphx_glr_partial-dependence-plot-2D_thumb.png :alt: :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-2D.py` .. raw:: html
Partial Dependence Plots 2D
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.. only:: html .. image:: /auto_examples/plots/images/thumb/sphx_glr_visualizing-results_thumb.png :alt: :ref:`sphx_glr_auto_examples_plots_visualizing-results.py` .. raw:: html
Visualizing optimization results
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.. toctree:: :hidden: :includehidden: /auto_examples/sampler/index.rst /auto_examples/plots/index.rst .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: auto_examples_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/interruptible-optimization.ipynb000066400000000000000000000135041462762077000270260ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Interruptible optimization runs with checkpoints\n\nChristian Schell, Mai 2018\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Problem statement\n\nOptimization runs can take a very long time and even run for multiple days.\nIf for some reason the process has to be interrupted results are irreversibly\nlost, and the routine has to start over from the beginning.\n\nWith the help of the :class:`callbacks.CheckpointSaver` callback the optimizer's current state\ncan be saved after each iteration, allowing to restart from that point at any\ntime.\n\nThis is useful, for example,\n\n* if you don't know how long the process will take and cannot hog computational resources forever\n* if there might be system failures due to shaky infrastructure (or colleagues...)\n* if you want to adjust some parameters and continue with the already obtained results\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(777)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple example\n\nWe will use pretty much the same optimization problem as in the\n`sphx_glr_auto_examples_bayesian-optimization.py`\nnotebook. Additionally we will instantiate the :class:`callbacks.CheckpointSaver`\nand pass it to the minimizer:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import gp_minimize\nfrom skopt.callbacks import CheckpointSaver\n\nnoise_level = 0.1\n\n\ndef obj_fun(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\ncheckpoint_saver = CheckpointSaver(\"./checkpoint.pkl\", compress=9) # kwargs passed to `skopt.dump`\n\ngp_minimize(\n obj_fun, # the function to minimize\n [(-20.0, 20.0)], # the bounds on each dimension of x\n x0=[-20.0], # the starting point\n acq_func=\"LCB\", # the acquisition function (optional)\n n_calls=10, # number of evaluations of f including at x0\n n_random_starts=3, # the number of random initial points\n callback=[checkpoint_saver],\n # a list of callbacks including the checkpoint saver\n random_state=777,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's assume this did not finish at once but took some long time: you\nstarted this on Friday night, went out for the weekend and now, Monday\nmorning, you're eager to see the results. However, instead of the\nnotebook server you only see a blank page and your colleague Garry\ntells you that he had had an update scheduled for Sunday noon \u2013 who\ndoesn't like updates?\n\n:class:`gp_minimize` did not finish, and there is no `res` variable with the\nactual results!\n\n## Restoring the last checkpoint\n\nLuckily we employed the :class:`callbacks.CheckpointSaver` and can now restore the latest\nresult with :class:`skopt.load`\n(see `sphx_glr_auto_examples_store-and-load-results.py` for more\ninformation on that)\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import load\n\nres = load('./checkpoint.pkl')\n\nres.fun" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Continue the search\n\nThe previous results can then be used to continue the optimization process:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x0 = res.x_iters\ny0 = res.func_vals\n\n# To ensure that the base estimator is loaded properly and that the next \n# parameters are new ones:\nbase_estimator = res.specs['args']['base_estimator']\nrandom_state = res.random_state\n\ngp_minimize(\n obj_fun, # the function to minimize\n [(-20.0, 20.0)], # the bounds on each dimension of x\n base_estimator=base_estimator, # warm-started base-estimator from checkpoint\n x0=x0, # already examined values for x\n y0=y0, # observed values for x0\n acq_func=\"LCB\", # the acquisition function (optional)\n n_calls=10, # number of evaluations of f including at x0\n n_random_starts=3, # the number of random initialization points\n callback=[checkpoint_saver],\n random_state=random_state,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Possible problems\n\n* **changes in search space:** You can use this technique to interrupt\n the search, tune the search space and continue the optimization. Note\n that the optimizers will complain if `x0` contains parameter values not\n covered by the dimension definitions, so in many cases shrinking the\n search space will not work without deleting the offending runs from\n `x0` and `y0`.\n* see `sphx_glr_auto_examples_store-and-load-results.py`\n\nfor more information on how the results get saved and possible caveats\n\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/interruptible-optimization.py000066400000000000000000000111131462762077000263270ustar00rootroot00000000000000""" ================================================ Interruptible optimization runs with checkpoints ================================================ Christian Schell, Mai 2018 Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ================= Optimization runs can take a very long time and even run for multiple days. If for some reason the process has to be interrupted results are irreversibly lost, and the routine has to start over from the beginning. With the help of the :class:`callbacks.CheckpointSaver` callback the optimizer's current state can be saved after each iteration, allowing to restart from that point at any time. This is useful, for example, * if you don't know how long the process will take and cannot hog computational resources forever * if there might be system failures due to shaky infrastructure (or colleagues...) * if you want to adjust some parameters and continue with the already obtained results """ print(__doc__) import numpy as np np.random.seed(777) ############################################################################# # Simple example # ============== # # We will use pretty much the same optimization problem as in the # :ref:`sphx_glr_auto_examples_bayesian-optimization.py` # notebook. Additionally we will instantiate the :class:`callbacks.CheckpointSaver` # and pass it to the minimizer: from skopt import gp_minimize from skopt.callbacks import CheckpointSaver noise_level = 0.1 def obj_fun(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level checkpoint_saver = CheckpointSaver("./checkpoint.pkl", compress=9) # kwargs passed to `skopt.dump` gp_minimize( obj_fun, # the function to minimize [(-20.0, 20.0)], # the bounds on each dimension of x x0=[-20.0], # the starting point acq_func="LCB", # the acquisition function (optional) n_calls=10, # number of evaluations of f including at x0 n_random_starts=3, # the number of random initial points callback=[checkpoint_saver], # a list of callbacks including the checkpoint saver random_state=777, ) ############################################################################# # Now let's assume this did not finish at once but took some long time: you # started this on Friday night, went out for the weekend and now, Monday # morning, you're eager to see the results. However, instead of the # notebook server you only see a blank page and your colleague Garry # tells you that he had had an update scheduled for Sunday noon – who # doesn't like updates? # # :class:`gp_minimize` did not finish, and there is no `res` variable with the # actual results! # # Restoring the last checkpoint # ============================= # # Luckily we employed the :class:`callbacks.CheckpointSaver` and can now restore the latest # result with :class:`skopt.load` # (see :ref:`sphx_glr_auto_examples_store-and-load-results.py` for more # information on that) from skopt import load res = load('./checkpoint.pkl') res.fun ############################################################################# # Continue the search # =================== # # The previous results can then be used to continue the optimization process: x0 = res.x_iters y0 = res.func_vals # To ensure that the base estimator is loaded properly and that the next # parameters are new ones: base_estimator = res.specs['args']['base_estimator'] random_state = res.random_state gp_minimize( obj_fun, # the function to minimize [(-20.0, 20.0)], # the bounds on each dimension of x base_estimator=base_estimator, # warm-started base-estimator from checkpoint x0=x0, # already examined values for x y0=y0, # observed values for x0 acq_func="LCB", # the acquisition function (optional) n_calls=10, # number of evaluations of f including at x0 n_random_starts=3, # the number of random initialization points callback=[checkpoint_saver], random_state=random_state, ) ############################################################################# # Possible problems # ================= # # * **changes in search space:** You can use this technique to interrupt # the search, tune the search space and continue the optimization. Note # that the optimizers will complain if `x0` contains parameter values not # covered by the dimension definitions, so in many cases shrinking the # search space will not work without deleting the offending runs from # `x0` and `y0`. # * see :ref:`sphx_glr_auto_examples_store-and-load-results.py` # # for more information on how the results get saved and possible caveats scikit-optimize-0.10.2/doc/auto_examples/interruptible-optimization.py.md5000066400000000000000000000000401462762077000270100ustar00rootroot000000000000004e8527a1800ece0ef2f7ee6a4a6e04f0scikit-optimize-0.10.2/doc/auto_examples/interruptible-optimization.rst000066400000000000000000000375641462762077000265310ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\interruptible-optimization.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_interruptible-optimization.py: ================================================ Interruptible optimization runs with checkpoints ================================================ Christian Schell, Mai 2018 Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ================= Optimization runs can take a very long time and even run for multiple days. If for some reason the process has to be interrupted results are irreversibly lost, and the routine has to start over from the beginning. With the help of the :class:`callbacks.CheckpointSaver` callback the optimizer's current state can be saved after each iteration, allowing to restart from that point at any time. This is useful, for example, * if you don't know how long the process will take and cannot hog computational resources forever * if there might be system failures due to shaky infrastructure (or colleagues...) * if you want to adjust some parameters and continue with the already obtained results .. GENERATED FROM PYTHON SOURCE LINES 29-35 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(777) .. GENERATED FROM PYTHON SOURCE LINES 36-43 Simple example ============== We will use pretty much the same optimization problem as in the :ref:`sphx_glr_auto_examples_bayesian-optimization.py` notebook. Additionally we will instantiate the :class:`callbacks.CheckpointSaver` and pass it to the minimizer: .. GENERATED FROM PYTHON SOURCE LINES 43-68 .. code-block:: Python from skopt import gp_minimize from skopt.callbacks import CheckpointSaver noise_level = 0.1 def obj_fun(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level checkpoint_saver = CheckpointSaver("./checkpoint.pkl", compress=9) # kwargs passed to `skopt.dump` gp_minimize( obj_fun, # the function to minimize [(-20.0, 20.0)], # the bounds on each dimension of x x0=[-20.0], # the starting point acq_func="LCB", # the acquisition function (optional) n_calls=10, # number of evaluations of f including at x0 n_random_starts=3, # the number of random initial points callback=[checkpoint_saver], # a list of callbacks including the checkpoint saver random_state=777, ) .. rst-class:: sphx-glr-script-out .. code-block:: none fun: -0.17524445239614728 x: [-18.660711608230713] func_vals: [-4.682e-02 -8.228e-02 -6.538e-03 -7.134e-02 9.064e-02 7.662e-02 8.261e-02 -1.324e-01 -1.752e-01 1.002e-01] x_iters: [[-20.0], [5.857990176187936], [-11.97095004855501], [5.450171667295798], [10.524218484747195], [-17.111120867646253], [7.251301457256783], [-19.16709880389749], [-18.660711608230713], [-18.28429723556215]] models: [GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735)] space: Space([Real(low=-20.0, high=20.0, prior='uniform', transform='normalize')]) random_state: RandomState(MT19937) specs: args: func: dimensions: Space([Real(low=-20.0, high=20.0, prior='uniform', transform='normalize')]) base_estimator: GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735) n_calls: 10 n_random_starts: 3 n_initial_points: 10 initial_point_generator: random acq_func: LCB acq_optimizer: auto x0: [-20.0] y0: None random_state: RandomState(MT19937) verbose: False callback: [] n_points: 10000 n_restarts_optimizer: 5 xi: 0.01 kappa: 1.96 n_jobs: 1 model_queue_size: None space_constraint: None function: base_minimize .. GENERATED FROM PYTHON SOURCE LINES 69-86 Now let's assume this did not finish at once but took some long time: you started this on Friday night, went out for the weekend and now, Monday morning, you're eager to see the results. However, instead of the notebook server you only see a blank page and your colleague Garry tells you that he had had an update scheduled for Sunday noon – who doesn't like updates? :class:`gp_minimize` did not finish, and there is no `res` variable with the actual results! Restoring the last checkpoint ============================= Luckily we employed the :class:`callbacks.CheckpointSaver` and can now restore the latest result with :class:`skopt.load` (see :ref:`sphx_glr_auto_examples_store-and-load-results.py` for more information on that) .. GENERATED FROM PYTHON SOURCE LINES 86-93 .. code-block:: Python from skopt import load res = load('./checkpoint.pkl') res.fun .. rst-class:: sphx-glr-script-out .. code-block:: none -0.17524445239614728 .. GENERATED FROM PYTHON SOURCE LINES 94-98 Continue the search =================== The previous results can then be used to continue the optimization process: .. GENERATED FROM PYTHON SOURCE LINES 98-120 .. code-block:: Python x0 = res.x_iters y0 = res.func_vals # To ensure that the base estimator is loaded properly and that the next # parameters are new ones: base_estimator = res.specs['args']['base_estimator'] random_state = res.random_state gp_minimize( obj_fun, # the function to minimize [(-20.0, 20.0)], # the bounds on each dimension of x base_estimator=base_estimator, # warm-started base-estimator from checkpoint x0=x0, # already examined values for x y0=y0, # observed values for x0 acq_func="LCB", # the acquisition function (optional) n_calls=10, # number of evaluations of f including at x0 n_random_starts=3, # the number of random initialization points callback=[checkpoint_saver], random_state=random_state, ) .. rst-class:: sphx-glr-script-out .. code-block:: none fun: -0.17524445239614728 x: [-18.660711608230713] func_vals: [-4.682e-02 -8.228e-02 ... 9.148e-02 2.650e-02] x_iters: [[-20.0], [5.857990176187936], [-11.97095004855501], [5.450171667295798], [10.524218484747195], [-17.111120867646253], [7.251301457256783], [-19.16709880389749], [-18.660711608230713], [-18.28429723556215], [-4.89536560655587], [-13.817289687225252], [6.9752035588202865], [-19.137121427347815], [-18.893981612139648], [-19.36136150292367], [-18.95171384338072], [6.383980575487712], [-18.82159785473173], [-19.373206975288387]] models: [GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735), GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5) + WhiteKernel(noise_level=1), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735)] space: Space([Real(low=-20.0, high=20.0, prior='uniform', transform='normalize')]) random_state: RandomState(MT19937) specs: args: func: dimensions: Space([Real(low=-20.0, high=20.0, prior='uniform', transform='normalize')]) base_estimator: GaussianProcessRegressor(kernel=1**2 * Matern(length_scale=1, nu=2.5), n_restarts_optimizer=2, noise='gaussian', normalize_y=True, random_state=655685735) n_calls: 10 n_random_starts: 3 n_initial_points: 10 initial_point_generator: random acq_func: LCB acq_optimizer: auto x0: [[-20.0], [5.857990176187936], [-11.97095004855501], [5.450171667295798], [10.524218484747195], [-17.111120867646253], [7.251301457256783], [-19.16709880389749], [-18.660711608230713], [-18.28429723556215]] y0: [-4.682e-02 -8.228e-02 -6.538e-03 -7.134e-02 9.064e-02 7.662e-02 8.261e-02 -1.324e-01 -1.752e-01 1.002e-01] random_state: RandomState(MT19937) verbose: False callback: [] n_points: 10000 n_restarts_optimizer: 5 xi: 0.01 kappa: 1.96 n_jobs: 1 model_queue_size: None space_constraint: None function: base_minimize .. GENERATED FROM PYTHON SOURCE LINES 121-133 Possible problems ================= * **changes in search space:** You can use this technique to interrupt the search, tune the search space and continue the optimization. Note that the optimizers will complain if `x0` contains parameter values not covered by the dimension definitions, so in many cases shrinking the search space will not work without deleting the offending runs from `x0` and `y0`. * see :ref:`sphx_glr_auto_examples_store-and-load-results.py` for more information on how the results get saved and possible caveats .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 1.988 seconds) .. _sphx_glr_download_auto_examples_interruptible-optimization.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/interruptible-optimization.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: interruptible-optimization.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: interruptible-optimization.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/interruptible-optimization_codeobj.pickle000066400000000000000000000014271462762077000306420ustar00rootroot00000000000000€• Ś collections”Ś OrderedDict”“”)R”(Śnp.random.seed”]”}”(Śname”Śseed”Śmodule”Ś numpy.random”Ś module_short”Ś numpy.random”Śis_class”‰Ś is_explicit”‰uaŚload”]”}”(hŚload”h Śskopt”h hh ‰h‰uaŚCheckpointSaver”]”}”(hŚCheckpointSaver”h Śskopt.callbacks”h Śskopt.callbacks”h ‰h‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚnp.sin”]”}”(hŚsin”h Śnumpy”h h$h ‰h‰uaŚnp.tanh”]”}”(hŚtanh”h Śnumpy”h h)h ‰h‰uaŚ gp_minimize”]”(}”(hŚ gp_minimize”h Śskopt”h h.h ‰h‰u}”(hŚ gp_minimize”h Śbuiltins”h h1h ‰hueŚcallbacks.CheckpointSaver”]”(}”(hŚCheckpointSaver”h Ś callbacks”h h6h ‰hu}”(hŚCheckpointSaver”h Ś callbacks”h h9h ‰hu}”(hŚCheckpointSaver”h Ś callbacks”h h= 5:\n plot_optimizer(res, n_iter=i - 5, max_iters=5)\nplt.tight_layout(rect=[0, 0.03, 1, 0.95])\nplt.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test different kernels\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.gaussian_process.kernels import (\n RBF,\n ConstantKernel,\n DotProduct,\n ExpSineSquared,\n Matern,\n RationalQuadratic,\n)\n\nfrom skopt.learning import GaussianProcessRegressor\nfrom skopt.learning.gaussian_process.kernels import ConstantKernel, Matern\n\n# Gaussian process with Mat\u00e9rn kernel as surrogate model\n\n\nkernels = [\n (1.0 * RBF(length_scale=1.0, length_scale_bounds=(1e-1, 10.0)), \"RBF\"),\n (1.0 * RationalQuadratic(length_scale=1.0, alpha=0.1), \"RationalQuadratic\"),\n (1.0\n * ExpSineSquared(\n length_scale=1.0,\n periodicity=3.0,\n length_scale_bounds=(0.1, 10.0),\n periodicity_bounds=(1.0, 10.0),\n ), \"ExpSineSquared\"),\n # (ConstantKernel(0.1, (0.01, 10.0))\n # * (DotProduct(sigma_0=1.0, sigma_0_bounds=(0.1, 10.0)) ** 2), \"ConstantKernel\"),\n (1.0 * Matern(length_scale=1.0, length_scale_bounds=(1e-1, 10.0), nu=2.5), \"Matern\"),\n]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for kernel, label in kernels:\n gpr = GaussianProcessRegressor(\n kernel=kernel,\n alpha=noise_level**2,\n normalize_y=True,\n noise=\"gaussian\",\n n_restarts_optimizer=2,\n )\n opt = Optimizer(\n [(-2.0, 2.0)],\n base_estimator=gpr,\n n_initial_points=5,\n acq_optimizer=\"sampling\",\n random_state=42,\n )\n fig = plt.figure()\n fig.suptitle(label)\n for i in range(10):\n next_x = opt.ask()\n f_val = objective(next_x)\n res = opt.tell(next_x, f_val)\n if i >= 5:\n plot_optimizer(res, n_iter=i - 5, max_iters=5)\n plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/optimizer-with-different-base-estimator.py000066400000000000000000000110421462762077000305700ustar00rootroot00000000000000""" ============================================== Use different base estimators for optimization ============================================== Sigurd Carlen, September 2019. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt To use different base_estimator or create a regressor with different parameters, we can create a regressor object and set it as kernel. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. """ print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from skopt import Optimizer from skopt.plots import plot_gaussian_process ############################################################################# # Toy example # ----------- # # Let assume the following noisy function :math:`f`: noise_level = 0.1 # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x): return objective(x, noise_level=0) ############################################################################# opt_gp = Optimizer( [(-2.0, 2.0)], base_estimator="GP", n_initial_points=5, acq_optimizer="sampling", random_state=42, ) ############################################################################# def plot_optimizer(res, n_iter, max_iters=5): if n_iter == 0: show_legend = True else: show_legend = False ax = plt.subplot(max_iters, 2, 2 * n_iter + 1) # Plot GP(x) + contours ax = plot_gaussian_process( res, ax=ax, objective=objective_wo_noise, noise_level=noise_level, show_legend=show_legend, show_title=True, show_next_point=False, show_acq_func=False, ) ax.set_ylabel("") ax.set_xlabel("") if n_iter < max_iters - 1: ax.get_xaxis().set_ticklabels([]) # Plot EI(x) ax = plt.subplot(max_iters, 2, 2 * n_iter + 2) ax = plot_gaussian_process( res, ax=ax, noise_level=noise_level, show_legend=show_legend, show_title=False, show_next_point=True, show_acq_func=True, show_observations=False, show_mu=False, ) ax.set_ylabel("") ax.set_xlabel("") if n_iter < max_iters - 1: ax.get_xaxis().set_ticklabels([]) ############################################################################# # GP kernel # --------- fig = plt.figure() fig.suptitle("Standard GP kernel") for i in range(10): next_x = opt_gp.ask() f_val = objective(next_x) res = opt_gp.tell(next_x, f_val) if i >= 5: plot_optimizer(res, n_iter=i - 5, max_iters=5) plt.tight_layout(rect=[0, 0.03, 1, 0.95]) plt.plot() ############################################################################# # Test different kernels # ---------------------- from sklearn.gaussian_process.kernels import ( RBF, ConstantKernel, DotProduct, ExpSineSquared, Matern, RationalQuadratic, ) from skopt.learning import GaussianProcessRegressor from skopt.learning.gaussian_process.kernels import ConstantKernel, Matern # Gaussian process with MatĂ©rn kernel as surrogate model kernels = [ (1.0 * RBF(length_scale=1.0, length_scale_bounds=(1e-1, 10.0)), "RBF"), (1.0 * RationalQuadratic(length_scale=1.0, alpha=0.1), "RationalQuadratic"), (1.0 * ExpSineSquared( length_scale=1.0, periodicity=3.0, length_scale_bounds=(0.1, 10.0), periodicity_bounds=(1.0, 10.0), ), "ExpSineSquared"), # (ConstantKernel(0.1, (0.01, 10.0)) # * (DotProduct(sigma_0=1.0, sigma_0_bounds=(0.1, 10.0)) ** 2), "ConstantKernel"), (1.0 * Matern(length_scale=1.0, length_scale_bounds=(1e-1, 10.0), nu=2.5), "Matern"), ] ############################################################################# for kernel, label in kernels: gpr = GaussianProcessRegressor( kernel=kernel, alpha=noise_level**2, normalize_y=True, noise="gaussian", n_restarts_optimizer=2, ) opt = Optimizer( [(-2.0, 2.0)], base_estimator=gpr, n_initial_points=5, acq_optimizer="sampling", random_state=42, ) fig = plt.figure() fig.suptitle(label) for i in range(10): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) if i >= 5: plot_optimizer(res, n_iter=i - 5, max_iters=5) plt.tight_layout(rect=[0, 0.03, 1, 0.95]) plt.show() scikit-optimize-0.10.2/doc/auto_examples/optimizer-with-different-base-estimator.py.md5000066400000000000000000000000401462762077000312500ustar00rootroot00000000000000ecc8afe3a9753c179b411c02fcafbce0scikit-optimize-0.10.2/doc/auto_examples/optimizer-with-different-base-estimator.rst000066400000000000000000000217411462762077000307570ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\optimizer-with-different-base-estimator.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_optimizer-with-different-base-estimator.py: ============================================== Use different base estimators for optimization ============================================== Sigurd Carlen, September 2019. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt To use different base_estimator or create a regressor with different parameters, we can create a regressor object and set it as kernel. This example uses :class:`plots.plot_gaussian_process` which is available since version 0.8. .. GENERATED FROM PYTHON SOURCE LINES 18-29 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from skopt import Optimizer from skopt.plots import plot_gaussian_process .. GENERATED FROM PYTHON SOURCE LINES 30-34 Toy example ----------- Let assume the following noisy function :math:`f`: .. GENERATED FROM PYTHON SOURCE LINES 34-49 .. code-block:: Python noise_level = 0.1 # Our 1D toy problem, this is the function we are trying to # minimize def objective(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level def objective_wo_noise(x): return objective(x, noise_level=0) .. GENERATED FROM PYTHON SOURCE LINES 50-59 .. code-block:: Python opt_gp = Optimizer( [(-2.0, 2.0)], base_estimator="GP", n_initial_points=5, acq_optimizer="sampling", random_state=42, ) .. GENERATED FROM PYTHON SOURCE LINES 60-102 .. code-block:: Python def plot_optimizer(res, n_iter, max_iters=5): if n_iter == 0: show_legend = True else: show_legend = False ax = plt.subplot(max_iters, 2, 2 * n_iter + 1) # Plot GP(x) + contours ax = plot_gaussian_process( res, ax=ax, objective=objective_wo_noise, noise_level=noise_level, show_legend=show_legend, show_title=True, show_next_point=False, show_acq_func=False, ) ax.set_ylabel("") ax.set_xlabel("") if n_iter < max_iters - 1: ax.get_xaxis().set_ticklabels([]) # Plot EI(x) ax = plt.subplot(max_iters, 2, 2 * n_iter + 2) ax = plot_gaussian_process( res, ax=ax, noise_level=noise_level, show_legend=show_legend, show_title=False, show_next_point=True, show_acq_func=True, show_observations=False, show_mu=False, ) ax.set_ylabel("") ax.set_xlabel("") if n_iter < max_iters - 1: ax.get_xaxis().set_ticklabels([]) .. GENERATED FROM PYTHON SOURCE LINES 103-105 GP kernel --------- .. GENERATED FROM PYTHON SOURCE LINES 105-117 .. code-block:: Python fig = plt.figure() fig.suptitle("Standard GP kernel") for i in range(10): next_x = opt_gp.ask() f_val = objective(next_x) res = opt_gp.tell(next_x, f_val) if i >= 5: plot_optimizer(res, n_iter=i - 5, max_iters=5) plt.tight_layout(rect=[0, 0.03, 1, 0.95]) plt.plot() .. image-sg:: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_001.png :alt: Standard GP kernel, x* = -0.2167, f(x*) = -0.9141, x* = -0.2167, f(x*) = -0.9141, x* = -0.2167, f(x*) = -0.9141, x* = -0.2167, f(x*) = -0.9141, x* = -0.2167, f(x*) = -0.9141 :srcset: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none [] .. GENERATED FROM PYTHON SOURCE LINES 118-120 Test different kernels ---------------------- .. GENERATED FROM PYTHON SOURCE LINES 120-150 .. code-block:: Python from sklearn.gaussian_process.kernels import ( RBF, ConstantKernel, DotProduct, ExpSineSquared, Matern, RationalQuadratic, ) from skopt.learning import GaussianProcessRegressor from skopt.learning.gaussian_process.kernels import ConstantKernel, Matern # Gaussian process with MatĂ©rn kernel as surrogate model kernels = [ (1.0 * RBF(length_scale=1.0, length_scale_bounds=(1e-1, 10.0)), "RBF"), (1.0 * RationalQuadratic(length_scale=1.0, alpha=0.1), "RationalQuadratic"), (1.0 * ExpSineSquared( length_scale=1.0, periodicity=3.0, length_scale_bounds=(0.1, 10.0), periodicity_bounds=(1.0, 10.0), ), "ExpSineSquared"), # (ConstantKernel(0.1, (0.01, 10.0)) # * (DotProduct(sigma_0=1.0, sigma_0_bounds=(0.1, 10.0)) ** 2), "ConstantKernel"), (1.0 * Matern(length_scale=1.0, length_scale_bounds=(1e-1, 10.0), nu=2.5), "Matern"), ] .. GENERATED FROM PYTHON SOURCE LINES 151-177 .. code-block:: Python for kernel, label in kernels: gpr = GaussianProcessRegressor( kernel=kernel, alpha=noise_level**2, normalize_y=True, noise="gaussian", n_restarts_optimizer=2, ) opt = Optimizer( [(-2.0, 2.0)], base_estimator=gpr, n_initial_points=5, acq_optimizer="sampling", random_state=42, ) fig = plt.figure() fig.suptitle(label) for i in range(10): next_x = opt.ask() f_val = objective(next_x) res = opt.tell(next_x, f_val) if i >= 5: plot_optimizer(res, n_iter=i - 5, max_iters=5) plt.tight_layout(rect=[0, 0.03, 1, 0.95]) plt.show() .. rst-class:: sphx-glr-horizontal * .. image-sg:: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_002.png :alt: RBF, x* = -0.5018, f(x*) = -0.4236, x* = -0.5018, f(x*) = -0.4236, x* = -0.5018, f(x*) = -0.4236, x* = -0.5018, f(x*) = -0.4236, x* = -0.5018, f(x*) = -0.4236 :srcset: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_002.png :class: sphx-glr-multi-img * .. image-sg:: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_003.png :alt: RationalQuadratic, x* = -0.5018, f(x*) = -0.4792, x* = -0.5018, f(x*) = -0.4792, x* = -0.5018, f(x*) = -0.4792, x* = -0.5018, f(x*) = -0.4792, x* = -0.3767, f(x*) = -0.8734 :srcset: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_003.png :class: sphx-glr-multi-img * .. image-sg:: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_004.png :alt: ExpSineSquared, x* = -0.5018, f(x*) = -0.4078, x* = -0.5018, f(x*) = -0.4078, x* = -0.5018, f(x*) = -0.4078, x* = -0.2591, f(x*) = -1.0230, x* = -0.2591, f(x*) = -1.0230 :srcset: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_004.png :class: sphx-glr-multi-img * .. image-sg:: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_005.png :alt: Matern, x* = -0.5018, f(x*) = -0.5936, x* = -0.5018, f(x*) = -0.5936, x* = -0.5018, f(x*) = -0.5936, x* = -0.5018, f(x*) = -0.5936, x* = -0.5018, f(x*) = -0.5936 :srcset: /auto_examples/images/sphx_glr_optimizer-with-different-base-estimator_005.png :class: sphx-glr-multi-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 13.506 seconds) .. _sphx_glr_download_auto_examples_optimizer-with-different-base-estimator.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/optimizer-with-different-base-estimator.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: optimizer-with-different-base-estimator.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: optimizer-with-different-base-estimator.py ` .. only:: html .. rst-class:: sphx-glr-signature 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Manoj Kumar and Tim Head.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Introduction\n\nFor many practical black box optimization problems expensive objective can be\nevaluated in parallel at multiple points. This allows to get more objective\nevaluations per unit of time, which reduces the time necessary to reach good\nobjective values when appropriate optimization algorithms are used, see for\nexample results in [1]_ and the references therein.\n\n\nOne such example task is a selection of number and activation function of a\nneural network which results in highest accuracy for some machine learning\nproblem. For such task, multiple neural networks with different combinations\nof number of neurons and activation function type can be evaluated at the same\ntime in parallel on different cpu cores / computational nodes.\n\nThe \u201cask and tell\u201d API of scikit-optimize exposes functionality that allows to\nobtain multiple points for evaluation in parallel. Intended usage of this\ninterface is as follows:\n\n1. Initialize instance of the `Optimizer` class from skopt\n2. Obtain n points for evaluation in parallel by calling the `ask` method of an optimizer instance with the `n_points` argument set to n > 0\n3. Evaluate points\n4. Provide points and corresponding objectives using the `tell` method of an optimizer instance\n5. Continue from step 2 until eg maximum number of evaluations reached\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example\n\nA minimalistic example that uses joblib to parallelize evaluation of the\nobjective function is given below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from joblib import Parallel, delayed\n\nfrom skopt import Optimizer\n\n# example objective taken from skopt\nfrom skopt.benchmarks import branin\nfrom skopt.space import Real\n\noptimizer = Optimizer(\n dimensions=[Real(-5.0, 10.0), Real(0.0, 15.0)], random_state=1, base_estimator='gp'\n)\n\nfor i in range(10):\n x = optimizer.ask(n_points=4) # x is a list of n_points points\n y = Parallel(n_jobs=4)(delayed(branin)(v) for v in x) # evaluate points in parallel\n optimizer.tell(x, y)\n\n# takes ~ 20 sec to get here\nprint(min(optimizer.yi)) # print the best objective found" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if `n_points` is set to some integer > 0 for the `ask` method, the\nresult will be a list of points, even for `n_points` = 1. If the argument is\nset to `None` (default value) then a single point (but not a list of points)\nwill be returned.\n\nThe default \"minimum constant liar\" [1]_ parallelization strategy is used in\nthe example, which allows to obtain multiple points for evaluation with a\nsingle call to the `ask` method with any surrogate or acquisition function.\nParallelization strategy can be set using the \"strategy\" argument of `ask`.\nFor supported parallelization strategies see the documentation of\nscikit-optimize.\n\n.. [1] [](https://hal.archives-ouvertes.fr/hal-00732512/document)\n\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/parallel-optimization.py000066400000000000000000000061161462762077000252420ustar00rootroot00000000000000""" ===================== Parallel optimization ===================== Iaroslav Shcherbatyi, May 2017. Reviewed by Manoj Kumar and Tim Head. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Introduction ============ For many practical black box optimization problems expensive objective can be evaluated in parallel at multiple points. This allows to get more objective evaluations per unit of time, which reduces the time necessary to reach good objective values when appropriate optimization algorithms are used, see for example results in [1]_ and the references therein. One such example task is a selection of number and activation function of a neural network which results in highest accuracy for some machine learning problem. For such task, multiple neural networks with different combinations of number of neurons and activation function type can be evaluated at the same time in parallel on different cpu cores / computational nodes. The “ask and tell” API of scikit-optimize exposes functionality that allows to obtain multiple points for evaluation in parallel. Intended usage of this interface is as follows: 1. Initialize instance of the `Optimizer` class from skopt 2. Obtain n points for evaluation in parallel by calling the `ask` method of an optimizer instance with the `n_points` argument set to n > 0 3. Evaluate points 4. Provide points and corresponding objectives using the `tell` method of an optimizer instance 5. Continue from step 2 until eg maximum number of evaluations reached """ print(__doc__) ############################################################################# # Example # ======= # # A minimalistic example that uses joblib to parallelize evaluation of the # objective function is given below. from joblib import Parallel, delayed from skopt import Optimizer # example objective taken from skopt from skopt.benchmarks import branin from skopt.space import Real optimizer = Optimizer( dimensions=[Real(-5.0, 10.0), Real(0.0, 15.0)], random_state=1, base_estimator='gp' ) for i in range(10): x = optimizer.ask(n_points=4) # x is a list of n_points points y = Parallel(n_jobs=4)(delayed(branin)(v) for v in x) # evaluate points in parallel optimizer.tell(x, y) # takes ~ 20 sec to get here print(min(optimizer.yi)) # print the best objective found ############################################################################# # Note that if `n_points` is set to some integer > 0 for the `ask` method, the # result will be a list of points, even for `n_points` = 1. If the argument is # set to `None` (default value) then a single point (but not a list of points) # will be returned. # # The default "minimum constant liar" [1]_ parallelization strategy is used in # the example, which allows to obtain multiple points for evaluation with a # single call to the `ask` method with any surrogate or acquisition function. # Parallelization strategy can be set using the "strategy" argument of `ask`. # For supported parallelization strategies see the documentation of # scikit-optimize. # # .. [1] ``_ scikit-optimize-0.10.2/doc/auto_examples/parallel-optimization.py.md5000066400000000000000000000000401462762077000257140ustar00rootroot0000000000000053af9b7d785f238ad0640b906fed9289scikit-optimize-0.10.2/doc/auto_examples/parallel-optimization.rst000066400000000000000000000114111462762077000254140ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\parallel-optimization.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_parallel-optimization.py: ===================== Parallel optimization ===================== Iaroslav Shcherbatyi, May 2017. Reviewed by Manoj Kumar and Tim Head. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Introduction ============ For many practical black box optimization problems expensive objective can be evaluated in parallel at multiple points. This allows to get more objective evaluations per unit of time, which reduces the time necessary to reach good objective values when appropriate optimization algorithms are used, see for example results in [1]_ and the references therein. One such example task is a selection of number and activation function of a neural network which results in highest accuracy for some machine learning problem. For such task, multiple neural networks with different combinations of number of neurons and activation function type can be evaluated at the same time in parallel on different cpu cores / computational nodes. The “ask and tell” API of scikit-optimize exposes functionality that allows to obtain multiple points for evaluation in parallel. Intended usage of this interface is as follows: 1. Initialize instance of the `Optimizer` class from skopt 2. Obtain n points for evaluation in parallel by calling the `ask` method of an optimizer instance with the `n_points` argument set to n > 0 3. Evaluate points 4. Provide points and corresponding objectives using the `tell` method of an optimizer instance 5. Continue from step 2 until eg maximum number of evaluations reached .. GENERATED FROM PYTHON SOURCE LINES 38-41 .. code-block:: Python print(__doc__) .. GENERATED FROM PYTHON SOURCE LINES 42-47 Example ======= A minimalistic example that uses joblib to parallelize evaluation of the objective function is given below. .. GENERATED FROM PYTHON SOURCE LINES 47-68 .. code-block:: Python from joblib import Parallel, delayed from skopt import Optimizer # example objective taken from skopt from skopt.benchmarks import branin from skopt.space import Real optimizer = Optimizer( dimensions=[Real(-5.0, 10.0), Real(0.0, 15.0)], random_state=1, base_estimator='gp' ) for i in range(10): x = optimizer.ask(n_points=4) # x is a list of n_points points y = Parallel(n_jobs=4)(delayed(branin)(v) for v in x) # evaluate points in parallel optimizer.tell(x, y) # takes ~ 20 sec to get here print(min(optimizer.yi)) # print the best objective found .. rst-class:: sphx-glr-script-out .. code-block:: none 0.40654213510989656 .. GENERATED FROM PYTHON SOURCE LINES 69-82 Note that if `n_points` is set to some integer > 0 for the `ask` method, the result will be a list of points, even for `n_points` = 1. If the argument is set to `None` (default value) then a single point (but not a list of points) will be returned. The default "minimum constant liar" [1]_ parallelization strategy is used in the example, which allows to obtain multiple points for evaluation with a single call to the `ask` method with any surrogate or acquisition function. Parallelization strategy can be set using the "strategy" argument of `ask`. For supported parallelization strategies see the documentation of scikit-optimize. .. 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Partial Dependence Plots
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Partial Dependence Plots with categorical values
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Partial Dependence Plots 2D
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Visualizing optimization results
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.. toctree:: :hidden: /auto_examples/plots/partial-dependence-plot /auto_examples/plots/partial-dependence-plot-with-categorical /auto_examples/plots/partial-dependence-plot-2D /auto_examples/plots/visualizing-results scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-2D.ipynb000066400000000000000000000111051462762077000275110ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Partial Dependence Plots 2D\n\nHvass-Labs Dec 2017\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nSimple example to show the new 2D plots.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nfrom math import exp\n\nimport numpy as np\n\nfrom skopt import gp_minimize\nfrom skopt.plots import plot_histogram, plot_objective, plot_objective_2D\nfrom skopt.space import Categorical, Integer, Real\nfrom skopt.utils import point_asdict\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dim_learning_rate = Real(name='learning_rate', low=1e-6, high=1e-2, prior='log-uniform')\ndim_num_dense_layers = Integer(name='num_dense_layers', low=1, high=5)\ndim_num_dense_nodes = Integer(name='num_dense_nodes', low=5, high=512)\ndim_activation = Categorical(name='activation', categories=['relu', 'sigmoid'])\n\ndimensions = [\n dim_learning_rate,\n dim_num_dense_layers,\n dim_num_dense_nodes,\n dim_activation,\n]\n\ndefault_parameters = [1e-4, 1, 64, 'relu']\n\n\ndef model_fitness(x):\n learning_rate, num_dense_layers, num_dense_nodes, activation = x\n\n fitness = (\n ((exp(learning_rate) - 1.0) * 1000) ** 2\n + (num_dense_layers) ** 2\n + (num_dense_nodes / 100) ** 2\n )\n\n fitness *= 1.0 + 0.1 * np.random.rand()\n\n if activation == 'sigmoid':\n fitness += 10\n\n return fitness\n\n\nprint(model_fitness(x=default_parameters))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "search_result = gp_minimize(\n func=model_fitness,\n dimensions=dimensions,\n n_calls=30,\n x0=default_parameters,\n random_state=123,\n)\n\nprint(search_result.x)\nprint(search_result.fun)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for fitness, x in sorted(zip(search_result.func_vals, search_result.x_iters)):\n print(fitness, x)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "space = search_result.space\n\nprint(search_result.x_iters)\n\nsearch_space = {name: space[name][1] for name in space.dimension_names}\n\nprint(point_asdict(search_space, default_parameters))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(\"Plotting now ...\")\n\n_ = plot_histogram(result=search_result, dimension_identifier='learning_rate', bins=20)\nplt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective_2D(\n result=search_result,\n dimension_identifier1='learning_rate',\n dimension_identifier2='num_dense_nodes',\n)\nplt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective_2D(\n result=search_result,\n dimension_identifier1='num_dense_layers',\n dimension_identifier2='num_dense_nodes',\n)\nplt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result=search_result, plot_dims=['num_dense_layers', 'num_dense_nodes']\n)\nplt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-2D.py000066400000000000000000000057341462762077000270330ustar00rootroot00000000000000""" =========================== Partial Dependence Plots 2D =========================== Hvass-Labs Dec 2017 Holger Nahrstaedt 2020 .. currentmodule:: skopt Simple example to show the new 2D plots. """ print(__doc__) from math import exp import numpy as np from skopt import gp_minimize from skopt.plots import plot_histogram, plot_objective, plot_objective_2D from skopt.space import Categorical, Integer, Real from skopt.utils import point_asdict np.random.seed(123) import matplotlib.pyplot as plt ############################################################################# dim_learning_rate = Real(name='learning_rate', low=1e-6, high=1e-2, prior='log-uniform') dim_num_dense_layers = Integer(name='num_dense_layers', low=1, high=5) dim_num_dense_nodes = Integer(name='num_dense_nodes', low=5, high=512) dim_activation = Categorical(name='activation', categories=['relu', 'sigmoid']) dimensions = [ dim_learning_rate, dim_num_dense_layers, dim_num_dense_nodes, dim_activation, ] default_parameters = [1e-4, 1, 64, 'relu'] def model_fitness(x): learning_rate, num_dense_layers, num_dense_nodes, activation = x fitness = ( ((exp(learning_rate) - 1.0) * 1000) ** 2 + (num_dense_layers) ** 2 + (num_dense_nodes / 100) ** 2 ) fitness *= 1.0 + 0.1 * np.random.rand() if activation == 'sigmoid': fitness += 10 return fitness print(model_fitness(x=default_parameters)) ############################################################################# search_result = gp_minimize( func=model_fitness, dimensions=dimensions, n_calls=30, x0=default_parameters, random_state=123, ) print(search_result.x) print(search_result.fun) ############################################################################# for fitness, x in sorted(zip(search_result.func_vals, search_result.x_iters)): print(fitness, x) ############################################################################# space = search_result.space print(search_result.x_iters) search_space = {name: space[name][1] for name in space.dimension_names} print(point_asdict(search_space, default_parameters)) ############################################################################# print("Plotting now ...") _ = plot_histogram(result=search_result, dimension_identifier='learning_rate', bins=20) plt.show() ############################################################################# _ = plot_objective_2D( result=search_result, dimension_identifier1='learning_rate', dimension_identifier2='num_dense_nodes', ) plt.show() ############################################################################# _ = plot_objective_2D( result=search_result, dimension_identifier1='num_dense_layers', dimension_identifier2='num_dense_nodes', ) plt.show() ############################################################################# _ = plot_objective( result=search_result, plot_dims=['num_dense_layers', 'num_dense_nodes'] ) plt.show() scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-2D.py.md5000066400000000000000000000000401462762077000275000ustar00rootroot00000000000000673b9262f70630d07370e5f4ddd35bedscikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-2D.rst000066400000000000000000000222161462762077000272050ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\plots\partial-dependence-plot-2D.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plots_partial-dependence-plot-2D.py: =========================== Partial Dependence Plots 2D =========================== Hvass-Labs Dec 2017 Holger Nahrstaedt 2020 .. currentmodule:: skopt Simple example to show the new 2D plots. .. GENERATED FROM PYTHON SOURCE LINES 13-27 .. code-block:: Python print(__doc__) from math import exp import numpy as np from skopt import gp_minimize from skopt.plots import plot_histogram, plot_objective, plot_objective_2D from skopt.space import Categorical, Integer, Real from skopt.utils import point_asdict np.random.seed(123) import matplotlib.pyplot as plt .. GENERATED FROM PYTHON SOURCE LINES 28-63 .. code-block:: Python dim_learning_rate = Real(name='learning_rate', low=1e-6, high=1e-2, prior='log-uniform') dim_num_dense_layers = Integer(name='num_dense_layers', low=1, high=5) dim_num_dense_nodes = Integer(name='num_dense_nodes', low=5, high=512) dim_activation = Categorical(name='activation', categories=['relu', 'sigmoid']) dimensions = [ dim_learning_rate, dim_num_dense_layers, dim_num_dense_nodes, dim_activation, ] default_parameters = [1e-4, 1, 64, 'relu'] def model_fitness(x): learning_rate, num_dense_layers, num_dense_nodes, activation = x fitness = ( ((exp(learning_rate) - 1.0) * 1000) ** 2 + (num_dense_layers) ** 2 + (num_dense_nodes / 100) ** 2 ) fitness *= 1.0 + 0.1 * np.random.rand() if activation == 'sigmoid': fitness += 10 return fitness print(model_fitness(x=default_parameters)) .. rst-class:: sphx-glr-script-out .. code-block:: none 1.518471835296799 .. GENERATED FROM PYTHON SOURCE LINES 64-76 .. code-block:: Python search_result = gp_minimize( func=model_fitness, dimensions=dimensions, n_calls=30, x0=default_parameters, random_state=123, ) print(search_result.x) print(search_result.fun) .. rst-class:: sphx-glr-script-out .. code-block:: none [4.929711467441911e-06, 1, 5, 'relu'] 1.0201137671146678 .. GENERATED FROM PYTHON SOURCE LINES 77-81 .. code-block:: Python for fitness, x in sorted(zip(search_result.func_vals, search_result.x_iters)): print(fitness, x) .. rst-class:: sphx-glr-script-out .. code-block:: none 1.0201137671146678 [4.929711467441911e-06, 1, 5, 'relu'] 1.020825017708778 [5.447929143724181e-06, 1, 5, 'relu'] 1.021667781479872 [0.0001144786138006685, 1, 5, 'relu'] 1.0319553844579283 [3.2015950064095674e-06, 1, 5, 'relu'] 1.0350021584165856 [9.697008005639565e-05, 1, 5, 'relu'] 1.0387852240116218 [3.918631435807059e-06, 1, 5, 'relu'] 1.0558125588274407 [4.826512273477327e-06, 1, 5, 'relu'] 1.0626217337728787 [4.877033239311359e-06, 1, 23, 'relu'] 1.065773703106011 [4.15423808784293e-06, 1, 5, 'relu'] 1.0660997595359294 [1e-06, 1, 5, 'relu'] 1.066913466503469 [0.0001026463063419168, 1, 5, 'relu'] 1.0751293940451896 [1.6006592652941194e-06, 1, 5, 'relu'] 1.087696030687253 [6.1092363610861856e-06, 1, 5, 'relu'] 1.130168257786041 [0.0001280333478556736, 1, 19, 'relu'] 1.1690663250744864 [0.00010510628632493199, 1, 33, 'relu'] 1.4602213686635033 [0.0001, 1, 64, 'relu'] 4.174922707059395 [0.00011226037475857404, 2, 5, 'relu'] 14.337540595777632 [4.961649309025573e-06, 2, 44, 'sigmoid'] 15.811122459303194 [5.768045960755954e-05, 1, 366, 'relu'] 20.75714626376416 [4.6648726500116405e-05, 4, 195, 'relu'] 20.83105097254721 [3.629134387669892e-06, 3, 323, 'relu'] 25.045498550233685 [1.5528231282886148e-05, 3, 380, 'relu'] 25.725698564025883 [0.0010034940899532338, 4, 264, 'relu'] 26.808790139516606 [1e-06, 5, 5, 'relu'] 28.093314338813517 [1e-06, 1, 512, 'relu'] 31.67808942295837 [9.214584006695478e-05, 4, 213, 'sigmoid'] 32.60979725349034 [0.0007109209001237586, 3, 355, 'sigmoid'] 36.436844941374716 [9.52877578124997e-06, 4, 306, 'sigmoid'] 108.24130894769868 [0.01, 1, 5, 'relu'] 117.22558971730295 [0.008953258961145084, 4, 399, 'relu'] .. GENERATED FROM PYTHON SOURCE LINES 82-91 .. code-block:: Python space = search_result.space print(search_result.x_iters) search_space = {name: space[name][1] for name in space.dimension_names} print(point_asdict(search_space, default_parameters)) .. rst-class:: sphx-glr-script-out .. code-block:: none [[0.0001, 1, 64, 'relu'], [0.0007109209001237586, 3, 355, 'sigmoid'], [9.214584006695478e-05, 4, 213, 'sigmoid'], [3.629134387669892e-06, 3, 323, 'relu'], [9.52877578124997e-06, 4, 306, 'sigmoid'], [5.768045960755954e-05, 1, 366, 'relu'], [1.5528231282886148e-05, 3, 380, 'relu'], [4.6648726500116405e-05, 4, 195, 'relu'], [0.008953258961145084, 4, 399, 'relu'], [4.961649309025573e-06, 2, 44, 'sigmoid'], [0.0010034940899532338, 4, 264, 'relu'], [0.00010510628632493199, 1, 33, 'relu'], [0.0001144786138006685, 1, 5, 'relu'], [0.00011226037475857404, 2, 5, 'relu'], [0.0001280333478556736, 1, 19, 'relu'], [5.447929143724181e-06, 1, 5, 'relu'], [4.929711467441911e-06, 1, 5, 'relu'], [4.826512273477327e-06, 1, 5, 'relu'], [0.0001026463063419168, 1, 5, 'relu'], [1e-06, 1, 5, 'relu'], [6.1092363610861856e-06, 1, 5, 'relu'], [1.6006592652941194e-06, 1, 5, 'relu'], [0.01, 1, 5, 'relu'], [1e-06, 5, 5, 'relu'], [1e-06, 1, 512, 'relu'], [3.918631435807059e-06, 1, 5, 'relu'], [9.697008005639565e-05, 1, 5, 'relu'], [3.2015950064095674e-06, 1, 5, 'relu'], [4.15423808784293e-06, 1, 5, 'relu'], [4.877033239311359e-06, 1, 23, 'relu']] OrderedDict([('activation', 0.0001), ('learning_rate', 1), ('num_dense_layers', 64), ('num_dense_nodes', 'relu')]) .. GENERATED FROM PYTHON SOURCE LINES 92-97 .. code-block:: Python print("Plotting now ...") _ = plot_histogram(result=search_result, dimension_identifier='learning_rate', bins=20) plt.show() .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_001.png :alt: partial dependence plot 2D :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none Plotting now ... .. GENERATED FROM PYTHON SOURCE LINES 98-105 .. code-block:: Python _ = plot_objective_2D( result=search_result, dimension_identifier1='learning_rate', dimension_identifier2='num_dense_nodes', ) plt.show() .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_002.png :alt: partial dependence plot 2D :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 106-114 .. code-block:: Python _ = plot_objective_2D( result=search_result, dimension_identifier1='num_dense_layers', dimension_identifier2='num_dense_nodes', ) plt.show() .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_003.png :alt: partial dependence plot 2D :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 115-120 .. code-block:: Python _ = plot_objective( result=search_result, plot_dims=['num_dense_layers', 'num_dense_nodes'] ) plt.show() .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_004.png :alt: partial dependence plot 2D :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-2D_004.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 7.000 seconds) .. _sphx_glr_download_auto_examples_plots_partial-dependence-plot-2D.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/plots/partial-dependence-plot-2D.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: partial-dependence-plot-2D.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: partial-dependence-plot-2D.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-2D_codeobj.pickle000066400000000000000000000016561462762077000313360ustar00rootroot00000000000000€•ŁŚ collections”Ś OrderedDict”“”)R”(Śnp.random.rand”]”}”(Śname”Śrand”Śmodule”Ś numpy.random”Ś module_short”Ś numpy.random”Śis_class”‰Ś is_explicit”‰uaŚInteger”]”}”(hŚInteger”h Ś skopt.space”h Ś skopt.space”h ‰h‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚReal”]”}”(hŚReal”h Ś skopt.space”h Ś skopt.space”h ‰h‰uaŚplot_histogram”]”}”(hŚplot_histogram”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚ point_asdict”]”}”(hŚ point_asdict”h Ś skopt.utils”h Ś skopt.utils”h ‰h‰uaŚ Categorical”]”}”(hŚ Categorical”h Ś skopt.space”h Ś skopt.space”h ‰h‰uaŚplt.show”]”}”(hŚshow”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚplot_objective_2D”]”}”(hŚplot_objective_2D”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚexp”]”}”(hŚexp”h Śmath”h hCh ‰h‰uaŚplot_objective”]”}”(hŚplot_objective”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚ gp_minimize”]”}”(hŚ gp_minimize”h Śskopt”h hNh ‰h‰uau.scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-with-categorical.ipynb000066400000000000000000000125511462762077000325000ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Partial Dependence Plots with categorical values\n\nSigurd Carlsen Feb 2019\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nPlot objective now supports optional use of partial dependence as well as\ndifferent methods of defining parameter values for dependency plots.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nfrom skopt.plots import plot_objective\n\nnp.random.seed(123)\nimport numpy as np\nfrom sklearn.datasets import load_breast_cancer\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.tree import DecisionTreeClassifier\n\nfrom skopt import gp_minimize\nfrom skopt.plots import plot_objective\nfrom skopt.space import Categorical, Integer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## objective function\nHere we define a function that we evaluate.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def objective(params):\n clf = DecisionTreeClassifier(\n **{dim.name: val for dim, val in zip(SPACE, params) if dim.name != 'dummy'}\n )\n return -np.mean(cross_val_score(clf, *load_breast_cancer(return_X_y=True)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bayesian optimization\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SPACE = [\n Integer(1, 20, name='max_depth'),\n Integer(2, 100, name='min_samples_split'),\n Integer(5, 30, name='min_samples_leaf'),\n Integer(1, 30, name='max_features'),\n Categorical(list('abc'), name='dummy'),\n Categorical(['gini', 'entropy'], name='criterion'),\n Categorical(list('def'), name='dummy'),\n]\n\nresult = gp_minimize(objective, SPACE, n_calls=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partial dependence plot\n\nHere we see an example of using partial dependence. Even when setting\nn_points all the way down to 10 from the default of 40, this method is\nstill very slow. This is because partial dependence calculates 250 extra\npredictions for each point on the plots.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot without partial dependence\nHere we plot without partial dependence. We see that it is a lot faster.\nAlso the values for the other parameters are set to the default \"result\"\nwhich is the parameter set of the best observed value so far. In the case\nof funny_func this is close to 0 for all parameters.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(result, sample_source='result', n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modify the shown minimum\nHere we try with setting the other parameters to something other than\n\"result\". When dealing with categorical dimensions we can't use\n'expected_minimum'. Therefore we try with \"expected_minimum_random\"\nwhich is a naive way of finding the minimum of the surrogate by only\nusing random sampling. `n_minimum_search` sets the number of random samples,\nwhich is used to find the minimum\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source='expected_minimum_random',\n minimum='expected_minimum_random',\n n_minimum_search=10000,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set a minimum location\nLastly we can also define these parameters ourselfs by\nparsing a list as the pars argument:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n result,\n n_points=10,\n sample_source=[15, 4, 7, 15, 'b', 'entropy', 'e'],\n minimum=[15, 4, 7, 15, 'b', 'entropy', 'e'],\n)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-with-categorical.py000066400000000000000000000071141462762077000320060ustar00rootroot00000000000000""" ================================================= Partial Dependence Plots with categorical values ================================================= Sigurd Carlsen Feb 2019 Holger Nahrstaedt 2020 .. currentmodule:: skopt Plot objective now supports optional use of partial dependence as well as different methods of defining parameter values for dependency plots. """ print(__doc__) import numpy as np from skopt.plots import plot_objective np.random.seed(123) import numpy as np from sklearn.datasets import load_breast_cancer from sklearn.model_selection import cross_val_score from sklearn.tree import DecisionTreeClassifier from skopt import gp_minimize from skopt.plots import plot_objective from skopt.space import Categorical, Integer ############################################################################# # objective function # ================== # Here we define a function that we evaluate. def objective(params): clf = DecisionTreeClassifier( **{dim.name: val for dim, val in zip(SPACE, params) if dim.name != 'dummy'} ) return -np.mean(cross_val_score(clf, *load_breast_cancer(return_X_y=True))) ############################################################################# # Bayesian optimization # ===================== SPACE = [ Integer(1, 20, name='max_depth'), Integer(2, 100, name='min_samples_split'), Integer(5, 30, name='min_samples_leaf'), Integer(1, 30, name='max_features'), Categorical(list('abc'), name='dummy'), Categorical(['gini', 'entropy'], name='criterion'), Categorical(list('def'), name='dummy'), ] result = gp_minimize(objective, SPACE, n_calls=20) ############################################################################# # Partial dependence plot # ======================= # # Here we see an example of using partial dependence. Even when setting # n_points all the way down to 10 from the default of 40, this method is # still very slow. This is because partial dependence calculates 250 extra # predictions for each point on the plots. _ = plot_objective(result, n_points=10) ############################################################################# # Plot without partial dependence # =============================== # Here we plot without partial dependence. We see that it is a lot faster. # Also the values for the other parameters are set to the default "result" # which is the parameter set of the best observed value so far. In the case # of funny_func this is close to 0 for all parameters. _ = plot_objective(result, sample_source='result', n_points=10) ############################################################################# # Modify the shown minimum # ======================== # Here we try with setting the other parameters to something other than # "result". When dealing with categorical dimensions we can't use # 'expected_minimum'. Therefore we try with "expected_minimum_random" # which is a naive way of finding the minimum of the surrogate by only # using random sampling. `n_minimum_search` sets the number of random samples, # which is used to find the minimum _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', n_minimum_search=10000, ) ############################################################################# # Set a minimum location # ====================== # Lastly we can also define these parameters ourselfs by # parsing a list as the pars argument: _ = plot_objective( result, n_points=10, sample_source=[15, 4, 7, 15, 'b', 'entropy', 'e'], minimum=[15, 4, 7, 15, 'b', 'entropy', 'e'], ) scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-with-categorical.py.md5000066400000000000000000000000401462762077000324610ustar00rootroot00000000000000eb228c74213304508bd25e6a6b71386fscikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot-with-categorical.rst000066400000000000000000000154501462762077000321700ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\plots\partial-dependence-plot-with-categorical.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plots_partial-dependence-plot-with-categorical.py: ================================================= Partial Dependence Plots with categorical values ================================================= Sigurd Carlsen Feb 2019 Holger Nahrstaedt 2020 .. currentmodule:: skopt Plot objective now supports optional use of partial dependence as well as different methods of defining parameter values for dependency plots. .. GENERATED FROM PYTHON SOURCE LINES 14-30 .. code-block:: Python print(__doc__) import numpy as np from skopt.plots import plot_objective np.random.seed(123) import numpy as np from sklearn.datasets import load_breast_cancer from sklearn.model_selection import cross_val_score from sklearn.tree import DecisionTreeClassifier from skopt import gp_minimize from skopt.plots import plot_objective from skopt.space import Categorical, Integer .. GENERATED FROM PYTHON SOURCE LINES 31-34 objective function ================== Here we define a function that we evaluate. .. GENERATED FROM PYTHON SOURCE LINES 34-43 .. code-block:: Python def objective(params): clf = DecisionTreeClassifier( **{dim.name: val for dim, val in zip(SPACE, params) if dim.name != 'dummy'} ) return -np.mean(cross_val_score(clf, *load_breast_cancer(return_X_y=True))) .. GENERATED FROM PYTHON SOURCE LINES 44-46 Bayesian optimization ===================== .. GENERATED FROM PYTHON SOURCE LINES 46-59 .. code-block:: Python SPACE = [ Integer(1, 20, name='max_depth'), Integer(2, 100, name='min_samples_split'), Integer(5, 30, name='min_samples_leaf'), Integer(1, 30, name='max_features'), Categorical(list('abc'), name='dummy'), Categorical(['gini', 'entropy'], name='criterion'), Categorical(list('def'), name='dummy'), ] result = gp_minimize(objective, SPACE, n_calls=20) .. GENERATED FROM PYTHON SOURCE LINES 60-67 Partial dependence plot ======================= Here we see an example of using partial dependence. Even when setting n_points all the way down to 10 from the default of 40, this method is still very slow. This is because partial dependence calculates 250 extra predictions for each point on the plots. .. GENERATED FROM PYTHON SOURCE LINES 67-70 .. code-block:: Python _ = plot_objective(result, n_points=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_001.png :alt: partial dependence plot with categorical :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 71-77 Plot without partial dependence =============================== Here we plot without partial dependence. We see that it is a lot faster. Also the values for the other parameters are set to the default "result" which is the parameter set of the best observed value so far. In the case of funny_func this is close to 0 for all parameters. .. GENERATED FROM PYTHON SOURCE LINES 77-80 .. code-block:: Python _ = plot_objective(result, sample_source='result', n_points=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_002.png :alt: partial dependence plot with categorical :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 81-89 Modify the shown minimum ======================== Here we try with setting the other parameters to something other than "result". When dealing with categorical dimensions we can't use 'expected_minimum'. Therefore we try with "expected_minimum_random" which is a naive way of finding the minimum of the surrogate by only using random sampling. `n_minimum_search` sets the number of random samples, which is used to find the minimum .. GENERATED FROM PYTHON SOURCE LINES 89-98 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', n_minimum_search=10000, ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_003.png :alt: partial dependence plot with categorical :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 99-103 Set a minimum location ====================== Lastly we can also define these parameters ourselfs by parsing a list as the pars argument: .. GENERATED FROM PYTHON SOURCE LINES 103-110 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source=[15, 4, 7, 15, 'b', 'entropy', 'e'], minimum=[15, 4, 7, 15, 'b', 'entropy', 'e'], ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_004.png :alt: partial dependence plot with categorical :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot-with-categorical_004.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 8.190 seconds) .. _sphx_glr_download_auto_examples_plots_partial-dependence-plot-with-categorical.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/plots/partial-dependence-plot-with-categorical.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: partial-dependence-plot-with-categorical.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: partial-dependence-plot-with-categorical.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ partial-dependence-plot-with-categorical_codeobj.pickle000066400000000000000000000014351462762077000342330ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/auto_examples/plots€•Ś collections”Ś OrderedDict”“”)R”(ŚInteger”]”}”(Śname”ŚInteger”Śmodule”Ś skopt.space”Ś module_short”Ś skopt.space”Śis_class”‰Ś is_explicit”‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚcross_val_score”]”}”(hŚcross_val_score”h Śsklearn.model_selection”h Śsklearn.model_selection”h ‰h‰uaŚ Categorical”]”}”(hŚ Categorical”h Ś skopt.space”h Ś skopt.space”h ‰h‰uaŚnp.mean”]”}”(hŚmean”h Śnumpy”h h%h ‰h‰uaŚDecisionTreeClassifier”]”}”(hŚDecisionTreeClassifier”h Ś sklearn.tree”h Ś sklearn.tree”h ‰h‰uaŚload_breast_cancer”]”}”(hŚload_breast_cancer”h Śsklearn.datasets”h Śsklearn.datasets”h ‰h‰uaŚplot_objective”]”}”(hŚplot_objective”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚ gp_minimize”]”}”(hŚ gp_minimize”h Śskopt”h h` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plots_partial-dependence-plot.py: ======================== Partial Dependence Plots ======================== Sigurd Carlsen Feb 2019 Holger Nahrstaedt 2020 .. currentmodule:: skopt Plot objective now supports optional use of partial dependence as well as different methods of defining parameter values for dependency plots. .. GENERATED FROM PYTHON SOURCE LINES 14-23 .. code-block:: Python print(__doc__) import numpy as np from skopt import forest_minimize from skopt.plots import plot_objective np.random.seed(123) .. GENERATED FROM PYTHON SOURCE LINES 24-28 Objective function ================== Plot objective now supports optional use of partial dependence as well as different methods of defining parameter values for dependency plots .. GENERATED FROM PYTHON SOURCE LINES 28-38 .. code-block:: Python # Here we define a function that we evaluate. def funny_func(x): s = 0 for i in range(len(x)): s += (x[i] * i) ** 2 return s .. GENERATED FROM PYTHON SOURCE LINES 39-42 Optimisation using decision trees ================================= We run forest_minimize on the function .. GENERATED FROM PYTHON SOURCE LINES 42-51 .. code-block:: Python bounds = [ (-1, 1.0), ] * 3 n_calls = 50 result = forest_minimize( funny_func, bounds, n_calls=n_calls, base_estimator="ET", random_state=4 ) .. GENERATED FROM PYTHON SOURCE LINES 52-58 Partial dependence plot ======================= Here we see an example of using partial dependence. Even when setting n_points all the way down to 10 from the default of 40, this method is still very slow. This is because partial dependence calculates 250 extra predictions for each point on the plots. .. GENERATED FROM PYTHON SOURCE LINES 58-62 .. code-block:: Python _ = plot_objective(result, n_points=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_001.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 63-67 It is possible to change the location of the red dot, which normally shows the position of the found minimum. We can set it 'expected_minimum', which is the minimum value of the surrogate function, obtained by a minimum search method. .. GENERATED FROM PYTHON SOURCE LINES 67-69 .. code-block:: Python _ = plot_objective(result, n_points=10, minimum='expected_minimum') .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_002.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 70-76 Plot without partial dependence =============================== Here we plot without partial dependence. We see that it is a lot faster. Also the values for the other parameters are set to the default "result" which is the parameter set of the best observed value so far. In the case of funny_func this is close to 0 for all parameters. .. GENERATED FROM PYTHON SOURCE LINES 76-79 .. code-block:: Python _ = plot_objective(result, sample_source='result', n_points=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_003.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 80-86 Modify the shown minimum ======================== Here we try with setting the `minimum` parameters to something other than "result". First we try with "expected_minimum" which is the set of parameters that gives the miniumum value of the surrogate function, using scipys minimum search method. .. GENERATED FROM PYTHON SOURCE LINES 86-91 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source='expected_minimum', minimum='expected_minimum' ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_004.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_004.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 92-94 "expected_minimum_random" is a naive way of finding the minimum of the surrogate by only using random sampling: .. GENERATED FROM PYTHON SOURCE LINES 94-102 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_005.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_005.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 103-106 We can also specify how many initial samples are used for the two different "expected_minimum" methods. We set it to a low value in the next examples to showcase how it affects the minimum for the two methods. .. GENERATED FROM PYTHON SOURCE LINES 106-115 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source='expected_minimum_random', minimum='expected_minimum_random', n_minimum_search=10, ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_006.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_006.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 116-125 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source="expected_minimum", minimum='expected_minimum', n_minimum_search=2, ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_007.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_007.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 126-130 Set a minimum location ====================== Lastly we can also define these parameters ourself by parsing a list as the minimum argument: .. GENERATED FROM PYTHON SOURCE LINES 130-134 .. code-block:: Python _ = plot_objective( result, n_points=10, sample_source=[1, -0.5, 0.5], minimum=[1, -0.5, 0.5] ) .. image-sg:: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_008.png :alt: partial dependence plot :srcset: /auto_examples/plots/images/sphx_glr_partial-dependence-plot_008.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 14.903 seconds) .. _sphx_glr_download_auto_examples_plots_partial-dependence-plot.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/plots/partial-dependence-plot.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: partial-dependence-plot.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: partial-dependence-plot.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/plots/partial-dependence-plot_codeobj.pickle000066400000000000000000000004701462762077000310640ustar00rootroot00000000000000€•-Ś collections”Ś OrderedDict”“”)R”(Śforest_minimize”]”}”(Śname”Śforest_minimize”Śmodule”Śskopt”Ś module_short”h Śis_class”‰Ś is_explicit”‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h ‰uaŚplot_objective”]”}”(hŚplot_objective”h Ś skopt.plots”h Ś skopt.plots”h ‰h ‰uau.scikit-optimize-0.10.2/doc/auto_examples/plots/sg_execution_times.rst000066400000000000000000000030561462762077000261400ustar00rootroot00000000000000 :orphan: .. _sphx_glr_auto_examples_plots_sg_execution_times: Computation times ================= **01:48.871** total execution time for 4 files **from auto_examples\plots**: .. container:: .. raw:: html .. list-table:: :header-rows: 1 :class: table table-striped sg-datatable * - Example - Time - Mem (MB) * - :ref:`sphx_glr_auto_examples_plots_visualizing-results.py` (``visualizing-results.py``) - 01:18.777 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot.py` (``partial-dependence-plot.py``) - 00:14.903 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-with-categorical.py` (``partial-dependence-plot-with-categorical.py``) - 00:08.190 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-2D.py` (``partial-dependence-plot-2D.py``) - 00:07.000 - 0.0 scikit-optimize-0.10.2/doc/auto_examples/plots/visualizing-results.ipynb000066400000000000000000000244351462762077000266230ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Visualizing optimization results\n\nTim Head, August 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nBayesian optimization or sequential model-based optimization uses a surrogate\nmodel to model the expensive to evaluate objective function `func`. It is\nthis model that is used to determine at which points to evaluate the expensive\nobjective next.\n\nTo help understand why the optimization process is proceeding the way it is,\nit is useful to plot the location and order of the points at which the\nobjective is evaluated. If everything is working as expected, early samples\nwill be spread over the whole parameter space and later samples should\ncluster around the minimum.\n\nThe :class:`plots.plot_evaluations` function helps with visualizing the location and\norder in which samples are evaluated for objectives with an arbitrary\nnumber of dimensions.\n\nThe :class:`plots.plot_objective` function plots the partial dependence of the objective,\nas represented by the surrogate model, for each dimension and as pairs of the\ninput dimensions.\n\nAll of the minimizers implemented in `skopt` return an [`OptimizeResult`]()\ninstance that can be inspected. Both :class:`plots.plot_evaluations` and :class:`plots.plot_objective`\nare helpers that do just that\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\n\nimport matplotlib.pyplot as plt\n\nfrom skopt.benchmarks import branin as branin\nfrom skopt.benchmarks import hart6 as hart6_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy models\n\nWe will use two different toy models to demonstrate how :class:`plots.plot_evaluations`\nworks.\n\nThe first model is the :class:`benchmarks.branin` function which has two dimensions and three\nminima.\n\nThe second model is the `hart6` function which has six dimension which makes\nit hard to visualize. This will show off the utility of\n:class:`plots.plot_evaluations`.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# redefined `hart6` to allow adding arbitrary \"noise\" dimensions\ndef hart6(x):\n return hart6_(x[:6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Starting with `branin`\n\nTo start let's take advantage of the fact that :class:`benchmarks.branin` is a simple\nfunction which can be visualised in two dimensions.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from matplotlib.colors import LogNorm\n\n\ndef plot_branin():\n fig, ax = plt.subplots()\n\n x1_values = np.linspace(-5, 10, 100)\n x2_values = np.linspace(0, 15, 100)\n x_ax, y_ax = np.meshgrid(x1_values, x2_values)\n vals = np.c_[x_ax.ravel(), y_ax.ravel()]\n fx = np.reshape([branin(val) for val in vals], (100, 100))\n\n cm = ax.pcolormesh(\n x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r'\n )\n\n minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]])\n ax.plot(minima[:, 0], minima[:, 1], \"r.\", markersize=14, lw=0, label=\"Minima\")\n\n cb = fig.colorbar(cm)\n cb.set_label(\"f(x)\")\n\n ax.legend(loc=\"best\", numpoints=1)\n\n ax.set_xlabel(\"$X_0$\")\n ax.set_xlim([-5, 10])\n ax.set_ylabel(\"$X_1$\")\n ax.set_ylim([0, 15])\n\n\nplot_branin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluating the objective function\n\nNext we use an extra trees based minimizer to find one of the minima of the\n:class:`benchmarks.branin` function. Then we visualize at which points the objective is being\nevaluated using :class:`plots.plot_evaluations`.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import dummy_minimize, forest_minimize\nfrom skopt.plots import plot_evaluations\n\nbounds = [(-5.0, 10.0), (0.0, 15.0)]\nn_calls = 20\nn_jobs = -1\n\nforest_res = forest_minimize(\n branin, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator=\"ET\", random_state=4\n)\n\n_ = plot_evaluations(forest_res, bins=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":class:`plots.plot_evaluations` creates a grid of size `n_dims` by `n_dims`.\nThe diagonal shows histograms for each of the dimensions. In the lower\ntriangle (just one plot in this case) a two dimensional scatter plot of all\npoints is shown. The order in which points were evaluated is encoded in the\ncolor of each point. Darker/purple colors correspond to earlier samples and\nlighter/yellow colors correspond to later samples. A red point shows the\nlocation of the minimum found by the optimization process.\n\nYou should be able to see that points start clustering around the location\nof the true miminum. The histograms show that the objective is evaluated\nmore often at locations near to one of the three minima.\n\nUsing :class:`plots.plot_objective` we can visualise the one dimensional partial\ndependence of the surrogate model for each dimension. The contour plot in\nthe bottom left corner shows the two dimensional partial dependence. In this\ncase this is the same as simply plotting the objective as it only has two\ndimensions.\n\n### Partial dependence plots\n\nPartial dependence plots were proposed by\n`Friedman (2001)`_\nas a method for interpreting the importance of input features used in\ngradient boosting machines. Given a function of $k$: variables\n$y=f\\left(x_1, x_2, ..., x_k\\right)$: the\npartial dependence of $f$ on the $i$-th variable $x_i$ is calculated as:\n$\\phi\\left( x_i \\right) = \\frac{1}{N} \\sum^N_{j=0}f\\left(x_{1,j}, x_{2,j}, ..., x_i, ..., x_{k,j}\\right)$:\nwith the sum running over a set of $N$ points drawn at random from the\nsearch space.\n\nThe idea is to visualize how the value of $x_j$: influences the function\n$f$: after averaging out the influence of all other variables.\n\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_objective\n\n_ = plot_objective(forest_res, n_samples=10, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two dimensional partial dependence plot can look like the true\nobjective but it does not have to. As points at which the objective function\nis being evaluated are concentrated around the suspected minimum the\nsurrogate model sometimes is not a good representation of the objective far\naway from the minima.\n\n## Random sampling\n\nCompare this to a minimizer which picks points at random. There is no\nstructure visible in the order in which it evaluates the objective. Because\nthere is no model involved in the process of picking sample points at\nrandom, we can not plot the partial dependence of the model.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dummy_res = dummy_minimize(branin, bounds, n_calls=n_calls, random_state=4)\n\n_ = plot_evaluations(dummy_res, bins=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working in six dimensions\n\nVisualising what happens in two dimensions is easy, where\n:class:`plots.plot_evaluations` and :class:`plots.plot_objective` start to be useful is when the\nnumber of dimensions grows. They take care of many of the more mundane\nthings needed to make good plots of all combinations of the dimensions.\n\nThe next example uses class:`benchmarks.hart6` which has six dimensions and shows both\n:class:`plots.plot_evaluations` and :class:`plots.plot_objective`.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bounds = [\n (0.0, 1.0)\n] * 6\n\nforest_res = forest_minimize(\n hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator=\"ET\", random_state=4\n)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_evaluations(forest_res)\n_ = plot_objective(forest_res, n_samples=10, n_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Going from 6 to 6+2 dimensions\n\nTo make things more interesting let's add two dimension to the problem.\nAs :class:`benchmarks.hart6` only depends on six dimensions we know that for this problem\nthe new dimensions will be \"flat\" or uninformative. This is clearly visible\nin both the placement of samples and the partial dependence plots.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bounds = [(0., 1.)] * 8\n\nforest_res = forest_minimize(\n hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator=\"ET\", random_state=4\n)\n\n_ = plot_evaluations(forest_res)\n_ = plot_objective(forest_res, n_samples=10, n_points=10)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/plots/visualizing-results.py000066400000000000000000000203651462762077000261300ustar00rootroot00000000000000""" ================================ Visualizing optimization results ================================ Tim Head, August 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate objective function `func`. It is this model that is used to determine at which points to evaluate the expensive objective next. To help understand why the optimization process is proceeding the way it is, it is useful to plot the location and order of the points at which the objective is evaluated. If everything is working as expected, early samples will be spread over the whole parameter space and later samples should cluster around the minimum. The :class:`plots.plot_evaluations` function helps with visualizing the location and order in which samples are evaluated for objectives with an arbitrary number of dimensions. The :class:`plots.plot_objective` function plots the partial dependence of the objective, as represented by the surrogate model, for each dimension and as pairs of the input dimensions. All of the minimizers implemented in `skopt` return an [`OptimizeResult`]() instance that can be inspected. Both :class:`plots.plot_evaluations` and :class:`plots.plot_objective` are helpers that do just that """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import branin as branin from skopt.benchmarks import hart6 as hart6_ ############################################################################# # Toy models # ========== # # We will use two different toy models to demonstrate how :class:`plots.plot_evaluations` # works. # # The first model is the :class:`benchmarks.branin` function which has two dimensions and three # minima. # # The second model is the `hart6` function which has six dimension which makes # it hard to visualize. This will show off the utility of # :class:`plots.plot_evaluations`. # redefined `hart6` to allow adding arbitrary "noise" dimensions def hart6(x): return hart6_(x[:6]) ############################################################################# # Starting with `branin` # ====================== # # To start let's take advantage of the fact that :class:`benchmarks.branin` is a simple # function which can be visualised in two dimensions. from matplotlib.colors import LogNorm def plot_branin(): fig, ax = plt.subplots() x1_values = np.linspace(-5, 10, 100) x2_values = np.linspace(0, 15, 100) x_ax, y_ax = np.meshgrid(x1_values, x2_values) vals = np.c_[x_ax.ravel(), y_ax.ravel()] fx = np.reshape([branin(val) for val in vals], (100, 100)) cm = ax.pcolormesh( x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r' ) minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]]) ax.plot(minima[:, 0], minima[:, 1], "r.", markersize=14, lw=0, label="Minima") cb = fig.colorbar(cm) cb.set_label("f(x)") ax.legend(loc="best", numpoints=1) ax.set_xlabel("$X_0$") ax.set_xlim([-5, 10]) ax.set_ylabel("$X_1$") ax.set_ylim([0, 15]) plot_branin() ############################################################################# # Evaluating the objective function # ================================= # # Next we use an extra trees based minimizer to find one of the minima of the # :class:`benchmarks.branin` function. Then we visualize at which points the objective is being # evaluated using :class:`plots.plot_evaluations`. from skopt import dummy_minimize, forest_minimize from skopt.plots import plot_evaluations bounds = [(-5.0, 10.0), (0.0, 15.0)] n_calls = 20 n_jobs = -1 forest_res = forest_minimize( branin, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) _ = plot_evaluations(forest_res, bins=10) ############################################################################# # :class:`plots.plot_evaluations` creates a grid of size `n_dims` by `n_dims`. # The diagonal shows histograms for each of the dimensions. In the lower # triangle (just one plot in this case) a two dimensional scatter plot of all # points is shown. The order in which points were evaluated is encoded in the # color of each point. Darker/purple colors correspond to earlier samples and # lighter/yellow colors correspond to later samples. A red point shows the # location of the minimum found by the optimization process. # # You should be able to see that points start clustering around the location # of the true miminum. The histograms show that the objective is evaluated # more often at locations near to one of the three minima. # # Using :class:`plots.plot_objective` we can visualise the one dimensional partial # dependence of the surrogate model for each dimension. The contour plot in # the bottom left corner shows the two dimensional partial dependence. In this # case this is the same as simply plotting the objective as it only has two # dimensions. # # Partial dependence plots # ------------------------ # # Partial dependence plots were proposed by # `Friedman (2001)`_ # as a method for interpreting the importance of input features used in # gradient boosting machines. Given a function of :math:`k`: variables # :math:`y=f\left(x_1, x_2, ..., x_k\right)`: the # partial dependence of $f$ on the $i$-th variable $x_i$ is calculated as: # :math:`\phi\left( x_i \right) = \frac{1}{N} \sum^N_{j=0}f\left(x_{1,j}, x_{2,j}, ..., x_i, ..., x_{k,j}\right)`: # with the sum running over a set of $N$ points drawn at random from the # search space. # # The idea is to visualize how the value of :math:`x_j`: influences the function # :math:`f`: after averaging out the influence of all other variables. # # .. _Friedman (2001): https://dx.doi.org/10.1214/aos/1013203451 from skopt.plots import plot_objective _ = plot_objective(forest_res, n_samples=10, n_points=10) ############################################################################# # The two dimensional partial dependence plot can look like the true # objective but it does not have to. As points at which the objective function # is being evaluated are concentrated around the suspected minimum the # surrogate model sometimes is not a good representation of the objective far # away from the minima. # # Random sampling # =============== # # Compare this to a minimizer which picks points at random. There is no # structure visible in the order in which it evaluates the objective. Because # there is no model involved in the process of picking sample points at # random, we can not plot the partial dependence of the model. dummy_res = dummy_minimize(branin, bounds, n_calls=n_calls, random_state=4) _ = plot_evaluations(dummy_res, bins=10) ############################################################################# # Working in six dimensions # ========================= # # Visualising what happens in two dimensions is easy, where # :class:`plots.plot_evaluations` and :class:`plots.plot_objective` start to be useful is when the # number of dimensions grows. They take care of many of the more mundane # things needed to make good plots of all combinations of the dimensions. # # The next example uses class:`benchmarks.hart6` which has six dimensions and shows both # :class:`plots.plot_evaluations` and :class:`plots.plot_objective`. bounds = [ (0.0, 1.0) ] * 6 forest_res = forest_minimize( hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) ############################################################################# _ = plot_evaluations(forest_res) _ = plot_objective(forest_res, n_samples=10, n_points=10) ############################################################################# # Going from 6 to 6+2 dimensions # ============================== # # To make things more interesting let's add two dimension to the problem. # As :class:`benchmarks.hart6` only depends on six dimensions we know that for this problem # the new dimensions will be "flat" or uninformative. This is clearly visible # in both the placement of samples and the partial dependence plots. bounds = [(0., 1.)] * 8 forest_res = forest_minimize( hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) _ = plot_evaluations(forest_res) _ = plot_objective(forest_res, n_samples=10, n_points=10) scikit-optimize-0.10.2/doc/auto_examples/plots/visualizing-results.py.md5000066400000000000000000000000401462762077000266000ustar00rootroot00000000000000a1ac921289b6189428faa00a85fd5e8ascikit-optimize-0.10.2/doc/auto_examples/plots/visualizing-results.rst000066400000000000000000000301301462762077000262770ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\plots\visualizing-results.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plots_visualizing-results.py: ================================ Visualizing optimization results ================================ Tim Head, August 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate objective function `func`. It is this model that is used to determine at which points to evaluate the expensive objective next. To help understand why the optimization process is proceeding the way it is, it is useful to plot the location and order of the points at which the objective is evaluated. If everything is working as expected, early samples will be spread over the whole parameter space and later samples should cluster around the minimum. The :class:`plots.plot_evaluations` function helps with visualizing the location and order in which samples are evaluated for objectives with an arbitrary number of dimensions. The :class:`plots.plot_objective` function plots the partial dependence of the objective, as represented by the surrogate model, for each dimension and as pairs of the input dimensions. All of the minimizers implemented in `skopt` return an [`OptimizeResult`]() instance that can be inspected. Both :class:`plots.plot_evaluations` and :class:`plots.plot_objective` are helpers that do just that .. GENERATED FROM PYTHON SOURCE LINES 34-45 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import branin as branin from skopt.benchmarks import hart6 as hart6_ .. GENERATED FROM PYTHON SOURCE LINES 46-58 Toy models ========== We will use two different toy models to demonstrate how :class:`plots.plot_evaluations` works. The first model is the :class:`benchmarks.branin` function which has two dimensions and three minima. The second model is the `hart6` function which has six dimension which makes it hard to visualize. This will show off the utility of :class:`plots.plot_evaluations`. .. GENERATED FROM PYTHON SOURCE LINES 58-65 .. code-block:: Python # redefined `hart6` to allow adding arbitrary "noise" dimensions def hart6(x): return hart6_(x[:6]) .. GENERATED FROM PYTHON SOURCE LINES 66-71 Starting with `branin` ====================== To start let's take advantage of the fact that :class:`benchmarks.branin` is a simple function which can be visualised in two dimensions. .. GENERATED FROM PYTHON SOURCE LINES 71-104 .. code-block:: Python from matplotlib.colors import LogNorm def plot_branin(): fig, ax = plt.subplots() x1_values = np.linspace(-5, 10, 100) x2_values = np.linspace(0, 15, 100) x_ax, y_ax = np.meshgrid(x1_values, x2_values) vals = np.c_[x_ax.ravel(), y_ax.ravel()] fx = np.reshape([branin(val) for val in vals], (100, 100)) cm = ax.pcolormesh( x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r' ) minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]]) ax.plot(minima[:, 0], minima[:, 1], "r.", markersize=14, lw=0, label="Minima") cb = fig.colorbar(cm) cb.set_label("f(x)") ax.legend(loc="best", numpoints=1) ax.set_xlabel("$X_0$") ax.set_xlim([-5, 10]) ax.set_ylabel("$X_1$") ax.set_ylim([0, 15]) plot_branin() .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_001.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 105-111 Evaluating the objective function ================================= Next we use an extra trees based minimizer to find one of the minima of the :class:`benchmarks.branin` function. Then we visualize at which points the objective is being evaluated using :class:`plots.plot_evaluations`. .. GENERATED FROM PYTHON SOURCE LINES 111-125 .. code-block:: Python from skopt import dummy_minimize, forest_minimize from skopt.plots import plot_evaluations bounds = [(-5.0, 10.0), (0.0, 15.0)] n_calls = 20 n_jobs = -1 forest_res = forest_minimize( branin, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) _ = plot_evaluations(forest_res, bins=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_002.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 126-161 :class:`plots.plot_evaluations` creates a grid of size `n_dims` by `n_dims`. The diagonal shows histograms for each of the dimensions. In the lower triangle (just one plot in this case) a two dimensional scatter plot of all points is shown. The order in which points were evaluated is encoded in the color of each point. Darker/purple colors correspond to earlier samples and lighter/yellow colors correspond to later samples. A red point shows the location of the minimum found by the optimization process. You should be able to see that points start clustering around the location of the true miminum. The histograms show that the objective is evaluated more often at locations near to one of the three minima. Using :class:`plots.plot_objective` we can visualise the one dimensional partial dependence of the surrogate model for each dimension. The contour plot in the bottom left corner shows the two dimensional partial dependence. In this case this is the same as simply plotting the objective as it only has two dimensions. Partial dependence plots ------------------------ Partial dependence plots were proposed by `Friedman (2001)`_ as a method for interpreting the importance of input features used in gradient boosting machines. Given a function of :math:`k`: variables :math:`y=f\left(x_1, x_2, ..., x_k\right)`: the partial dependence of $f$ on the $i$-th variable $x_i$ is calculated as: :math:`\phi\left( x_i \right) = \frac{1}{N} \sum^N_{j=0}f\left(x_{1,j}, x_{2,j}, ..., x_i, ..., x_{k,j}\right)`: with the sum running over a set of $N$ points drawn at random from the search space. The idea is to visualize how the value of :math:`x_j`: influences the function :math:`f`: after averaging out the influence of all other variables. .. _Friedman (2001): https://dx.doi.org/10.1214/aos/1013203451 .. GENERATED FROM PYTHON SOURCE LINES 161-166 .. code-block:: Python from skopt.plots import plot_objective _ = plot_objective(forest_res, n_samples=10, n_points=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_003.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 167-180 The two dimensional partial dependence plot can look like the true objective but it does not have to. As points at which the objective function is being evaluated are concentrated around the suspected minimum the surrogate model sometimes is not a good representation of the objective far away from the minima. Random sampling =============== Compare this to a minimizer which picks points at random. There is no structure visible in the order in which it evaluates the objective. Because there is no model involved in the process of picking sample points at random, we can not plot the partial dependence of the model. .. GENERATED FROM PYTHON SOURCE LINES 180-185 .. code-block:: Python dummy_res = dummy_minimize(branin, bounds, n_calls=n_calls, random_state=4) _ = plot_evaluations(dummy_res, bins=10) .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_004.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_004.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 186-196 Working in six dimensions ========================= Visualising what happens in two dimensions is easy, where :class:`plots.plot_evaluations` and :class:`plots.plot_objective` start to be useful is when the number of dimensions grows. They take care of many of the more mundane things needed to make good plots of all combinations of the dimensions. The next example uses class:`benchmarks.hart6` which has six dimensions and shows both :class:`plots.plot_evaluations` and :class:`plots.plot_objective`. .. GENERATED FROM PYTHON SOURCE LINES 196-205 .. code-block:: Python bounds = [ (0.0, 1.0) ] * 6 forest_res = forest_minimize( hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) .. GENERATED FROM PYTHON SOURCE LINES 206-210 .. code-block:: Python _ = plot_evaluations(forest_res) _ = plot_objective(forest_res, n_samples=10, n_points=10) .. rst-class:: sphx-glr-horizontal * .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_005.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_005.png :class: sphx-glr-multi-img * .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_006.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_006.png :class: sphx-glr-multi-img .. GENERATED FROM PYTHON SOURCE LINES 211-218 Going from 6 to 6+2 dimensions ============================== To make things more interesting let's add two dimension to the problem. As :class:`benchmarks.hart6` only depends on six dimensions we know that for this problem the new dimensions will be "flat" or uninformative. This is clearly visible in both the placement of samples and the partial dependence plots. .. GENERATED FROM PYTHON SOURCE LINES 218-228 .. code-block:: Python bounds = [(0., 1.)] * 8 forest_res = forest_minimize( hart6, bounds, n_calls=n_calls, n_jobs=n_jobs, base_estimator="ET", random_state=4 ) _ = plot_evaluations(forest_res) _ = plot_objective(forest_res, n_samples=10, n_points=10) .. rst-class:: sphx-glr-horizontal * .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_007.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_007.png :class: sphx-glr-multi-img * .. image-sg:: /auto_examples/plots/images/sphx_glr_visualizing-results_008.png :alt: visualizing results :srcset: /auto_examples/plots/images/sphx_glr_visualizing-results_008.png :class: sphx-glr-multi-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (1 minutes 18.777 seconds) .. _sphx_glr_download_auto_examples_plots_visualizing-results.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: 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Comparing initial point generation methods
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Comparing initial sampling methods
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.. only:: html .. image:: /auto_examples/sampler/images/thumb/sphx_glr_initial-sampling-method-integer_thumb.png :alt: :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method-integer.py` .. raw:: html
Comparing initial sampling methods on integer space
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.. toctree:: :hidden: /auto_examples/sampler/sampling_comparison /auto_examples/sampler/initial-sampling-method /auto_examples/sampler/initial-sampling-method-integer scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method-integer.ipynb000066400000000000000000000213661462762077000312340ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing initial sampling methods on integer space\n\nHolger Nahrstaedt 2020 Sigurd Carlsen October 2019\n\n.. currentmodule:: skopt\n\nWhen doing baysian optimization we often want to reserve some of the\nearly part of the optimization to pure exploration. By default the\noptimizer suggests purely random samples for the first n_initial_points\n(10 by default). The downside to this is that there is no guarantee that\nthese samples are spread out evenly across all the dimensions.\n\nSampling methods as Latin hypercube, Sobol', Halton and Hammersly\ntake advantage of the fact that we know beforehand how many random\npoints we want to sample. Then these points can be \"spread out\" in\nsuch a way that each dimension is explored.\n\nSee also the example on a real space\n`sphx_glr_auto_examples_initial_sampling_method.py`\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(1234)\nimport matplotlib.pyplot as plt\nfrom scipy.spatial.distance import pdist\n\nfrom skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol\nfrom skopt.space import Space" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_searchspace(x, title):\n fig, ax = plt.subplots()\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples')\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bs', markersize=40, alpha=0.5)\n # ax.legend(loc=\"best\", numpoints=1)\n ax.set_xlabel(\"X1\")\n ax.set_xlim([0, 5])\n ax.set_ylabel(\"X2\")\n ax.set_ylim([0, 5])\n plt.title(title)\n ax.grid(True)\n\n\nn_samples = 10\nspace = Space([(0, 5), (0, 5)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = space.rvs(n_samples)\nplot_searchspace(x, \"Random samples\")\npdist_data = []\nx_label = []\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"random\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sobol'\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sobol = Sobol()\nx = sobol.generate(space.dimensions, n_samples)\nplot_searchspace(x, \"Sobol'\")\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"sobol'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classic latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"classic\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'classic LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"lhs\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Centered latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"centered\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'centered LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"center\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximin optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"maximin\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'maximin LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"maximin\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"correlation\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'correlation LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"corr\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ratio optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"ratio\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'ratio LHS')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"ratio\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Halton sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "halton = Halton()\nx = halton.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Halton')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"halton\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hammersly sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hammersly = Hammersly()\nx = hammersly.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Hammersly')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"hammersly\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = Grid(border=\"include\", use_full_layout=False)\nx = grid.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Grid')\nprint(\"empty fields: %d\" % (36 - np.size(np.unique(x, axis=0), 0)))\npdist_data.append(pdist(x).flatten())\nx_label.append(\"grid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pdist boxplot of all methods\n\nThis boxplot shows the distance between all generated points using\nEuclidian distance. The higher the value, the better the sampling method.\nIt can be seen that random has the worst performance\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig, ax = plt.subplots()\nax.boxplot(pdist_data)\nplt.grid(True)\nplt.ylabel(\"pdist\")\n_ = ax.set_ylim(0, 6)\n_ = ax.set_xticklabels(x_label, rotation=45, fontsize=8)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method-integer.py000066400000000000000000000135571462762077000305460ustar00rootroot00000000000000""" =================================================== Comparing initial sampling methods on integer space =================================================== Holger Nahrstaedt 2020 Sigurd Carlsen October 2019 .. currentmodule:: skopt When doing baysian optimization we often want to reserve some of the early part of the optimization to pure exploration. By default the optimizer suggests purely random samples for the first n_initial_points (10 by default). The downside to this is that there is no guarantee that these samples are spread out evenly across all the dimensions. Sampling methods as Latin hypercube, Sobol', Halton and Hammersly take advantage of the fact that we know beforehand how many random points we want to sample. Then these points can be "spread out" in such a way that each dimension is explored. See also the example on a real space :ref:`sphx_glr_auto_examples_initial_sampling_method.py` """ print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from scipy.spatial.distance import pdist from skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol from skopt.space import Space ############################################################################# def plot_searchspace(x, title): fig, ax = plt.subplots() plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples') plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bs', markersize=40, alpha=0.5) # ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([0, 5]) ax.set_ylabel("X2") ax.set_ylim([0, 5]) plt.title(title) ax.grid(True) n_samples = 10 space = Space([(0, 5), (0, 5)]) ############################################################################# # Random sampling # --------------- x = space.rvs(n_samples) plot_searchspace(x, "Random samples") pdist_data = [] x_label = [] print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("random") ############################################################################# # Sobol' # ------ sobol = Sobol() x = sobol.generate(space.dimensions, n_samples) plot_searchspace(x, "Sobol'") print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("sobol'") ############################################################################# # Classic latin hypercube sampling # -------------------------------- lhs = Lhs(lhs_type="classic", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'classic LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("lhs") ############################################################################# # Centered latin hypercube sampling # --------------------------------- lhs = Lhs(lhs_type="centered", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'centered LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("center") ############################################################################# # Maximin optimized hypercube sampling # ------------------------------------ lhs = Lhs(criterion="maximin", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'maximin LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("maximin") ############################################################################# # Correlation optimized hypercube sampling # ---------------------------------------- lhs = Lhs(criterion="correlation", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'correlation LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("corr") ############################################################################# # Ratio optimized hypercube sampling # ---------------------------------- lhs = Lhs(criterion="ratio", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'ratio LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("ratio") ############################################################################# # Halton sampling # --------------- halton = Halton() x = halton.generate(space.dimensions, n_samples) plot_searchspace(x, 'Halton') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("halton") ############################################################################# # Hammersly sampling # ------------------ hammersly = Hammersly() x = hammersly.generate(space.dimensions, n_samples) plot_searchspace(x, 'Hammersly') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("hammersly") ############################################################################# # Grid sampling # ------------- grid = Grid(border="include", use_full_layout=False) x = grid.generate(space.dimensions, n_samples) plot_searchspace(x, 'Grid') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("grid") ############################################################################# # Pdist boxplot of all methods # ---------------------------- # # This boxplot shows the distance between all generated points using # Euclidian distance. The higher the value, the better the sampling method. # It can be seen that random has the worst performance fig, ax = plt.subplots() ax.boxplot(pdist_data) plt.grid(True) plt.ylabel("pdist") _ = ax.set_ylim(0, 6) _ = ax.set_xticklabels(x_label, rotation=45, fontsize=8) scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method-integer.py.md5000066400000000000000000000000401462762077000312110ustar00rootroot000000000000008a6154ff6a8e1738857923ef1088b605scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method-integer.rst000066400000000000000000000276201462762077000307220ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\sampler\initial-sampling-method-integer.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_sampler_initial-sampling-method-integer.py: =================================================== Comparing initial sampling methods on integer space =================================================== Holger Nahrstaedt 2020 Sigurd Carlsen October 2019 .. currentmodule:: skopt When doing baysian optimization we often want to reserve some of the early part of the optimization to pure exploration. By default the optimizer suggests purely random samples for the first n_initial_points (10 by default). The downside to this is that there is no guarantee that these samples are spread out evenly across all the dimensions. Sampling methods as Latin hypercube, Sobol', Halton and Hammersly take advantage of the fact that we know beforehand how many random points we want to sample. Then these points can be "spread out" in such a way that each dimension is explored. See also the example on a real space :ref:`sphx_glr_auto_examples_initial_sampling_method.py` .. GENERATED FROM PYTHON SOURCE LINES 24-35 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(1234) import matplotlib.pyplot as plt from scipy.spatial.distance import pdist from skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol from skopt.space import Space .. GENERATED FROM PYTHON SOURCE LINES 36-54 .. code-block:: Python def plot_searchspace(x, title): fig, ax = plt.subplots() plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples') plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bs', markersize=40, alpha=0.5) # ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([0, 5]) ax.set_ylabel("X2") ax.set_ylim([0, 5]) plt.title(title) ax.grid(True) n_samples = 10 space = Space([(0, 5), (0, 5)]) .. GENERATED FROM PYTHON SOURCE LINES 55-57 Random sampling --------------- .. GENERATED FROM PYTHON SOURCE LINES 57-65 .. code-block:: Python x = space.rvs(n_samples) plot_searchspace(x, "Random samples") pdist_data = [] x_label = [] print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("random") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_001.png :alt: Random samples :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 27 .. GENERATED FROM PYTHON SOURCE LINES 66-68 Sobol' ------ .. GENERATED FROM PYTHON SOURCE LINES 68-76 .. code-block:: Python sobol = Sobol() x = sobol.generate(space.dimensions, n_samples) plot_searchspace(x, "Sobol'") print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("sobol'") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_002.png :alt: Sobol' :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_002.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none D:\git\scikit-optimize\skopt\sampler\sobol.py:521: UserWarning: The balance properties of Sobol' points require n to be a power of 2. 0 points have been previously generated, then: n=0+10=10. warnings.warn( empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 77-79 Classic latin hypercube sampling -------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 79-87 .. code-block:: Python lhs = Lhs(lhs_type="classic", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'classic LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("lhs") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_003.png :alt: classic LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_003.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 88-90 Centered latin hypercube sampling --------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 90-98 .. code-block:: Python lhs = Lhs(lhs_type="centered", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'centered LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("center") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_004.png :alt: centered LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_004.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 99-101 Maximin optimized hypercube sampling ------------------------------------ .. GENERATED FROM PYTHON SOURCE LINES 101-109 .. code-block:: Python lhs = Lhs(criterion="maximin", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'maximin LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("maximin") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_005.png :alt: maximin LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_005.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 110-112 Correlation optimized hypercube sampling ---------------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 112-120 .. code-block:: Python lhs = Lhs(criterion="correlation", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'correlation LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("corr") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_006.png :alt: correlation LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_006.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 121-123 Ratio optimized hypercube sampling ---------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 123-131 .. code-block:: Python lhs = Lhs(criterion="ratio", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'ratio LHS') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("ratio") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_007.png :alt: ratio LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_007.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 132-134 Halton sampling --------------- .. GENERATED FROM PYTHON SOURCE LINES 134-142 .. code-block:: Python halton = Halton() x = halton.generate(space.dimensions, n_samples) plot_searchspace(x, 'Halton') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("halton") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_008.png :alt: Halton :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_008.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 143-145 Hammersly sampling ------------------ .. GENERATED FROM PYTHON SOURCE LINES 145-153 .. code-block:: Python hammersly = Hammersly() x = hammersly.generate(space.dimensions, n_samples) plot_searchspace(x, 'Hammersly') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("hammersly") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_009.png :alt: Hammersly :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_009.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 154-156 Grid sampling ------------- .. GENERATED FROM PYTHON SOURCE LINES 156-164 .. code-block:: Python grid = Grid(border="include", use_full_layout=False) x = grid.generate(space.dimensions, n_samples) plot_searchspace(x, 'Grid') print("empty fields: %d" % (36 - np.size(np.unique(x, axis=0), 0))) pdist_data.append(pdist(x).flatten()) x_label.append("grid") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_010.png :alt: Grid :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_010.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none empty fields: 26 .. GENERATED FROM PYTHON SOURCE LINES 165-171 Pdist boxplot of all methods ---------------------------- This boxplot shows the distance between all generated points using Euclidian distance. The higher the value, the better the sampling method. It can be seen that random has the worst performance .. GENERATED FROM PYTHON SOURCE LINES 171-178 .. code-block:: Python fig, ax = plt.subplots() ax.boxplot(pdist_data) plt.grid(True) plt.ylabel("pdist") _ = ax.set_ylim(0, 6) _ = ax.set_xticklabels(x_label, rotation=45, fontsize=8) .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_011.png :alt: initial sampling method integer :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method-integer_011.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 5.355 seconds) .. _sphx_glr_download_auto_examples_sampler_initial-sampling-method-integer.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/sampler/initial-sampling-method-integer.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: initial-sampling-method-integer.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: initial-sampling-method-integer.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method-integer_codeobj.pickle000066400000000000000000000022461462762077000330430ustar00rootroot00000000000000€•›Ś collections”Ś OrderedDict”“”)R”(Ś plt.ylabel”]”}”(Śname”Śylabel”Śmodule”Śmatplotlib.pyplot”Ś module_short”Śmatplotlib.pyplot”Śis_class”‰Ś is_explicit”‰uaŚ Hammersly”]”}”(hŚ Hammersly”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚGrid”]”}”(hŚGrid”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚpdist”]”}”(hŚpdist”h Śscipy.spatial.distance”h Śscipy.spatial.distance”h ‰h‰uaŚLhs”]”}”(hŚLhs”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚHalton”]”}”(hŚHalton”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚ plt.subplots”]”}”(hŚsubplots”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚSobol”]”}”(hŚSobol”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚplt.grid”]”}”(hŚgrid”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.array”]”}”(hŚarray”h Śnumpy”h hIh ‰h‰uaŚ plt.title”]”}”(hŚtitle”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.size”]”}”(hŚsize”h Śnumpy”h hTh ‰h‰uaŚ np.unique”]”}”(hŚunique”h Śnumpy”h hYh ‰h‰uaŚplt.plot”]”}”(hŚplot”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚSpace”]”}”(hŚSpace”h Ś skopt.space”h Śskopt”h ‰h‰uau.scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method.ipynb000066400000000000000000000201221462762077000275660ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing initial sampling methods\n\nHolger Nahrstaedt 2020 Sigurd Carlsen October 2019\n\n.. currentmodule:: skopt\n\n\nWhen doing baysian optimization we often want to reserve some of the\nearly part of the optimization to pure exploration. By default the\noptimizer suggests purely random samples for the first n_initial_points\n(10 by default). The downside to this is that there is no guarantee that\nthese samples are spread out evenly across all the dimensions.\n\nSampling methods as Latin hypercube, Sobol', Halton and Hammersly\ntake advantage of the fact that we know beforehand how many random\npoints we want to sample. Then these points can be \"spread out\" in\nsuch a way that each dimension is explored.\n\nSee also the example on an integer space\n`sphx_glr_auto_examples_initial_sampling_method_integer.py`\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\nfrom scipy.spatial.distance import pdist\n\nfrom skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol\nfrom skopt.space import Space" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_searchspace(x, title):\n fig, ax = plt.subplots()\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples')\n plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', markersize=80, alpha=0.5)\n # ax.legend(loc=\"best\", numpoints=1)\n ax.set_xlabel(\"X1\")\n ax.set_xlim([-5, 10])\n ax.set_ylabel(\"X2\")\n ax.set_ylim([0, 15])\n plt.title(title)\n\n\nn_samples = 10\n\nspace = Space([(-5.0, 10.0), (0.0, 15.0)])\n# space.set_transformer(\"normalize\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x = space.rvs(n_samples)\nplot_searchspace(x, \"Random samples\")\npdist_data = []\nx_label = []\npdist_data.append(pdist(x).flatten())\nx_label.append(\"random\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sobol'\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sobol = Sobol()\nx = sobol.generate(space.dimensions, n_samples)\nplot_searchspace(x, \"Sobol'\")\npdist_data.append(pdist(x).flatten())\nx_label.append(\"sobol'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classic Latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"classic\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'classic LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"lhs\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Centered Latin hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(lhs_type=\"centered\", criterion=None)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'centered LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"center\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximin optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"maximin\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'maximin LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"maximin\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"correlation\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'correlation LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"corr\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ratio optimized hypercube sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs = Lhs(criterion=\"ratio\", iterations=10000)\nx = lhs.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'ratio LHS')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"ratio\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Halton sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "halton = Halton()\nx = halton.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Halton')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"halton\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hammersly sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hammersly = Hammersly()\nx = hammersly.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Hammersly')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"hammersly\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid sampling\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = Grid(border=\"include\", use_full_layout=False)\nx = grid.generate(space.dimensions, n_samples)\nplot_searchspace(x, 'Grid')\npdist_data.append(pdist(x).flatten())\nx_label.append(\"grid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pdist boxplot of all methods\n\nThis boxplot shows the distance between all generated points using\nEuclidian distance. The higher the value, the better the sampling method.\nIt can be seen that random has the worst performance\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fig, ax = plt.subplots()\nax.boxplot(pdist_data)\nplt.grid(True)\nplt.ylabel(\"pdist\")\n_ = ax.set_ylim(0, 12)\n_ = ax.set_xticklabels(x_label, rotation=45, fontsize=8)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method.py000066400000000000000000000123031462762077000270770ustar00rootroot00000000000000""" ================================== Comparing initial sampling methods ================================== Holger Nahrstaedt 2020 Sigurd Carlsen October 2019 .. currentmodule:: skopt When doing baysian optimization we often want to reserve some of the early part of the optimization to pure exploration. By default the optimizer suggests purely random samples for the first n_initial_points (10 by default). The downside to this is that there is no guarantee that these samples are spread out evenly across all the dimensions. Sampling methods as Latin hypercube, Sobol', Halton and Hammersly take advantage of the fact that we know beforehand how many random points we want to sample. Then these points can be "spread out" in such a way that each dimension is explored. See also the example on an integer space :ref:`sphx_glr_auto_examples_initial_sampling_method_integer.py` """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from scipy.spatial.distance import pdist from skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol from skopt.space import Space ############################################################################# def plot_searchspace(x, title): fig, ax = plt.subplots() plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples') plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', markersize=80, alpha=0.5) # ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([-5, 10]) ax.set_ylabel("X2") ax.set_ylim([0, 15]) plt.title(title) n_samples = 10 space = Space([(-5.0, 10.0), (0.0, 15.0)]) # space.set_transformer("normalize") ############################################################################# # Random sampling # --------------- x = space.rvs(n_samples) plot_searchspace(x, "Random samples") pdist_data = [] x_label = [] pdist_data.append(pdist(x).flatten()) x_label.append("random") ############################################################################# # Sobol' # ------ sobol = Sobol() x = sobol.generate(space.dimensions, n_samples) plot_searchspace(x, "Sobol'") pdist_data.append(pdist(x).flatten()) x_label.append("sobol'") ############################################################################# # Classic Latin hypercube sampling # -------------------------------- lhs = Lhs(lhs_type="classic", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'classic LHS') pdist_data.append(pdist(x).flatten()) x_label.append("lhs") ############################################################################# # Centered Latin hypercube sampling # --------------------------------- lhs = Lhs(lhs_type="centered", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'centered LHS') pdist_data.append(pdist(x).flatten()) x_label.append("center") ############################################################################# # Maximin optimized hypercube sampling # ------------------------------------ lhs = Lhs(criterion="maximin", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'maximin LHS') pdist_data.append(pdist(x).flatten()) x_label.append("maximin") ############################################################################# # Correlation optimized hypercube sampling # ---------------------------------------- lhs = Lhs(criterion="correlation", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'correlation LHS') pdist_data.append(pdist(x).flatten()) x_label.append("corr") ############################################################################# # Ratio optimized hypercube sampling # ---------------------------------- lhs = Lhs(criterion="ratio", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'ratio LHS') pdist_data.append(pdist(x).flatten()) x_label.append("ratio") ############################################################################# # Halton sampling # --------------- halton = Halton() x = halton.generate(space.dimensions, n_samples) plot_searchspace(x, 'Halton') pdist_data.append(pdist(x).flatten()) x_label.append("halton") ############################################################################# # Hammersly sampling # ------------------ hammersly = Hammersly() x = hammersly.generate(space.dimensions, n_samples) plot_searchspace(x, 'Hammersly') pdist_data.append(pdist(x).flatten()) x_label.append("hammersly") ############################################################################# # Grid sampling # ------------- grid = Grid(border="include", use_full_layout=False) x = grid.generate(space.dimensions, n_samples) plot_searchspace(x, 'Grid') pdist_data.append(pdist(x).flatten()) x_label.append("grid") ############################################################################# # Pdist boxplot of all methods # ---------------------------- # # This boxplot shows the distance between all generated points using # Euclidian distance. The higher the value, the better the sampling method. # It can be seen that random has the worst performance fig, ax = plt.subplots() ax.boxplot(pdist_data) plt.grid(True) plt.ylabel("pdist") _ = ax.set_ylim(0, 12) _ = ax.set_xticklabels(x_label, rotation=45, fontsize=8) scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method.py.md5000066400000000000000000000000401462762077000275560ustar00rootroot0000000000000054f705998ed023bca2c48d3b5b735a42scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method.rst000066400000000000000000000243141462762077000272640ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\sampler\initial-sampling-method.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_sampler_initial-sampling-method.py: ================================== Comparing initial sampling methods ================================== Holger Nahrstaedt 2020 Sigurd Carlsen October 2019 .. currentmodule:: skopt When doing baysian optimization we often want to reserve some of the early part of the optimization to pure exploration. By default the optimizer suggests purely random samples for the first n_initial_points (10 by default). The downside to this is that there is no guarantee that these samples are spread out evenly across all the dimensions. Sampling methods as Latin hypercube, Sobol', Halton and Hammersly take advantage of the fact that we know beforehand how many random points we want to sample. Then these points can be "spread out" in such a way that each dimension is explored. See also the example on an integer space :ref:`sphx_glr_auto_examples_initial_sampling_method_integer.py` .. GENERATED FROM PYTHON SOURCE LINES 25-36 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from scipy.spatial.distance import pdist from skopt.sampler import Grid, Halton, Hammersly, Lhs, Sobol from skopt.space import Space .. GENERATED FROM PYTHON SOURCE LINES 37-56 .. code-block:: Python def plot_searchspace(x, title): fig, ax = plt.subplots() plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', label='samples') plt.plot(np.array(x)[:, 0], np.array(x)[:, 1], 'bo', markersize=80, alpha=0.5) # ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([-5, 10]) ax.set_ylabel("X2") ax.set_ylim([0, 15]) plt.title(title) n_samples = 10 space = Space([(-5.0, 10.0), (0.0, 15.0)]) # space.set_transformer("normalize") .. GENERATED FROM PYTHON SOURCE LINES 57-59 Random sampling --------------- .. GENERATED FROM PYTHON SOURCE LINES 59-66 .. code-block:: Python x = space.rvs(n_samples) plot_searchspace(x, "Random samples") pdist_data = [] x_label = [] pdist_data.append(pdist(x).flatten()) x_label.append("random") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_001.png :alt: Random samples :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 67-69 Sobol' ------ .. GENERATED FROM PYTHON SOURCE LINES 69-76 .. code-block:: Python sobol = Sobol() x = sobol.generate(space.dimensions, n_samples) plot_searchspace(x, "Sobol'") pdist_data.append(pdist(x).flatten()) x_label.append("sobol'") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_002.png :alt: Sobol' :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_002.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none D:\git\scikit-optimize\skopt\sampler\sobol.py:521: UserWarning: The balance properties of Sobol' points require n to be a power of 2. 0 points have been previously generated, then: n=0+10=10. warnings.warn( .. GENERATED FROM PYTHON SOURCE LINES 77-79 Classic Latin hypercube sampling -------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 79-86 .. code-block:: Python lhs = Lhs(lhs_type="classic", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'classic LHS') pdist_data.append(pdist(x).flatten()) x_label.append("lhs") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_003.png :alt: classic LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_003.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 87-89 Centered Latin hypercube sampling --------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 89-96 .. code-block:: Python lhs = Lhs(lhs_type="centered", criterion=None) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'centered LHS') pdist_data.append(pdist(x).flatten()) x_label.append("center") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_004.png :alt: centered LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_004.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 97-99 Maximin optimized hypercube sampling ------------------------------------ .. GENERATED FROM PYTHON SOURCE LINES 99-106 .. code-block:: Python lhs = Lhs(criterion="maximin", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'maximin LHS') pdist_data.append(pdist(x).flatten()) x_label.append("maximin") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_005.png :alt: maximin LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_005.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 107-109 Correlation optimized hypercube sampling ---------------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 109-116 .. code-block:: Python lhs = Lhs(criterion="correlation", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'correlation LHS') pdist_data.append(pdist(x).flatten()) x_label.append("corr") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_006.png :alt: correlation LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_006.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 117-119 Ratio optimized hypercube sampling ---------------------------------- .. GENERATED FROM PYTHON SOURCE LINES 119-126 .. code-block:: Python lhs = Lhs(criterion="ratio", iterations=10000) x = lhs.generate(space.dimensions, n_samples) plot_searchspace(x, 'ratio LHS') pdist_data.append(pdist(x).flatten()) x_label.append("ratio") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_007.png :alt: ratio LHS :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_007.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 127-129 Halton sampling --------------- .. GENERATED FROM PYTHON SOURCE LINES 129-136 .. code-block:: Python halton = Halton() x = halton.generate(space.dimensions, n_samples) plot_searchspace(x, 'Halton') pdist_data.append(pdist(x).flatten()) x_label.append("halton") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_008.png :alt: Halton :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_008.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 137-139 Hammersly sampling ------------------ .. GENERATED FROM PYTHON SOURCE LINES 139-146 .. code-block:: Python hammersly = Hammersly() x = hammersly.generate(space.dimensions, n_samples) plot_searchspace(x, 'Hammersly') pdist_data.append(pdist(x).flatten()) x_label.append("hammersly") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_009.png :alt: Hammersly :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_009.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 147-149 Grid sampling ------------- .. GENERATED FROM PYTHON SOURCE LINES 149-156 .. code-block:: Python grid = Grid(border="include", use_full_layout=False) x = grid.generate(space.dimensions, n_samples) plot_searchspace(x, 'Grid') pdist_data.append(pdist(x).flatten()) x_label.append("grid") .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_010.png :alt: Grid :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_010.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 157-163 Pdist boxplot of all methods ---------------------------- This boxplot shows the distance between all generated points using Euclidian distance. The higher the value, the better the sampling method. It can be seen that random has the worst performance .. GENERATED FROM PYTHON SOURCE LINES 163-170 .. code-block:: Python fig, ax = plt.subplots() ax.boxplot(pdist_data) plt.grid(True) plt.ylabel("pdist") _ = ax.set_ylim(0, 12) _ = ax.set_xticklabels(x_label, rotation=45, fontsize=8) .. image-sg:: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_011.png :alt: initial sampling method :srcset: /auto_examples/sampler/images/sphx_glr_initial-sampling-method_011.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 5.517 seconds) .. _sphx_glr_download_auto_examples_sampler_initial-sampling-method.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/sampler/initial-sampling-method.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: initial-sampling-method.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: initial-sampling-method.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/sampler/initial-sampling-method_codeobj.pickle000066400000000000000000000021061462762077000314030ustar00rootroot00000000000000€•;Ś collections”Ś OrderedDict”“”)R”(Ś plt.ylabel”]”}”(Śname”Śylabel”Śmodule”Śmatplotlib.pyplot”Ś module_short”Śmatplotlib.pyplot”Śis_class”‰Ś is_explicit”‰uaŚ Hammersly”]”}”(hŚ Hammersly”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚGrid”]”}”(hŚGrid”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚpdist”]”}”(hŚpdist”h Śscipy.spatial.distance”h Śscipy.spatial.distance”h ‰h‰uaŚLhs”]”}”(hŚLhs”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚHalton”]”}”(hŚHalton”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚ plt.subplots”]”}”(hŚsubplots”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚSobol”]”}”(hŚSobol”h Ś skopt.sampler”h Ś skopt.sampler”h ‰h‰uaŚplt.grid”]”}”(hŚgrid”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.array”]”}”(hŚarray”h Śnumpy”h hIh ‰h‰uaŚ plt.title”]”}”(hŚtitle”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚplt.plot”]”}”(hŚplot”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚSpace”]”}”(hŚSpace”h Ś skopt.space”h Śskopt”h ‰h‰uau.scikit-optimize-0.10.2/doc/auto_examples/sampler/sampling_comparison.ipynb000066400000000000000000000210121462762077000271120ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing initial point generation methods\n\nHolger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nBayesian optimization or sequential model-based optimization uses a surrogate\nmodel to model the expensive to evaluate function `func`. There are several\nchoices for what kind of surrogate model to use. This notebook compares the\nperformance of:\n\n* Halton sequence,\n* Hammersly sequence,\n* Sobol' sequence and\n* Latin hypercube sampling\n\nas initial points. The purely random point generation is used as\na baseline.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\n\nfrom skopt.benchmarks import hart6 as hart6_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy model\n\nWe will use the :class:`benchmarks.hart6` function as toy model for the expensive function.\nIn a real world application this function would be unknown and expensive\nto evaluate.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# redefined `hart6` to allow adding arbitrary \"noise\" dimensions\ndef hart6(x, noise_level=0.0):\n return hart6_(x[:6]) + noise_level * np.random.randn()\n\n\nfrom skopt.benchmarks import branin as _branin\n\n\ndef branin(x, noise_level=0.0):\n return _branin(x) + noise_level * np.random.randn()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import time\n\nfrom matplotlib.pyplot import cm\n\nfrom skopt import gp_minimize\n\n\ndef plot_convergence(\n result_list, true_minimum=None, yscale=None, title=\"Convergence plot\"\n):\n\n ax = plt.gca()\n ax.set_title(title)\n ax.set_xlabel(\"Number of calls $n$\")\n ax.set_ylabel(r\"$\\min f(x)$ after $n$ calls\")\n ax.grid()\n if yscale is not None:\n ax.set_yscale(yscale)\n colors = cm.hsv(np.linspace(0.25, 1.0, len(result_list)))\n\n for results, color in zip(result_list, colors):\n name, results = results\n n_calls = len(results[0].x_iters)\n iterations = range(1, n_calls + 1)\n mins = [[np.min(r.func_vals[:i]) for i in iterations] for r in results]\n ax.plot(iterations, np.mean(mins, axis=0), c=color, label=name)\n # ax.errorbar(iterations, np.mean(mins, axis=0),\n # yerr=np.std(mins, axis=0), c=color, label=name)\n if true_minimum:\n ax.axhline(true_minimum, linestyle=\"--\", color=\"r\", lw=1, label=\"True minimum\")\n ax.legend(loc=\"best\")\n return ax\n\n\ndef run(minimizer, initial_point_generator, n_initial_points=10, n_repeats=1):\n return [\n minimizer(\n func,\n bounds,\n n_initial_points=n_initial_points,\n initial_point_generator=initial_point_generator,\n n_calls=n_calls,\n random_state=n,\n )\n for n in range(n_repeats)\n ]\n\n\ndef run_measure(initial_point_generator, n_initial_points=10):\n start = time.time()\n # n_repeats must set to a much higher value to obtain meaningful results.\n n_repeats = 1\n res = run(\n gp_minimize,\n initial_point_generator,\n n_initial_points=n_initial_points,\n n_repeats=n_repeats,\n )\n duration = time.time() - start\n print(\"%s: %.2f s\" % (initial_point_generator, duration))\n return res" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objective\n\nThe objective of this example is to find one of these minima in as\nfew iterations as possible. One iteration is defined as one call\nto the :class:`benchmarks.hart6` function.\n\nWe will evaluate each model several times using a different seed for the\nrandom number generator. Then compare the average performance of these\nmodels. This makes the comparison more robust against models that get\n\"lucky\".\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from functools import partial\n\nexample = \"hart6\"\n\nif example == \"hart6\":\n func = partial(hart6, noise_level=0.1)\n bounds = [\n (0.0, 1.0),\n ] * 6\n true_minimum = -3.32237\n n_calls = 30\n n_initial_points = 10\n yscale = None\n title = \"Convergence plot - hart6\"\nelse:\n func = partial(branin, noise_level=2.0)\n bounds = [(-5.0, 10.0), (0.0, 15.0)]\n true_minimum = 0.397887\n n_calls = 30\n n_initial_points = 10\n yscale = \"log\"\n title = \"Convergence plot - branin\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.utils import cook_initial_point_generator\n\n# Random search\ndummy_res = run_measure(\"random\", n_initial_points)\nlhs = cook_initial_point_generator(\"lhs\", lhs_type=\"classic\", criterion=None)\nlhs_res = run_measure(lhs, n_initial_points)\nlhs2 = cook_initial_point_generator(\"lhs\", criterion=\"maximin\")\nlhs2_res = run_measure(lhs2, n_initial_points)\nsobol = cook_initial_point_generator(\"sobol\", randomize=False, min_skip=1, max_skip=100)\nsobol_res = run_measure(sobol, n_initial_points)\nhalton_res = run_measure(\"halton\", n_initial_points)\nhammersly_res = run_measure(\"hammersly\", n_initial_points)\ngrid_res = run_measure(\"grid\", n_initial_points)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this can take a few minutes.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plot = plot_convergence(\n [\n (\"random\", dummy_res),\n (\"lhs\", lhs_res),\n (\"lhs_maximin\", lhs2_res),\n (\"sobol'\", sobol_res),\n (\"halton\", halton_res),\n (\"hammersly\", hammersly_res),\n (\"grid\", grid_res),\n ],\n true_minimum=true_minimum,\n yscale=yscale,\n title=title,\n)\n\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows the value of the minimum found (y axis) as a function\nof the number of iterations performed so far (x axis). The dashed red line\nindicates the true value of the minimum of the :class:`benchmarks.hart6`\nfunction.\n\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test with different n_random_starts values\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lhs2 = cook_initial_point_generator(\"lhs\", criterion=\"maximin\")\nlhs2_15_res = run_measure(lhs2, 12)\nlhs2_20_res = run_measure(lhs2, 14)\nlhs2_25_res = run_measure(lhs2, 16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "n_random_starts = 10 produces the best results\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plot = plot_convergence(\n [\n (\"random - 10\", dummy_res),\n (\"lhs_maximin - 10\", lhs2_res),\n (\"lhs_maximin - 12\", lhs2_15_res),\n (\"lhs_maximin - 14\", lhs2_20_res),\n (\"lhs_maximin - 16\", lhs2_25_res),\n ],\n true_minimum=true_minimum,\n yscale=yscale,\n title=title,\n)\n\nplt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/sampler/sampling_comparison.py000066400000000000000000000146231462762077000264330ustar00rootroot00000000000000""" ========================================== Comparing initial point generation methods ========================================== Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate function `func`. There are several choices for what kind of surrogate model to use. This notebook compares the performance of: * Halton sequence, * Hammersly sequence, * Sobol' sequence and * Latin hypercube sampling as initial points. The purely random point generation is used as a baseline. """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import hart6 as hart6_ ############################################################################# # Toy model # ========= # # We will use the :class:`benchmarks.hart6` function as toy model for the expensive function. # In a real world application this function would be unknown and expensive # to evaluate. # redefined `hart6` to allow adding arbitrary "noise" dimensions def hart6(x, noise_level=0.0): return hart6_(x[:6]) + noise_level * np.random.randn() from skopt.benchmarks import branin as _branin def branin(x, noise_level=0.0): return _branin(x) + noise_level * np.random.randn() ############################################################################# import time from matplotlib.pyplot import cm from skopt import gp_minimize def plot_convergence( result_list, true_minimum=None, yscale=None, title="Convergence plot" ): ax = plt.gca() ax.set_title(title) ax.set_xlabel("Number of calls $n$") ax.set_ylabel(r"$\min f(x)$ after $n$ calls") ax.grid() if yscale is not None: ax.set_yscale(yscale) colors = cm.hsv(np.linspace(0.25, 1.0, len(result_list))) for results, color in zip(result_list, colors): name, results = results n_calls = len(results[0].x_iters) iterations = range(1, n_calls + 1) mins = [[np.min(r.func_vals[:i]) for i in iterations] for r in results] ax.plot(iterations, np.mean(mins, axis=0), c=color, label=name) # ax.errorbar(iterations, np.mean(mins, axis=0), # yerr=np.std(mins, axis=0), c=color, label=name) if true_minimum: ax.axhline(true_minimum, linestyle="--", color="r", lw=1, label="True minimum") ax.legend(loc="best") return ax def run(minimizer, initial_point_generator, n_initial_points=10, n_repeats=1): return [ minimizer( func, bounds, n_initial_points=n_initial_points, initial_point_generator=initial_point_generator, n_calls=n_calls, random_state=n, ) for n in range(n_repeats) ] def run_measure(initial_point_generator, n_initial_points=10): start = time.time() # n_repeats must set to a much higher value to obtain meaningful results. n_repeats = 1 res = run( gp_minimize, initial_point_generator, n_initial_points=n_initial_points, n_repeats=n_repeats, ) duration = time.time() - start print("%s: %.2f s" % (initial_point_generator, duration)) return res ############################################################################# # Objective # ========= # # The objective of this example is to find one of these minima in as # few iterations as possible. One iteration is defined as one call # to the :class:`benchmarks.hart6` function. # # We will evaluate each model several times using a different seed for the # random number generator. Then compare the average performance of these # models. This makes the comparison more robust against models that get # "lucky". from functools import partial example = "hart6" if example == "hart6": func = partial(hart6, noise_level=0.1) bounds = [ (0.0, 1.0), ] * 6 true_minimum = -3.32237 n_calls = 30 n_initial_points = 10 yscale = None title = "Convergence plot - hart6" else: func = partial(branin, noise_level=2.0) bounds = [(-5.0, 10.0), (0.0, 15.0)] true_minimum = 0.397887 n_calls = 30 n_initial_points = 10 yscale = "log" title = "Convergence plot - branin" ############################################################################# from skopt.utils import cook_initial_point_generator # Random search dummy_res = run_measure("random", n_initial_points) lhs = cook_initial_point_generator("lhs", lhs_type="classic", criterion=None) lhs_res = run_measure(lhs, n_initial_points) lhs2 = cook_initial_point_generator("lhs", criterion="maximin") lhs2_res = run_measure(lhs2, n_initial_points) sobol = cook_initial_point_generator("sobol", randomize=False, min_skip=1, max_skip=100) sobol_res = run_measure(sobol, n_initial_points) halton_res = run_measure("halton", n_initial_points) hammersly_res = run_measure("hammersly", n_initial_points) grid_res = run_measure("grid", n_initial_points) ############################################################################# # Note that this can take a few minutes. plot = plot_convergence( [ ("random", dummy_res), ("lhs", lhs_res), ("lhs_maximin", lhs2_res), ("sobol'", sobol_res), ("halton", halton_res), ("hammersly", hammersly_res), ("grid", grid_res), ], true_minimum=true_minimum, yscale=yscale, title=title, ) plt.show() ############################################################################# # This plot shows the value of the minimum found (y axis) as a function # of the number of iterations performed so far (x axis). The dashed red line # indicates the true value of the minimum of the :class:`benchmarks.hart6` # function. ############################################################################# # Test with different n_random_starts values lhs2 = cook_initial_point_generator("lhs", criterion="maximin") lhs2_15_res = run_measure(lhs2, 12) lhs2_20_res = run_measure(lhs2, 14) lhs2_25_res = run_measure(lhs2, 16) ############################################################################# # n_random_starts = 10 produces the best results plot = plot_convergence( [ ("random - 10", dummy_res), ("lhs_maximin - 10", lhs2_res), ("lhs_maximin - 12", lhs2_15_res), ("lhs_maximin - 14", lhs2_20_res), ("lhs_maximin - 16", lhs2_25_res), ], true_minimum=true_minimum, yscale=yscale, title=title, ) plt.show() scikit-optimize-0.10.2/doc/auto_examples/sampler/sampling_comparison.py.md5000066400000000000000000000000401462762077000271030ustar00rootroot000000000000005ed11e73823140aa93e003aba6a8037ascikit-optimize-0.10.2/doc/auto_examples/sampler/sampling_comparison.rst000066400000000000000000000235611462762077000266140ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\sampler\sampling_comparison.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_sampler_sampling_comparison.py: ========================================== Comparing initial point generation methods ========================================== Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate function `func`. There are several choices for what kind of surrogate model to use. This notebook compares the performance of: * Halton sequence, * Hammersly sequence, * Sobol' sequence and * Latin hypercube sampling as initial points. The purely random point generation is used as a baseline. .. GENERATED FROM PYTHON SOURCE LINES 23-32 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import hart6 as hart6_ .. GENERATED FROM PYTHON SOURCE LINES 33-39 Toy model ========= We will use the :class:`benchmarks.hart6` function as toy model for the expensive function. In a real world application this function would be unknown and expensive to evaluate. .. GENERATED FROM PYTHON SOURCE LINES 39-53 .. code-block:: Python # redefined `hart6` to allow adding arbitrary "noise" dimensions def hart6(x, noise_level=0.0): return hart6_(x[:6]) + noise_level * np.random.randn() from skopt.benchmarks import branin as _branin def branin(x, noise_level=0.0): return _branin(x) + noise_level * np.random.randn() .. GENERATED FROM PYTHON SOURCE LINES 54-118 .. code-block:: Python import time from matplotlib.pyplot import cm from skopt import gp_minimize def plot_convergence( result_list, true_minimum=None, yscale=None, title="Convergence plot" ): ax = plt.gca() ax.set_title(title) ax.set_xlabel("Number of calls $n$") ax.set_ylabel(r"$\min f(x)$ after $n$ calls") ax.grid() if yscale is not None: ax.set_yscale(yscale) colors = cm.hsv(np.linspace(0.25, 1.0, len(result_list))) for results, color in zip(result_list, colors): name, results = results n_calls = len(results[0].x_iters) iterations = range(1, n_calls + 1) mins = [[np.min(r.func_vals[:i]) for i in iterations] for r in results] ax.plot(iterations, np.mean(mins, axis=0), c=color, label=name) # ax.errorbar(iterations, np.mean(mins, axis=0), # yerr=np.std(mins, axis=0), c=color, label=name) if true_minimum: ax.axhline(true_minimum, linestyle="--", color="r", lw=1, label="True minimum") ax.legend(loc="best") return ax def run(minimizer, initial_point_generator, n_initial_points=10, n_repeats=1): return [ minimizer( func, bounds, n_initial_points=n_initial_points, initial_point_generator=initial_point_generator, n_calls=n_calls, random_state=n, ) for n in range(n_repeats) ] def run_measure(initial_point_generator, n_initial_points=10): start = time.time() # n_repeats must set to a much higher value to obtain meaningful results. n_repeats = 1 res = run( gp_minimize, initial_point_generator, n_initial_points=n_initial_points, n_repeats=n_repeats, ) duration = time.time() - start print("%s: %.2f s" % (initial_point_generator, duration)) return res .. GENERATED FROM PYTHON SOURCE LINES 119-130 Objective ========= The objective of this example is to find one of these minima in as few iterations as possible. One iteration is defined as one call to the :class:`benchmarks.hart6` function. We will evaluate each model several times using a different seed for the random number generator. Then compare the average performance of these models. This makes the comparison more robust against models that get "lucky". .. GENERATED FROM PYTHON SOURCE LINES 130-154 .. code-block:: Python from functools import partial example = "hart6" if example == "hart6": func = partial(hart6, noise_level=0.1) bounds = [ (0.0, 1.0), ] * 6 true_minimum = -3.32237 n_calls = 30 n_initial_points = 10 yscale = None title = "Convergence plot - hart6" else: func = partial(branin, noise_level=2.0) bounds = [(-5.0, 10.0), (0.0, 15.0)] true_minimum = 0.397887 n_calls = 30 n_initial_points = 10 yscale = "log" title = "Convergence plot - branin" .. GENERATED FROM PYTHON SOURCE LINES 155-169 .. code-block:: Python from skopt.utils import cook_initial_point_generator # Random search dummy_res = run_measure("random", n_initial_points) lhs = cook_initial_point_generator("lhs", lhs_type="classic", criterion=None) lhs_res = run_measure(lhs, n_initial_points) lhs2 = cook_initial_point_generator("lhs", criterion="maximin") lhs2_res = run_measure(lhs2, n_initial_points) sobol = cook_initial_point_generator("sobol", randomize=False, min_skip=1, max_skip=100) sobol_res = run_measure(sobol, n_initial_points) halton_res = run_measure("halton", n_initial_points) hammersly_res = run_measure("hammersly", n_initial_points) grid_res = run_measure("grid", n_initial_points) .. rst-class:: sphx-glr-script-out .. code-block:: none random: 11.50 s : 10.31 s : 10.83 s D:\git\scikit-optimize\skopt\sampler\sobol.py:521: UserWarning: The balance properties of Sobol' points require n to be a power of 2. 0 points have been previously generated, then: n=0+10=10. warnings.warn( : 8.19 s halton: 5.61 s hammersly: 6.14 s grid: 11.66 s .. GENERATED FROM PYTHON SOURCE LINES 170-171 Note that this can take a few minutes. .. GENERATED FROM PYTHON SOURCE LINES 171-189 .. code-block:: Python plot = plot_convergence( [ ("random", dummy_res), ("lhs", lhs_res), ("lhs_maximin", lhs2_res), ("sobol'", sobol_res), ("halton", halton_res), ("hammersly", hammersly_res), ("grid", grid_res), ], true_minimum=true_minimum, yscale=yscale, title=title, ) plt.show() .. image-sg:: /auto_examples/sampler/images/sphx_glr_sampling_comparison_001.png :alt: Convergence plot - hart6 :srcset: /auto_examples/sampler/images/sphx_glr_sampling_comparison_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 190-194 This plot shows the value of the minimum found (y axis) as a function of the number of iterations performed so far (x axis). The dashed red line indicates the true value of the minimum of the :class:`benchmarks.hart6` function. .. GENERATED FROM PYTHON SOURCE LINES 196-197 Test with different n_random_starts values .. GENERATED FROM PYTHON SOURCE LINES 197-202 .. code-block:: Python lhs2 = cook_initial_point_generator("lhs", criterion="maximin") lhs2_15_res = run_measure(lhs2, 12) lhs2_20_res = run_measure(lhs2, 14) lhs2_25_res = run_measure(lhs2, 16) .. rst-class:: sphx-glr-script-out .. code-block:: none : 5.83 s : 5.66 s : 4.54 s .. GENERATED FROM PYTHON SOURCE LINES 203-204 n_random_starts = 10 produces the best results .. GENERATED FROM PYTHON SOURCE LINES 204-219 .. code-block:: Python plot = plot_convergence( [ ("random - 10", dummy_res), ("lhs_maximin - 10", lhs2_res), ("lhs_maximin - 12", lhs2_15_res), ("lhs_maximin - 14", lhs2_20_res), ("lhs_maximin - 16", lhs2_25_res), ], true_minimum=true_minimum, yscale=yscale, title=title, ) plt.show() .. image-sg:: /auto_examples/sampler/images/sphx_glr_sampling_comparison_002.png :alt: Convergence plot - hart6 :srcset: /auto_examples/sampler/images/sphx_glr_sampling_comparison_002.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (1 minutes 20.489 seconds) .. _sphx_glr_download_auto_examples_sampler_sampling_comparison.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/sampler/sampling_comparison.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: sampling_comparison.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: sampling_comparison.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/sampler/sampling_comparison_codeobj.pickle000066400000000000000000000022001462762077000307230ustar00rootroot00000000000000€•uŚ collections”Ś OrderedDict”“”)R”(Śhart6_”]”}”(Śname”Śhart6”Śmodule”Śskopt.benchmarks”Ś module_short”Śskopt.benchmarks”Śis_class”‰Ś is_explicit”‰uaŚ time.time”]”}”(hŚtime”h Śtime”h hh ‰h‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚnp.mean”]”}”(hŚmean”h Śnumpy”h hh ‰h‰uaŚplt.show”]”}”(hŚshow”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚ_branin”]”}”(hŚbranin”h Śskopt.benchmarks”h Śskopt.benchmarks”h ‰h‰uaŚnp.min”]”}”(hŚmin”h Śnumpy”h h5h ‰h‰uaŚ np.linspace”]”}”(hŚlinspace”h Śnumpy”h h:h ‰h‰uaŚplt.gca”]”}”(hŚgca”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚcm.hsv”]”}”(hŚhsv”h Śmatplotlib.pyplot.cm”h hEh ‰h‰uaŚpartial”]”}”(hŚpartial”h Ś functools”h hJh ‰h‰uaŚ gp_minimize”]”}”(hŚ gp_minimize”h Śskopt”h hOh ‰h‰uaŚcook_initial_point_generator”]”}”(hŚcook_initial_point_generator”h Ś skopt.utils”h Ś skopt.utils”h ‰h‰uaŚbenchmarks.hart6”]”(}”(hŚhart6”h Ś benchmarks”h hZh ‰hu}”(hŚhart6”h Ś benchmarks”h h]h ‰hu}”(hŚhart6”h Ś benchmarks”h h`h ‰hueu.scikit-optimize-0.10.2/doc/auto_examples/sampler/sg_execution_times.rst000066400000000000000000000026351462762077000264440ustar00rootroot00000000000000 :orphan: .. _sphx_glr_auto_examples_sampler_sg_execution_times: Computation times ================= **01:31.361** total execution time for 3 files **from auto_examples\sampler**: .. container:: .. raw:: html .. list-table:: :header-rows: 1 :class: table table-striped sg-datatable * - Example - Time - Mem (MB) * - :ref:`sphx_glr_auto_examples_sampler_sampling_comparison.py` (``sampling_comparison.py``) - 01:20.489 - 0.0 * - :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method.py` (``initial-sampling-method.py``) - 00:05.517 - 0.0 * - :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method-integer.py` (``initial-sampling-method-integer.py``) - 00:05.355 - 0.0 scikit-optimize-0.10.2/doc/auto_examples/sg_execution_times.rst000066400000000000000000000043711462762077000250000ustar00rootroot00000000000000 :orphan: .. _sphx_glr_auto_examples_sg_execution_times: Computation times ================= **08:29.376** total execution time for 10 files **from auto_examples**: .. container:: .. raw:: html .. list-table:: :header-rows: 1 :class: table table-striped sg-datatable * - Example - Time - Mem (MB) * - :ref:`sphx_glr_auto_examples_strategy-comparison.py` (``strategy-comparison.py``) - 03:07.876 - 0.0 * - :ref:`sphx_glr_auto_examples_hyperparameter-optimization.py` (``hyperparameter-optimization.py``) - 02:21.302 - 0.0 * - :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` (``sklearn-gridsearchcv-replacement.py``) - 01:33.880 - 0.0 * - :ref:`sphx_glr_auto_examples_exploration-vs-exploitation.py` (``exploration-vs-exploitation.py``) - 00:46.614 - 0.0 * - :ref:`sphx_glr_auto_examples_parallel-optimization.py` (``parallel-optimization.py``) - 00:17.513 - 0.0 * - :ref:`sphx_glr_auto_examples_optimizer-with-different-base-estimator.py` (``optimizer-with-different-base-estimator.py``) - 00:13.506 - 0.0 * - :ref:`sphx_glr_auto_examples_bayesian-optimization.py` (``bayesian-optimization.py``) - 00:03.907 - 0.0 * - :ref:`sphx_glr_auto_examples_interruptible-optimization.py` (``interruptible-optimization.py``) - 00:01.988 - 0.0 * - :ref:`sphx_glr_auto_examples_store-and-load-results.py` (``store-and-load-results.py``) - 00:01.543 - 0.0 * - :ref:`sphx_glr_auto_examples_ask-and-tell.py` (``ask-and-tell.py``) - 00:01.249 - 0.0 scikit-optimize-0.10.2/doc/auto_examples/sklearn-gridsearchcv-replacement.ipynb000066400000000000000000000221651462762077000300130ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Scikit-learn hyperparameter search wrapper\n\nIaroslav Shcherbatyi, Tim Head and Gilles Louppe. June 2017.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Introduction\n\nThis example assumes basic familiarity with\n[scikit-learn](http://scikit-learn.org/stable/index.html).\n\nSearch for parameters of machine learning models that results in best\ncross-validation performance is necessary in almost all practical\ncases to get a model with best generalization estimate.\nA standard approach in scikit-learn is to use\n:obj:`sklearn.model_selection.GridSearchCV` class, which enumerates\nall combinations of hyperparameters values given as input.\nThis search complexity grows exponentially with the number of parameters.\nA more scalable approach is to use\n:obj:`sklearn.model_selection.RandomizedSearchCV`, which however does not\ntake advantage of the structure of a search space.\nScikit-optimize provides a drop-in replacement for these two scikit-learn\nmethods. The hyperparameter search is achieved by Bayesian Optimization\nAt each step of the optimization, a surrogate model infers the objective\nfunction using observed evluation results as priors. An acquisition function\nutilizes these predictions to navigate between exploration (sampling\nunexplored areas) and exploitation (focusing on regions likely containing\nthe global optimum). By balancing these two strategies, Bayesian Optimization\nidentifies probable optimal areas while ensuring comprehensive search\ncoverage.\nIn practice, this method often leads to quicker and better results.\n\nNote: for a manual hyperparameter optimization example, see\n\"Hyperparameter Optimization\" notebook.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\nfrom sklearn.datasets import load_digits\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.svm import SVC\n\nfrom skopt import BayesSearchCV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Minimal example\n\nA minimal example of optimizing hyperparameters of SVC (Support Vector machine Classifier) is given below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X, y = load_digits(n_class=10, return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(\n X, y, train_size=0.75, test_size=0.25, random_state=0\n)\n\n# log-uniform: understand as search over p = exp(x) by varying x\nopt = BayesSearchCV(\n SVC(),\n {\n 'C': (1e-6, 1e6, 'log-uniform'),\n 'gamma': (1e-6, 1e1, 'log-uniform'),\n 'degree': (1, 8), # integer valued parameter\n 'kernel': ['linear', 'poly', 'rbf'], # categorical parameter\n },\n n_iter=32,\n cv=3,\n)\n\nopt.fit(X_train, y_train)\n\nprint(\"val. score: %s\" % opt.best_score_)\nprint(\"test score: %s\" % opt.score(X_test, y_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced example\n\nIn practice, one wants to enumerate over multiple predictive model classes,\nwith different search spaces and number of evaluations per class. An\nexample of such search over parameters of Linear SVM, Kernel SVM, and\ndecision trees is given below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_digits\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.svm import SVC, LinearSVC\n\nfrom skopt import BayesSearchCV\nfrom skopt.plots import plot_histogram, plot_objective\nfrom skopt.space import Categorical, Integer, Real\n\nX, y = load_digits(n_class=10, return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n\n# pipeline class is used as estimator to enable\n# search over different model types\npipe = Pipeline([('model', SVC())])\n\n# single categorical value of 'model' parameter is\n# sets the model class\n# We will get ConvergenceWarnings because the problem is not well-conditioned.\n# But that's fine, this is just an example.\nlinsvc_search = {\n 'model': [LinearSVC(max_iter=1000, dual=\"auto\")],\n 'model__C': (1e-6, 1e6, 'log-uniform'),\n}\n\n# explicit dimension classes can be specified like this\nsvc_search = {\n 'model': Categorical([SVC()]),\n 'model__C': Real(1e-6, 1e6, prior='log-uniform'),\n 'model__gamma': Real(1e-6, 1e1, prior='log-uniform'),\n 'model__degree': Integer(1, 8),\n 'model__kernel': Categorical(['linear', 'poly', 'rbf']),\n}\n\nopt = BayesSearchCV(\n pipe,\n # (parameter space, # of evaluations)\n [(svc_search, 40), (linsvc_search, 16)],\n cv=3,\n)\n\nopt.fit(X_train, y_train)\n\nprint(\"val. score: %s\" % opt.best_score_)\nprint(\"test score: %s\" % opt.score(X_test, y_test))\nprint(\"best params: %s\" % str(opt.best_params_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Partial Dependence plot of the objective function for SVC\n\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_objective(\n opt.optimizer_results_[0],\n dimensions=[\"C\", \"degree\", \"gamma\", \"kernel\"],\n n_minimum_search=int(1e8),\n)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot of the histogram for LinearSVC\n\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "_ = plot_histogram(opt.optimizer_results_[1], 1)\nplt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Progress monitoring and control using `callback` argument of `fit` method\n\nIt is possible to monitor the progress of :class:`BayesSearchCV` with an event\nhandler that is called on every step of subspace exploration. For single job\nmode, this is called on every evaluation of model configuration, and for\nparallel mode, this is called when n_jobs model configurations are evaluated\nin parallel.\n\nAdditionally, exploration can be stopped if the callback returns `True`.\nThis can be used to stop the exploration early, for instance when the\naccuracy that you get is sufficiently high.\n\nAn example usage is shown below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_iris\nfrom sklearn.svm import SVC\n\nfrom skopt import BayesSearchCV\n\nX, y = load_iris(return_X_y=True)\n\nsearchcv = BayesSearchCV(\n SVC(gamma='scale'),\n search_spaces={'C': (0.01, 100.0, 'log-uniform')},\n n_iter=10,\n cv=3,\n)\n\n\n# callback handler\ndef on_step(optim_result):\n score = -optim_result['fun']\n print(\"best score: %s\" % score)\n if score >= 0.98:\n print('Interrupting!')\n return True\n\n\nsearchcv.fit(X, y, callback=on_step)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Counting total iterations that will be used to explore all subspaces\n\nSubspaces in previous examples can further increase in complexity if you add\nnew model subspaces or dimensions for feature extraction pipelines. For\nmonitoring of progress, you would like to know the total number of\niterations it will take to explore all subspaces. This can be\ncalculated with `total_iterations` property, as in the code below.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.datasets import load_iris\nfrom sklearn.svm import SVC\n\nfrom skopt import BayesSearchCV\n\nX, y = load_iris(return_X_y=True)\n\nsearchcv = BayesSearchCV(\n SVC(),\n search_spaces=[\n ({'C': (0.1, 1.0)}, 19), # 19 iterations for this subspace\n {'gamma': (0.1, 1.0)},\n ],\n n_iter=10,\n)\n\nprint(searchcv.total_iterations)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/sklearn-gridsearchcv-replacement.py000066400000000000000000000163701462762077000273230ustar00rootroot00000000000000""" ========================================== Scikit-learn hyperparameter search wrapper ========================================== Iaroslav Shcherbatyi, Tim Head and Gilles Louppe. June 2017. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Introduction ============ This example assumes basic familiarity with `scikit-learn `_. Search for parameters of machine learning models that results in best cross-validation performance is necessary in almost all practical cases to get a model with best generalization estimate. A standard approach in scikit-learn is to use :obj:`sklearn.model_selection.GridSearchCV` class, which enumerates all combinations of hyperparameters values given as input. This search complexity grows exponentially with the number of parameters. A more scalable approach is to use :obj:`sklearn.model_selection.RandomizedSearchCV`, which however does not take advantage of the structure of a search space. Scikit-optimize provides a drop-in replacement for these two scikit-learn methods. The hyperparameter search is achieved by Bayesian Optimization At each step of the optimization, a surrogate model infers the objective function using observed evluation results as priors. An acquisition function utilizes these predictions to navigate between exploration (sampling unexplored areas) and exploitation (focusing on regions likely containing the global optimum). By balancing these two strategies, Bayesian Optimization identifies probable optimal areas while ensuring comprehensive search coverage. In practice, this method often leads to quicker and better results. Note: for a manual hyperparameter optimization example, see "Hyperparameter Optimization" notebook. """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from sklearn.datasets import load_digits from sklearn.model_selection import train_test_split from sklearn.svm import SVC from skopt import BayesSearchCV ############################################################################# # Minimal example # =============== # # A minimal example of optimizing hyperparameters of SVC (Support Vector machine Classifier) is given below. X, y = load_digits(n_class=10, return_X_y=True) X_train, X_test, y_train, y_test = train_test_split( X, y, train_size=0.75, test_size=0.25, random_state=0 ) # log-uniform: understand as search over p = exp(x) by varying x opt = BayesSearchCV( SVC(), { 'C': (1e-6, 1e6, 'log-uniform'), 'gamma': (1e-6, 1e1, 'log-uniform'), 'degree': (1, 8), # integer valued parameter 'kernel': ['linear', 'poly', 'rbf'], # categorical parameter }, n_iter=32, cv=3, ) opt.fit(X_train, y_train) print("val. score: %s" % opt.best_score_) print("test score: %s" % opt.score(X_test, y_test)) ############################################################################# # Advanced example # ================ # # In practice, one wants to enumerate over multiple predictive model classes, # with different search spaces and number of evaluations per class. An # example of such search over parameters of Linear SVM, Kernel SVM, and # decision trees is given below. from sklearn.datasets import load_digits from sklearn.model_selection import train_test_split from sklearn.pipeline import Pipeline from sklearn.svm import SVC, LinearSVC from skopt import BayesSearchCV from skopt.plots import plot_histogram, plot_objective from skopt.space import Categorical, Integer, Real X, y = load_digits(n_class=10, return_X_y=True) X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0) # pipeline class is used as estimator to enable # search over different model types pipe = Pipeline([('model', SVC())]) # single categorical value of 'model' parameter is # sets the model class # We will get ConvergenceWarnings because the problem is not well-conditioned. # But that's fine, this is just an example. linsvc_search = { 'model': [LinearSVC(max_iter=1000, dual="auto")], 'model__C': (1e-6, 1e6, 'log-uniform'), } # explicit dimension classes can be specified like this svc_search = { 'model': Categorical([SVC()]), 'model__C': Real(1e-6, 1e6, prior='log-uniform'), 'model__gamma': Real(1e-6, 1e1, prior='log-uniform'), 'model__degree': Integer(1, 8), 'model__kernel': Categorical(['linear', 'poly', 'rbf']), } opt = BayesSearchCV( pipe, # (parameter space, # of evaluations) [(svc_search, 40), (linsvc_search, 16)], cv=3, ) opt.fit(X_train, y_train) print("val. score: %s" % opt.best_score_) print("test score: %s" % opt.score(X_test, y_test)) print("best params: %s" % str(opt.best_params_)) ############################################################################# # Partial Dependence plot of the objective function for SVC # _ = plot_objective( opt.optimizer_results_[0], dimensions=["C", "degree", "gamma", "kernel"], n_minimum_search=int(1e8), ) plt.show() ############################################################################# # Plot of the histogram for LinearSVC # _ = plot_histogram(opt.optimizer_results_[1], 1) plt.show() ############################################################################# # Progress monitoring and control using `callback` argument of `fit` method # ========================================================================= # # It is possible to monitor the progress of :class:`BayesSearchCV` with an event # handler that is called on every step of subspace exploration. For single job # mode, this is called on every evaluation of model configuration, and for # parallel mode, this is called when n_jobs model configurations are evaluated # in parallel. # # Additionally, exploration can be stopped if the callback returns `True`. # This can be used to stop the exploration early, for instance when the # accuracy that you get is sufficiently high. # # An example usage is shown below. from sklearn.datasets import load_iris from sklearn.svm import SVC from skopt import BayesSearchCV X, y = load_iris(return_X_y=True) searchcv = BayesSearchCV( SVC(gamma='scale'), search_spaces={'C': (0.01, 100.0, 'log-uniform')}, n_iter=10, cv=3, ) # callback handler def on_step(optim_result): score = -optim_result['fun'] print("best score: %s" % score) if score >= 0.98: print('Interrupting!') return True searchcv.fit(X, y, callback=on_step) ############################################################################# # Counting total iterations that will be used to explore all subspaces # ==================================================================== # # Subspaces in previous examples can further increase in complexity if you add # new model subspaces or dimensions for feature extraction pipelines. For # monitoring of progress, you would like to know the total number of # iterations it will take to explore all subspaces. This can be # calculated with `total_iterations` property, as in the code below. from sklearn.datasets import load_iris from sklearn.svm import SVC from skopt import BayesSearchCV X, y = load_iris(return_X_y=True) searchcv = BayesSearchCV( SVC(), search_spaces=[ ({'C': (0.1, 1.0)}, 19), # 19 iterations for this subspace {'gamma': (0.1, 1.0)}, ], n_iter=10, ) print(searchcv.total_iterations) scikit-optimize-0.10.2/doc/auto_examples/sklearn-gridsearchcv-replacement.py.md5000066400000000000000000000000401462762077000277720ustar00rootroot00000000000000fab5350ecb3aa79356a3e49d6c938781scikit-optimize-0.10.2/doc/auto_examples/sklearn-gridsearchcv-replacement.rst000066400000000000000000000630101462762077000274740ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\sklearn-gridsearchcv-replacement.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py: ========================================== Scikit-learn hyperparameter search wrapper ========================================== Iaroslav Shcherbatyi, Tim Head and Gilles Louppe. June 2017. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Introduction ============ This example assumes basic familiarity with `scikit-learn `_. Search for parameters of machine learning models that results in best cross-validation performance is necessary in almost all practical cases to get a model with best generalization estimate. A standard approach in scikit-learn is to use :obj:`sklearn.model_selection.GridSearchCV` class, which enumerates all combinations of hyperparameters values given as input. This search complexity grows exponentially with the number of parameters. A more scalable approach is to use :obj:`sklearn.model_selection.RandomizedSearchCV`, which however does not take advantage of the structure of a search space. Scikit-optimize provides a drop-in replacement for these two scikit-learn methods. The hyperparameter search is achieved by Bayesian Optimization At each step of the optimization, a surrogate model infers the objective function using observed evluation results as priors. An acquisition function utilizes these predictions to navigate between exploration (sampling unexplored areas) and exploitation (focusing on regions likely containing the global optimum). By balancing these two strategies, Bayesian Optimization identifies probable optimal areas while ensuring comprehensive search coverage. In practice, this method often leads to quicker and better results. Note: for a manual hyperparameter optimization example, see "Hyperparameter Optimization" notebook. .. GENERATED FROM PYTHON SOURCE LINES 42-54 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from sklearn.datasets import load_digits from sklearn.model_selection import train_test_split from sklearn.svm import SVC from skopt import BayesSearchCV .. GENERATED FROM PYTHON SOURCE LINES 55-59 Minimal example =============== A minimal example of optimizing hyperparameters of SVC (Support Vector machine Classifier) is given below. .. GENERATED FROM PYTHON SOURCE LINES 59-84 .. code-block:: Python X, y = load_digits(n_class=10, return_X_y=True) X_train, X_test, y_train, y_test = train_test_split( X, y, train_size=0.75, test_size=0.25, random_state=0 ) # log-uniform: understand as search over p = exp(x) by varying x opt = BayesSearchCV( SVC(), { 'C': (1e-6, 1e6, 'log-uniform'), 'gamma': (1e-6, 1e1, 'log-uniform'), 'degree': (1, 8), # integer valued parameter 'kernel': ['linear', 'poly', 'rbf'], # categorical parameter }, n_iter=32, cv=3, ) opt.fit(X_train, y_train) print("val. score: %s" % opt.best_score_) print("test score: %s" % opt.score(X_test, y_test)) .. rst-class:: sphx-glr-script-out .. code-block:: none val. score: 0.9866369710467705 test score: 0.9844444444444445 .. GENERATED FROM PYTHON SOURCE LINES 85-92 Advanced example ================ In practice, one wants to enumerate over multiple predictive model classes, with different search spaces and number of evaluations per class. An example of such search over parameters of Linear SVM, Kernel SVM, and decision trees is given below. .. GENERATED FROM PYTHON SOURCE LINES 92-140 .. code-block:: Python from sklearn.datasets import load_digits from sklearn.model_selection import train_test_split from sklearn.pipeline import Pipeline from sklearn.svm import SVC, LinearSVC from skopt import BayesSearchCV from skopt.plots import plot_histogram, plot_objective from skopt.space import Categorical, Integer, Real X, y = load_digits(n_class=10, return_X_y=True) X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0) # pipeline class is used as estimator to enable # search over different model types pipe = Pipeline([('model', SVC())]) # single categorical value of 'model' parameter is # sets the model class # We will get ConvergenceWarnings because the problem is not well-conditioned. # But that's fine, this is just an example. linsvc_search = { 'model': [LinearSVC(max_iter=1000, dual="auto")], 'model__C': (1e-6, 1e6, 'log-uniform'), } # explicit dimension classes can be specified like this svc_search = { 'model': Categorical([SVC()]), 'model__C': Real(1e-6, 1e6, prior='log-uniform'), 'model__gamma': Real(1e-6, 1e1, prior='log-uniform'), 'model__degree': Integer(1, 8), 'model__kernel': Categorical(['linear', 'poly', 'rbf']), } opt = BayesSearchCV( pipe, # (parameter space, # of evaluations) [(svc_search, 40), (linsvc_search, 16)], cv=3, ) opt.fit(X_train, y_train) print("val. score: %s" % opt.best_score_) print("test score: %s" % opt.score(X_test, y_test)) print("best params: %s" % str(opt.best_params_)) .. rst-class:: sphx-glr-script-out .. code-block:: none val. score: 0.9881217520415739 test score: 0.9888888888888889 best params: OrderedDict([('model', SVC()), ('model__C', 4.580543393203649), ('model__degree', 3), ('model__gamma', 0.0002585937465230229), ('model__kernel', 'poly')]) .. GENERATED FROM PYTHON SOURCE LINES 141-143 Partial Dependence plot of the objective function for SVC .. GENERATED FROM PYTHON SOURCE LINES 143-150 .. code-block:: Python _ = plot_objective( opt.optimizer_results_[0], dimensions=["C", "degree", "gamma", "kernel"], n_minimum_search=int(1e8), ) plt.show() .. image-sg:: /auto_examples/images/sphx_glr_sklearn-gridsearchcv-replacement_001.png :alt: sklearn gridsearchcv replacement :srcset: /auto_examples/images/sphx_glr_sklearn-gridsearchcv-replacement_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 151-153 Plot of the histogram for LinearSVC .. GENERATED FROM PYTHON SOURCE LINES 153-156 .. code-block:: Python _ = plot_histogram(opt.optimizer_results_[1], 1) plt.show() .. image-sg:: /auto_examples/images/sphx_glr_sklearn-gridsearchcv-replacement_002.png :alt: sklearn gridsearchcv replacement :srcset: /auto_examples/images/sphx_glr_sklearn-gridsearchcv-replacement_002.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 157-171 Progress monitoring and control using `callback` argument of `fit` method ========================================================================= It is possible to monitor the progress of :class:`BayesSearchCV` with an event handler that is called on every step of subspace exploration. For single job mode, this is called on every evaluation of model configuration, and for parallel mode, this is called when n_jobs model configurations are evaluated in parallel. Additionally, exploration can be stopped if the callback returns `True`. This can be used to stop the exploration early, for instance when the accuracy that you get is sufficiently high. An example usage is shown below. .. GENERATED FROM PYTHON SOURCE LINES 171-198 .. code-block:: Python from sklearn.datasets import load_iris from sklearn.svm import SVC from skopt import BayesSearchCV X, y = load_iris(return_X_y=True) searchcv = BayesSearchCV( SVC(gamma='scale'), search_spaces={'C': (0.01, 100.0, 'log-uniform')}, n_iter=10, cv=3, ) # callback handler def on_step(optim_result): score = -optim_result['fun'] print("best score: %s" % score) if score >= 0.98: print('Interrupting!') return True searchcv.fit(X, y, callback=on_step) .. rst-class:: sphx-glr-script-out .. code-block:: none best score: 0.98 Interrupting! .. raw:: html


.. GENERATED FROM PYTHON SOURCE LINES 199-207 Counting total iterations that will be used to explore all subspaces ==================================================================== Subspaces in previous examples can further increase in complexity if you add new model subspaces or dimensions for feature extraction pipelines. For monitoring of progress, you would like to know the total number of iterations it will take to explore all subspaces. This can be calculated with `total_iterations` property, as in the code below. .. GENERATED FROM PYTHON SOURCE LINES 207-225 .. code-block:: Python from sklearn.datasets import load_iris from sklearn.svm import SVC from skopt import BayesSearchCV X, y = load_iris(return_X_y=True) searchcv = BayesSearchCV( SVC(), search_spaces=[ ({'C': (0.1, 1.0)}, 19), # 19 iterations for this subspace {'gamma': (0.1, 1.0)}, ], n_iter=10, ) print(searchcv.total_iterations) .. rst-class:: sphx-glr-script-out .. code-block:: none 29 .. rst-class:: sphx-glr-timing **Total running time of the script:** (1 minutes 33.880 seconds) .. _sphx_glr_download_auto_examples_sklearn-gridsearchcv-replacement.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/sklearn-gridsearchcv-replacement.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: sklearn-gridsearchcv-replacement.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: sklearn-gridsearchcv-replacement.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/sklearn-gridsearchcv-replacement_codeobj.pickle000066400000000000000000000026651462762077000316310ustar00rootroot00000000000000€•ŞŚ collections”Ś OrderedDict”“”)R”(ŚInteger”]”}”(Śname”ŚInteger”Śmodule”Ś skopt.space”Ś module_short”Ś skopt.space”Śis_class”‰Ś is_explicit”‰uaŚtrain_test_split”]”}”(hŚtrain_test_split”h Śsklearn.model_selection”h Śsklearn.model_selection”h ‰h‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚReal”]”}”(hŚReal”h Ś skopt.space”h Ś skopt.space”h ‰h‰uaŚplot_histogram”]”}”(hŚplot_histogram”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚ load_iris”]”}”(hŚ load_iris”h Śsklearn.datasets”h Śsklearn.datasets”h ‰h‰uaŚ Categorical”]”}”(hŚ Categorical”h Ś skopt.space”h Ś skopt.space”h ‰h‰uaŚplt.show”]”}”(hŚshow”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚSVC”]”}”(hŚSVC”h Ś sklearn.svm”h Ś sklearn.svm”h ‰h‰uaŚ load_digits”]”}”(hŚ load_digits”h Śsklearn.datasets”h Śsklearn.datasets”h ‰h‰uaŚplot_objective”]”}”(hŚplot_objective”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚ LinearSVC”]”}”(hŚ LinearSVC”h Ś sklearn.svm”h Ś sklearn.svm”h ‰h‰uaŚ BayesSearchCV”]”(}”(hŚ BayesSearchCV”h Śskopt”h hUh ‰h‰u}”(hŚ BayesSearchCV”h Śbuiltins”h hXh ‰hueŚPipeline”]”}”(hŚPipeline”h Śsklearn.pipeline”h Śsklearn.pipeline”h ‰h‰uaŚ$sklearn.model_selection.GridSearchCV”]”}”(hŚ GridSearchCV”h Śsklearn.model_selection”h Śsklearn.model_selection”h ‰huaŚ*sklearn.model_selection.RandomizedSearchCV”]”}”(hŚRandomizedSearchCV”h Śsklearn.model_selection”h Śsklearn.model_selection”h ‰huau.scikit-optimize-0.10.2/doc/auto_examples/store-and-load-results.ipynb000066400000000000000000000162401462762077000257220ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Store and load `skopt` optimization results\n\nMikhail Pak, October 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\n## Problem statement\n\nWe often want to store optimization results in a file. This can be useful,\nfor example,\n\n* if you want to share your results with colleagues;\n* if you want to archive and/or document your work;\n* or if you want to postprocess your results in a different Python instance or on an another computer.\n\nThe process of converting an object into a byte stream that can be stored in\na file is called _serialization_.\nConversely, _deserialization_ means loading an object from a byte stream.\n\n**Warning:** Deserialization is not secure against malicious or erroneous\ncode. Never load serialized data from untrusted or unauthenticated sources!\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nfrom skopt import gp_minimize" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple example\n\nWe will use the same optimization problem as in the\n`sphx_glr_auto_examples_bayesian-optimization.py` notebook:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "noise_level = 0.1\n\n\ndef obj_fun(x, noise_level=noise_level):\n return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level\n\n\nres = gp_minimize(\n obj_fun, # the function to minimize\n [(-2.0, 2.0)], # the bounds on each dimension of x\n x0=[0.0], # the starting point\n acq_func=\"LCB\", # the acquisition function (optional)\n n_calls=15, # the number of evaluations of f including at x0\n n_random_starts=3, # the number of random initial points\n random_state=777,\n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As long as your Python session is active, you can access all the\noptimization results via the `res` object.\n\nSo how can you store this data in a file? `skopt` conveniently provides\nfunctions :class:`skopt.dump` and :class:`skopt.load` that handle this for you.\nThese functions are essentially thin wrappers around the\n[joblib](https://joblib.readthedocs.io/en/latest/) module's :obj:`joblib.dump` and :obj:`joblib.load`.\n\nWe will now show how to use :class:`skopt.dump` and :class:`skopt.load` for storing\nand loading results.\n\n## Using `skopt.dump()` and `skopt.load()`\n\nFor storing optimization results into a file, call the :class:`skopt.dump`\nfunction:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt import dump, load\n\ndump(res, 'result.pkl')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And load from file using :class:`skopt.load`:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res_loaded = load('result.pkl')\n\nres_loaded.fun" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can fine-tune the serialization and deserialization process by calling\n:class:`skopt.dump` and :class:`skopt.load` with additional keyword arguments. See the\n[joblib](https://joblib.readthedocs.io/en/latest/) documentation\n:obj:`joblib.dump` and\n:obj:`joblib.load` for the additional parameters.\n\nFor instance, you can specify the compression algorithm and compression\nlevel (highest in this case):\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dump(res, 'result.gz', compress=9)\n\nfrom os.path import getsize\n\nprint('Without compression: {} bytes'.format(getsize('result.pkl')))\nprint('Compressed with gz: {} bytes'.format(getsize('result.gz')))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unserializable objective functions\n\nNotice that if your objective function is non-trivial (e.g. it calls MATLAB\nengine from Python), it might be not serializable and :class:`skopt.dump` will\nraise an exception when you try to store the optimization results.\nIn this case you should disable storing the objective function by calling\n:class:`skopt.dump` with the keyword argument `store_objective=False`:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dump(res, 'result_without_objective.pkl', store_objective=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the entry `'func'` is absent in the loaded object but is still\npresent in the local variable:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res_loaded_without_objective = load('result_without_objective.pkl')\n\nprint('Loaded object: ', res_loaded_without_objective.specs['args'].keys())\nprint('Local variable:', res.specs['args'].keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Possible problems\n\n* **Python versions incompatibility:** In general, objects serialized in\n Python 2 cannot be deserialized in Python 3 and vice versa.\n* **Security issues:** Once again, do not load any files from untrusted\n sources.\n* **Extremely large results objects:** If your optimization results object\n\nis extremely large, calling :class:`skopt.dump` with `store_objective=False` might\ncause performance issues. This is due to creation of a deep copy without the\nobjective function. If the objective function it is not critical to you, you\ncan simply delete it before calling :class:`skopt.dump`. In this case, no deep\ncopy is created:\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "del res.specs['args']['func']\n\ndump(res, 'result_without_objective_2.pkl')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/store-and-load-results.py000066400000000000000000000122521462762077000252300ustar00rootroot00000000000000""" =========================================== Store and load `skopt` optimization results =========================================== Mikhail Pak, October 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ================= We often want to store optimization results in a file. This can be useful, for example, * if you want to share your results with colleagues; * if you want to archive and/or document your work; * or if you want to postprocess your results in a different Python instance or on an another computer. The process of converting an object into a byte stream that can be stored in a file is called _serialization_. Conversely, _deserialization_ means loading an object from a byte stream. **Warning:** Deserialization is not secure against malicious or erroneous code. Never load serialized data from untrusted or unauthenticated sources! """ print(__doc__) import numpy as np from skopt import gp_minimize ############################################################################# # Simple example # ============== # # We will use the same optimization problem as in the # :ref:`sphx_glr_auto_examples_bayesian-optimization.py` notebook: noise_level = 0.1 def obj_fun(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level res = gp_minimize( obj_fun, # the function to minimize [(-2.0, 2.0)], # the bounds on each dimension of x x0=[0.0], # the starting point acq_func="LCB", # the acquisition function (optional) n_calls=15, # the number of evaluations of f including at x0 n_random_starts=3, # the number of random initial points random_state=777, ) ############################################################################# # As long as your Python session is active, you can access all the # optimization results via the `res` object. # # So how can you store this data in a file? `skopt` conveniently provides # functions :class:`skopt.dump` and :class:`skopt.load` that handle this for you. # These functions are essentially thin wrappers around the # `joblib `_ module's :obj:`joblib.dump` and :obj:`joblib.load`. # # We will now show how to use :class:`skopt.dump` and :class:`skopt.load` for storing # and loading results. # # Using `skopt.dump()` and `skopt.load()` # ======================================= # # For storing optimization results into a file, call the :class:`skopt.dump` # function: from skopt import dump, load dump(res, 'result.pkl') ############################################################################# # And load from file using :class:`skopt.load`: res_loaded = load('result.pkl') res_loaded.fun ############################################################################# # You can fine-tune the serialization and deserialization process by calling # :class:`skopt.dump` and :class:`skopt.load` with additional keyword arguments. See the # `joblib `_ documentation # :obj:`joblib.dump` and # :obj:`joblib.load` for the additional parameters. # # For instance, you can specify the compression algorithm and compression # level (highest in this case): dump(res, 'result.gz', compress=9) from os.path import getsize print('Without compression: {} bytes'.format(getsize('result.pkl'))) print('Compressed with gz: {} bytes'.format(getsize('result.gz'))) ############################################################################# # Unserializable objective functions # ---------------------------------- # # Notice that if your objective function is non-trivial (e.g. it calls MATLAB # engine from Python), it might be not serializable and :class:`skopt.dump` will # raise an exception when you try to store the optimization results. # In this case you should disable storing the objective function by calling # :class:`skopt.dump` with the keyword argument `store_objective=False`: dump(res, 'result_without_objective.pkl', store_objective=False) ############################################################################# # Notice that the entry `'func'` is absent in the loaded object but is still # present in the local variable: res_loaded_without_objective = load('result_without_objective.pkl') print('Loaded object: ', res_loaded_without_objective.specs['args'].keys()) print('Local variable:', res.specs['args'].keys()) ############################################################################# # Possible problems # ================= # # * **Python versions incompatibility:** In general, objects serialized in # Python 2 cannot be deserialized in Python 3 and vice versa. # * **Security issues:** Once again, do not load any files from untrusted # sources. # * **Extremely large results objects:** If your optimization results object # # is extremely large, calling :class:`skopt.dump` with `store_objective=False` might # cause performance issues. This is due to creation of a deep copy without the # objective function. If the objective function it is not critical to you, you # can simply delete it before calling :class:`skopt.dump`. In this case, no deep # copy is created: del res.specs['args']['func'] dump(res, 'result_without_objective_2.pkl') scikit-optimize-0.10.2/doc/auto_examples/store-and-load-results.py.md5000066400000000000000000000000401462762077000257040ustar00rootroot000000000000008686d800b6850374bef1bb6834b5cf79scikit-optimize-0.10.2/doc/auto_examples/store-and-load-results.rst000066400000000000000000000203651462762077000254140ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\store-and-load-results.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_store-and-load-results.py: =========================================== Store and load `skopt` optimization results =========================================== Mikhail Pak, October 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Problem statement ================= We often want to store optimization results in a file. This can be useful, for example, * if you want to share your results with colleagues; * if you want to archive and/or document your work; * or if you want to postprocess your results in a different Python instance or on an another computer. The process of converting an object into a byte stream that can be stored in a file is called _serialization_. Conversely, _deserialization_ means loading an object from a byte stream. **Warning:** Deserialization is not secure against malicious or erroneous code. Never load serialized data from untrusted or unauthenticated sources! .. GENERATED FROM PYTHON SOURCE LINES 29-35 .. code-block:: Python print(__doc__) import numpy as np from skopt import gp_minimize .. GENERATED FROM PYTHON SOURCE LINES 36-41 Simple example ============== We will use the same optimization problem as in the :ref:`sphx_glr_auto_examples_bayesian-optimization.py` notebook: .. GENERATED FROM PYTHON SOURCE LINES 41-60 .. code-block:: Python noise_level = 0.1 def obj_fun(x, noise_level=noise_level): return np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) + np.random.randn() * noise_level res = gp_minimize( obj_fun, # the function to minimize [(-2.0, 2.0)], # the bounds on each dimension of x x0=[0.0], # the starting point acq_func="LCB", # the acquisition function (optional) n_calls=15, # the number of evaluations of f including at x0 n_random_starts=3, # the number of random initial points random_state=777, ) .. rst-class:: sphx-glr-script-out .. code-block:: none D:\git\scikit-optimize\skopt\optimizer\optimizer.py:517: UserWarning: The objective has been evaluated at point [5.2414561579894325e-09] before, using random point [-1.1498279780295497] warnings.warn( .. GENERATED FROM PYTHON SOURCE LINES 61-77 As long as your Python session is active, you can access all the optimization results via the `res` object. So how can you store this data in a file? `skopt` conveniently provides functions :class:`skopt.dump` and :class:`skopt.load` that handle this for you. These functions are essentially thin wrappers around the `joblib `_ module's :obj:`joblib.dump` and :obj:`joblib.load`. We will now show how to use :class:`skopt.dump` and :class:`skopt.load` for storing and loading results. Using `skopt.dump()` and `skopt.load()` ======================================= For storing optimization results into a file, call the :class:`skopt.dump` function: .. GENERATED FROM PYTHON SOURCE LINES 77-82 .. code-block:: Python from skopt import dump, load dump(res, 'result.pkl') .. GENERATED FROM PYTHON SOURCE LINES 83-84 And load from file using :class:`skopt.load`: .. GENERATED FROM PYTHON SOURCE LINES 84-89 .. code-block:: Python res_loaded = load('result.pkl') res_loaded.fun .. rst-class:: sphx-glr-script-out .. code-block:: none -0.33287005499757594 .. GENERATED FROM PYTHON SOURCE LINES 90-98 You can fine-tune the serialization and deserialization process by calling :class:`skopt.dump` and :class:`skopt.load` with additional keyword arguments. See the `joblib `_ documentation :obj:`joblib.dump` and :obj:`joblib.load` for the additional parameters. For instance, you can specify the compression algorithm and compression level (highest in this case): .. GENERATED FROM PYTHON SOURCE LINES 98-106 .. code-block:: Python dump(res, 'result.gz', compress=9) from os.path import getsize print('Without compression: {} bytes'.format(getsize('result.pkl'))) print('Compressed with gz: {} bytes'.format(getsize('result.gz'))) .. rst-class:: sphx-glr-script-out .. code-block:: none Without compression: 75397 bytes Compressed with gz: 27335 bytes .. GENERATED FROM PYTHON SOURCE LINES 107-115 Unserializable objective functions ---------------------------------- Notice that if your objective function is non-trivial (e.g. it calls MATLAB engine from Python), it might be not serializable and :class:`skopt.dump` will raise an exception when you try to store the optimization results. In this case you should disable storing the objective function by calling :class:`skopt.dump` with the keyword argument `store_objective=False`: .. GENERATED FROM PYTHON SOURCE LINES 115-118 .. code-block:: Python dump(res, 'result_without_objective.pkl', store_objective=False) .. GENERATED FROM PYTHON SOURCE LINES 119-121 Notice that the entry `'func'` is absent in the loaded object but is still present in the local variable: .. GENERATED FROM PYTHON SOURCE LINES 121-128 .. code-block:: Python res_loaded_without_objective = load('result_without_objective.pkl') print('Loaded object: ', res_loaded_without_objective.specs['args'].keys()) print('Local variable:', res.specs['args'].keys()) .. rst-class:: sphx-glr-script-out .. code-block:: none Loaded object: dict_keys(['dimensions', 'base_estimator', 'n_calls', 'n_random_starts', 'n_initial_points', 'initial_point_generator', 'acq_func', 'acq_optimizer', 'x0', 'y0', 'random_state', 'verbose', 'callback', 'n_points', 'n_restarts_optimizer', 'xi', 'kappa', 'n_jobs', 'model_queue_size', 'space_constraint']) Local variable: dict_keys(['func', 'dimensions', 'base_estimator', 'n_calls', 'n_random_starts', 'n_initial_points', 'initial_point_generator', 'acq_func', 'acq_optimizer', 'x0', 'y0', 'random_state', 'verbose', 'callback', 'n_points', 'n_restarts_optimizer', 'xi', 'kappa', 'n_jobs', 'model_queue_size', 'space_constraint']) .. GENERATED FROM PYTHON SOURCE LINES 129-143 Possible problems ================= * **Python versions incompatibility:** In general, objects serialized in Python 2 cannot be deserialized in Python 3 and vice versa. * **Security issues:** Once again, do not load any files from untrusted sources. * **Extremely large results objects:** If your optimization results object is extremely large, calling :class:`skopt.dump` with `store_objective=False` might cause performance issues. This is due to creation of a deep copy without the objective function. If the objective function it is not critical to you, you can simply delete it before calling :class:`skopt.dump`. In this case, no deep copy is created: .. GENERATED FROM PYTHON SOURCE LINES 143-147 .. code-block:: Python del res.specs['args']['func'] dump(res, 'result_without_objective_2.pkl') .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 1.543 seconds) .. _sphx_glr_download_auto_examples_store-and-load-results.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/store-and-load-results.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: store-and-load-results.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: store-and-load-results.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/store-and-load-results_codeobj.pickle000066400000000000000000000020461462762077000275340ustar00rootroot00000000000000€•Ś collections”Ś OrderedDict”“”)R”(Śdump”]”}”(Śname”Śdump”Śmodule”Śskopt”Ś module_short”h Śis_class”‰Ś is_explicit”‰uaŚload”]”}”(hŚload”h Śskopt”h hh ‰h ‰uaŚgetsize”]”}”(hŚgetsize”h Śos.path”h Śos.path”h ‰h ‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h ‰uaŚnp.tanh”]”}”(hŚtanh”h Śnumpy”h h#h ‰h ‰uaŚ gp_minimize”]”}”(hŚ gp_minimize”h Śskopt”h h(h ‰h ‰uaŚnp.sin”]”}”(hŚsin”h Śnumpy”h h-h ‰h ‰uaŚ skopt.dump”]”(}”(hŚdump”h Śskopt”h h2h ‰h u}”(hŚdump”h Śskopt”h h5h ‰h u}”(hŚdump”h Śskopt”h h8h ‰h u}”(hŚdump”h Śskopt”h h;h ‰h u}”(hŚdump”h Śskopt”h h>h ‰h u}”(hŚdump”h Śskopt”h hAh ‰h u}”(hŚdump”h Śskopt”h hDh ‰h u}”(hŚdump”h Śskopt”h hGh ‰h ueŚ skopt.load”]”(}”(hŚload”h Śskopt”h hLh ‰h u}”(hŚload”h Śskopt”h hOh ‰h u}”(hŚload”h Śskopt”h hRh ‰h u}”(hŚload”h Śskopt”h hUh ‰h ueŚ joblib.dump”]”(}”(hŚdump”h Śjoblib”h hZh ‰h u}”(hŚdump”h Śjoblib”h h]h ‰h ueŚ joblib.load”]”(}”(hŚload”h Śjoblib”h hbh ‰h u}”(hŚload”h Śjoblib”h heh ‰h ueu.scikit-optimize-0.10.2/doc/auto_examples/strategy-comparison.ipynb000066400000000000000000000140711462762077000254240ustar00rootroot00000000000000{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Comparing surrogate models\n\nTim Head, July 2016.\nReformatted by Holger Nahrstaedt 2020\n\n.. currentmodule:: skopt\n\nBayesian optimization or sequential model-based optimization uses a surrogate\nmodel to model the expensive to evaluate function `func`. There are several\nchoices for what kind of surrogate model to use. This notebook compares the\nperformance of:\n\n* gaussian processes,\n* extra trees, and\n* random forests\n\nas surrogate models. A purely random optimization strategy is also used as\na baseline.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print(__doc__)\nimport numpy as np\n\nnp.random.seed(123)\nimport matplotlib.pyplot as plt\n\nfrom skopt.benchmarks import branin as _branin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Toy model\n\nWe will use the :class:`benchmarks.branin` function as toy model for the expensive function.\nIn a real world application this function would be unknown and expensive\nto evaluate.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def branin(x, noise_level=0.0):\n return _branin(x) + noise_level * np.random.randn()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from matplotlib.colors import LogNorm\n\n\ndef plot_branin():\n fig, ax = plt.subplots()\n\n x1_values = np.linspace(-5, 10, 100)\n x2_values = np.linspace(0, 15, 100)\n x_ax, y_ax = np.meshgrid(x1_values, x2_values)\n vals = np.c_[x_ax.ravel(), y_ax.ravel()]\n fx = np.reshape([branin(val) for val in vals], (100, 100))\n\n cm = ax.pcolormesh(\n x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r'\n )\n\n minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]])\n ax.plot(minima[:, 0], minima[:, 1], \"r.\", markersize=14, lw=0, label=\"Minima\")\n\n cb = fig.colorbar(cm)\n cb.set_label(\"f(x)\")\n\n ax.legend(loc=\"best\", numpoints=1)\n\n ax.set_xlabel(\"X1\")\n ax.set_xlim([-5, 10])\n ax.set_ylabel(\"X2\")\n ax.set_ylim([0, 15])\n\n\nplot_branin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows the value of the two-dimensional branin function and\nthe three minima.\n\n\n## Objective\n\nThe objective of this example is to find one of these minima in as\nfew iterations as possible. One iteration is defined as one call\nto the :class:`benchmarks.branin` function.\n\nWe will evaluate each model several times using a different seed for the\nrandom number generator. Then compare the average performance of these\nmodels. This makes the comparison more robust against models that get\n\"lucky\".\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from functools import partial\n\nfrom skopt import dummy_minimize, forest_minimize, gp_minimize\n\nfunc = partial(branin, noise_level=2.0)\nbounds = [(-5.0, 10.0), (0.0, 15.0)]\nn_calls = 60" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def run(minimizer, n_iter=5):\n return [\n minimizer(func, bounds, n_calls=n_calls, random_state=n) for n in range(n_iter)\n ]\n\n\n# Random search\ndummy_res = run(dummy_minimize)\n\n# Gaussian processes\ngp_res = run(gp_minimize)\n\n# Random forest\nrf_res = run(partial(forest_minimize, base_estimator=\"RF\"))\n\n# Extra trees\net_res = run(partial(forest_minimize, base_estimator=\"ET\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this can take a few minutes.\n\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skopt.plots import plot_convergence\n\nplot = plot_convergence(\n (\"dummy_minimize\", dummy_res),\n (\"gp_minimize\", gp_res),\n (\"forest_minimize('rf')\", rf_res),\n (\"forest_minimize('et)\", et_res),\n true_minimum=0.397887,\n yscale=\"log\",\n)\n\nplot.legend(loc=\"best\", prop={'size': 6}, numpoints=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows the value of the minimum found (y axis) as a function\nof the number of iterations performed so far (x axis). The dashed red line\nindicates the true value of the minimum of the :class:`benchmarks.branin` function.\n\nFor the first ten iterations all methods perform equally well as they all\nstart by creating ten random samples before fitting their respective model\nfor the first time. After iteration ten the next point at which\nto evaluate :class:`benchmarks.branin` is guided by the model, which is where differences\nstart to appear.\n\nEach minimizer only has access to noisy observations of the objective\nfunction, so as time passes (more iterations) it will start observing\nvalues that are below the true value simply because they are fluctuations.\n\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 0 }scikit-optimize-0.10.2/doc/auto_examples/strategy-comparison.py000066400000000000000000000107011462762077000247270ustar00rootroot00000000000000""" ========================== Comparing surrogate models ========================== Tim Head, July 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate function `func`. There are several choices for what kind of surrogate model to use. This notebook compares the performance of: * gaussian processes, * extra trees, and * random forests as surrogate models. A purely random optimization strategy is also used as a baseline. """ print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import branin as _branin ############################################################################# # Toy model # ========= # # We will use the :class:`benchmarks.branin` function as toy model for the expensive function. # In a real world application this function would be unknown and expensive # to evaluate. def branin(x, noise_level=0.0): return _branin(x) + noise_level * np.random.randn() ############################################################################# from matplotlib.colors import LogNorm def plot_branin(): fig, ax = plt.subplots() x1_values = np.linspace(-5, 10, 100) x2_values = np.linspace(0, 15, 100) x_ax, y_ax = np.meshgrid(x1_values, x2_values) vals = np.c_[x_ax.ravel(), y_ax.ravel()] fx = np.reshape([branin(val) for val in vals], (100, 100)) cm = ax.pcolormesh( x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r' ) minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]]) ax.plot(minima[:, 0], minima[:, 1], "r.", markersize=14, lw=0, label="Minima") cb = fig.colorbar(cm) cb.set_label("f(x)") ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([-5, 10]) ax.set_ylabel("X2") ax.set_ylim([0, 15]) plot_branin() ############################################################################# # This shows the value of the two-dimensional branin function and # the three minima. # # # Objective # ========= # # The objective of this example is to find one of these minima in as # few iterations as possible. One iteration is defined as one call # to the :class:`benchmarks.branin` function. # # We will evaluate each model several times using a different seed for the # random number generator. Then compare the average performance of these # models. This makes the comparison more robust against models that get # "lucky". from functools import partial from skopt import dummy_minimize, forest_minimize, gp_minimize func = partial(branin, noise_level=2.0) bounds = [(-5.0, 10.0), (0.0, 15.0)] n_calls = 60 ############################################################################# def run(minimizer, n_iter=5): return [ minimizer(func, bounds, n_calls=n_calls, random_state=n) for n in range(n_iter) ] # Random search dummy_res = run(dummy_minimize) # Gaussian processes gp_res = run(gp_minimize) # Random forest rf_res = run(partial(forest_minimize, base_estimator="RF")) # Extra trees et_res = run(partial(forest_minimize, base_estimator="ET")) ############################################################################# # Note that this can take a few minutes. from skopt.plots import plot_convergence plot = plot_convergence( ("dummy_minimize", dummy_res), ("gp_minimize", gp_res), ("forest_minimize('rf')", rf_res), ("forest_minimize('et)", et_res), true_minimum=0.397887, yscale="log", ) plot.legend(loc="best", prop={'size': 6}, numpoints=1) ############################################################################# # This plot shows the value of the minimum found (y axis) as a function # of the number of iterations performed so far (x axis). The dashed red line # indicates the true value of the minimum of the :class:`benchmarks.branin` function. # # For the first ten iterations all methods perform equally well as they all # start by creating ten random samples before fitting their respective model # for the first time. After iteration ten the next point at which # to evaluate :class:`benchmarks.branin` is guided by the model, which is where differences # start to appear. # # Each minimizer only has access to noisy observations of the objective # function, so as time passes (more iterations) it will start observing # values that are below the true value simply because they are fluctuations. scikit-optimize-0.10.2/doc/auto_examples/strategy-comparison.py.md5000066400000000000000000000000401462762077000254060ustar00rootroot0000000000000024f6b5fc2b51a21abc398e65cfe42dc2scikit-optimize-0.10.2/doc/auto_examples/strategy-comparison.rst000066400000000000000000000154031462762077000251130ustar00rootroot00000000000000 .. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples\strategy-comparison.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_strategy-comparison.py: ========================== Comparing surrogate models ========================== Tim Head, July 2016. Reformatted by Holger Nahrstaedt 2020 .. currentmodule:: skopt Bayesian optimization or sequential model-based optimization uses a surrogate model to model the expensive to evaluate function `func`. There are several choices for what kind of surrogate model to use. This notebook compares the performance of: * gaussian processes, * extra trees, and * random forests as surrogate models. A purely random optimization strategy is also used as a baseline. .. GENERATED FROM PYTHON SOURCE LINES 23-32 .. code-block:: Python print(__doc__) import numpy as np np.random.seed(123) import matplotlib.pyplot as plt from skopt.benchmarks import branin as _branin .. GENERATED FROM PYTHON SOURCE LINES 33-39 Toy model ========= We will use the :class:`benchmarks.branin` function as toy model for the expensive function. In a real world application this function would be unknown and expensive to evaluate. .. GENERATED FROM PYTHON SOURCE LINES 39-45 .. code-block:: Python def branin(x, noise_level=0.0): return _branin(x) + noise_level * np.random.randn() .. GENERATED FROM PYTHON SOURCE LINES 46-79 .. code-block:: Python from matplotlib.colors import LogNorm def plot_branin(): fig, ax = plt.subplots() x1_values = np.linspace(-5, 10, 100) x2_values = np.linspace(0, 15, 100) x_ax, y_ax = np.meshgrid(x1_values, x2_values) vals = np.c_[x_ax.ravel(), y_ax.ravel()] fx = np.reshape([branin(val) for val in vals], (100, 100)) cm = ax.pcolormesh( x_ax, y_ax, fx, norm=LogNorm(vmin=fx.min(), vmax=fx.max()), cmap='viridis_r' ) minima = np.array([[-np.pi, 12.275], [+np.pi, 2.275], [9.42478, 2.475]]) ax.plot(minima[:, 0], minima[:, 1], "r.", markersize=14, lw=0, label="Minima") cb = fig.colorbar(cm) cb.set_label("f(x)") ax.legend(loc="best", numpoints=1) ax.set_xlabel("X1") ax.set_xlim([-5, 10]) ax.set_ylabel("X2") ax.set_ylim([0, 15]) plot_branin() .. image-sg:: /auto_examples/images/sphx_glr_strategy-comparison_001.png :alt: strategy comparison :srcset: /auto_examples/images/sphx_glr_strategy-comparison_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 80-95 This shows the value of the two-dimensional branin function and the three minima. Objective ========= The objective of this example is to find one of these minima in as few iterations as possible. One iteration is defined as one call to the :class:`benchmarks.branin` function. We will evaluate each model several times using a different seed for the random number generator. Then compare the average performance of these models. This makes the comparison more robust against models that get "lucky". .. GENERATED FROM PYTHON SOURCE LINES 95-104 .. code-block:: Python from functools import partial from skopt import dummy_minimize, forest_minimize, gp_minimize func = partial(branin, noise_level=2.0) bounds = [(-5.0, 10.0), (0.0, 15.0)] n_calls = 60 .. GENERATED FROM PYTHON SOURCE LINES 105-125 .. code-block:: Python def run(minimizer, n_iter=5): return [ minimizer(func, bounds, n_calls=n_calls, random_state=n) for n in range(n_iter) ] # Random search dummy_res = run(dummy_minimize) # Gaussian processes gp_res = run(gp_minimize) # Random forest rf_res = run(partial(forest_minimize, base_estimator="RF")) # Extra trees et_res = run(partial(forest_minimize, base_estimator="ET")) .. GENERATED FROM PYTHON SOURCE LINES 126-127 Note that this can take a few minutes. .. GENERATED FROM PYTHON SOURCE LINES 127-141 .. code-block:: Python from skopt.plots import plot_convergence plot = plot_convergence( ("dummy_minimize", dummy_res), ("gp_minimize", gp_res), ("forest_minimize('rf')", rf_res), ("forest_minimize('et)", et_res), true_minimum=0.397887, yscale="log", ) plot.legend(loc="best", prop={'size': 6}, numpoints=1) .. image-sg:: /auto_examples/images/sphx_glr_strategy-comparison_002.png :alt: Convergence plot :srcset: /auto_examples/images/sphx_glr_strategy-comparison_002.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none .. GENERATED FROM PYTHON SOURCE LINES 142-155 This plot shows the value of the minimum found (y axis) as a function of the number of iterations performed so far (x axis). The dashed red line indicates the true value of the minimum of the :class:`benchmarks.branin` function. For the first ten iterations all methods perform equally well as they all start by creating ten random samples before fitting their respective model for the first time. After iteration ten the next point at which to evaluate :class:`benchmarks.branin` is guided by the model, which is where differences start to appear. Each minimizer only has access to noisy observations of the objective function, so as time passes (more iterations) it will start observing values that are below the true value simply because they are fluctuations. .. rst-class:: sphx-glr-timing **Total running time of the script:** (3 minutes 7.876 seconds) .. _sphx_glr_download_auto_examples_strategy-comparison.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/holgern/scikit-optimize/master?urlpath=lab/tree/notebooks/auto_examples/strategy-comparison.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: strategy-comparison.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: strategy-comparison.py ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_ scikit-optimize-0.10.2/doc/auto_examples/strategy-comparison_codeobj.pickle000066400000000000000000000024001462762077000272300ustar00rootroot00000000000000€•őŚ collections”Ś OrderedDict”“”)R”(ŚLogNorm”]”}”(Śname”ŚLogNorm”Śmodule”Śmatplotlib.colors”Ś module_short”Śmatplotlib.colors”Śis_class”‰Ś is_explicit”‰uaŚnp.random.seed”]”}”(hŚseed”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚdummy_minimize”]”}”(hŚdummy_minimize”h Śskopt”h hh ‰h‰uaŚplot_convergence”]”}”(hŚplot_convergence”h Ś skopt.plots”h Ś skopt.plots”h ‰h‰uaŚnp.random.randn”]”}”(hŚrandn”h Ś numpy.random”h Ś numpy.random”h ‰h‰uaŚ np.meshgrid”]”}”(hŚmeshgrid”h Śnumpy”h h*h ‰h‰uaŚ plt.subplots”]”}”(hŚsubplots”h Śmatplotlib.pyplot”h Śmatplotlib.pyplot”h ‰h‰uaŚ_branin”]”}”(hŚbranin”h Śskopt.benchmarks”h Śskopt.benchmarks”h ‰h‰uaŚforest_minimize”]”}”(hŚforest_minimize”h Śskopt”h h;h ‰h‰uaŚ np.linspace”]”}”(hŚlinspace”h Śnumpy”h h@h ‰h‰uaŚnp.array”]”}”(hŚarray”h Śnumpy”h hEh ‰h‰uaŚ np.reshape”]”}”(hŚreshape”h Śnumpy”h hJh ‰h‰uaŚpartial”]”}”(hŚpartial”h Ś functools”h hOh ‰h‰uaŚnp.c_”]”}”(hŚc_”h Śnumpy”h hTh ‰h‰uaŚnp.pi”]”}”(hŚpi”h Śnumpy”h hYh ‰h‰uaŚ gp_minimize”]”}”(hŚ gp_minimize”h Śskopt”h h^h ‰h‰uaŚbenchmarks.branin”]”(}”(hŚbranin”h Ś benchmarks”h hch ‰hu}”(hŚbranin”h Ś benchmarks”h hfh ‰hu}”(hŚbranin”h Ś benchmarks”h hih ‰hu}”(hŚbranin”h Ś benchmarks”h hlh ‰hueu.scikit-optimize-0.10.2/doc/binder/000077500000000000000000000000001462762077000167415ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/binder/requirements.txt000066400000000000000000000005451462762077000222310ustar00rootroot00000000000000# A binder requirement file is required by sphinx-gallery. We don't really need # one since the binder requirement files live in the # scikit-learn/binder-examples repo and not in the scikit-learn.github.io repo # that comes from the scikit-learn doc build. This file can be removed if # 'dependencies' is made an optional key for binder in sphinx-gallery. scikit-optimize-0.10.2/doc/conf.py000066400000000000000000000325461462762077000170070ustar00rootroot00000000000000# # Configuration file for the Sphinx documentation builder. # # This file does only contain a selection of the most common options. For a # full list see the documentation: # http://www.sphinx-doc.org/en/master/config # -- Path setup -------------------------------------------------------------- import os import re import datetime # import pkg_resources import sys # 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. # # import os # import sys # sys.path.insert(0, os.path.abspath('.')) import warnings from packaging.version import parse import skopt sys.path.insert(0, os.path.abspath('sphinxext')) import sphinx_gallery # noqa: E402 from sphinx_gallery.sorting import ExampleTitleSortKey # noqa: E402 from github_link import make_linkcode_resolve # noqa: E402 from importlib.metadata import version, PackageNotFoundError # noqa: E402 # __version__ = pkg_resources.get_distribution('skopt').version on_rtd = os.environ.get('READTHEDOCS', None) == 'True' # -- Project information ----------------------------------------------------- project = 'scikit-optimize' copyright = f'2017 - {datetime.date.today().year}, scikit-optimize contributors (BSD License)' author = 'The scikit-optimize contributors' # The short X.Y version try: _version = version("skopt") except PackageNotFoundError: _version = version("scikit-optimize") version = parse(_version).base_version version = ".".join(version.split(".")[:2]) # The full version, including alpha/beta/rc tags release = _version # -- 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.autosummary', 'numpydoc', 'sphinx.ext.linkcode', 'sphinx.ext.doctest', 'sphinx.ext.intersphinx', 'sphinx.ext.imgconverter', 'sphinx_gallery.gen_gallery', 'sphinx_issues', 'sphinx.ext.mathjax', 'sphinx.ext.napoleon', 'sphinx.ext.viewcode', 'sphinx.ext.githubpages', ] numpydoc_class_members_toctree = False # For maths, use mathjax by default and svg if NO_MATHJAX env variable is set # (useful for viewing the doc offline) if os.environ.get('NO_MATHJAX'): extensions.append('sphinx.ext.imgmath') imgmath_image_format = 'svg' mathjax_path = '' else: extensions.append('sphinx.ext.mathjax') mathjax_path = 'https://cdn.jsdelivr.net/npm/mathjax@3/es5/' 'tex-chtml.js' autodoc_default_options = {'members': True, 'inherited-members': True} # Add any paths that contain templates here, relative to this directory. templates_path = ['templates'] # generate autosummary even if no references autosummary_generate = True # The suffix of source filenames. source_suffix = '.rst' # The master toctree document. master_doc = 'contents' # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. # # This is also used if you do content translation via gettext catalogs. # Usually you set "language" from the command line for these cases. language = "en" # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. # This pattern also affects html_static_path and html_extra_path . exclude_patterns = ['_build', 'templates', 'includes', 'themes'] default_role = 'literal' # The name of the Pygments (syntax highlighting) style to use. pygments_style = 'sphinx' # -- 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 = 'pydata_sphinx_theme' html_theme_options = { "github_url": "https://github.com/holgern/scikit-optimize", "footer_start": ["copyright", "sphinx-version"], "footer_end": ["theme-version"], "pygment_light_style": "a11y-high-contrast-light", "pygment_dark_style": "a11y-high-contrast-dark", #'google_analytics': False, #'mathjax_path': mathjax_path } # Contexts to extract GitHub links for edit buttons and theme switcher html_context = { "github_url": "https://github.com", # or your GitHub Enterprise site "github_user": "holgern", "github_repo": "scikit-optimize", "github_version": "main", "doc_path": "doc", "default_mode": "light", } html_short_title = 'scikit-optimize' # The name of an image file (relative to this directory) to place at the top # of the sidebar. html_logo = 'image/logo.png' html_favicon = 'image/favicon.ico' # Additional templates that should be rendered to pages, maps page names to # template names. html_additional_pages = { 'index': 'index.html', 'documentation': 'documentation.html', } # redirects to index # If false, no module index is generated. html_domain_indices = False # If false, no index is generated. html_use_index = False # 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'] # Custom sidebar templates, must be a dictionary that maps document names # to template names. # # The default sidebars (for documents that don't match any pattern) are # defined by theme itself. Builtin themes are using these templates by # default: ``['localtoc.html', 'relations.html', 'sourcelink.html', # 'searchbox.html']``. # # html_sidebars = {} # Add any paths that contain custom themes here, relative to this directory. html_theme_path = ['themes'] # -- Options for HTMLHelp output --------------------------------------------- # Output file base name for HTML help builder. htmlhelp_basename = 'scikit-optimizedoc' html_copy_source = True # -- 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': '', # Latex figure (float) alignment # # 'figure_align': 'htbp', 'preamble': r""" \usepackage{amsmath}\usepackage{amsfonts}\usepackage{bm} \usepackage{morefloats}\usepackage{enumitem} \setlistdepth{10} """ } # Grouping the document tree into LaTeX files. List of tuples # (source start file, target name, title, # author, documentclass [howto, manual, or own class]). latex_documents = [ ( master_doc, 'scikit-optimize.tex', 'scikit-optimize Documentation', 'The scikit-optimize Contributors.', 'manual', ), ] # If false, no module index is generated. latex_domain_indices = False trim_doctests_flags = True # -- Options for manual page output ------------------------------------------ # One entry per manual page. List of tuples # (source start file, name, description, authors, manual section). man_pages = [ (master_doc, 'scikit-optimize', 'scikit-optimize Documentation', [author], 1) ] # -- 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 = [ ( master_doc, 'scikit-optimize', 'scikit-optimize Documentation', author, 'scikit-optimize', 'One line description of project.', 'Miscellaneous', ), ] # intersphinx configuration intersphinx_mapping = { 'python': (f'https://docs.python.org/{sys.version_info.major}', None), 'numpy': ('https://docs.scipy.org/doc/numpy/', None), 'scipy': ('https://docs.scipy.org/doc/scipy/reference', None), 'matplotlib': ('https://matplotlib.org/', None), 'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None), 'joblib': ('https://joblib.readthedocs.io/en/latest/', None), 'sklearn': ('https://scikit-learn.org/stable/', None), } binder_branch = 'master' class SubSectionTitleOrder: """Sort example gallery by title of subsection. Assumes README.txt exists for all subsections and uses the subsection with dashes, '---', as the adornment. """ def __init__(self, src_dir): self.src_dir = src_dir self.regex = re.compile(r"^([\w ]+)\n-", re.MULTILINE) def __repr__(self): return "<%s>" % (self.__class__.__name__,) def __call__(self, directory): src_path = os.path.normpath(os.path.join(self.src_dir, directory)) # Forces Release Highlights to the top if os.path.basename(src_path) == "release_highlights": return "0" readme = os.path.join(src_path, "README.txt") try: with open(readme, "r") as f: content = f.read() except FileNotFoundError: return directory title_match = self.regex.search(content) if title_match is not None: return title_match.group(1) return directory class SKExampleTitleSortKey(ExampleTitleSortKey): """Sorts release highlights based on version number.""" def __call__(self, filename): title = super().__call__(filename) prefix = "plot_release_highlights_" # Use title to sort if not a release highlight if not str(filename).startswith(prefix): return title major_minor = filename[len(prefix) :].split("_")[:2] version_float = float(".".join(major_minor)) # negate to place the newest version highlights first return -version_float sphinx_gallery_conf = { 'doc_module': 'skopt', 'backreferences_dir': os.path.join('modules', 'generated'), 'show_memory': False, 'reference_url': {'skopt': None}, 'examples_dirs': ['../examples'], 'gallery_dirs': ['auto_examples'], 'default_thumb_file': 'image/logo.png', 'subsection_order': SubSectionTitleOrder('../examples'), "within_subsection_order": SKExampleTitleSortKey, 'filename_pattern': '', 'ignore_pattern': 'utils.py', 'binder': { 'org': 'holgern', 'repo': 'scikit-optimize', 'binderhub_url': 'https://mybinder.org', 'branch': binder_branch, 'dependencies': './binder/requirements.txt', 'use_jupyter_lab': True, }, # avoid generating too many cross links 'inspect_global_variables': False, } # The following dictionary contains the information used to create the # thumbnails for the front page of the scikit-learn home page. # key: first image in set # values: (number of plot in set, height of thumbnail) carousel_thumbs = { 'sphx_glr_sklearn-gridsearchcv-replacement_001.png': 600, 'sphx_glr_plot_ask-and-tell_002.png': 600, 'sphx_glr_bayesian-optimization_004.png': 600, 'sphx_glr_strategy-comparison_002.png': 600, 'sphx_glr_visualizing-results_008.png': 600, } # enable experimental module so that experimental estimators can be # discovered properly by sphinx def make_carousel_thumbs(app, exception): """Produces the final resized carousel images.""" if exception is not None: return print('Preparing carousel images') image_dir = os.path.join(app.builder.outdir, '_images') for glr_plot, max_width in carousel_thumbs.items(): image = os.path.join(image_dir, glr_plot) if os.path.exists(image): c_thumb = os.path.join(image_dir, glr_plot[:-4] + '_carousel.png') sphinx_gallery.gen_rst.scale_image(image, c_thumb, max_width, 190) def filter_search_index(app, exception): if exception is not None: return # searchindex only exist when generating html if app.builder.name != 'html': return print('Removing methods from search index') searchindex_path = os.path.join(app.builder.outdir, 'searchindex.js') with open(searchindex_path) as f: searchindex_text = f.read() searchindex_text = re.sub(r'{__init__.+?}', '{}', searchindex_text) searchindex_text = re.sub(r'{__call__.+?}', '{}', searchindex_text) with open(searchindex_path, 'w') as f: f.write(searchindex_text) # Config for sphinx_issues # we use the issues path for PRs since the issues URL will forward issues_github_path = 'holgern/scikit-optimize' def setup(app): # to hide/show the prompt in code examples: app.connect('build-finished', make_carousel_thumbs) app.connect('build-finished', filter_search_index) # The following is used by sphinx.ext.linkcode to provide links to github linkcode_resolve = make_linkcode_resolve( 'skopt', 'https://github.com/holgern/' 'scikit-optimize/blob/{revision}/' '{package}/{path}#L{lineno}', ) warnings.filterwarnings( "ignore", category=UserWarning, message='Matplotlib is currently using agg, which is a' ' non-GUI backend, so cannot show the figure.', ) # Reduces the output of estimators # sklearn.set_config(print_changed_only=True) # -- Extension configuration ------------------------------------------------- link_github = True linkcheck_ignore = [ r'(../)?auto_examples/', ] scikit-optimize-0.10.2/doc/conftest.py000066400000000000000000000001001462762077000176640ustar00rootroot00000000000000def pytest_runtest_setup(item): fname = item.fspath.strpath scikit-optimize-0.10.2/doc/contents.rst000066400000000000000000000005611462762077000200670ustar00rootroot00000000000000.. include:: includes/big_toc_css.rst .. include:: tune_toc.rst .. Places global toc into the sidebar :globalsidebartoc: True ================= Table Of Contents ================= .. Define an order for the Table of Contents: .. toctree:: :maxdepth: 2 preface getting_started user_guide auto_examples/index modules/classes development scikit-optimize-0.10.2/doc/development.rst000066400000000000000000000037071462762077000205610ustar00rootroot00000000000000=========== Development =========== The library is still experimental and under development. Checkout the `next milestone `__ for the plans for the next release or look at some `easy issues `__ to get started contributing. The development version from `github `__ can be installed through: .. code-block:: bash git clone https://github.com/holgern/scikit-optimize.git cd scikit-optimize pip install -e . Run all tests by executing ``pytest`` in the top level directory. To only run the subset of tests with short run time, you can use ``pytest -m 'fast_test'`` (``pytest -m 'slow_test'`` is also possible). To exclude all slow running tests try ``pytest -m 'not slow_test'``. This is implemented using pytest `attributes `__. If a tests runs longer than 1 second, it is marked as slow, else as fast. All contributors are welcome! Making a Release ~~~~~~~~~~~~~~~~ The release procedure is almost completely automated. By tagging a new release travis will build all required packages and push them to PyPI. To make a release create a new issue and work through the following checklist: * update the version tag in ``__init__.py`` * update the version tag mentioned in the README * check if the dependencies in ``setup.py`` are valid or need unpinning * check that the ``CHANGELOG.md`` is up to date * did the last build of master succeed? * create a `new release `__ * ping `conda-forge `__ Before making a release we usually create a release candidate. If the next release is v0.X then the release candidate should be tagged v0.Xrc1 in ``__init__.py``. Mark a release candidate as a "pre-release" on GitHub when you tag it. scikit-optimize-0.10.2/doc/doc2html.bat000066400000000000000000000000471462762077000177030ustar00rootroot00000000000000sphinx-build -b html -a -E . build\htmlscikit-optimize-0.10.2/doc/getting_started.rst000066400000000000000000000035151462762077000214230ustar00rootroot00000000000000 =============== Getting started =============== .. currentmodule:: skopt Scikit-Optimize, or ``skopt``, is a simple and efficient library to minimize (very) expensive and noisy black-box functions. It implements several methods for sequential model-based optimization. ``skopt`` aims to be accessible and easy to use in many contexts. The library is built on top of NumPy, SciPy and Scikit-Learn. We do not perform gradient-based optimization. For gradient-based optimization algorithms look at ``scipy.optimize`` `here `_. .. figure:: https://raw.githubusercontent.com/holgern/scikit-optimize/main/media/bo-objective.png :alt: Approximated objective Approximated objective function after 50 iterations of :class:`gp_minimize`. Plot made using :class:`plots.plot_objective`. Finding a minimum ================= Find the minimum of the noisy function ``f(x)`` over the range ``-2 < x < 2`` with :class:`skopt`:: >>> import numpy as np >>> from skopt import gp_minimize >>> np.random.seed(123) >>> def f(x): ... return (np.sin(5 * x[0]) * (1 - np.tanh(x[0] ** 2)) * ... np.random.randn() * 0.1) >>> >>> res = gp_minimize(f, [(-2.0, 2.0)], n_calls=20) >>> print("x*=%.2f f(x*)=%.2f" % (res.x[0], res.fun)) x*=0.85 f(x*)=-0.06 For more control over the optimization loop you can use the :class:`skopt.Optimizer` class:: >>> from skopt import Optimizer >>> opt = Optimizer([(-2.0, 2.0)]) >>> >>> for i in range(20): ... suggested = opt.ask() ... y = f(suggested) ... res = opt.tell(suggested, y) >>> print("x*=%.2f f(x*)=%.2f" % (res.x[0], res.fun)) x*=0.27 f(x*)=-0.15 For more read our :ref:`sphx_glr_auto_examples_bayesian-optimization.py` and the other `examples `_. scikit-optimize-0.10.2/doc/image/000077500000000000000000000000001462762077000165605ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/image/bo-objective.png000066400000000000000000001652141462762077000216470ustar00rootroot00000000000000‰PNG  IHDRhQńšK,sBIT|d pHYs  ŇÝ~ü IDATxśěÝyxśe˝˙ń÷w&{Ҧ{K÷}MwÚB %¬˛ČŞ"""˘ îžMA=‡V9ţDÎŃăqQe,Ę޲tß[şoéš´Mš4Ëýűă™B™™L&ĎĚ3É|^ו+™í~ľI—ůä^Í9‡dŽPĐČű) ‰d4‘ Ł€&"""’aĐDDDD2ŚšH†Q@Ë fö]3[ffKĚě3ëtMńŮ…f¶ÖĚÖ›Ů7®'Qf–of‹"?çfv{Đ5%ĘĚJÍěa3[cf«ĚlFĐ5%ÂĚľůYŻ0łŻ]ŹH¦3í–9̬Ä9w4ňőW€±Îą/\VTfÖ绀·€kśsk-,AfVäś«1ł0đđUçÜ›A×Ő3űđ’sî>3ËŠśs‡.+.3<L€§[śs›-LD$©-śgĹ@SPµ$`:°Á9·Ő9Wü¸<ŕšćś«‰|™ä˙›Š™uÎtÎÝŕśkČôp1Xäś«sÎ5/W\“HFS@Ë0fv‡™m®ţ#čzâčlov{GäľvÁĚBf¶Ř<çś{+čš0Řof÷™Ůb3űŤ™]TVgšYW3+.\“HFS@K33{ÎĚ–7űXů|)€sî;ÎąŔŔW‚­¶ărÎ59ç&ýf66čšL~Է[RË"ĂŢwĎó€%@c E‰d¸ś  Č6Îąó|ęźđŢĚ椮š6Ů lv»äľvĹ9wŘĚ^.V]O vŰťsoGn?´‹Ĺ‘aŮűĚě?yď«śD=hÄ̆7»y°&¨Zđ0ÜĚ™Yp đ·€kJ™ő0łŇČ×…Ŕů@Ć/npÎUŰÍldä®sÉüP €™őŚ|\‰÷ Ä ´ĚňČ›o°¸%ŕzbrÎ5šŮ—gń‚ţ=ÎąL”ÍťÜY‰ţâś›pM‰ú*đ€™ĺ›€Ď\O˘5łn@=đĹv˛¸AD$0ÚfCDDD$ĂhSDDD$Ă( ‰d4‘ Ł€&"""’a:Ü*N3ÓŞ‘Ę9gA× "’˛Í9×~>nżý˙ľľ˝Ů×íéCu«îtÔ."’M:d@kWćÎ şÉ0 h""""F-”——]BRTwzµ×şˇ}×."’Nî$3síę{2öTŻH@Ě §E"’%Ô&"""’aĐ‚vűíAW """FCś"Ň.hSD˛‰zĐDDDD2ŚšH†Q@É0 h""""F-hsć]d­â š6ŞIVqŠH6QšH†Q@É0 h""""FMDDD$Ă( MgqŠČI´ŠSDÚ­â‘l˘4‘ Ł€&"""’aĐDDDD2ŚZ3‡A}}ĐUH¶S@kć aѢ4_TgqŠČIĐš9í4xăŤ4_tîÜ4_PDDD2ťZ3§ź@@9‰Z3'š¶Q‘ ) 53p ÁÖ­AW""""ŮL­3 sŠHđĐN’ö€¦ł8EDDä$:‹ó$Ż˝_˙:Ľő–ŹE‰H›é,NÉ& h'©­…îÝa˙~(,ô±0i4É&â‘ŚŁEqĚwÝłgűŇ\tsćh%§Hbť$`f'ťsă#·/ţíś;Đěy' ĚŔÚ|-‘ Ą!Î8Ň2Ě©p&’43űđ:0Ň̶™Ůg€ź%Ŕsf¶ŘĚ~ŕś[ <¬Ć›—öE…3ÉTęA‹ă/„Ç÷Ą9iťĹ)"ŮD=hq¤uĂZ‘´8 €śŘĽ9čJDDD$›( Ĺˇ kEDD$ h-Hy@Ó"9‰ ´ŕő×á+_wŢń­É÷ÓYś" Ń"É& h-¨­…îÝaď^(.ö­Ů÷( ‰$DMD˛‰†8[PPcĆŔ˛eAW""""ŮB-'* ‰Hú( %@MDDDŇI-) h·ßž˘†EDD¤˝Ň":ämZ{ř0„iEˇE"’M7е«·’óÝw®DDDD˛Z‚4MDDDŇE-A h"""’. h R@‘tQ@KPĘšÎâ‘“hg‚šš ´¶mó řFG=‰$D«8E$›¨-Aˇ”•ÁňĺAW""""ťZ+hš¤Z+( ‰H:( µ‚š¤Z+Ś«WCCŹŤę,N9‰Vq¶Ňđáđ·żÁر)»„DˇUś"’MÔÖJć‘TS@k%4I5´VR@‘TS@k%4I5´V4jj`ß>źÔYś"""r´V2 |ěE›;ק†DDD¤ŁP@K‚†9EDD$•Đ’ €&"""©¤€–4‘ěafĚěĽČ×…fÖ)čšD¤ăS@KBY¬_ÇŹ]‰Hv3ł{̬ÂĚ–7»Ż«™=kfëĚěfVÚě±ŰĚl™­1ł h˙&ŕŕב»úŹűý}śL- ……0x0¬YăCc:‹S¤-î>tŇ}·óťsŁ€€ŰĚl,p50¸ř…™µttÔ—€YŔaçÜ —oŐ‹Ä €–$߆9µÍ†HŇśsŻ‡NşűrŕţČ×÷WDľľ řłs®Á9·ŘLoáuÎą˙ë+7ł c`,"I-Iš‡&’±z9ç*śs{xŻÇ«°˝ŮóvFî‹ç%3űPhfçOú\ŻČ( %IM¤ÝhKŹ×­Ŕ>`đy`đ?Š‰''čRaNłaĂňňrĘËË}żĆ‰€ćś·y­řkÁ‚,X° ™—VYoç\…™őöFîß höĽţ‘űâ)îuÎÝ `fáČ}5É&"’(s®cM§03—ŽďÉ9čŮ–/‡ľ}S~9‘¬gf8ç>đë™ žtÎŤŹÜľ8čś»ÓĚľ tuÎÝY$đ0ohó9`DĽ˙0Ěl!pžsîhäv đ¬sn¦żßťČűi3IfŢv«Vµ±!-Iš™ý xifŰĚě3Ŕ€óÍlpnä6ÎąŐŔCŔjĽˇĘ/&đŰ\Á‰piă(Pä˙w""ň~ęAk/} FŚ€Ż˝ ŤyÝq"W¬´_ó5ŕ+ιőŰSź9çNOg"’}:ä´t7–, ş IˇŻ›Ů.Ŕ€>ŔÇ-ID˛Z”•Áţt"’*Îą·Ěl40*r×:ç\}5‰HvĐg8C‡BeeVrjS$!A qF®;Lł_hťsżOw"’]ÔÖÝ»{Ç>íŘ´ü|i_ĚěŔ0`)ĐąŰ h"’R hmTV+W¶! é,N‘Lv*06mÝň""ÚfŁŤĆŤkăVÚfC$“­Ä[ "’VęAkŁqăŕŤ7‚®BDR¤°ÚĚŢęNÜéś»,¸’D$( µQYÜ}wĐUHŠĚ şÉNZĹŮF••Đż?> ! 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File to ..include in a document with a very big table of content, to give it 'style' .. raw:: html scikit-optimize-0.10.2/doc/install.rst000066400000000000000000000016341462762077000177020ustar00rootroot00000000000000.. _installation-instructions: ============ Installation ============ scikit-optimize requires: * Python >= 3.6 * NumPy (>= 1.13.3) * SciPy (>= 0.19.1) * joblib (>= 0.11) * scikit-learn >= 1.0.0 * matplotlib >= 2.0.0 The newest release can be installed via pip: .. code-block:: bash $ pip install scikit-optimize or via conda: .. code-block:: bash $ conda install -c conda-forge scikit-optimize The newest development version of scikit-optimize can be installed by: .. code-block:: bash $ pip install git+https://github.com/holgern/scikit-optimize.git Development version ~~~~~~~~~~~~~~~~~~~ The library is still experimental and under heavy development. The development version can be installed through: .. code-block:: bash git clone https://github.com/holgern/scikit-optimize.git cd scikit-optimize pip install -e . Run the tests by executing `pytest` in the top level directory. scikit-optimize-0.10.2/doc/make.bat000066400000000000000000000063541462762077000171130ustar00rootroot00000000000000@ECHO OFF REM Command file for Sphinx documentation set SPHINXBUILD=sphinx-build set BUILDDIR=_build set ALLSPHINXOPTS=-d %BUILDDIR%/doctrees %SPHINXOPTS% . if NOT "%PAPER%" == "" ( set ALLSPHINXOPTS=-D latex_paper_size=%PAPER% %ALLSPHINXOPTS% ) if "%1" == "" goto help if "%1" == "help" ( :help echo.Please use `make ^` where ^ is one of echo. html to make standalone HTML files echo. dirhtml to make HTML files named index.html in directories echo. pickle to make pickle files echo. json to make JSON files echo. htmlhelp to make HTML files and a HTML help project echo. qthelp to make HTML files and a qthelp project echo. latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter echo. changes to make an overview over all changed/added/deprecated items echo. linkcheck to check all external links for integrity echo. doctest to run all doctests embedded in the documentation if enabled echo. html-noplot to make HTML files using Windows goto end ) if "%1" == "clean" ( for /d %%i in (%BUILDDIR%\*) do rmdir /q /s %%i del /q /s %BUILDDIR%\* goto end ) if "%1" == "html" ( %SPHINXBUILD% -b html %ALLSPHINXOPTS% %BUILDDIR%/html echo. echo.Build finished. The HTML pages are in %BUILDDIR%/html. goto end ) if "%1" == "html-noplot" ( %SPHINXBUILD% -D plot_gallery=0 -b html %ALLSPHINXOPTS% %BUILDDIR%/html echo. echo.Build finished. The HTML pages are in %BUILDDIR%/html ) if "%1" == "dirhtml" ( %SPHINXBUILD% -b dirhtml %ALLSPHINXOPTS% %BUILDDIR%/dirhtml echo. echo.Build finished. The HTML pages are in %BUILDDIR%/dirhtml. goto end ) if "%1" == "pickle" ( %SPHINXBUILD% -b pickle %ALLSPHINXOPTS% %BUILDDIR%/pickle echo. echo.Build finished; now you can process the pickle files. goto end ) if "%1" == "json" ( %SPHINXBUILD% -b json %ALLSPHINXOPTS% %BUILDDIR%/json echo. echo.Build finished; now you can process the JSON files. goto end ) if "%1" == "htmlhelp" ( %SPHINXBUILD% -b htmlhelp %ALLSPHINXOPTS% %BUILDDIR%/htmlhelp echo. echo.Build finished; now you can run HTML Help Workshop with the ^ .hhp project file in %BUILDDIR%/htmlhelp. goto end ) if "%1" == "qthelp" ( %SPHINXBUILD% -b qthelp %ALLSPHINXOPTS% %BUILDDIR%/qthelp echo. echo.Build finished; now you can run "qcollectiongenerator" with the ^ .qhcp project file in %BUILDDIR%/qthelp, like this: echo.^> qcollectiongenerator %BUILDDIR%\qthelp\scikit-learn.qhcp echo.To view the help file: echo.^> assistant -collectionFile %BUILDDIR%\qthelp\scikit-learn.ghc goto end ) if "%1" == "latex" ( %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex echo. echo.Build finished; the LaTeX files are in %BUILDDIR%/latex. goto end ) if "%1" == "changes" ( %SPHINXBUILD% -b changes %ALLSPHINXOPTS% %BUILDDIR%/changes echo. echo.The overview file is in %BUILDDIR%/changes. goto end ) if "%1" == "linkcheck" ( %SPHINXBUILD% -b linkcheck %ALLSPHINXOPTS% %BUILDDIR%/linkcheck 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 echo. echo.Testing of doctests in the sources finished, look at the ^ results in %BUILDDIR%/doctest/output.txt. goto end ) :end scikit-optimize-0.10.2/doc/modules/000077500000000000000000000000001462762077000171465ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/modules/acquisition.rst000066400000000000000000000031651462762077000222350ustar00rootroot00000000000000.. currentmodule:: skopt.acquisition .. _acquisition: Acquisition =========== Function to minimize over the posterior distribution. :class:`gaussian_lcb` --------------------- Use the lower confidence bound to estimate the acquisition values. The trade-off between exploitation and exploration is left to be controlled by the user through the parameter ``kappa``. :class:`gaussian_pi` -------------------- Use the probability of improvement to calculate the acquisition values. The conditional probability `P(y=f(x) | x)` form a gaussian with a certain mean and standard deviation approximated by the model. The PI condition is derived by computing ``E[u(f(x))]`` where ``u(f(x)) = 1``, if ``f(x) < y_opt`` and ``u(f(x)) = 0``, if ``f(x) > y_opt``. This means that the PI condition does not care about how "better" the predictions are than the previous values, since it gives an equal reward to all of them. Note that the value returned by this function should be maximized to obtain the ``X`` with maximum improvement. :class:`gaussian_ei` -------------------- Use the expected improvement to calculate the acquisition values. The conditional probability `P(y=f(x) | x)` form a gaussian with a certain mean and standard deviation approximated by the model. The EI condition is derived by computing ``E[u(f(x))]`` where ``u(f(x)) = 0``, if ``f(x) > y_opt`` and ``u(f(x)) = y_opt - f(x)``, if ``f(x) < y_opt``. This solves one of the issues of the PI condition by giving a reward proportional to the amount of improvement got. Note that the value returned by this function should be maximized to obtain the ``X`` with maximum improvement. scikit-optimize-0.10.2/doc/modules/bayessearchcv.rst000066400000000000000000000015401462762077000225220ustar00rootroot00000000000000.. currentmodule:: skopt .. _bayessearchcv: BayesSearchCV, a GridSearchCV compatible estimator ================================================== Use ``BayesSearchCV`` as a replacement for scikit-learn's GridSearchCV. BayesSearchCV implements a "fit" and a "score" method. It also implements "predict", "predict_proba", "decision_function", "transform" and "inverse_transform" if they are implemented in the estimator used. The parameters of the estimator used to apply these methods are optimized by cross-validated search over parameter settings. In contrast to GridSearchCV, not all parameter values are tried out, but rather a fixed number of parameter settings is sampled from the specified distributions. The number of parameter settings that are tried is given by n_iter. Parameters are presented as a list of :class:`skopt.space.Dimension` objects. scikit-optimize-0.10.2/doc/modules/callbacks.rst000066400000000000000000000012421462762077000216160ustar00rootroot00000000000000.. currentmodule:: skopt.callbacks .. _callbacks: Callbacks ========= Monitor and influence the optimization procedure via callbacks. Callbacks are callables which are invoked after each iteration of the optimizer and are passed the results "so far". Callbacks can monitor progress, or stop the optimization early by returning `True`. Monitoring callbacks -------------------- * :class:`VerboseCallback` * :class:`TimerCallback` Early stopping callbacks ------------------------ * :class:`DeltaXStopper` * :class:`DeadlineStopper` * :class:`DeltaXStopper` * :class:`DeltaYStopper` * :class:`EarlyStopper` Other callbacks --------------- * :class:`CheckpointSaver` scikit-optimize-0.10.2/doc/modules/classes.rst000066400000000000000000000142031462762077000213350ustar00rootroot00000000000000.. _api_ref: ============= API Reference ============= Scikit-Optimize, or skopt, is a simple and efficient library to minimize (very) expensive and noisy black-box functions. It implements several methods for sequential model-based optimization. skopt is reusable in many contexts and accessible. :mod:`skopt`: module ==================== Base classes ------------ .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: class.rst BayesSearchCV Optimizer Space Functions --------- .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: function.rst dummy_minimize dump expected_minimum expected_minimum_random_sampling forest_minimize gbrt_minimize gp_minimize load .. _acquisition_ref: :mod:`skopt.acquisition`: Acquisition ===================================== .. automodule:: skopt.acquisition :no-members: :no-inherited-members: **User guide:** See the :ref:`acquisition` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: function.rst acquisition.gaussian_acquisition_1D acquisition.gaussian_ei acquisition.gaussian_lcb acquisition.gaussian_pi .. _benchmarks_ref: :mod:`skopt.benchmarks`: A collection of benchmark problems. ============================================================ .. automodule:: skopt.benchmarks :no-members: :no-inherited-members: **User guide:** See the :ref:`benchmarks` section for further details. .. currentmodule:: skopt Functions --------- .. autosummary:: :toctree: generated/ :template: function.rst benchmarks.bench1 benchmarks.bench1_with_time benchmarks.bench2 benchmarks.bench3 benchmarks.bench4 benchmarks.bench5 benchmarks.branin benchmarks.hart6 .. _callbacks_ref: :mod:`skopt.callbacks`: Callbacks ================================= .. automodule:: skopt.callbacks :no-members: :no-inherited-members: **User guide:** See the :ref:`callbacks` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated :template: class.rst callbacks.CheckpointSaver callbacks.DeadlineStopper callbacks.DeltaXStopper callbacks.DeltaYStopper callbacks.EarlyStopper callbacks.TimerCallback callbacks.VerboseCallback .. _learning_ref: :mod:`skopt.learning`: Machine learning extensions for model-based optimization. ================================================================================ .. automodule:: skopt.learning :no-members: :no-inherited-members: **User guide:** See the :ref:`learning` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: class.rst learning.ExtraTreesRegressor learning.GaussianProcessRegressor learning.GradientBoostingQuantileRegressor learning.RandomForestRegressor .. _optimizer_ref: :mod:`skopt.optimizer`: Optimizer ================================= .. automodule:: skopt.optimizer :no-members: :no-inherited-members: **User guide:** See the :ref:`optimizer` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: class.rst optimizer.Optimizer .. autosummary:: :toctree: generated/ :template: function.rst optimizer.base_minimize optimizer.dummy_minimize optimizer.forest_minimize optimizer.gbrt_minimize optimizer.gp_minimize .. _plots_ref: :mod:`skopt.plots`: Plotting functions. ======================================= .. automodule:: skopt.plots :no-members: :no-inherited-members: **User guide:** See the :ref:`plots` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: function.rst plots.partial_dependence plots.partial_dependence_1D plots.partial_dependence_2D plots.plot_convergence plots.plot_evaluations plots.plot_gaussian_process plots.plot_objective plots.plot_objective_2D plots.plot_histogram plots.plot_regret .. _utils_ref: :mod:`skopt.utils`: Utils functions. ==================================== .. automodule:: skopt.utils :no-members: :no-inherited-members: **User guide:** See the :ref:`utils` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: function.rst utils.cook_estimator utils.cook_initial_point_generator utils.dimensions_aslist utils.expected_minimum utils.expected_minimum_random_sampling utils.dump utils.load utils.point_asdict utils.point_aslist utils.use_named_args .. _sampler_ref: :mod:`skopt.sampler`: Samplers ============================== .. automodule:: skopt.sampler :no-members: :no-inherited-members: **User guide:** See the :ref:`sampler` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: class.rst sampler.Lhs sampler.Sobol sampler.Halton sampler.Hammersly .. _space_ref: :mod:`skopt.space.space`: Space =============================== .. automodule:: skopt.space.space :no-members: :no-inherited-members: **User guide:** See the :ref:`space` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: class.rst space.space.Categorical space.space.Dimension space.space.Integer space.space.Real space.space.Space .. autosummary:: :toctree: generated/ :template: function.rst space.space.check_dimension .. _transformers_ref: :mod:`skopt.space.transformers`: transformers ============================================= .. automodule:: skopt.space.transformers :no-members: :no-inherited-members: **User guide:** See the :ref:`transformers` section for further details. .. currentmodule:: skopt .. autosummary:: :toctree: generated/ :template: class.rst space.transformers.CategoricalEncoder space.transformers.Identity space.transformers.LogN space.transformers.Normalize space.transformers.Pipeline space.transformers.Transformer space.transformers.LabelEncoder space.transformers.StringEncoder scikit-optimize-0.10.2/doc/modules/minimize_functions.rst000066400000000000000000000035621462762077000236170ustar00rootroot00000000000000.. currentmodule:: skopt .. _minimize-functions: ``skopt``'s top level minimization functions ============================================ These are easy to get started with. They mirror the ``scipy.optimize`` API and provide a high level interface to various pre-configured optimizers. :class:`dummy_minimize` ----------------------- Random search by uniform sampling within the given bounds. :class:`forest_minimize` ------------------------ Sequential optimisation using decision trees. A tree based regression model is used to model the expensive to evaluate function `func`. The model is improved by sequentially evaluating the expensive function at the next best point. Thereby finding the minimum of `func` with as few evaluations as possible. :class:`gbrt_minimize` ---------------------- Sequential optimization using gradient boosted trees. Gradient boosted regression trees are used to model the (very) expensive to evaluate function `func`. The model is improved by sequentially evaluating the expensive function at the next best point. Thereby finding the minimum of `func` with as few evaluations as possible. :class:`gp_minimize` -------------------- Bayesian optimization using Gaussian Processes. If every function evaluation is expensive, for instance when the parameters are the hyperparameters of a neural network and the function evaluation is the mean cross-validation score across ten folds, optimizing the hyperparameters by standard optimization routines would take for ever! The idea is to approximate the function using a Gaussian process. In other words the function values are assumed to follow a multivariate gaussian. The covariance of the function values are given by a GP kernel between the parameters. Then a smart choice to choose the next parameter to evaluate can be made by the acquisition function over the Gaussian prior which is much quicker to evaluate. scikit-optimize-0.10.2/doc/modules/optimizer.rst000066400000000000000000000005161462762077000217240ustar00rootroot00000000000000.. currentmodule:: skopt.optimizer .. _optimizer: Optimizer, an ask-and-tell interface ==================================== Use the ``Optimizer`` class directly when you want to control the optimization loop. We refer to this as the ask-and-tell interface. This class is used internally to implement the :ref:`minimize-functions`. scikit-optimize-0.10.2/doc/modules/plots.rst000066400000000000000000000020551462762077000210430ustar00rootroot00000000000000 .. _plots: ============== Plotting tools ============== .. currentmodule:: skopt.plots Plotting functions can be used to visualize the optimization process. plot_convergence ================ :class:`plot_convergence` plots one or several convergence traces. .. figure:: ../auto_examples/images/sphx_glr_hyperparameter-optimization_001.png :target: ../auto_examples/hyperparameter-optimization.html :align: center plot_evaluations ================ :class:`plot_evaluations` visualize the order in which points where sampled. .. figure:: ../auto_examples/plots/images/sphx_glr_visualizing-results_002.png :target: ../auto_examples/plots/visualizing-results.html :align: center plot_objective ============== :class:`plot_objective` creates pairwise dependence plot of the objective function. .. figure:: ../auto_examples/plots/images/sphx_glr_partial-dependence-plot_001.png :target: ../auto_examples/plots/partial-dependence-plot.html :align: center plot_regret =========== :class:`plot_regret` plot one or several cumulative regret traces. scikit-optimize-0.10.2/doc/modules/space.rst000066400000000000000000000007031462762077000207730ustar00rootroot00000000000000.. currentmodule:: skopt.space.space .. _space: Space ===== :class:`Space` define the optimization space which contains one or multiple dimensions of the following type: :class:`Real` ------------- Search space dimension that can take on any real value. :class:`Integer` ---------------- Search space dimension that can take on integer values. :class:`Categorical` -------------------- Search space dimension that can take on categorical values. scikit-optimize-0.10.2/doc/modules/utils.rst000066400000000000000000000023011462762077000210340ustar00rootroot00000000000000.. currentmodule:: skopt.utils .. _utils: Utility functions ================= This is a list of public utility functions. Other functions in this module are meant for internal use. :func:`use_named_args` ---------------------- This utility function allows it to use objective functions with named arguments:: >>> # Define the search-space dimensions. They must all have names! >>> from skopt.space import Real >>> from skopt.utils import use_named_args >>> dim1 = Real(name='foo', low=0.0, high=1.0) >>> dim2 = Real(name='bar', low=0.0, high=1.0) >>> dim3 = Real(name='baz', low=0.0, high=1.0) >>> >>> # Gather the search-space dimensions in a list. >>> dimensions = [dim1, dim2, dim3] >>> >>> # Define the objective function with named arguments >>> # and use this function-decorator to specify the >>> # search-space dimensions. >>> @use_named_args(dimensions=dimensions) ... def my_objective_function(foo, bar, baz): ... return foo ** 2 + bar ** 4 + baz ** 8 :func:`dump` ------------ Store an skopt optimization result into a file. :func:`load` ------------ Reconstruct a skopt optimization result from a file persisted with :func:`dump`. scikit-optimize-0.10.2/doc/preface.rst000066400000000000000000000006711462762077000176410ustar00rootroot00000000000000.. This helps define the TOC ordering for "about us" sections. Particularly useful for PDF output as this section is not linked from elsewhere. .. Places global toc into the sidebar :globalsidebartoc: True .. _preface_menu: .. include:: includes/big_toc_css.rst .. include:: tune_toc.rst ========================== Welcome to scikit-optimize ========================== | .. toctree:: :maxdepth: 2 install whats_new | scikit-optimize-0.10.2/doc/requirements.txt000066400000000000000000000001451462762077000207620ustar00rootroot00000000000000ipykernel numpy matplotlib pandas ipywidgets sphinx sphinx-gallery>=0.6 numpydoc pydata-sphinx-theme scikit-optimize-0.10.2/doc/sg_execution_times.rst000066400000000000000000000066521462762077000221360ustar00rootroot00000000000000 :orphan: .. _sphx_glr_sg_execution_times: Computation times ================= **11:49.608** total execution time for 17 files **from all galleries**: .. container:: .. raw:: html .. list-table:: :header-rows: 1 :class: table table-striped sg-datatable * - Example - Time - Mem (MB) * - :ref:`sphx_glr_auto_examples_strategy-comparison.py` (``..\examples\strategy-comparison.py``) - 03:07.876 - 0.0 * - :ref:`sphx_glr_auto_examples_hyperparameter-optimization.py` (``..\examples\hyperparameter-optimization.py``) - 02:21.302 - 0.0 * - :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py` (``..\examples\sklearn-gridsearchcv-replacement.py``) - 01:33.880 - 0.0 * - :ref:`sphx_glr_auto_examples_sampler_sampling_comparison.py` (``..\examples\sampler\sampling_comparison.py``) - 01:20.489 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_visualizing-results.py` (``..\examples\plots\visualizing-results.py``) - 01:18.777 - 0.0 * - :ref:`sphx_glr_auto_examples_exploration-vs-exploitation.py` (``..\examples\exploration-vs-exploitation.py``) - 00:46.614 - 0.0 * - :ref:`sphx_glr_auto_examples_parallel-optimization.py` (``..\examples\parallel-optimization.py``) - 00:17.513 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot.py` (``..\examples\plots\partial-dependence-plot.py``) - 00:14.903 - 0.0 * - :ref:`sphx_glr_auto_examples_optimizer-with-different-base-estimator.py` (``..\examples\optimizer-with-different-base-estimator.py``) - 00:13.506 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-with-categorical.py` (``..\examples\plots\partial-dependence-plot-with-categorical.py``) - 00:08.190 - 0.0 * - :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-2D.py` (``..\examples\plots\partial-dependence-plot-2D.py``) - 00:07.000 - 0.0 * - :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method.py` (``..\examples\sampler\initial-sampling-method.py``) - 00:05.517 - 0.0 * - :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method-integer.py` (``..\examples\sampler\initial-sampling-method-integer.py``) - 00:05.355 - 0.0 * - :ref:`sphx_glr_auto_examples_bayesian-optimization.py` (``..\examples\bayesian-optimization.py``) - 00:03.907 - 0.0 * - :ref:`sphx_glr_auto_examples_interruptible-optimization.py` (``..\examples\interruptible-optimization.py``) - 00:01.988 - 0.0 * - :ref:`sphx_glr_auto_examples_store-and-load-results.py` (``..\examples\store-and-load-results.py``) - 00:01.543 - 0.0 * - :ref:`sphx_glr_auto_examples_ask-and-tell.py` (``..\examples\ask-and-tell.py``) - 00:01.249 - 0.0 scikit-optimize-0.10.2/doc/sphinxext/000077500000000000000000000000001462762077000175305ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/sphinxext/MANIFEST.in000066400000000000000000000000531462762077000212640ustar00rootroot00000000000000recursive-include tests *.py include *.txt scikit-optimize-0.10.2/doc/sphinxext/custom_references_resolver.py000066400000000000000000000121561462762077000255430ustar00rootroot00000000000000"""Adapted from sphinx.transforms.post_transforms.ReferencesResolver.resolve_anyref. If 'py' is one of the domains and `py:class` is defined, the Python domain will be processed before the 'std' domain. License for Sphinx ================== Copyright (c) 2007-2019 by the Sphinx team (see AUTHORS file). All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. """ from contextlib import suppress from docutils import nodes from sphinx.transforms.post_transforms import ReferencesResolver class CustomReferencesResolver(ReferencesResolver): def resolve_anyref(self, refdoc, node, contnode): """Resolve reference generated by the "any" role.""" stddomain = self.env.get_domain('std') target = node['reftarget'] # process 'py' domain first for python classes if "py:class" in node: with suppress(KeyError): py_domain = self.env.domains['py'] py_ref = py_domain.resolve_any_xref( self.env, refdoc, self.app.builder, target, node, contnode ) if py_ref: return self.create_node(py_ref[0]) # resolve :term: term_ref = stddomain.resolve_xref( self.env, refdoc, self.app.builder, 'term', target, node, contnode ) if term_ref: # replace literal nodes with inline nodes if not isinstance(term_ref[0], nodes.inline): inline_node = nodes.inline( rawsource=term_ref[0].rawsource, classes=term_ref[0].get('classes') ) if term_ref[0]: inline_node.append(term_ref[0][0]) term_ref[0] = inline_node return self.create_node(("std:term", term_ref)) # next, do the standard domain std_ref = stddomain.resolve_any_xref( self.env, refdoc, self.app.builder, target, node, contnode ) if std_ref: return self.create_node(std_ref[0]) for domain in self.env.domains.values(): try: ref = domain.resolve_any_xref( self.env, refdoc, self.app.builder, target, node, contnode ) if ref: return self.create_node(ref[0]) except NotImplementedError: # the domain doesn't yet support the new interface # we have to manually collect possible references (SLOW) for role in domain.roles: res = domain.resolve_xref( self.env, refdoc, self.app.builder, role, target, node, contnode ) if res and isinstance(res[0], nodes.Element): result = (f'{domain.name}:{role}', res) return self.create_node(result) # no results considered to be contnode['classes'] = [] return contnode def create_node(self, result): res_role, newnode = result # Override "any" class with the actual role type to get the styling # approximately correct. res_domain = res_role.split(':')[0] if ( len(newnode) > 0 and isinstance(newnode[0], nodes.Element) and newnode[0].get('classes') ): newnode[0]['classes'].append(res_domain) newnode[0]['classes'].append(res_role.replace(':', '-')) return newnode def setup(app): if hasattr(app.registry, "get_post_transforms") and callable( app.registry.get_post_transforms ): post_transforms = app.registry.get_post_transforms() else: # Support sphinx 1.6.* post_transforms = app.post_transforms for i, transform_class in enumerate(post_transforms): if transform_class == ReferencesResolver: post_transforms[i] = CustomReferencesResolver break else: raise RuntimeError("ReferencesResolver not found") scikit-optimize-0.10.2/doc/sphinxext/github_link.py000066400000000000000000000050011462762077000223750ustar00rootroot00000000000000import inspect import os import subprocess import sys from functools import partial from operator import attrgetter REVISION_CMD = 'git rev-parse --short HEAD' def _get_git_revision(): try: revision = subprocess.check_output(REVISION_CMD.split()).strip() except (subprocess.CalledProcessError, OSError): print('Failed to execute git to get revision') return None return revision.decode('utf-8') def _linkcode_resolve(domain, info, package, url_fmt, revision): """Determine a link to online source for a class/method/function. This is called by sphinx.ext.linkcode An example with a long-untouched module that everyone has >>> _linkcode_resolve('py', {'module': 'tty', ... 'fullname': 'setraw'}, ... package='tty', ... url_fmt='http://hg.python.org/cpython/file/' ... '{revision}/Lib/{package}/{path}#L{lineno}', ... revision='xxxx') 'http://hg.python.org/cpython/file/xxxx/Lib/tty/tty.py#L18' """ if revision is None: return if domain not in ('py', 'pyx'): return if not info.get('module') or not info.get('fullname'): return class_name = info['fullname'].split('.')[0] if type(class_name) != str: # Python 2 only class_name = class_name.encode('utf-8') module = __import__(info['module'], fromlist=[class_name]) obj = attrgetter(info['fullname'])(module) try: fn = inspect.getsourcefile(obj) except Exception: fn = None if not fn: try: fn = inspect.getsourcefile(sys.modules[obj.__module__]) except Exception: fn = None if not fn: return fn = os.path.relpath(fn, start=os.path.dirname(__import__(package).__file__)) try: lineno = inspect.getsourcelines(obj)[1] except Exception: lineno = '' return url_fmt.format(revision=revision, package=package, path=fn, lineno=lineno) def make_linkcode_resolve(package, url_fmt): """Returns a linkcode_resolve function for the given URL format. revision is a git commit reference (hash or name) package is the name of the root module of the package url_fmt is along the lines of ( 'https://github.com/USER/PROJECT/' 'blob/{revision}/{package}/' '{path}#L{lineno}') """ revision = _get_git_revision() return partial( _linkcode_resolve, revision=revision, package=package, url_fmt=url_fmt ) scikit-optimize-0.10.2/doc/sphinxext/sphinx_issues.py000066400000000000000000000174561462762077000230230ustar00rootroot00000000000000"""A Sphinx extension for linking to your project's issue tracker. Copyright 2014 Steven Loria Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. """ import re from docutils import nodes, utils from sphinx.util.nodes import split_explicit_title __version__ = "1.2.0" __author__ = "Steven Loria" __license__ = "MIT" def user_role(name, rawtext, text, lineno, inliner, options=None, content=None): """Sphinx role for linking to a user profile. Defaults to linking to Github profiles, but the profile URIS can be configured via the ``issues_user_uri`` config value. Examples: :: :user:`sloria` Anchor text also works: :: :user:`Steven Loria ` """ options = options or {} content = content or [] has_explicit_title, title, target = split_explicit_title(text) target = utils.unescape(target).strip() title = utils.unescape(title).strip() config = inliner.document.settings.env.app.config if config.issues_user_uri: ref = config.issues_user_uri.format(user=target) else: ref = f"https://github.com/{target}" if has_explicit_title: text = title else: text = f"@{target}" link = nodes.reference(text=text, refuri=ref, **options) return [link], [] def cve_role(name, rawtext, text, lineno, inliner, options=None, content=None): """Sphinx role for linking to a CVE on https://cve.mitre.org. Examples: :: :cve:`CVE-2018-17175` """ options = options or {} content = content or [] has_explicit_title, title, target = split_explicit_title(text) target = utils.unescape(target).strip() title = utils.unescape(title).strip() ref = f"https://cve.mitre.org/cgi-bin/cvename.cgi?name={target}" text = title if has_explicit_title else target link = nodes.reference(text=text, refuri=ref, **options) return [link], [] class IssueRole: EXTERNAL_REPO_REGEX = re.compile(r"^(\w+)/(.+)([#@])([\w]+)$") def __init__( self, uri_config_option, format_kwarg, github_uri_template, format_text=None ): self.uri_config_option = uri_config_option self.format_kwarg = format_kwarg self.github_uri_template = github_uri_template self.format_text = format_text or self.default_format_text @staticmethod def default_format_text(issue_no): return f"#{issue_no}" def make_node(self, name, issue_no, config, options=None): name_map = {"pr": "pull", "issue": "issues", "commit": "commit"} options = options or {} repo_match = self.EXTERNAL_REPO_REGEX.match(issue_no) if repo_match: # External repo username, repo, symbol, issue = repo_match.groups() if name not in name_map: raise ValueError(f"External repo linking not supported for :{name}:") path = name_map.get(name) ref = "https://github.com/{issues_github_path}/{path}/{n}".format( issues_github_path=f"{username}/{repo}", path=path, n=issue ) formatted_issue = self.format_text(issue).lstrip("#") text = f"{username}/{repo}{symbol}{formatted_issue}" link = nodes.reference(text=text, refuri=ref, **options) return link if issue_no not in ("-", "0"): uri_template = getattr(config, self.uri_config_option, None) if uri_template: ref = uri_template.format(**{self.format_kwarg: issue_no}) elif config.issues_github_path: ref = self.github_uri_template.format( issues_github_path=config.issues_github_path, n=issue_no ) else: raise ValueError( "Neither {} nor issues_github_path " "is set".format(self.uri_config_option) ) issue_text = self.format_text(issue_no) link = nodes.reference(text=issue_text, refuri=ref, **options) else: link = None return link def __call__( self, name, rawtext, text, lineno, inliner, options=None, content=None ): options = options or {} content = content or [] issue_nos = [each.strip() for each in utils.unescape(text).split(",")] config = inliner.document.settings.env.app.config ret = [] for i, issue_no in enumerate(issue_nos): node = self.make_node(name, issue_no, config, options=options) ret.append(node) if i != len(issue_nos) - 1: sep = nodes.raw(text=", ", format="html") ret.append(sep) return ret, [] """Sphinx role for linking to an issue. Must have `issues_uri` or `issues_github_path` configured in ``conf.py``. Examples: :: :issue:`123` :issue:`42,45` :issue:`sloria/konch#123` """ issue_role = IssueRole( uri_config_option="issues_uri", format_kwarg="issue", github_uri_template="https://github.com/{issues_github_path}/issues/{n}", ) """Sphinx role for linking to a pull request. Must have `issues_pr_uri` or `issues_github_path` configured in ``conf.py``. Examples: :: :pr:`123` :pr:`42,45` :pr:`sloria/konch#43` """ pr_role = IssueRole( uri_config_option="issues_pr_uri", format_kwarg="pr", github_uri_template="https://github.com/{issues_github_path}/pull/{n}", ) def format_commit_text(sha): return sha[:7] """Sphinx role for linking to a commit. Must have `issues_pr_uri` or `issues_github_path` configured in ``conf.py``. Examples: :: :commit:`123abc456def` :commit:`sloria/konch@123abc456def` """ commit_role = IssueRole( uri_config_option="issues_commit_uri", format_kwarg="commit", github_uri_template="https://github.com/{issues_github_path}/commit/{n}", format_text=format_commit_text, ) def setup(app): # Format template for issues URI # e.g. 'https://github.com/sloria/marshmallow/issues/{issue} app.add_config_value("issues_uri", default=None, rebuild="html") # Format template for PR URI # e.g. 'https://github.com/sloria/marshmallow/pull/{issue} app.add_config_value("issues_pr_uri", default=None, rebuild="html") # Format template for commit URI # e.g. 'https://github.com/sloria/marshmallow/commits/{commit} app.add_config_value("issues_commit_uri", default=None, rebuild="html") # Shortcut for Github, e.g. 'sloria/marshmallow' app.add_config_value("issues_github_path", default=None, rebuild="html") # Format template for user profile URI # e.g. 'https://github.com/{user}' app.add_config_value("issues_user_uri", default=None, rebuild="html") app.add_role("issue", issue_role) app.add_role("pr", pr_role) app.add_role("user", user_role) app.add_role("commit", commit_role) app.add_role("cve", cve_role) return { "version": __version__, "parallel_read_safe": True, "parallel_write_safe": True, } scikit-optimize-0.10.2/doc/templates/000077500000000000000000000000001462762077000174745ustar00rootroot00000000000000scikit-optimize-0.10.2/doc/templates/class.rst000066400000000000000000000004371462762077000213370ustar00rootroot00000000000000:mod:`{{module}}`.{{objname}} {{ underline }}============== .. currentmodule:: {{ module }} .. autoclass:: {{ objname }} {% block methods %} .. automethod:: __init__ {% endblock %} .. include:: {{module}}.{{objname}}.examples .. raw:: html
scikit-optimize-0.10.2/doc/templates/class_with_call.rst000066400000000000000000000004741462762077000233660ustar00rootroot00000000000000:mod:`{{module}}`.{{objname}} {{ underline }}=============== .. currentmodule:: {{ module }} .. autoclass:: {{ objname }} {% block methods %} .. automethod:: __init__ .. automethod:: __call__ {% endblock %} .. include:: {{module}}.{{objname}}.examples .. raw:: html
scikit-optimize-0.10.2/doc/templates/class_without_init.rst000066400000000000000000000003311462762077000241360ustar00rootroot00000000000000:mod:`{{module}}`.{{objname}} {{ underline }}============== .. currentmodule:: {{ module }} .. autoclass:: {{ objname }} .. include:: {{module}}.{{objname}}.examples .. raw:: html
scikit-optimize-0.10.2/doc/templates/documentation.html000066400000000000000000000010551462762077000232340ustar00rootroot00000000000000 scikit-optimize: Sequential model-based optimization

You will be automatically redirected to the main page.

scikit-optimize-0.10.2/doc/templates/function.rst000066400000000000000000000003421462762077000220520ustar00rootroot00000000000000:mod:`{{module}}`.{{objname}} {{ underline }}==================== .. currentmodule:: {{ module }} .. autofunction:: {{ objname }} .. include:: {{module}}.{{objname}}.examples .. raw:: html
scikit-optimize-0.10.2/doc/templates/generate_deprecated.sh000066400000000000000000000002331462762077000240000ustar00rootroot00000000000000#!/bin/bash for f in [^d]*; do (head -n2 < $f; echo ' .. meta:: :robots: noindex .. warning:: **DEPRECATED** '; tail -n+3 $f) > deprecated_$f; done scikit-optimize-0.10.2/doc/templates/index.html000066400000000000000000000144331462762077000214760ustar00rootroot00000000000000{% extends "layout.html" %} {% set title = 'scikit-optimize: sequential model-based optimization in Python' %} {% block content %}

scikit-optimize

Sequential model-based optimization in Python

Getting Started What's New in {{ release }} GitHub
  • Sequential model-based optimization
  • Built on NumPy, SciPy, and Scikit-Learn
  • Open source, commercially usable - BSD license

BayesSearchCV

Scikit-learn hyperparameter search wrapper.

Search for parameters of machine learning models that result in best cross-validation performance
Algorithms: BayesSearchCV

Scikit-learn hyperparameter search wrapper

Tuning

Tuning a scikit-learn estimator with skopt

Tuning the hyper-parameters

Visualizing

Visualizing optimization results

Visualizing

Comparing surrogate models

Comparing surrogate models

Algorithms: dummy_minimize, gp_minimize, forest_minimize

Comparing surrogate models

Bayesian optimization

Bayesian optimization with skopt

Algorithms: gp_minimize

Bayesian optimization

News

Community

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Object results do not perform another GET resquest, so they * are cheap to display. */ if (!Scorer) { /** * Simple result scoring code. */ var Scorer = { // Implement the following function to further tweak the score for each result // The function takes a result array [filename, title, anchor, descr, score] // and returns the new score. /* score: function(result) { return result[4]; }, */ // query matches the full name of an object objNameMatch: 15, // or matches in the last dotted part of the object name objPartialMatch: 15, // Additive scores depending on the priority of the object objPrio: { 0: 15, // used to be importantResults 1: 5, // used to be objectResults 2: -5 }, // used to be unimportantResults // Used when the priority is not in the mapping. objPrioDefault: 0, // query found in title title: 15, partialTitle: 7, // query found in terms term: 10, partialTerm: 2 }; } if (!splitQuery) { function splitQuery(query) { return query.split(/\s+/); } } /** * Search Module */ var Search = { _index: null, _queued_query: null, _pulse_status: -1, _total_non_object_results: 10, htmlToText: function (htmlString) { var htmlString = htmlString.replace(//g, ""); var htmlElement = document.createElement("span"); htmlElement.innerHTML = htmlString; $(htmlElement) .find(".headerlink") .remove(); docContent = $(htmlElement).find("[role=main]")[0]; return docContent.textContent || docContent.innerText; }, init: function () { var params = $.getQueryParameters(); if (params.q) { var query = params.q[0]; $('input[name="q"]')[0].value = query; this.performSearch(query); } }, loadIndex: function (url) { $.ajax({ type: "GET", url: url, data: null, dataType: "script", cache: true, complete: function (jqxhr, textstatus) { if (textstatus != "success") { document.getElementById("searchindexloader").src = url; } } }); }, setIndex: function (index) { var q; this._index = index; if ((q = this._queued_query) !== null) { this._queued_query = null; Search.query(q); } }, hasIndex: function () { return this._index !== null; }, deferQuery: function (query) { this._queued_query = query; }, stopPulse: function () { this._pulse_status = 0; }, startPulse: function () { if (this._pulse_status >= 0) return; function pulse() { var i; Search._pulse_status = (Search._pulse_status + 1) % 4; var dotString = ""; for (i = 0; i < Search._pulse_status; i++) dotString += "."; Search.dots.text(dotString); if (Search._pulse_status > -1) window.setTimeout(pulse, 500); } pulse(); }, /** * perform a search for something (or wait until index is loaded) */ performSearch: function (query) { // create the required interface elements this.out = $("#search-results"); this.title = $("

" + _("Searching") + "

").appendTo(this.out); this.dots = $("").appendTo(this.title); this.status = $('

 

').appendTo(this.out); this.output = $('