diff --git a/.all-contributorsrc b/.all-contributorsrc index 95453ca9e6..cb0670d31a 100644 --- a/.all-contributorsrc +++ b/.all-contributorsrc @@ -2683,24 +2683,6 @@ "contributions": [ "code" ] - }, - { - "login": "HaroonAzamFiza", - "name": "HaroonAzamFiza", - "avatar_url": "https://avatars.githubusercontent.com/u/183639840?v=4", - "profile": "https://github.com/HaroonAzamFiza", - "contributions": [ - "doc" - ] - }, - { - "login": "Ramana-Raja", - "name": "Ramana Raja", - "avatar_url": "https://avatars.githubusercontent.com/u/83065061?v=4", - "profile": "https://github.com/Ramana-Raja", - "contributions": [ - "code" - ] } ], "commitType": "docs" diff --git a/.github/actions/cpu_all_extras/action.yml b/.github/actions/cpu_all_extras/action.yml index da6a93c828..ff75cd354f 100644 --- a/.github/actions/cpu_all_extras/action.yml +++ b/.github/actions/cpu_all_extras/action.yml @@ -2,10 +2,6 @@ name: Pip install all_extras with CPU versions description: "For CI testing install the CPU version of dependencies with all extras if on ubuntu" inputs: - python_version: - description: "Python version used" - required: false - default: "3.11" additional_extras: description: "Comma-separated list of additional extras to install" required: false @@ -15,7 +11,7 @@ runs: using: "composite" steps: - name: Install CPU TensorFlow - if: ${{ runner.os == 'Linux' && inputs.python_version != '3.13' }} + if: runner.os == 'Linux' uses: nick-fields/retry@v3 with: timeout_minutes: 30 diff --git a/.github/utilities/issue_assign.py b/.github/utilities/issue_assign.py index 1696fd33fc..69622ea5e5 100755 --- a/.github/utilities/issue_assign.py +++ b/.github/utilities/issue_assign.py @@ -3,10 +3,6 @@ It checks if a comment on an issue or PR includes the trigger phrase (as defined) and a mentioned user. If it does, it assigns the issue to the mentioned user. -Users without write access can only have up to 2 open issues assigned. -Users with write access (or admin) are exempt from this limit. -If a non-write user already has 2 or more open issues, the bot -comments on the issue with links to the currently assigned open issues. """ import json @@ -24,52 +20,13 @@ issue = repo.get_issue(number=issue_number) comment_body = context_dict["event"]["comment"]["body"] pr = context_dict["event"]["issue"].get("pull_request") -commenter = context_dict["event"]["comment"]["user"]["login"] +# Assign tagged used to the issue if the comment includes the trigger phrase body = comment_body.lower() -if "@aeon-actions-bot" in body and not pr: - # Assign commenter if comment includes "assign me" - if "assign me" in body: - issue.add_to_assignees(commenter) - # Assign tagged used to the issue if the comment includes the trigger phrase - elif "assign" in body: - mentioned_users = re.findall(r"@[a-zA-Z0-9_-]+", comment_body) - mentioned_users = [user[1:] for user in mentioned_users] - mentioned_users.remove("aeon-actions-bot") +if "@aeon-actions-bot" in body and "assign" in body and not pr: + mentioned_users = re.findall(r"@[a-zA-Z0-9_-]+", comment_body) + mentioned_users = [user[1:] for user in mentioned_users] + mentioned_users.remove("aeon-actions-bot") - for user in mentioned_users: - user_obj = g.get_user(user) - permission = repo.get_collaborator_permission(user_obj) - - if permission in ["admin", "write"]: - issue.add_to_assignees(user) - else: - # First check if the user is already assigned to this issue - if user in [assignee.login for assignee in issue.assignees]: - continue - - # search for open issues only - query = f"repo:{repo.full_name} is:issue is:open assignee:{user}" - issues_assigned_to_user = g.search_issues(query) - assigned_count = issues_assigned_to_user.totalCount - - if assigned_count >= 2: - # link to issue - assigned_issues_list = [ - f"[#{assigned_issue.number}]({assigned_issue.html_url})" - for assigned_issue in issues_assigned_to_user - ] - - comment_message = ( - f"@{user}, you already have {assigned_count} " - f"open issues assigned." - "Users without write access are limited to self-assigning two" - "issues.\n\n" - "Here are the open issues assigned to you:\n" - + "\n".join( - f"- {issue_link}" for issue_link in assigned_issues_list - ) - ) - issue.create_comment(comment_message) - else: - issue.add_to_assignees(user) + for user in mentioned_users: + issue.add_to_assignees(user) diff --git a/.github/utilities/run_examples.sh b/.github/utilities/run_examples.sh index 860a6ecb5b..4a8ce4d56b 100755 --- a/.github/utilities/run_examples.sh +++ b/.github/utilities/run_examples.sh @@ -6,8 +6,7 @@ set -euxo pipefail CMD="jupyter nbconvert --to notebook --inplace --execute --ExecutePreprocessor.timeout=600" excluded=( - # try removing when 3.9 is dropped - "examples/transformations/signature_method.ipynb" + "examples/transformations/signature_method.ipynb" ) if [ "$1" = true ]; then excluded+=( diff --git a/.github/workflows/fast_release.yml b/.github/workflows/fast_release.yml index 695589ee74..8127170713 100644 --- a/.github/workflows/fast_release.yml +++ b/.github/workflows/fast_release.yml @@ -11,10 +11,9 @@ jobs: steps: - uses: actions/checkout@v4 - - name: Setup Python 3.11 - uses: actions/setup-python@v5 + - uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Build project run: | @@ -31,12 +30,6 @@ jobs: upload-wheels: runs-on: ubuntu-24.04 - environment: - name: release - url: https://pypi.org/p/aeon/ - permissions: - id-token: write - steps: - uses: actions/download-artifact@v4 with: @@ -45,3 +38,5 @@ jobs: - name: Publish package to PyPI uses: pypa/gh-action-pypi-publish@release/v1 + with: + password: ${{ secrets.PYPI_TOKEN }} diff --git a/.github/workflows/issue_assigned.yml b/.github/workflows/issue_assigned.yml index 343f468781..589ea7ec98 100644 --- a/.github/workflows/issue_assigned.yml +++ b/.github/workflows/issue_assigned.yml @@ -14,7 +14,7 @@ jobs: steps: - name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} @@ -25,10 +25,10 @@ jobs: with: sparse-checkout: .github/utilities - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install PyGithub run: pip install -Uq PyGithub diff --git a/.github/workflows/issue_comment_edited.yml b/.github/workflows/issue_comment_edited.yml index ddd9bf5520..1fe3283946 100644 --- a/.github/workflows/issue_comment_edited.yml +++ b/.github/workflows/issue_comment_edited.yml @@ -15,7 +15,7 @@ jobs: steps: - name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} @@ -26,10 +26,10 @@ jobs: with: sparse-checkout: .github/utilities - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install PyGithub run: pip install -Uq PyGithub diff --git a/.github/workflows/issue_comment_posted.yml b/.github/workflows/issue_comment_posted.yml index 80dfa25aab..752db0e385 100644 --- a/.github/workflows/issue_comment_posted.yml +++ b/.github/workflows/issue_comment_posted.yml @@ -14,16 +14,16 @@ jobs: with: sparse-checkout: .github/utilities - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install PyGithub run: pip install -Uq PyGithub - name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} diff --git a/.github/workflows/periodic_github_maintenace.yml b/.github/workflows/periodic_github_maintenace.yml index 952150313b..99772f13d8 100644 --- a/.github/workflows/periodic_github_maintenace.yml +++ b/.github/workflows/periodic_github_maintenace.yml @@ -16,14 +16,14 @@ jobs: steps: - name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} private-key: ${{ secrets.PR_APP_KEY }} - name: Stale Branches - uses: crs-k/stale-branches@v7.0.1 + uses: crs-k/stale-branches@v7.0.0 with: repo-token: ${{ steps.app-token.outputs.token }} days-before-stale: 140 diff --git a/.github/workflows/periodic_tests.yml b/.github/workflows/periodic_tests.yml index a25fd13c8e..1528959578 100644 --- a/.github/workflows/periodic_tests.yml +++ b/.github/workflows/periodic_tests.yml @@ -18,10 +18,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Run check-manifest uses: pre-commit/action@v3.0.1 @@ -35,10 +35,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Run pre-commit uses: pre-commit/action@v3.0.1 @@ -57,17 +57,17 @@ jobs: brew install bash /opt/homebrew/bin/bash --version - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Use numba cache to set env variables but not restore cache uses: ./.github/actions/numba_cache with: cache_name: "run-notebook-examples" runner_os: ${{ runner.os }} - python_version: "3.11" + python_version: "3.10" restore_cache: "false" - uses: ./.github/actions/cpu_all_extras @@ -92,10 +92,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install aeon and dependencies uses: nick-fields/retry@v3 @@ -117,17 +117,17 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Use numba cache to set env variables but not restore cache uses: ./.github/actions/numba_cache with: cache_name: "test-no-soft-deps" runner_os: ${{ runner.os }} - python_version: "3.11" + python_version: "3.10" restore_cache: "false" - name: Install aeon and dependencies @@ -157,7 +157,7 @@ jobs: fail-fast: false matrix: os: [ ubuntu-24.04, macOS-14, windows-2022 ] - python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ] + python-version: [ "3.9", "3.10", "3.11", "3.12" ] steps: - name: Checkout @@ -184,7 +184,6 @@ jobs: - uses: ./.github/actions/cpu_all_extras with: - python_version: ${{ matrix.python-version }} additional_extras: "dev" - name: Show dependencies @@ -207,10 +206,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Disable Numba JIT run: echo "NUMBA_DISABLE_JIT=1" >> $GITHUB_ENV diff --git a/.github/workflows/pr_core_dep_import.yml b/.github/workflows/pr_core_dep_import.yml index dc1965deb6..1042610d1a 100644 --- a/.github/workflows/pr_core_dep_import.yml +++ b/.github/workflows/pr_core_dep_import.yml @@ -24,10 +24,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install aeon and dependencies uses: nick-fields/retry@v3 diff --git a/.github/workflows/pr_examples.yml b/.github/workflows/pr_examples.yml index 99699f15ae..2d7ea6f129 100644 --- a/.github/workflows/pr_examples.yml +++ b/.github/workflows/pr_examples.yml @@ -30,10 +30,10 @@ jobs: brew install bash /opt/homebrew/bin/bash --version - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - if: ${{ github.event_name != 'pull_request' || !contains(github.event.pull_request.labels.*.name, 'no numba cache') }} name: Restore numba cache @@ -41,7 +41,7 @@ jobs: with: cache_name: "run-notebook-examples" runner_os: ${{ runner.os }} - python_version: "3.11" + python_version: "3.10" - uses: ./.github/actions/cpu_all_extras with: diff --git a/.github/workflows/pr_opened.yml b/.github/workflows/pr_opened.yml index f6f6e88bef..db957aa0e6 100644 --- a/.github/workflows/pr_opened.yml +++ b/.github/workflows/pr_opened.yml @@ -20,16 +20,16 @@ jobs: with: sparse-checkout: .github/utilities - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install PyGithub run: pip install -Uq PyGithub - name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} diff --git a/.github/workflows/pr_precommit.yml b/.github/workflows/pr_precommit.yml index 547b4c6db6..809803fecc 100644 --- a/.github/workflows/pr_precommit.yml +++ b/.github/workflows/pr_precommit.yml @@ -18,7 +18,7 @@ jobs: steps: - name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} @@ -31,13 +31,13 @@ jobs: ref: ${{ github.head_ref }} token: ${{ steps.app-token.outputs.token }} - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Get changed files - uses: tj-actions/changed-files@v46.0.5 + uses: tj-actions/changed-files@v46.0.3 id: changed-files - name: List changed files diff --git a/.github/workflows/pr_pytest.yml b/.github/workflows/pr_pytest.yml index 4b5679f76d..ae1c792243 100644 --- a/.github/workflows/pr_pytest.yml +++ b/.github/workflows/pr_pytest.yml @@ -24,10 +24,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - if: ${{ github.event_name != 'pull_request' || !contains(github.event.pull_request.labels.*.name, 'no numba cache') }} name: Restore numba cache @@ -35,7 +35,7 @@ jobs: with: cache_name: "test-no-soft-deps" runner_os: ${{ runner.os }} - python_version: "3.11" + python_version: "3.10" - name: Install aeon and dependencies uses: nick-fields/retry@v3 @@ -57,15 +57,13 @@ jobs: fail-fast: false matrix: os: [ ubuntu-24.04, macOS-14, windows-2022 ] - python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ] + python-version: [ "3.9", "3.10", "3.11", "3.12" ] # skip python versions unless the PR has the 'full pytest actions' label pr-testing: - ${{ (github.event_name == 'pull_request' && !contains(github.event.pull_request.labels.*.name, 'full pytest actions')) }} exclude: - pr-testing: true python-version: "3.10" - - pr-testing: true - python-version: "3.12" steps: - name: Checkout @@ -92,7 +90,6 @@ jobs: - uses: ./.github/actions/cpu_all_extras with: - python_version: ${{ matrix.python-version }} additional_extras: "dev" - name: Show dependencies @@ -112,10 +109,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Disable Numba JIT run: echo "NUMBA_DISABLE_JIT=1" >> $GITHUB_ENV diff --git a/.github/workflows/pr_typecheck.yml b/.github/workflows/pr_typecheck.yml index f6082ac585..7f0f80a856 100644 --- a/.github/workflows/pr_typecheck.yml +++ b/.github/workflows/pr_typecheck.yml @@ -24,10 +24,10 @@ jobs: - name: Checkout uses: actions/checkout@v4 - - name: Setup Python 3.11 + - name: Setup Python 3.10 uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Install aeon, dependencies and mypy uses: nick-fields/retry@v3 diff --git a/.github/workflows/precommit_autoupdate.yml b/.github/workflows/precommit_autoupdate.yml index a670feaf2f..cc4e2896ab 100644 --- a/.github/workflows/precommit_autoupdate.yml +++ b/.github/workflows/precommit_autoupdate.yml @@ -13,16 +13,15 @@ jobs: steps: - uses: actions/checkout@v4 - - name: Setup Python 3.11 - uses: actions/setup-python@v5 + - uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - uses: browniebroke/pre-commit-autoupdate-action@v1.0.0 - if: always() name: Create app token - uses: actions/create-github-app-token@v2 + uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 067e843002..3b80dee509 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -13,10 +13,9 @@ jobs: steps: - uses: actions/checkout@v4 - - name: Setup Python 3.11 - uses: actions/setup-python@v5 + - uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - uses: pre-commit/action@v3.0.1 with: @@ -29,10 +28,9 @@ jobs: steps: - uses: actions/checkout@v4 - - name: Setup Python 3.11 - uses: actions/setup-python@v5 + - uses: actions/setup-python@v5 with: - python-version: "3.11" + python-version: "3.10" - name: Build project run: | @@ -54,7 +52,7 @@ jobs: fail-fast: false matrix: os: [ ubuntu-24.04, macOS-14, windows-2022 ] - python-version: [ "3.9", "3.10", "3.11", "3.12", "3.13" ] + python-version: [ "3.9", "3.10", "3.11", "3.12" ] steps: - uses: actions/checkout@v4 @@ -103,12 +101,6 @@ jobs: needs: test-wheels runs-on: ubuntu-24.04 - environment: - name: release - url: https://pypi.org/p/aeon/ - permissions: - id-token: write - steps: - uses: actions/download-artifact@v4 with: @@ -117,3 +109,5 @@ jobs: - name: Publish package to PyPI uses: pypa/gh-action-pypi-publish@release/v1 + with: + password: ${{ secrets.PYPI_TOKEN }} diff --git a/.github/workflows/update_contributors.yml b/.github/workflows/update_contributors.yml index 5b69ccb12f..2d80324ec7 100644 --- a/.github/workflows/update_contributors.yml +++ b/.github/workflows/update_contributors.yml @@ -25,7 +25,7 @@ jobs: id: generate run: npx all-contributors generate - - uses: actions/create-github-app-token@v2 + - uses: actions/create-github-app-token@v1 id: app-token with: app-id: ${{ vars.PR_APP_ID }} diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index b81fd89b64..f707392b5d 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -29,7 +29,7 @@ repos: args: [ "--create", "--python-folders", "aeon" ] - repo: https://github.com/astral-sh/ruff-pre-commit - rev: v0.11.5 + rev: v0.11.2 hooks: - id: ruff args: [ "--fix"] diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md index 18945d9902..225d9369cb 100644 --- a/CONTRIBUTORS.md +++ b/CONTRIBUTORS.md @@ -1,7 +1,7 @@ # Contributors -[![All Contributors](https://img.shields.io/badge/all_contributors-264-orange.svg)](#contributors) +[![All Contributors](https://img.shields.io/badge/all_contributors-262-orange.svg)](#contributors) This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome! @@ -128,13 +128,12 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Guilherme Arcencio
Guilherme Arcencio

πŸ’» ⚠️ Guzal Bulatova
Guzal Bulatova

πŸ› πŸ’» πŸ“‹ πŸ§‘β€πŸ« πŸ“† πŸ‘€ ⚠️ HYang1996
HYang1996

πŸ’» ⚠️ πŸ“– βœ… - HaroonAzamFiza
HaroonAzamFiza

πŸ“– Harshitha Sudhakar
Harshitha Sudhakar

πŸ“– πŸ’» Hedeer El Showk
Hedeer El Showk

πŸ› πŸ“– πŸ’» Huayi Wei
Huayi Wei

βœ… + Ifeanyi30
Ifeanyi30

πŸ’» - Ifeanyi30
Ifeanyi30

πŸ’» Ilja Maurer
Ilja Maurer

πŸ’» Ilyas Moutawwakil
Ilyas Moutawwakil

πŸ’» πŸ“– Ireoluwatomiwa
Ireoluwatomiwa

πŸ“– @@ -142,9 +141,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Ivan Knyazev
Ivan Knyazev

πŸ“– Jack Russon
Jack Russon

πŸ’» James Large
James Large

πŸ’» πŸ“– ⚠️ πŸš‡ 🚧 + James Morrill
James Morrill

πŸ’» - James Morrill
James Morrill

πŸ’» Jasmine Liaw
Jasmine Liaw

πŸ’» Jason Lines
Jason Lines

πŸ’» πŸ’Ό πŸ“– 🎨 πŸ“‹ πŸ” πŸ€” πŸ“† πŸ’¬ πŸ‘€ πŸ“’ πŸ’‘ Jason Mok
Jason Mok

πŸ“– @@ -152,9 +151,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Jaume Mateu
Jaume Mateu

πŸ’» JonathanBechtel
JonathanBechtel

πŸ’» πŸ€” ⚠️ Joren Hammudoglu
Joren Hammudoglu

πŸš‡ + Juan Orduz
Juan Orduz

βœ… πŸ“– - Juan Orduz
Juan Orduz

βœ… πŸ“– Julian Cooper
Julian Cooper

πŸ’» πŸ€” Juliana
Juliana

πŸ’» Justin Shenk
Justin Shenk

πŸ“– @@ -162,9 +161,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Kavin Anand
Kavin Anand

πŸ“– Kavya Rambhia
Kavya Rambhia

πŸ’» Kejsi Take
Kejsi Take

πŸ’» + Kevin Lam
Kevin Lam

πŸ’» πŸ’‘ ⚠️ - Kevin Lam
Kevin Lam

πŸ’» πŸ’‘ ⚠️ Kevin Shah
Kevin Shah

πŸ“– Kirstie Whitaker
Kirstie Whitaker

πŸ€” πŸ” Kishan Manani
Kishan Manani

πŸ’» πŸ“– ⚠️ πŸ› πŸ€” @@ -172,9 +171,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Kutay Koralturk
Kutay Koralturk

πŸ’» πŸ› Leonidas Tsaprounis
Leonidas Tsaprounis

πŸ’» πŸ› πŸ§‘β€πŸ« πŸ‘€ Lielle Ravid
Lielle Ravid

πŸ’» πŸ“– + Logan Duffy
Logan Duffy

πŸ’» πŸ“– ⚠️ πŸ› πŸ€” - Logan Duffy
Logan Duffy

πŸ’» πŸ“– ⚠️ πŸ› πŸ€” Lorena Pantano
Lorena Pantano

πŸ€” Lorenzo Toniazzi
Lorenzo Toniazzi

πŸ’» Lovkush
Lovkush

πŸ’» ⚠️ πŸ€” πŸ§‘β€πŸ« πŸ“† @@ -182,9 +181,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Luis Ventura
Luis Ventura

πŸ’» Luis Zugasti
Luis Zugasti

πŸ“– Lukasz Mentel
Lukasz Mentel

πŸ’» πŸ“– πŸš‡ ⚠️ πŸ› 🚧 πŸ§‘β€πŸ« + Marcelo Trylesinski
Marcelo Trylesinski

πŸ“– - Marcelo Trylesinski
Marcelo Trylesinski

πŸ“– Marco Gorelli
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πŸš‡ Margaret Gorlin
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πŸ’» @@ -192,9 +191,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d Markus LΓΆning
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πŸ‘€ πŸ€” + Matthew Middlehurst
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πŸ’» Miao Cai
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πŸ› πŸ’» Michael F. Mbouopda
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πŸ› + Morad :)
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πŸ’» βœ… + Paul
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πŸ“– - Paul
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πŸ’» Paul Yim
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πŸ’» πŸ’‘ ⚠️ Philip
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πŸ’» + + Sebastiaan Koel
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πŸ’» πŸ“– Sebastian Hagn
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🚧 - - Stanislav Khrapov
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πŸ› πŸ’» πŸ‘€ ⚠️ big-o
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πŸ’» ⚠️ 🎨 πŸ€” πŸ‘€ βœ… πŸ§‘β€πŸ« + + bobbys
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πŸ’» brett koonce
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πŸ“– btrtts
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πŸ“ chrisholder
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πŸ’» - - tensorflow-as-tf
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πŸ’» vNtzYy
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πŸ› + + ved pawar
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πŸ’» ⚠️ vincent-nich12
vincent-nich12

πŸ’» diff --git a/README.md b/README.md index 3f6eb132f1..cd50191e93 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ We strive to provide a broad library of time series algorithms including the latest advances, offer efficient implementations using numba, and interfaces with other time series packages to provide a single framework for algorithm comparison. -The latest `aeon` release is `v1.1.0`. You can view the full changelog +The latest `aeon` release is `v1.0.0`. You can view the full changelog [here](https://www.aeon-toolkit.org/en/stable/changelog.html). Our webpage and documentation is available at https://aeon-toolkit.org. diff --git a/aeon/__init__.py b/aeon/__init__.py index f8c45d7805..c77db1e335 100644 --- a/aeon/__init__.py +++ b/aeon/__init__.py @@ -1,3 +1,3 @@ """aeon toolkit.""" -__version__ = "1.1.0" +__version__ = "1.0.0" diff --git a/aeon/anomaly_detection/tests/test_cblof.py b/aeon/anomaly_detection/tests/test_cblof.py index 090ef98064..c8d9f5d9c8 100644 --- a/aeon/anomaly_detection/tests/test_cblof.py +++ b/aeon/anomaly_detection/tests/test_cblof.py @@ -21,7 +21,7 @@ def test_cblof_default(): pred = cblof.fit_predict(series, axis=0) assert pred.shape == (80,) - assert np.issubdtype(pred.dtype, np.floating) + assert pred.dtype == np.float_ assert 50 <= np.argmax(pred) <= 60 diff --git a/aeon/anomaly_detection/tests/test_copod.py b/aeon/anomaly_detection/tests/test_copod.py index abd2aa995f..b1cddaa4dc 100644 --- a/aeon/anomaly_detection/tests/test_copod.py +++ b/aeon/anomaly_detection/tests/test_copod.py @@ -21,7 +21,7 @@ def test_copod_default(): pred = copod.fit_predict(series, axis=0) assert pred.shape == (80,) - assert np.issubdtype(pred.dtype, np.floating) + assert pred.dtype == np.float_ assert 50 <= np.argmax(pred) <= 60 diff --git a/aeon/base/_base.py b/aeon/base/_base.py index 5a336c7397..916091d892 100644 --- a/aeon/base/_base.py +++ b/aeon/base/_base.py @@ -236,7 +236,7 @@ def get_tags(self): collected_tags.update(self._tags_dynamic) return deepcopy(collected_tags) - def get_tag(self, tag_name, raise_error=True, tag_value_default=None): + def get_tag(self, tag_name: str, raise_error: bool = True, tag_value_default=None): """ Get tag value from estimator class. @@ -298,7 +298,7 @@ def set_tags(self, **tag_dict): self._tags_dynamic.update(tag_update) return self - def get_fitted_params(self, deep=True): + def get_fitted_params(self, deep: bool = True): """Get fitted parameters. State required: @@ -318,7 +318,7 @@ def get_fitted_params(self, deep=True): self._check_is_fitted() return self._get_fitted_params(self, deep) - def _get_fitted_params(self, est, deep): + def _get_fitted_params(self, est, deep: bool): """Recursive function to get fitted parameters.""" # retrieves all self attributes ending in "_" fitted_params = [ @@ -358,7 +358,7 @@ def _check_is_fitted(self): ) @classmethod - def _get_test_params(cls, parameter_set="default"): + def _get_test_params(cls, parameter_set: str = "default"): """ Return testing parameter settings for the estimator. @@ -379,7 +379,9 @@ def _get_test_params(cls, parameter_set="default"): return {} @classmethod - def _create_test_instance(cls, parameter_set="default", return_first=True): + def _create_test_instance( + cls, parameter_set: str = "default", return_first: bool = True + ): """ Construct Estimator instance if possible. diff --git a/aeon/base/_base_collection.py b/aeon/base/_base_collection.py index 4d7f4b4564..27f1eb37ea 100644 --- a/aeon/base/_base_collection.py +++ b/aeon/base/_base_collection.py @@ -69,7 +69,7 @@ def __init__(self): super().__init__() - def _preprocess_collection(self, X, store_metadata=True): + def _preprocess_collection(self, X, store_metadata: bool = True): """ Preprocess input X prior to calling fit. diff --git a/aeon/base/_base_series.py b/aeon/base/_base_series.py index 6c86940f5b..4226448a6e 100644 --- a/aeon/base/_base_series.py +++ b/aeon/base/_base_series.py @@ -63,13 +63,13 @@ class BaseSeriesEstimator(BaseAeonEstimator): } @abstractmethod - def __init__(self, axis): + def __init__(self, axis: int): self.axis = axis self.metadata_ = {} # metadata/properties of data seen in fit super().__init__() - def _preprocess_series(self, X, axis, store_metadata): + def _preprocess_series(self, X, axis: int, store_metadata: bool): """Preprocess input X prior to call to fit. Checks the characteristics of X, store metadata, checks self can handle @@ -99,7 +99,7 @@ def _preprocess_series(self, X, axis, store_metadata): self.metadata_ = meta return self._convert_X(X, axis) - def _check_X(self, X, axis): + def _check_X(self, X, axis: int = 0): """Check input X is valid. Check if the input data is a compatible type, and that this estimator is @@ -191,7 +191,7 @@ def _check_X(self, X, axis): return metadata - def _convert_X(self, X, axis): + def _convert_X(self, X, axis: int): """Convert input X to internal estimator datatype. Converts input X to the internal data type of the estimator using diff --git a/aeon/base/_compose.py b/aeon/base/_compose.py index 0995e85de6..ed939780ec 100644 --- a/aeon/base/_compose.py +++ b/aeon/base/_compose.py @@ -27,7 +27,7 @@ class ComposableEstimatorMixin(ABC): def __init__(self): super().__init__() - def get_params(self, deep=True): + def get_params(self, deep: bool = True): """Get parameters for this estimator. Returns the parameters given in the constructor as well as the @@ -104,7 +104,7 @@ def _replace_estimator(self, attr, name, new_val): break setattr(self, attr, new_estimators) - def get_fitted_params(self, deep=True): + def get_fitted_params(self, deep: bool = True): """Get fitted parameters. State required: @@ -138,11 +138,11 @@ def get_fitted_params(self, deep=True): def _check_estimators( self, estimators, - attr_name="estimators", + attr_name: str = "estimators", class_type=BaseAeonEstimator, - allow_tuples=True, - allow_single_estimators=True, - unique_names=True, + allow_tuples: bool = True, + allow_single_estimators: bool = True, + unique_names: bool = True, invalid_names=None, ): """Check that estimators is a list of estimators or list of str/est tuples. @@ -230,7 +230,7 @@ def _check_estimators( f"estimator type of {class_type}." ) - def _convert_estimators(self, estimators, clone_estimators=True): + def _convert_estimators(self, estimators, clone_estimators: bool = True): """Convert estimators to list of (str, estimator) tuples. Assumes ``_check_estimators`` has already been called on ``estimators``. diff --git a/aeon/benchmarking/metrics/anomaly_detection/tests/test_metrics.py b/aeon/benchmarking/metrics/anomaly_detection/tests/test_metrics.py index 0fbbe16fa3..61db5ded3a 100644 --- a/aeon/benchmarking/metrics/anomaly_detection/tests/test_metrics.py +++ b/aeon/benchmarking/metrics/anomaly_detection/tests/test_metrics.py @@ -1,33 +1,36 @@ """Test cases for the range-based anomaly detection metrics.""" import numpy as np +import pytest +from aeon.benchmarking.metrics.anomaly_detection import ( + range_f_score, + range_precision, + range_recall, +) from aeon.benchmarking.metrics.anomaly_detection.range_metrics import ( + _binary_to_ranges, ts_fscore, ts_precision, ts_recall, ) +from aeon.utils.validation._dependencies import _check_soft_dependencies +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_single_overlapping_range(): """Test for single overlapping range.""" - y_pred = np.array([0, 1, 1, 1, 1, 0, 0]) - y_real = np.array([0, 0, 1, 1, 1, 1, 1]) - expected_precision = 0.750000 - expected_recall = 0.600000 - expected_f1 = 0.666667 + y_pred_bin = np.array([0, 1, 1, 1, 1, 0, 0]) + y_real_bin = np.array([0, 0, 1, 1, 1, 1, 1]) - precision = ts_precision(y_pred, y_real, gamma="one", bias_type="flat") - recall = ts_recall( - y_pred, - y_real, - gamma="one", - bias_type="flat", - alpha=0.0, - ) + precision = ts_precision(y_pred_bin, y_real_bin, gamma="one", bias_type="flat") + recall = ts_recall(y_pred_bin, y_real_bin, gamma="one", bias_type="flat", alpha=0.0) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="one", p_bias="flat", r_bias="flat", @@ -35,55 +38,53 @@ def test_single_overlapping_range(): r_alpha=0.0, ) + rb_prec = range_precision(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="one", + p_bias="flat", + r_bias="flat", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for single overlapping range! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for single overlapping range! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for single overlapping range! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_multiple_non_overlapping_ranges(): """Test for multiple non-overlapping ranges.""" - y_pred = np.array([0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0]) - y_real = np.array([0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1]) - - expected_precision = 0.000000 - expected_recall = 0.000000 - expected_f1 = 0.000000 + y_pred_bin = np.array([0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0]) + y_real_bin = np.array([0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1]) - precision = ts_precision(y_pred, y_real, gamma="one", bias_type="flat") - recall = ts_recall( - y_pred, - y_real, - gamma="one", - bias_type="flat", - alpha=0.0, - ) + precision = ts_precision(y_pred_bin, y_real_bin, gamma="one", bias_type="flat") + recall = ts_recall(y_pred_bin, y_real_bin, gamma="one", bias_type="flat", alpha=0.0) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="one", beta=1, p_bias="flat", @@ -92,55 +93,53 @@ def test_multiple_non_overlapping_ranges(): r_alpha=0.0, ) + rb_prec = range_precision(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="one", + p_bias="flat", + r_bias="flat", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for multiple non-overlapping ranges! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for multiple non-overlapping ranges! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for multiple non-overlapping ranges! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_multiple_overlapping_ranges(): """Test for multiple overlapping ranges.""" - y_pred = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) - y_real = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) + y_pred_bin = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) + y_real_bin = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) - expected_precision = 0.666667 - expected_recall = 0.400000 - expected_f1 = 0.500000 - - precision = ts_precision(y_pred, y_real, gamma="one", bias_type="flat") - recall = ts_recall( - y_pred, - y_real, - gamma="one", - bias_type="flat", - alpha=0.0, - ) + precision = ts_precision(y_pred_bin, y_real_bin, gamma="one", bias_type="flat") + recall = ts_recall(y_pred_bin, y_real_bin, gamma="one", bias_type="flat", alpha=0.0) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="one", beta=1, p_bias="flat", @@ -149,55 +148,53 @@ def test_multiple_overlapping_ranges(): r_alpha=0.0, ) + rb_prec = range_precision(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="one", + p_bias="flat", + r_bias="flat", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for multiple overlapping ranges! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for multiple overlapping ranges! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for multiple overlapping ranges! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_nested_lists_of_predictions(): """Test for nested lists of predictions.""" - y_pred = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1]) - y_real = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0]) + y_pred_bin = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1]) + y_real_bin = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0]) - expected_precision = 0.555556 - expected_recall = 0.566667 - expected_f1 = 0.561056 - - precision = ts_precision(y_pred, y_real, gamma="one", bias_type="flat") - recall = ts_recall( - y_pred, - y_real, - gamma="one", - bias_type="flat", - alpha=0.0, - ) + precision = ts_precision(y_pred_bin, y_real_bin, gamma="one", bias_type="flat") + recall = ts_recall(y_pred_bin, y_real_bin, gamma="one", bias_type="flat", alpha=0.0) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="one", beta=1, p_bias="flat", @@ -206,55 +203,53 @@ def test_nested_lists_of_predictions(): r_alpha=0.0, ) + rb_prec = range_precision(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="one", + p_bias="flat", + r_bias="flat", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for nested lists of predictions! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for nested lists of predictions! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for nested lists of predictions! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_all_encompassing_range(): """Test for all encompassing range.""" - y_pred = np.array([0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]) - y_real = np.array([0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0]) - - expected_precision = 0.600000 - expected_recall = 1.000000 - expected_f1 = 0.750000 + y_pred_bin = np.array([0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]) + y_real_bin = np.array([0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0]) - precision = ts_precision(y_pred, y_real, gamma="one", bias_type="flat") - recall = ts_recall( - y_pred, - y_real, - gamma="one", - bias_type="flat", - alpha=0.0, - ) + precision = ts_precision(y_pred_bin, y_real_bin, gamma="one", bias_type="flat") + recall = ts_recall(y_pred_bin, y_real_bin, gamma="one", bias_type="flat", alpha=0.0) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="one", beta=1, p_bias="flat", @@ -263,60 +258,58 @@ def test_all_encompassing_range(): r_alpha=0.0, ) + rb_prec = range_precision(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="one", bias="flat") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="one", + p_bias="flat", + r_bias="flat", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for all encompassing range! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for all encompassing range! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for all encompassing range! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) -def test_range_based_input(): - """Test with input being range-based or bianry-based.""" - y_pred_range = [(1, 2)] - y_true_range = [(1, 1)] +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) +def test_binary_input_example(): + """Comparing prts package(_binary.py) and range-based metrics(range_metrics.py).""" y_pred_binary = np.array([0, 1, 1, 0]) y_true_binary = np.array([0, 1, 0, 0]) - expected_precision = 0.5 - expected_recall = 1.000000 - expected_f1 = 0.666667 - - # for range-based input - precision_range = ts_precision( - y_pred_range, y_true_range, gamma="reciprocal", bias_type="flat" + precision = ts_precision( + y_pred_binary, y_true_binary, gamma="reciprocal", bias_type="flat" ) - recall_range = ts_recall( - y_pred_range, - y_true_range, - gamma="reciprocal", - bias_type="flat", - alpha=0.0, + recall = ts_recall( + y_pred_binary, y_true_binary, gamma="reciprocal", bias_type="flat", alpha=0.0 ) - f1_score_range = ts_fscore( - y_pred_range, - y_true_range, + f1_score = ts_fscore( + y_pred_binary, + y_true_binary, + beta=1, gamma="reciprocal", p_bias="flat", r_bias="flat", @@ -324,105 +317,59 @@ def test_range_based_input(): r_alpha=0.0, ) - np.testing.assert_almost_equal( - precision_range, - expected_precision, - decimal=6, - err_msg=( - f"Precision mismatch: " - f"ts_precision={precision_range} vs" - f"expected_precision_range={expected_precision}" - ), - ) - np.testing.assert_almost_equal( - recall_range, - expected_recall, - decimal=6, - err_msg=( - f"Recall mismatch: " - f"ts_recall={recall_range} vs expected_recall_range={expected_recall}" - ), + rb_prec = range_precision( + y_true_binary, y_pred_binary, cardinality="reciprocal", bias="flat" ) - np.testing.assert_almost_equal( - f1_score_range, - expected_f1, - decimal=6, - err_msg=( - f"F1-Score mismatch: " - f"ts_fscore={f1_score_range} vs expected_f_score_range={expected_f1}" - ), + rb_rec = range_recall( + y_true_binary, y_pred_binary, cardinality="reciprocal", bias="flat" ) - - # for binary input - precision_binary = ts_precision( - y_pred_binary, y_true_binary, gamma="reciprocal", bias_type="flat" - ) - recall_binary = ts_recall( - y_pred_binary, + rb_fsc = range_f_score( y_true_binary, - gamma="reciprocal", - bias_type="flat", - alpha=0.0, - ) - f1_score_binary = ts_fscore( y_pred_binary, - y_true_binary, - gamma="reciprocal", + beta=1, + cardinality="reciprocal", p_bias="flat", r_bias="flat", - p_alpha=0.0, - r_alpha=0.0, ) np.testing.assert_almost_equal( - precision_binary, - expected_precision, + precision, + rb_prec, decimal=6, - err_msg=( - f"Precision mismatch: " - f"ts_precision={precision_range} vs " - f"expected_precision_binary={expected_precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( - recall_binary, - expected_recall, + recall, + rb_rec, decimal=6, - err_msg=( - f"Recall mismatch: " - f"ts_recall={recall_range} vs expected_recall_binary={expected_recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( - f1_score_binary, - expected_f1, + f1_score, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score mismatch: " - f"ts_fscore={f1_score_range} vs expected_f_score_binary={expected_f1}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_multiple_overlapping_ranges_with_gamma_reciprocal(): """Test for multiple overlapping ranges with gamma=reciprocal.""" - y_pred = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) - y_real = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) - expected_precision = 0.666667 - expected_recall = 0.200000 - expected_f1 = 0.307692 + y_pred_bin = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) + y_real_bin = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) - precision = ts_precision(y_pred, y_real, gamma="reciprocal", bias_type="flat") + precision = ts_precision( + y_pred_bin, y_real_bin, gamma="reciprocal", bias_type="flat" + ) recall = ts_recall( - y_pred, - y_real, - gamma="reciprocal", - bias_type="flat", - alpha=0.0, + y_pred_bin, y_real_bin, gamma="reciprocal", bias_type="flat", alpha=0.0 ) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="reciprocal", beta=1, p_bias="flat", @@ -431,51 +378,58 @@ def test_multiple_overlapping_ranges_with_gamma_reciprocal(): r_alpha=0.0, ) + rb_prec = range_precision( + y_real_bin, y_pred_bin, cardinality="reciprocal", bias="flat" + ) + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="reciprocal", bias="flat") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="reciprocal", + p_bias="flat", + r_bias="flat", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for multiple overlapping ranges! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for multiple overlapping ranges! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for multiple overlapping ranges! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_multiple_overlapping_ranges_with_bias_middle(): - """Test for multiple overlapping ranges with bias_type=middle.""" - y_pred = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) - y_real = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) - expected_precision = 0.750000 - expected_recall = 0.333333 - expected_f1 = 0.461538 + """Test for multiple overlapping ranges with bias_type=middle using range-binary conversion.""" # noqa E501 + y_pred_bin = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) + y_real_bin = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) + + # metric functions can also handle range-based input (internal binary conversion) + y_pred = _binary_to_ranges( + y_pred_bin + ) # Convert binary to range to show compatibility + y_real = _binary_to_ranges(y_real_bin) precision = ts_precision(y_pred, y_real, gamma="one", bias_type="middle") - recall = ts_recall( - y_pred, - y_real, - gamma="one", - bias_type="middle", - alpha=0.0, - ) + recall = ts_recall(y_pred, y_real, gamma="one", bias_type="middle", alpha=0.0) f1_score = ts_fscore( y_pred, y_real, @@ -487,86 +441,97 @@ def test_multiple_overlapping_ranges_with_bias_middle(): r_alpha=0.0, ) + rb_prec = range_precision(y_real_bin, y_pred_bin, cardinality="one", bias="middle") + rb_rec = range_recall(y_real_bin, y_pred_bin, cardinality="one", bias="middle") + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="one", + p_bias="middle", + r_bias="middle", + p_alpha=0.0, + r_alpha=0.0, + ) + np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for multiple overlapping ranges! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for multiple overlapping ranges! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for multiple overlapping ranges! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) +@pytest.mark.skipif( + not _check_soft_dependencies("prts", severity="none"), + reason="required soft dependency prts not available", +) def test_multiple_overlapping_ranges_with_bias_middle_gamma_reciprocal(): """Test for multiple overlapping ranges with bias_type=middle, gamma=reciprocal.""" - y_pred = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) - y_real = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) - expected_precision = 0.750000 - expected_recall = 0.166667 - expected_f1 = 0.272727 + y_pred_bin = np.array([0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0]) + y_real_bin = np.array([0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1]) - precision = ts_precision(y_pred, y_real, gamma="reciprocal", bias_type="middle") + precision = ts_precision( + y_pred_bin, y_real_bin, gamma="reciprocal", bias_type="middle" + ) recall = ts_recall( - y_pred, - y_real, - gamma="reciprocal", - bias_type="middle", - alpha=0.0, + y_pred_bin, y_real_bin, gamma="reciprocal", bias_type="middle", alpha=1.0 ) f1_score = ts_fscore( - y_pred, - y_real, + y_pred_bin, + y_real_bin, gamma="reciprocal", beta=1, p_bias="middle", r_bias="middle", p_alpha=0.0, - r_alpha=0.0, + r_alpha=1.0, + ) + + rb_prec = range_precision( + y_real_bin, y_pred_bin, cardinality="reciprocal", bias="middle" + ) + rb_rec = range_recall( + y_real_bin, y_pred_bin, cardinality="reciprocal", bias="middle", alpha=1.0 + ) + rb_fsc = range_f_score( + y_real_bin, + y_pred_bin, + beta=1, + cardinality="reciprocal", + p_bias="middle", + r_bias="middle", + p_alpha=0.0, + r_alpha=1.0, ) np.testing.assert_almost_equal( precision, - expected_precision, + rb_prec, decimal=6, - err_msg=( - f"Precision failed for multiple overlapping ranges! " - f"Expected={expected_precision}, Got={precision}" - ), + err_msg=f"Precision mismatch: ts_precision={precision} vs prts={rb_prec}", ) np.testing.assert_almost_equal( recall, - expected_recall, + rb_rec, decimal=6, - err_msg=( - f"Recall failed for multiple overlapping ranges! " - f"Expected={expected_recall}, Got={recall}" - ), + err_msg=f"Recall mismatch: ts_recall={recall} vs prts={rb_rec}", ) np.testing.assert_almost_equal( f1_score, - expected_f1, + rb_fsc, decimal=6, - err_msg=( - f"F1-Score failed for multiple overlapping ranges! " - f"Expected={expected_f1}, Got={f1_score}" - ), + err_msg=f"F1-Score mismatch: ts_fscore={f1_score} vs prts={rb_fsc}", ) diff --git a/aeon/benchmarking/metrics/anomaly_detection/thresholding.py b/aeon/benchmarking/metrics/anomaly_detection/thresholding.py index f20b31f1ba..40dda9a9d3 100644 --- a/aeon/benchmarking/metrics/anomaly_detection/thresholding.py +++ b/aeon/benchmarking/metrics/anomaly_detection/thresholding.py @@ -38,8 +38,8 @@ def percentile_threshold(y_score: np.ndarray, percentile: int) -> float: def sigma_threshold(y_score: np.ndarray, factor: float = 2) -> float: r"""Calculate a threshold based on the standard deviation of the anomaly scores. - Computes a threshold :math:``\theta`` based on the anomaly scoring's mean - :math:``\mu_s`` and the standard deviation :math:``\sigma_s``, ignoring NaNs: + Computes a threshold :math:`\theta` based on the anomaly scoring's mean + :math:`\mu_s` and the standard deviation :math:`\sigma_s`, ignoring NaNs: .. math:: \theta = \mu_{s} + x \cdot \sigma_{s} @@ -49,7 +49,7 @@ def sigma_threshold(y_score: np.ndarray, factor: float = 2) -> float: y_score : np.ndarray Anomaly scores for each point of the time series of shape (n_instances,). factor : float - Number of standard deviations to use as threshold (:math:``x``). + Number of standard deviations to use as threshold (:math:`x`). Returns ------- @@ -62,15 +62,14 @@ def sigma_threshold(y_score: np.ndarray, factor: float = 2) -> float: def top_k_points_threshold( y_true: np.ndarray, y_score: np.ndarray, k: int | None = None ) -> float: - """Calculate a threshold such that at least ``k`` anomalous points are found. + """Calculate a threshold such that at least `k` anomalous points are found. The anomalies are single-point anomalies. Computes a threshold based on the number of expected anomalies (number of anomalies). This method iterates over all possible thresholds from high to low to - find the first threshold that yields ``k`` or more anomalous points. If ``k`` - is ``None``,the ground truth data is used to calculate the real number of - anomalies. + find the first threshold that yields `k` or more anomalous points. If `k` is `None`, + the ground truth data is used to calculate the real number of anomalies. Parameters ---------- @@ -79,13 +78,13 @@ def top_k_points_threshold( y_score : np.ndarray Anomaly scores for each point of the time series of shape (n_instances,). k : optional int - Number of expected anomalies. If ``k`` is ``None``, the ground truth data - is used to calculate the real number of anomalies. + Number of expected anomalies. If `k` is `None`, the ground truth data is used + to calculate the real number of anomalies. Returns ------- float - Threshold such that there are at least ``k`` anomalous points. + Threshold such that there are at least `k` anomalous points. """ if k is None: return np.nanpercentile(y_score, (1 - y_true.sum() / y_true.shape[0]) * 100) @@ -96,15 +95,15 @@ def top_k_points_threshold( def top_k_ranges_threshold( y_true: np.ndarray, y_score: np.ndarray, k: int | None = None ) -> float: - """Calculate a threshold such that at least ``k`` anomalies are found. + """Calculate a threshold such that at least `k` anomalies are found. The anomalies are either single-points anomalies or continuous anomalous ranges. Computes a threshold based on the number of expected anomalous subsequences / ranges (number of anomalies). This method iterates over all possible thresholds from high to low to find the first threshold that yields `k` or more continuous - anomalous ranges. If ``k`` is ``None``, the ground truth data is used to - calculate the real number of anomalies (anomalous ranges). + anomalous ranges. If `k` is `None`, the ground truth data is used to calculate the + real number of anomalies (anomalous ranges). Parameters ---------- @@ -113,13 +112,13 @@ def top_k_ranges_threshold( y_score : np.ndarray Anomaly scores for each point of the time series of shape (n_instances,). k : optional int - Number of expected anomalies. If ``k`` is ``None``, the ground truth data - is used to calculate the real number of anomalies. + Number of expected anomalies. If `k` is `None`, the ground truth data is used + to calculate the real number of anomalies. Returns ------- float - Threshold such that there are at least ``k`` anomalous ranges. + Threshold such that there are at least `k` anomalous ranges. """ if k is None: k = _count_anomaly_ranges(y_true) diff --git a/aeon/benchmarking/metrics/segmentation.py b/aeon/benchmarking/metrics/segmentation.py index 5dfac8891d..4733134279 100644 --- a/aeon/benchmarking/metrics/segmentation.py +++ b/aeon/benchmarking/metrics/segmentation.py @@ -47,7 +47,7 @@ def hausdorff_error( .. seealso:: - This function wraps :py:func:``scipy.spatial.distance.directed_hausdorff`` + This function wraps :py:func:`scipy.spatial.distance.directed_hausdorff` Parameters ---------- @@ -56,7 +56,7 @@ def hausdorff_error( pred_change_points: array_like Integer indexes (positions) of predicted change points symmetric: bool - If ``True`` symmetric Hausdorff distance will be used + If `True` symmetric Hausdorff distance will be used seed: int, default=0 Local numpy.random.RandomState seed. Default is 0, a random shuffling of u and v that guarantees reproducibility. diff --git a/aeon/benchmarking/resampling.py b/aeon/benchmarking/resampling.py index b0f96a70c8..8ce9381203 100644 --- a/aeon/benchmarking/resampling.py +++ b/aeon/benchmarking/resampling.py @@ -32,10 +32,10 @@ def resample_data(X_train, y_train, X_test, y_test, random_state=None): y_test : np.ndarray Test data labels. random_state : int, RandomState instance or None, default=None - If ``int``, random_state is the seed used by the random number generator; - If ``RandomState`` instance, random_state is the random number generator; - If ``None``, the random number generator is the ``RandomState`` instance - used by ``np.random``. + If `int`, random_state is the seed used by the random number generator; + If `RandomState` instance, random_state is the random number generator; + If `None`, the random number generator is the `RandomState` instance used + by `np.random`. Returns ------- @@ -93,10 +93,10 @@ def resample_data_indices(y_train, y_test, random_state=None): y_test : np.ndarray Test data labels. random_state : int, RandomState instance or None, default=None - If ``int``, random_state is the seed used by the random number generator; - If ``RandomState`` instance, random_state is the random number generator; - If ``None``, the random number generator is the ``RandomState`` instance - used by ``np.random``. + If `int`, random_state is the seed used by the random number generator; + If `RandomState` instance, random_state is the random number generator; + If `None`, the random number generator is the `RandomState` instance used + by `np.random`. Returns ------- @@ -136,10 +136,10 @@ def stratified_resample_data(X_train, y_train, X_test, y_test, random_state=None y_test : np.ndarray Test data labels. random_state : int, RandomState instance or None, default=None - If ``int``, random_state is the seed used by the random number generator; - If ``RandomState`` instance, random_state is the random number generator; - If ``None``, the random number generator is the ``RandomState`` instance - used by ``np.random``. + If `int`, random_state is the seed used by the random number generator; + If `RandomState` instance, random_state is the random number generator; + If `None`, the random number generator is the `RandomState` instance used + by `np.random`. Returns ------- @@ -200,10 +200,10 @@ def stratified_resample_data_indices(y_train, y_test, random_state=None): y_test : np.ndarray Test data labels. random_state : int, RandomState instance or None, default=None - If ``int``, random_state is the seed used by the random number generator; - If ``RandomState`` instance, random_state is the random number generator; - If ``None``, the random number generator is the ``RandomState`` instance - used by ``np.random``. + If `int`, random_state is the seed used by the random number generator; + If `RandomState` instance, random_state is the random number generator; + If `None`, the random number generator is the `RandomState` instance used + by `np.random`. Returns ------- diff --git a/aeon/classification/early_classification/tests/test_probability_threshold.py b/aeon/classification/early_classification/tests/test_probability_threshold.py index ad142d5449..559c0689d0 100644 --- a/aeon/classification/early_classification/tests/test_probability_threshold.py +++ b/aeon/classification/early_classification/tests/test_probability_threshold.py @@ -32,7 +32,7 @@ def test_early_prob_threshold_near_classification_points(): X = X_test[:, :, :i] if i == 20: - with pytest.raises(IndexError): + with pytest.raises(ValueError): pt.update_predict_proba(X) else: _, decisions = pt.update_predict_proba(X) diff --git a/aeon/classification/early_classification/tests/test_teaser.py b/aeon/classification/early_classification/tests/test_teaser.py index 2af3cf34bd..e85ee8f1e1 100644 --- a/aeon/classification/early_classification/tests/test_teaser.py +++ b/aeon/classification/early_classification/tests/test_teaser.py @@ -80,7 +80,7 @@ def test_teaser_near_classification_points(): X = X_test[:, :, :i] if i == 20: - with pytest.raises(IndexError): + with pytest.raises(ValueError): teaser.update_predict_proba(X) else: _, decisions = teaser.update_predict(X) diff --git a/aeon/clustering/dummy.py b/aeon/clustering/dummy.py index 483d846a6f..55dbbe92da 100644 --- a/aeon/clustering/dummy.py +++ b/aeon/clustering/dummy.py @@ -54,13 +54,6 @@ class DummyClusterer(BaseClusterer): array([0, 1, 0]) """ - _tags = { - "X_inner_type": ["np-list", "numpy3D"], - "capability:missing_values": True, - "capability:multivariate": True, - "capability:unequal_length": True, - } - def __init__(self, strategy="uniform", n_clusters=3, random_state=None): self.strategy = strategy self.random_state = random_state @@ -85,7 +78,8 @@ def _fit(self, X, y=None): self : object Fitted estimator. """ - n_samples = len(X) + n_samples = X.shape[0] + if self.strategy == "random": rng = check_random_state(self.random_state) self.labels_ = rng.randint(self.n_clusters, size=n_samples) @@ -117,7 +111,7 @@ def _predict(self, X, y=None) -> np.ndarray: labels : ndarray of shape (n_samples,) Index of the cluster each sample belongs to. """ - n_samples = len(X) + n_samples = X.shape[0] if self.strategy == "random": rng = check_random_state(self.random_state) return rng.randint(self.n_clusters, size=n_samples) diff --git a/aeon/regression/_dummy.py b/aeon/regression/_dummy.py index 322dcbf01d..b767de8d78 100644 --- a/aeon/regression/_dummy.py +++ b/aeon/regression/_dummy.py @@ -15,13 +15,13 @@ class DummyRegressor(BaseRegressor): This regressor is a wrapper for the scikit-learn DummyClassifier that serves as a simple baseline to compare against other more complex regressors. - The specific behaviour of the baseline is selected with the ``strategy`` parameter. + The specific behaviour of the baseline is selected with the `strategy` parameter. All strategies make predictions that ignore the input feature values passed - as the ``X`` argument to ``fit`` and ``predict``. The predictions, however, - typically depend on values observed in the ``y`` parameter passed to ``fit``. + as the `X` argument to `fit` and `predict`. The predictions, however, + typically depend on values observed in the `y` parameter passed to `fit`. - Function-identical to ``sklearn.dummy.DummyRegressor``, which is called inside. + Function-identical to `sklearn.dummy.DummyRegressor`, which is called inside. Parameters ---------- diff --git a/aeon/regression/base.py b/aeon/regression/base.py index dbe40732bb..f1acab5a00 100644 --- a/aeon/regression/base.py +++ b/aeon/regression/base.py @@ -167,7 +167,7 @@ def fit_predict(self, X, y) -> np.ndarray: allowed and converted into one of the above. Different estimators have different capabilities to handle different - types of input. If ``self.get_tag("capability:multivariate")`` is False, + types of input. If `self.get_tag("capability:multivariate")`` is False, they cannot handle multivariate series, so either ``n_channels == 1`` is true or X is 2D of shape ``(n_cases, n_timepoints)``. If ``self.get_tag( "capability:unequal_length")`` is False, they cannot handle unequal @@ -208,7 +208,7 @@ def score(self, X, y, metric="r2", metric_params=None) -> float: allowed and converted into one of the above. Different estimators have different capabilities to handle different - types of input. If ``self.get_tag("capability:multivariate")`` is False, + types of input. If `self.get_tag("capability:multivariate")`` is False, they cannot handle multivariate series, so either ``n_channels == 1`` is true or X is 2D of shape ``(n_cases, n_timepoints)``. If ``self.get_tag( "capability:unequal_length")`` is False, they cannot handle unequal @@ -220,7 +220,7 @@ def score(self, X, y, metric="r2", metric_params=None) -> float: (ground truth) for fitting indices corresponding to instance indices in X. metric : Union[str, callable], default="r2", Defines the scoring metric to test the fit of the model. For supported - strings arguments, check ``sklearn.metrics.get_scorer_names``. + strings arguments, check `sklearn.metrics.get_scorer_names`. metric_params : dict, default=None, Contains parameters to be passed to the scoring function. If None, no parameters are passed. diff --git a/aeon/testing/data_generation/_collection.py b/aeon/testing/data_generation/_collection.py index b471acbc18..b2fbcf3ec4 100644 --- a/aeon/testing/data_generation/_collection.py +++ b/aeon/testing/data_generation/_collection.py @@ -408,11 +408,15 @@ def make_example_dataframe_list( ... random_state=0, ... ) >>> print(data) - [ 0 1 2 3 - 0 0.000000 1.688531 1.715891 1.694503 - 1 1.247127 0.768763 0.595069 0.113426, 0 1 2 3 - 0 2.000000 3.166900 2.115580 2.272178 - 1 3.702387 0.284144 0.348517 0.080874] + [ 0 1 + 0 0.000000 1.688531 + 1 1.715891 1.694503 + 2 1.247127 0.768763 + 3 0.595069 0.113426, 0 1 + 0 2.000000 3.166900 + 1 2.115580 2.272178 + 2 3.702387 0.284144 + 3 0.348517 0.080874] >>> print(labels) [0 1] >>> get_type(data) @@ -424,14 +428,14 @@ def make_example_dataframe_list( for i in range(n_cases): n_timepoints = rng.randint(min_n_timepoints, max_n_timepoints + 1) - x = n_labels * rng.uniform(size=(n_channels, n_timepoints)) + x = n_labels * rng.uniform(size=(n_timepoints, n_channels)) label = x[0, 0].astype(int) if i < n_labels and n_cases > i: x[0, 0] = i label = i x = x * (label + 1) - X.append(pd.DataFrame(x, index=range(n_channels), columns=range(n_timepoints))) + X.append(pd.DataFrame(x, index=range(n_timepoints), columns=range(n_channels))) y[i] = label if regression_target: @@ -570,16 +574,16 @@ def make_example_multi_index_dataframe( ... random_state=0, ... ) >>> print(data) # doctest: +NORMALIZE_WHITESPACE - channel 0 1 + channel_0 channel_1 case timepoint - 0 0 0.000000 1.247127 - 1 1.688531 0.768763 - 2 1.715891 0.595069 - 3 1.694503 0.113426 - 1 0 2.000000 3.702387 - 1 3.166900 0.284144 - 2 2.115580 0.348517 - 3 2.272178 0.080874 + 0 0 0.000000 1.247127 + 1 1.688531 0.768763 + 2 1.715891 0.595069 + 3 1.694503 0.113426 + 1 0 2.000000 3.702387 + 1 3.166900 0.284144 + 2 2.115580 0.348517 + 3 2.272178 0.080874 >>> print(labels) [0 1] >>> get_type(data) @@ -612,7 +616,8 @@ def make_example_multi_index_dataframe( y[i] = label X = X.reset_index(drop=True) - X = X.pivot(index=["case", "timepoint"], columns=["channel"], values="value") + X = X.set_index(["case", "timepoint"]).pivot(columns="channel") + X.columns = [f"channel_{i}" for i in range(n_channels)] if regression_target: y = y.astype(np.float32) diff --git a/aeon/testing/data_generation/tests/test_collection.py b/aeon/testing/data_generation/tests/test_collection.py index 6fa3566983..58a781656c 100644 --- a/aeon/testing/data_generation/tests/test_collection.py +++ b/aeon/testing/data_generation/tests/test_collection.py @@ -178,13 +178,13 @@ def test_make_example_dataframe_list( assert all(isinstance(x, pd.DataFrame) for x in X) assert isinstance(y, np.ndarray) assert len(X) == n_cases - assert all([x.shape[0] == n_channels for x in X]) + assert all([x.shape[1] == n_channels for x in X]) if min_n_timepoints == max_n_timepoints: - assert all([x.shape[1] == min_n_timepoints for x in X]) + assert all([x.shape[0] == min_n_timepoints for x in X]) else: assert all( [ - x.shape[1] >= min_n_timepoints and x.shape[1] <= max_n_timepoints + x.shape[0] >= min_n_timepoints and x.shape[0] <= max_n_timepoints for x in X ] ) diff --git a/aeon/testing/tests/test_all_estimators.py b/aeon/testing/tests/test_all_estimators.py index 192d63b1d6..2716021bba 100644 --- a/aeon/testing/tests/test_all_estimators.py +++ b/aeon/testing/tests/test_all_estimators.py @@ -22,7 +22,7 @@ i = 0 elif i == 11: i = 1 - elif i == 13: + elif i == 12: i = 2 os_str = platform.system() diff --git a/aeon/testing/tests/test_testing_data.py b/aeon/testing/tests/test_testing_data.py index ef69f55a90..f9afe264dd 100644 --- a/aeon/testing/tests/test_testing_data.py +++ b/aeon/testing/tests/test_testing_data.py @@ -122,9 +122,10 @@ def test_equal_length_univariate_collection(): assert not is_collection( EQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) - # assert is_univariate( - # EQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0], - # ) + assert is_univariate( + EQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0], + is_collection=False, + ) assert is_equal_length( EQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) @@ -198,9 +199,10 @@ def test_unequal_length_univariate_collection(): assert not is_collection( UNEQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) - # assert is_univariate( - # UNEQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0], - # ) + assert is_univariate( + UNEQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0], + is_collection=False, + ) assert is_equal_length( UNEQUAL_LENGTH_UNIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) @@ -274,9 +276,10 @@ def test_equal_length_multivariate_collection(): assert not is_collection( EQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) - # assert not is_univariate( - # EQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0], - # ) + assert not is_univariate( + EQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0], + is_collection=False, + ) assert is_equal_length( EQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) @@ -362,9 +365,10 @@ def test_unequal_length_multivariate_collection(): assert not is_collection( UNEQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) - # assert not is_univariate( - # UNEQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0], - # ) + assert not is_univariate( + UNEQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0], + is_collection=False, + ) assert is_equal_length( UNEQUAL_LENGTH_MULTIVARIATE_SIMILARITY_SEARCH[key]["test"][0] ) diff --git a/aeon/testing/utils/deep_equals.py b/aeon/testing/utils/deep_equals.py index 4a39014d7b..869bea1ae7 100644 --- a/aeon/testing/utils/deep_equals.py +++ b/aeon/testing/utils/deep_equals.py @@ -84,8 +84,6 @@ def _deep_equals(x, y, depth, ignore_index): def _series_equals(x, y, depth, ignore_index): if x.dtype != y.dtype: return False, f"x.dtype ({x.dtype}) != y.dtype ({y.dtype}), depth={depth}" - if x.shape != y.shape: - return False, f"x.shape ({x.shape}) != y.shape ({y.shape}), depth={depth}" # if columns are object, recurse over entries and index if x.dtype == "object": @@ -110,12 +108,7 @@ def _series_equals(x, y, depth, ignore_index): def _dataframe_equals(x, y, depth, ignore_index): if not x.columns.equals(y.columns): - return ( - False, - f"x.columns ({x.columns}) != y.columns ({y.columns}), depth={depth}", - ) - if x.shape != y.shape: - return False, f"x.shape ({x.shape}) != y.shape ({y.shape}), depth={depth}" + return False, f"x.columns ({x.columns}) != y.columns ({y.columns})" # if columns are equal and at least one is object, recurse over Series if sum(x.dtypes == "object") > 0: @@ -137,9 +130,7 @@ def _dataframe_equals(x, y, depth, ignore_index): def _numpy_equals(x, y, depth, ignore_index): if x.dtype != y.dtype: - return False, f"x.dtype ({x.dtype}) != y.dtype ({y.dtype}), depth={depth}" - if x.shape != y.shape: - return False, f"x.shape ({x.shape}) != y.shape ({y.shape}), depth={depth}" + return False, f"x.dtype ({x.dtype}) != y.dtype ({y.dtype})" if x.dtype == "object": for i in range(len(x)): diff --git a/aeon/utils/conversion/_convert_collection.py b/aeon/utils/conversion/_convert_collection.py index 696b511a08..0e3e28f1af 100644 --- a/aeon/utils/conversion/_convert_collection.py +++ b/aeon/utils/conversion/_convert_collection.py @@ -3,31 +3,33 @@ This contains all functions to convert supported collection data types. String identifier meanings (from aeon.utils.conversion import COLLECTIONS_DATA_TYPES) : - numpy3D : 3D numpy array of time series shape (n_cases, n_channels, n_timepoints) np-list : list of 2D numpy arrays shape (n_channels, n_timepoints_i) df-list : list of 2D pandas dataframes shape (n_channels, n_timepoints_i) numpy2D : 2D numpy array of univariate time series shape (n_cases, n_timepoints) pd-wide : pd.DataFrame of univariate time series shape (n_cases, n_timepoints) -pd-multiindex : pd.DataFrame with MultiIndex, index [case, timepoint], columns [channel] +pd-multiindex : pd.DataFrame with multi-index, -For the six supported, this gives 30 different converters. +For the seven supported, this gives 42 different converters. Rather than using them directly, we recommend using the conversion function convert_collection. """ -__maintainer__ = ["TonyBagnall", "MatthewMiddlehurst"] - from collections.abc import Sequence -from copy import deepcopy from typing import Union import numpy as np import pandas as pd from numba.typed import List as NumbaList -from aeon.utils.data_types import COLLECTIONS_DATA_TYPES, COLLECTIONS_UNEQUAL_DATA_TYPES -from aeon.utils.validation.collection import get_type, is_equal_length +from aeon.utils.data_types import COLLECTIONS_DATA_TYPES +from aeon.utils.validation.collection import _equal_length, get_type + + +def convert_identity(X): + """Convert identity.""" + return X + NUMPY3D_ERROR = ( "Input should be 3-dimensional NumPy array with shape (" @@ -59,7 +61,8 @@ def _from_numpy3d_to_np_list(X): """ if X.ndim != 3: raise TypeError(NUMPY3D_ERROR) - return [x for x in X] + np_list = [x for x in X] + return np_list def _from_numpy3d_to_df_list(X): @@ -83,7 +86,7 @@ def _from_numpy3d_to_df_list(X): """ if X.ndim != 3: raise TypeError(NUMPY3D_ERROR) - df_list = [pd.DataFrame(x) for x in X] + df_list = [pd.DataFrame(np.transpose(x)) for x in X] return df_list @@ -132,12 +135,12 @@ def _from_numpy3d_to_pd_multiindex(X): n_cases, n_channels, n_timepoints = X.shape multi_index = pd.MultiIndex.from_product( [range(n_cases), range(n_channels), range(n_timepoints)], - names=["case", "channel", "timepoint"], + names=["instances", "columns", "timepoints"], ) X_mi = pd.DataFrame({"X": X.flatten()}, index=multi_index) - X_mi = X_mi.unstack(level=["channel"]) - X_mi.columns = X_mi.columns.droplevel() + X_mi = X_mi.unstack(level="columns") + X_mi.columns = [f"var_{i}" for i in range(n_channels)] return X_mi @@ -158,7 +161,7 @@ def _from_np_list_to_df_list(X): n_cases = len(X) df_list = [] for i in range(n_cases): - df_list.append(pd.DataFrame(X[i])) + df_list.append(pd.DataFrame(np.transpose(X[i]))) return df_list @@ -182,7 +185,9 @@ def _from_np_list_to_pd_multiindex(X): def _from_df_list_to_np_list(X): - return [x.to_numpy() for x in X] + n_cases = len(X) + list = [np.transpose(np.array(X[i])) for i in range(n_cases)] + return list def _from_df_list_to_numpy3d(X): @@ -192,12 +197,12 @@ def _from_df_list_to_numpy3d(X): for i in range(len(X)): if not n == len(X[i]) or not set(X[i].columns) == cols: raise TypeError("Cannot convert unequal length series to numpy3D") - nump3D = np.array([x.to_numpy() for x in X]) + nump3D = np.array([x.to_numpy().transpose() for x in X]) return nump3D def _from_df_list_to_numpy2d(X): - if not is_equal_length(X): + if not _equal_length(X, "df-list"): raise TypeError( f"{type(X)} does not store equal length series." f"Cannot convert unequal length to numpy flat" @@ -207,7 +212,7 @@ def _from_df_list_to_numpy2d(X): def _from_df_list_to_pd_wide(X): - if not is_equal_length(X): + if not _equal_length(X, "df-list"): raise TypeError( f"{type(X)} does not store equal length series, " f"Cannot convert unequal length pd wide" @@ -217,26 +222,9 @@ def _from_df_list_to_pd_wide(X): def _from_df_list_to_pd_multiindex(X): - df = pd.concat( - [x.melt(ignore_index=False).reset_index() for x in X], - axis=0, - keys=range(len(X)), - ).reset_index(level=0) - df.rename( - columns={ - df.columns[0]: "case", - df.columns[1]: "channel", - df.columns[2]: "timepoint", - }, - inplace=True, - ) - df = df.sort_values([df.columns[0], df.columns[1], df.columns[2]]) - df = df.pivot( - index=[df.columns[0], df.columns[2]], - columns=df.columns[1], - values=df.columns[3], - ) - return df + n = len(X) + mi = pd.concat(X, axis=0, keys=range(n), names=["instances", "timepoints"]) + return mi def _from_numpy2d_to_numpy3d(X): @@ -258,7 +246,7 @@ def _from_numpy2d_to_df_list(X): if not isinstance(X, np.ndarray) or X.ndim != 2: raise TypeError(NUMPY2D_INPUT_ERROR) X_3d = X.reshape(X.shape[0], 1, X.shape[1]) - X_list = [pd.DataFrame(x) for x in X_3d] + X_list = [pd.DataFrame(np.transpose(x)) for x in X_3d] return X_list @@ -297,9 +285,10 @@ def _pd_wide_to_pd_multiindex(X): return _from_numpy3d_to_pd_multiindex(X_3d) -def _from_pd_multiindex_to_numpy3d(X): - df_list = _from_pd_multiindex_to_df_list(X) - return _from_df_list_to_numpy3d(df_list) +def _from_pd_multiindex_to_df_list(X): + instance_index = X.index.levels[0] + Xlist = [X.loc[i].rename_axis(None) for i in instance_index] + return Xlist def _from_pd_multiindex_to_np_list(X): @@ -307,14 +296,9 @@ def _from_pd_multiindex_to_np_list(X): return _from_df_list_to_np_list(df_list) -def _from_pd_multiindex_to_df_list(X): - df_list = [ - X.loc[i].melt(ignore_index=False).reset_index() for i in X.index.levels[0] - ] - return [ - x.pivot(index=x.columns[1], columns=x.columns[0], values=x.columns[2]) - for x in df_list - ] +def _from_pd_multiindex_to_numpy3d(X): + df_list = _from_pd_multiindex_to_df_list(X) + return _from_df_list_to_numpy3d(df_list) def _from_pd_multiindex_to_numpy2d(X): @@ -327,15 +311,10 @@ def _from_pd_multiindex_to_pd_wide(X): return _from_df_list_to_pd_wide(df_list) -def _copy_data(X): - return deepcopy(X) - - convert_dictionary = dict() -# assign copy function to type conversion to self +# assign identity function to type conversion to self for x in COLLECTIONS_DATA_TYPES: - convert_dictionary[(x, x)] = _copy_data - + convert_dictionary[(x, x)] = convert_identity # numpy3D -> * convert_dictionary[("numpy3D", "np-list")] = _from_numpy3d_to_np_list convert_dictionary[("numpy3D", "df-list")] = _from_numpy3d_to_df_list @@ -377,7 +356,7 @@ def _copy_data(X): def convert_collection(X, output_type): """Convert from one of collections compatible data structure to another. - See :obj:`aeon.utils.data_types.COLLECTIONS_DATA_TYPE` for the list. + See :obj:`aeon.utils.conversion.COLLECTIONS_DATA_TYPE` for the list. Parameters ---------- @@ -413,7 +392,7 @@ def convert_collection(X, output_type): raise TypeError( f"Attempting to convert from {input_type} to {output_type} " f"but this is not a valid conversion. See " - f"aeon.utils.data_types.COLLECTIONS_DATA_TYPE " + f"aeon.utils.conversion.COLLECTIONS_DATA_TYPE " f"for the list of valid collections" ) return convert_dictionary[(input_type, output_type)](X) @@ -433,12 +412,12 @@ def resolve_equal_length_inner_type(inner_types: Sequence[str]) -> str: return "np-list" if "numpy2D" in inner_types: return "numpy2D" + if "pd-multiindex" in inner_types: + return "pd-multiindex" if "df-list" in inner_types: return "df-list" if "pd-wide" in inner_types: return "pd-wide" - if "pd-multiindex" in inner_types: - return "pd-multiindex" raise ValueError( f"Error, no valid inner types in {inner_types} must be one of " f"{COLLECTIONS_DATA_TYPES}" @@ -461,7 +440,7 @@ def resolve_unequal_length_inner_type(inner_types: Sequence[str]) -> str: return "pd-multiindex" raise ValueError( f"Error, no valid inner types for unequal series in {inner_types} " - f"must be one of {COLLECTIONS_UNEQUAL_DATA_TYPES}" + f"must be np-list, df-list or pd-multiindex" ) diff --git a/aeon/utils/conversion/tests/test_convert_collection.py b/aeon/utils/conversion/tests/test_convert_collection.py index 5c89fc7f9a..3776dc7f4f 100644 --- a/aeon/utils/conversion/tests/test_convert_collection.py +++ b/aeon/utils/conversion/tests/test_convert_collection.py @@ -1,7 +1,5 @@ """Unit tests for check/convert functions.""" -from copy import deepcopy - import numpy as np import pytest @@ -10,7 +8,6 @@ EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION, UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION, ) -from aeon.testing.utils.deep_equals import deep_equals from aeon.utils.conversion._convert_collection import ( _from_numpy2d_to_df_list, _from_numpy2d_to_np_list, @@ -26,12 +23,15 @@ resolve_equal_length_inner_type, resolve_unequal_length_inner_type, ) -from aeon.utils.data_types import ( - COLLECTIONS_DATA_TYPES, - COLLECTIONS_MULTIVARIATE_DATA_TYPES, - COLLECTIONS_UNEQUAL_DATA_TYPES, +from aeon.utils.data_types import COLLECTIONS_DATA_TYPES +from aeon.utils.validation.collection import ( + _equal_length, + get_n_cases, + get_type, + has_missing, + is_equal_length, + is_univariate, ) -from aeon.utils.validation import get_type @pytest.mark.parametrize("input_data", COLLECTIONS_DATA_TYPES) @@ -39,138 +39,59 @@ def test_convert_collection(input_data, output_data): """Test all valid and invalid conversions.""" # All should work with univariate equal length - X = EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0] - Xc = convert_collection(X, output_data) - assert get_type(Xc) == output_data - assert _conversion_shape_3d(X, input_data) == _conversion_shape_3d(Xc, output_data) - + X = convert_collection( + EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], output_data + ) + assert get_type(X) == output_data # Test with multivariate if input_data in EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION: if output_data in EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION: - X = EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[input_data]["train"][0] - Xc = convert_collection(X, output_data) - assert get_type(Xc) == output_data - assert _conversion_shape_3d(X, input_data) == _conversion_shape_3d( - Xc, output_data + X = convert_collection( + EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[input_data]["train"][0], + output_data, ) + assert get_type(X) == output_data else: with pytest.raises(TypeError, match="Cannot convert multivariate"): - convert_collection( + X = convert_collection( EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[input_data]["train"][0], output_data, ) - # Test with unequal length if input_data in UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION: - if output_data in UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION: - X = UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0] - Xc = convert_collection( - X, + if ( + output_data in UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION + or output_data == "pd-multiindex" + ): + X = convert_collection( + UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], output_data, ) - assert get_type(Xc) == output_data - assert _conversion_shape_3d(X, input_data) == _conversion_shape_3d( - Xc, output_data - ) + assert get_type(X) == output_data else: with pytest.raises(TypeError, match="Cannot convert unequal"): - convert_collection( + X = convert_collection( UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], output_data, ) -def _conversion_shape_3d(X, input_data): - if input_data == "numpy3D": - return X.shape - elif input_data == "numpy2D" or input_data == "pd-wide": - return X.shape[0], 1, X.shape[1] - elif input_data == "pd-multiindex": - return ( - len(X.index.get_level_values(0).unique()), - X.columns.nunique(), - X.loc[X.index.get_level_values(0).unique()[-1]].index.nunique(), - ) - elif input_data == "df-list" or input_data == "np-list": - return len(X), X[-1].shape[0], X[-1].shape[1] - else: - raise TypeError(f"Unknown data type: {input_data}") - - -@pytest.mark.parametrize("input_data", COLLECTIONS_DATA_TYPES) -def test_self_conversion(input_data): - """Test that data is correctly copied when converting to same data type.""" - X = deepcopy(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0]) - Xc = convert_collection( - EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], input_data - ) - assert X is not Xc - assert deep_equals(X, Xc) - - @pytest.mark.parametrize("input_data", COLLECTIONS_DATA_TYPES) -def test_conversion_loop_returns_same_data(input_data): - """Test that chaining conversions ending at the start gives the same data.""" - dtypes = COLLECTIONS_DATA_TYPES.copy() - np.random.shuffle(dtypes) - Xc = deepcopy(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0]) - for i in dtypes: - Xc = convert_collection(Xc, i) - Xc = convert_collection(Xc, input_data) - - eq, msg = deep_equals( - EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], - Xc, - ignore_index=True, - return_msg=True, - ) - assert eq, msg - - -@pytest.mark.parametrize("input_data", COLLECTIONS_MULTIVARIATE_DATA_TYPES) -def test_conversion_loop_returns_same_data_multivariate(input_data): - """Test that chaining conversions ending at the start gives the same data.""" - dtypes = COLLECTIONS_MULTIVARIATE_DATA_TYPES.copy() - np.random.shuffle(dtypes) - Xc = deepcopy(EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[input_data]["train"][0]) - for i in dtypes: - Xc = convert_collection(Xc, i) - Xc = convert_collection(Xc, input_data) - - eq, msg = deep_equals( - EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[input_data]["train"][0], - Xc, - ignore_index=True, - return_msg=True, - ) - assert eq, msg - - -@pytest.mark.parametrize("input_data", COLLECTIONS_UNEQUAL_DATA_TYPES) -def test_conversion_loop_returns_same_data_unequal(input_data): - """Test that chaining conversions ending at the start gives the same data.""" - dtypes = COLLECTIONS_UNEQUAL_DATA_TYPES.copy() - np.random.shuffle(dtypes) - Xc = deepcopy(UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0]) - for i in dtypes: - Xc = convert_collection(Xc, i) - Xc = convert_collection(Xc, input_data) - - eq, msg = deep_equals( - UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], - Xc, - ignore_index=True, - return_msg=True, +def test_convert_df_list(input_data): + """Test that df list is correctly transposed.""" + X = convert_collection( + EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[input_data]["train"][0], "df-list" ) - assert eq, msg + assert X[0].shape == (20, 1) + if input_data in EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION: + X = convert_collection( + EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[input_data]["train"][0], "df-list" + ) + assert X[0].shape == (20, 2) def test_resolve_equal_length_inner_type(): """Test the resolution of inner type for equal length collections.""" - for input in COLLECTIONS_DATA_TYPES: - X = resolve_equal_length_inner_type([input]) - assert X == input - test = ["numpy3D"] X = resolve_equal_length_inner_type(test) assert X == "numpy3D" @@ -181,16 +102,9 @@ def test_resolve_equal_length_inner_type(): X = resolve_equal_length_inner_type(test) assert X == "np-list" - with pytest.raises(ValueError, match="no valid inner types"): - resolve_equal_length_inner_type(["invalid"]) - def test_resolve_unequal_length_inner_type(): """Test the resolution of inner type for unequal length collections.""" - for input in COLLECTIONS_UNEQUAL_DATA_TYPES: - X = resolve_unequal_length_inner_type([input]) - assert X == input - test = ["np-list"] X = resolve_unequal_length_inner_type(test) assert X == "np-list" @@ -198,8 +112,64 @@ def test_resolve_unequal_length_inner_type(): X = resolve_unequal_length_inner_type(test) assert X == "np-list" - with pytest.raises(ValueError, match="no valid inner types"): - resolve_unequal_length_inner_type(["numpy3D"]) + +@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) +def test_get_n_cases(data): + """Test getting the number of cases.""" + assert get_n_cases(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) == 10 + + +@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) +def test_get_type(data): + """Test getting the type.""" + assert get_type(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) == data + + +@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) +def test_equal_length(data): + """Test if equal length series correctly identified.""" + assert _equal_length(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0], data) + + +@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) +def test_is_equal_length(data): + """Test if equal length series correctly identified.""" + assert is_equal_length(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) + + +@pytest.mark.parametrize("data", ["df-list", "np-list"]) +def test_unequal_length(data): + """Test if unequal length series correctly identified.""" + assert not _equal_length( + UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0], data + ) + + +@pytest.mark.parametrize("data", ["df-list", "np-list"]) +def test_is_unequal_length(data): + """Test if unequal length series correctly identified.""" + assert not is_equal_length( + UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0] + ) + + +@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) +def test_has_missing(data): + """Test if missing values are correctly identified.""" + assert not has_missing(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) + X = np.random.random(size=(10, 2, 20)) + X[5][1][12] = np.nan + assert has_missing(X) + + +@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) +def test_is_univariate(data): + """Test if univariate series are correctly identified.""" + assert is_univariate(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) + if data in EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION.keys(): + assert not is_univariate( + EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[data]["train"][0] + ) NUMPY3D = [ diff --git a/aeon/utils/data_types.py b/aeon/utils/data_types.py index aa6b14ba49..0202679fb3 100644 --- a/aeon/utils/data_types.py +++ b/aeon/utils/data_types.py @@ -27,29 +27,7 @@ # of shape (n_channels, n_timepoints_i) "numpy2D", # 2D np.ndarray of shape (n_cases, n_timepoints) "pd-wide", # 2D pd.DataFrame of shape (n_cases, n_timepoints) - "pd-multiindex", # pd.DataFrame with MultiIndex, index [case, timepoint], - # columns [channel] -] - -# subset of collections capable of handling multivariate time series -COLLECTIONS_MULTIVARIATE_DATA_TYPES = [ - "numpy3D", # 3D np.ndarray of format (n_cases, n_channels, n_timepoints) - "np-list", # python list of 2D np.ndarray of length [n_cases], - # each of shape (n_channels, n_timepoints_i) - "df-list", # python list of 2D pd.DataFrames of length [n_cases], each - # of shape (n_channels, n_timepoints_i) - "pd-multiindex", # pd.DataFrame with MultiIndex, index [case, timepoint], - # columns [channel] -] - -# subset of collections capable of handling unequal length time series -COLLECTIONS_UNEQUAL_DATA_TYPES = [ - "np-list", # python list of 2D np.ndarray of length [n_cases], - # each of shape (n_channels, n_timepoints_i) - "df-list", # python list of 2D pd.DataFrames of length [n_cases], each - # of shape (n_channels, n_timepoints_i) - "pd-multiindex", # pd.DataFrame with MultiIndex, index [case, timepoint], - # columns [channel] + "pd-multiindex", # pd.DataFrame with multi-index, ] HIERARCHICAL_DATA_TYPES = ["pd_multiindex_hier"] # pd.DataFrame diff --git a/aeon/utils/validation/collection.py b/aeon/utils/validation/collection.py index 4c2fafbc65..1bf02802a4 100644 --- a/aeon/utils/validation/collection.py +++ b/aeon/utils/validation/collection.py @@ -6,7 +6,7 @@ import pandas as pd from numba.typed import List as NumbaList -__maintainer__ = ["TonyBagnall", "MatthewMiddlehurst"] +__maintainer__ = ["TonyBagnall"] def is_tabular(X): @@ -14,19 +14,23 @@ def is_tabular(X): Parameters ---------- - X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. + X : array-like Returns ------- bool True if input is 2D, False otherwise. """ - return get_type(X, raise_error=False) in ["numpy2D", "pd-wide"] + if isinstance(X, np.ndarray): + if X.ndim != 2: + return False + return True + if isinstance(X, pd.DataFrame): + return _is_pd_wide(X) def is_collection(X, include_2d=False): - """Check X is a valid 3d collection data structure. + """Check X is a valid collection data structure. Parameters ---------- @@ -40,16 +44,40 @@ def is_collection(X, include_2d=False): bool True if input is a collection, False otherwise. """ - valid = ["numpy3D", "np-list", "df-list", "pd-multiindex"] - if include_2d: - valid += ["numpy2D", "pd-wide"] - return get_type(X, raise_error=False) in valid + if isinstance(X, np.ndarray): + if X.ndim == 3: + return True + if include_2d and X.ndim == 2: + return True + if isinstance(X, pd.DataFrame): + if X.index.nlevels == 2: + return True + if include_2d and _is_pd_wide(X): + return True + if isinstance(X, list): + if isinstance(X[0], np.ndarray): + if X[0].ndim == 2: + return True + if isinstance(X[0], pd.DataFrame): + return True + return False + + +def _is_pd_wide(X): + """Check whether the input DataFrame is "pd-wide" type.""" + # only test is if all values are float. + if isinstance(X, pd.DataFrame) and not isinstance(X.index, pd.MultiIndex): + for col in X: + if not np.issubdtype(X[col].dtype, np.floating): + return False + return True + return False def get_n_cases(X): - """Return the number of cases in a collection. + """Return the number of cases in a collectiom. - Returns len(X) except for "pd-multiindex". + Handle the single exception of multi index DataFrame. Parameters ---------- @@ -61,8 +89,7 @@ def get_n_cases(X): int Number of cases. """ - t = get_type(X) - if t == "pd-multiindex": + if isinstance(X, pd.DataFrame) and isinstance(X.index, pd.MultiIndex): return len(X.index.get_level_values(0).unique()) return len(X) @@ -70,13 +97,13 @@ def get_n_cases(X): def get_n_timepoints(X): """Return the number of timepoints in the first element of a collection. - If the collection contains unequal length series, returns the length of the first - series in the collection. + Handles the single exception of multi index DataFrames. If unequal length series, + returns the length of the first series. Parameters ---------- X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. + See aeon.utils.COLLECTIONS_DATA_TYPES for details. Returns ------- @@ -84,21 +111,25 @@ def get_n_timepoints(X): Number of time points in the first case. """ t = get_type(X) - if t in ["numpy3D", "np-list", "df-list"]: + if t in ["numpy3D", "np-list"]: return X[0].shape[1] - if t in ["numpy2D", "pd-wide"]: - return X.shape[1] + if t in ["numpy2D", "df-list"]: + return X[0].shape[0] if t == "pd-multiindex": - return X.loc[X.index.get_level_values(0).unique()[0]].index.nunique() + return len(X.index.get_level_values(1).unique()) + if t == "pd-wide": + return len(X.iloc[0]) def get_n_channels(X): - """Return the number of channels in the first element of a collection. + """Return the number of channels in the first element of a collectiom. + + Handle the single exception of multi index DataFrame. Parameters ---------- X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. + See aeon.utils.COLLECTIONS_DATA_TYPES for details. Returns ------- @@ -108,13 +139,13 @@ def get_n_channels(X): Raises ------ ValueError - X is list of 2D numpy arrays or pd.DataFrames but number of channels is not - consistent. + X is list of 2D numpy but number of channels is not consistent. + X is list of 2D pd.DataFrames but number of channels is not consistent. """ t = get_type(X) if t == "numpy3D": - return X.shape[1] - if t in ["np-list", "df-list"]: + return X[0].shape[0] + if t == "np-list": if not all(arr.shape[0] == X[0].shape[0] for arr in X): raise ValueError( f"ERROR: number of channels is not consistent. " @@ -123,20 +154,94 @@ def get_n_channels(X): return X[0].shape[0] if t in ["numpy2D", "pd-wide"]: return 1 + if t == "df-list": + if not all(arr.shape[1] == X[0].shape[1] for arr in X): + raise ValueError( + f"ERROR: number of channels is not consistent. " + f"Found values: {np.unique([arr.shape[1] for arr in X])}." + ) + return X[0].shape[1] if t == "pd-multiindex": - return X.columns.nunique() + return len(X.columns) + + +def get_type(X): + """Get the string identifier associated with different data structures. + + Parameters + ---------- + X : collection + See aeon.utils.COLLECTIONS_DATA_TYPES for details. + + Returns + ------- + input_type : string + One of COLLECTIONS_DATA_TYPES. + + Raises + ------ + ValueError + X pd.ndarray but wrong dimension + X is list but not of np.ndarray or p.DataFrame. + X is a pd.DataFrame of non float primitives. + + Examples + -------- + >>> from aeon.utils.validation import get_type + >>> get_type( np.zeros(shape=(10, 3, 20))) + 'numpy3D' + """ + if isinstance(X, np.ndarray): # "numpy3D" or numpy2D + if X.ndim == 3: + return "numpy3D" + elif X.ndim == 2: + return "numpy2D" + else: + raise ValueError( + f"ERROR np.ndarray must be 2D or 3D but found " f"{X.ndim}" + ) + elif isinstance(X, list): # np-list or df-list + if isinstance(X[0], np.ndarray): # if one a numpy they must all be 2D numpy + for a in X: + if not (isinstance(a, np.ndarray) and a.ndim == 2): + raise TypeError( + f"ERROR nnp-list must contain 2D np.ndarray but found {a.ndim}" + ) + return "np-list" + elif isinstance(X[0], pd.DataFrame): + for a in X: + if not isinstance(a, pd.DataFrame): + raise TypeError("ERROR df-list must only contain pd.DataFrame") + return "df-list" + else: + raise TypeError( + f"ERROR passed a list containing {type(X[0])}, " + f"lists should either 2D numpy arrays or pd.DataFrames." + ) + elif isinstance(X, pd.DataFrame): # Nested univariate, hierarchical or pd-wide + if isinstance(X.index, pd.MultiIndex): + return "pd-multiindex" + elif _is_pd_wide(X): + return "pd-wide" + raise TypeError( + "ERROR unknown pd.DataFrame, contains non float values, " + "not hierarchical nor is it nested pd.Series" + ) + raise TypeError( + f"ERROR passed input of type {type(X)}, must be of type " + f"np.ndarray, pd.DataFrame or list of np.ndarray/pd.DataFrame" + ) def is_equal_length(X): """Test if X contains equal length time series. - Assumes input_type is a valid type - (See aeon.utils.data_types.COLLECTIONS_DATA_TYPES). + Assumes input_type is a valid type (COLLECTIONS_DATA_TYPES). Parameters ---------- X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. + See aeon.utils.COLLECTIONS_DATA_TYPES for details. Returns ------- @@ -154,22 +259,7 @@ def is_equal_length(X): >>> is_equal_length( np.zeros(shape=(10, 3, 20))) True """ - input_type = get_type(X) - if input_type in ["numpy3D", "numpy2D", "pd-wide"]: - return True - - if input_type in ["np-list", "df-list"]: - for i in range(1, len(X)): - if X[i].shape[1] != X[0].shape[1]: - return False - return True - if input_type == "pd-multiindex": - cases = X.index.get_level_values(0).unique() - length = X.loc[cases[0]].index.nunique() - for case in cases: - if X.loc[case].index.nunique() != length: - return False - return True + return _equal_length(X, get_type(X)) def has_missing(X): @@ -178,7 +268,8 @@ def has_missing(X): Parameters ---------- X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. + input_type : string + One of COLLECTIONS_DATA_TYPES. Returns ------- @@ -196,11 +287,11 @@ def has_missing(X): >>> m = has_missing( np.zeros(shape=(10, 3, 20))) """ type = get_type(X) - if type in ["numpy3D", "numpy2D"]: - return np.any(np.isnan(X)) + if type == "numpy3D" or type == "numpy2D": + return np.any(np.isnan(np.min(X))) if type == "np-list": for x in X: - if np.any(np.isnan(x)): + if np.any(np.isnan(np.min(x))): return True return False if type == "df-list": @@ -208,151 +299,85 @@ def has_missing(X): if x.isnull().any().any(): return True return False - if type in ["pd-wide", "pd-multiindex"]: + if type == "pd-wide": return X.isnull().any().any() + if type == "pd-multiindex": + if X.isna().values.any(): + return True + return False -def is_univariate(X): - """Check if X is multivariate. - - Parameters - ---------- - X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. - - Returns - ------- - bool - True if series is univariate, else False. +def is_univariate(X, is_collection=True): + """Check if X is multivariate.""" + type = get_type(X) + if type == "numpy2D" and is_collection: + return True + if type == "numpy2D" and not is_collection: + return X.shape[0] == 1 + if type == "pd-wide": + return True + if type == "numpy3D": + return X.shape[1] == 1 + # df list (n_timepoints, n_channels) + if type == "df-list": + return X[0].shape[1] == 1 + # np list (n_channels, n_timepoints) + if type == "np-list": + return X[0].shape[0] == 1 + if type == "pd-multiindex": + return X.columns.shape[0] == 1 - Raises - ------ - ValueError - X is list of 2D numpy arrays or pd.DataFrames but number of channels is not - consistent. - """ - return get_n_channels(X) == 1 +def _equal_length(X, input_type): + """Test if X contains equal length time series. -def get_type(X, raise_error=True): - """Get the string identifier associated with different data structures. + Assumes input_type is a valid type (COLLECTIONS_DATA_TYPES). Parameters ---------- X : collection - See aeon.utils.data_types.COLLECTIONS_DATA_TYPES for details. + input_type : string + one of COLLECTIONS_DATA_TYPES Returns ------- - input_type : string - One of COLLECTIONS_DATA_TYPES. - raise_error : bool, default=True - If True, raise a ValueError if the input is not a valid type. - If False, returns None when an error would be raised. + boolean + True if all series in X are equal length, False otherwise Raises ------ ValueError - X np.ndarray but does not have 2 or 3 dimensions. - X is a list but not of np.ndarray or pd.DataFrame or contained data has an - inconsistent number of channels. - X is a pd.DataFrame of non float primitives. - X is not a valid type. + input_type not in COLLECTIONS_DATA_TYPES. Examples -------- - >>> from aeon.utils.validation import get_type - >>> get_type( np.zeros(shape=(10, 3, 20))) - 'numpy3D' + >>> _equal_length( np.zeros(shape=(10, 3, 20)), "numpy3D") + True """ - msg = None - if isinstance(X, np.ndarray): # "numpy3D" or numpy2D - if X.ndim == 3: - return "numpy3D" - elif X.ndim == 2: - return "numpy2D" - else: - msg = f"ERROR np.ndarray must be 2D or 3D but found " f"{X.ndim}" - elif isinstance(X, list): # np-list or df-list - if isinstance(X[0], np.ndarray): - for a in X: - # if one a numpy they must all be 2D numpy - if not (isinstance(a, np.ndarray) and a.ndim == 2): - msg = f"ERROR np-list must contain 2D np.ndarray but found {a.ndim}" - break - if msg is None: - return "np-list" - elif isinstance(X[0], pd.DataFrame): - for a in X: - if not isinstance(a, pd.DataFrame): - msg = "ERROR df-list must only contain pd.DataFrame" - break - if not _is_pd_wide(a): - msg = ( - "ERROR df-list must contain non-multiindex pd.DataFrame with" - "numeric values" - ) - break - if msg is None: - return "df-list" - else: - msg = ( - f"ERROR passed a list containing {type(X[0])}, " - f"lists should either 2D numpy arrays or pd.DataFrames." - ) - elif isinstance(X, pd.DataFrame): # pd-multiindex or pd-wide - if _is_pd_multiindex(X): - return "pd-multiindex" - elif _is_pd_wide(X): - return "pd-wide" - else: - msg = ( - "ERROR unknown pd.DataFrame, DataFrames must contain numeric values " - "only and meet pd-multiindex or pd-wide specification." - ) - else: - msg = ( - f"ERROR passed input of type {type(X)}, must be of type " - f"np.ndarray, pd.DataFrame or list of np.ndarray/pd.DataFrame." - f"See aeon.utils.data_types.COLLECTIONS_DATA_TYPES" - ) - - if raise_error and msg is not None: - raise TypeError(msg) - return None - - -def _is_pd_multiindex(X): - """Check whether the input DataFrame is "pd-multiindex" type.""" - if ( - isinstance(X, pd.DataFrame) - and isinstance(X.index, pd.MultiIndex) - and not isinstance(X.columns, pd.MultiIndex) - and len(X.index.levels) == 2 - ): - for col in X: - if not np.issubdtype(X[col].dtype, np.floating) and not np.issubdtype( - X[col].dtype, np.integer - ): + always_equal = {"numpy3D", "numpy2D", "pd-wide"} + if input_type in always_equal: + return True + # np-list are shape (n_channels, n_timepoints) + if input_type == "np-list": + first = X[0].shape[1] + for i in range(1, len(X)): + if X[i].shape[1] != first: return False return True - return False - - -def _is_pd_wide(X): - """Check whether the input DataFrame is "pd-wide" type.""" - if ( - isinstance(X, pd.DataFrame) - and not isinstance(X.index, pd.MultiIndex) - and not isinstance(X.columns, pd.MultiIndex) - ): - for col in X: - if not np.issubdtype(X[col].dtype, np.floating) and not np.issubdtype( - X[col].dtype, np.integer - ): + # df-list are shape (n_timepoints, n_channels) + if input_type == "df-list": + first = X[0].shape[0] + for i in range(1, len(X)): + if X[i].shape[0] != first: return False return True - return False + if input_type == "pd-multiindex": # multiindex dataframe + X = X.reset_index(-1).drop(X.columns, axis=1) + return ( + X.groupby(level=0, group_keys=True, as_index=True).count().nunique().iloc[0] + == 1 + ) + raise ValueError(f" unknown input type {input_type}") def _is_numpy_list_multivariate( diff --git a/aeon/utils/validation/tests/test_collection.py b/aeon/utils/validation/tests/test_collection.py index b97a55bd58..4c53572b32 100644 --- a/aeon/utils/validation/tests/test_collection.py +++ b/aeon/utils/validation/tests/test_collection.py @@ -12,21 +12,14 @@ make_example_3d_numpy, make_example_3d_numpy_list, ) -from aeon.testing.testing_data import ( - EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION, - EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION, - UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION, -) +from aeon.testing.testing_data import EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION from aeon.utils.data_types import COLLECTIONS_DATA_TYPES from aeon.utils.validation.collection import ( _is_numpy_list_multivariate, _is_pd_wide, - get_n_cases, get_type, has_missing, - is_equal_length, is_tabular, - is_univariate, ) @@ -63,7 +56,7 @@ def test_get_type(): "String_Column": ["Apple", "Banana", "Cherry", "Date", "Elderberry"], } df = pd.DataFrame(data) - with pytest.raises(TypeError, match="contain numeric values only"): + with pytest.raises(TypeError, match="contains non float values"): get_type(df) @@ -334,48 +327,3 @@ def test_is_numpy_list_multivariate_two_multi(): x_multi_numba_list, x_multi_2d_numba_list ) assert is_multivariate is True - - -@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) -def test_get_n_cases(data): - """Test getting the number of cases.""" - assert get_n_cases(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) == 10 - - -@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) -def test_get_type2(data): - """Test getting the type.""" - assert get_type(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) == data - - -@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) -def test_is_equal_length(data): - """Test if equal length series correctly identified.""" - assert is_equal_length(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) - - -@pytest.mark.parametrize("data", ["df-list", "np-list"]) -def test_is_unequal_length(data): - """Test if unequal length series correctly identified.""" - assert not is_equal_length( - UNEQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0] - ) - - -@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) -def test_has_missing2(data): - """Test if missing values are correctly identified.""" - assert not has_missing(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) - X = np.random.random(size=(10, 2, 20)) - X[5][1][12] = np.nan - assert has_missing(X) - - -@pytest.mark.parametrize("data", COLLECTIONS_DATA_TYPES) -def test_is_univariate(data): - """Test if univariate series are correctly identified.""" - assert is_univariate(EQUAL_LENGTH_UNIVARIATE_CLASSIFICATION[data]["train"][0]) - if data in EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION.keys(): - assert not is_univariate( - EQUAL_LENGTH_MULTIVARIATE_CLASSIFICATION[data]["train"][0] - ) diff --git a/aeon/visualisation/results/_scatter.py b/aeon/visualisation/results/_scatter.py index 8a3bf96f05..65ecff69b5 100644 --- a/aeon/visualisation/results/_scatter.py +++ b/aeon/visualisation/results/_scatter.py @@ -41,7 +41,6 @@ def plot_pairwise_scatter( title=None, figsize=(8, 8), color_palette="tab10", - best_on_top=True, ): """Plot a scatter that compares datasets' results achieved by two methods. @@ -67,9 +66,6 @@ def plot_pairwise_scatter( Size of the figure. color_palette : str, default = "tab10" Color palette to be used for the plot. - best_on_top : bool, default=True - If True, the estimator with better performance is placed on the y-axis (top). - If False, the ordering is reversed. Returns ------- @@ -133,7 +129,7 @@ def plot_pairwise_scatter( x, y = [min_value, max_value], [min_value, max_value] ax.plot(x, y, color="black", alpha=0.5, zorder=1) - # better estimator on top (y-axis) + # Choose the appropriate order for the methods. Best method is shown in the y-axis. if (results_a.mean() <= results_b.mean() and not lower_better) or ( results_a.mean() >= results_b.mean() and lower_better ): @@ -147,11 +143,6 @@ def plot_pairwise_scatter( second = results_b second_method = method_b - # if best_on_top is False, swap the ordering - if not best_on_top: - first, second = second, first - first_method, second_method = second_method, first_method - differences = [ 0 if i - j == 0 else (1 if i - j > 0 else -1) for i, j in zip(first, second) ] diff --git a/aeon/visualisation/results/tests/test_scatter.py b/aeon/visualisation/results/tests/test_scatter.py index 1f8ca89c17..0c3f4d5bf8 100644 --- a/aeon/visualisation/results/tests/test_scatter.py +++ b/aeon/visualisation/results/tests/test_scatter.py @@ -91,19 +91,6 @@ def test_plot_pairwise_scatter(): assert isinstance(fig, plt.Figure) and isinstance(ax, plt.Axes) - # best_on_top = False (reversed ordering) - fig_false, ax_false = plot_pairwise_scatter( - res[0], - res[1], - cls[0], - cls[1], - metric="accuracy", - title="Test Plot best_on_top False", - best_on_top=False, - ) - plt.gcf().canvas.draw_idle() - assert isinstance(fig_false, plt.Figure) and isinstance(ax_false, plt.Axes) - # Test error handling for metrics with pytest.raises(ValueError): plot_pairwise_scatter( diff --git a/docs/changelog.md b/docs/changelog.md index f2c3d2b20b..5ad9b146d4 100644 --- a/docs/changelog.md +++ b/docs/changelog.md @@ -9,7 +9,6 @@ To stay up to date with aeon releases, subscribe to aeon [here](https://libraries.io/pypi/aeon) or follow us on [Twitter](https://twitter.com/aeon_toolbox). -- [Version 1.1.0](changelogs/v1.1.md) - [Version 1.0.0](changelogs/v1.0.md) - [Version 0.11.1](changelogs/v0/v0.11.md) - [Version 0.11.0](changelogs/v0/v0.11.md) diff --git a/docs/changelogs/v1.0.md b/docs/changelogs/v1.0.md index 2a9eaa600d..7a60562ea7 100644 --- a/docs/changelogs/v1.0.md +++ b/docs/changelogs/v1.0.md @@ -9,7 +9,7 @@ has helped make this release possible. This major release includes breaking changes that could not happen in a regular minor release. This includes the removal of the old forecasting wrapper-based code, the datatypes module and the previous transformer module. Our focus now is on -writing efficient code based on array-based bespoke implementations. +writing more efficient code based on efficient array based bespoke implementations. ## Highlights diff --git a/docs/changelogs/v1.1.md b/docs/changelogs/v1.1.md deleted file mode 100644 index 55047c1b12..0000000000 --- a/docs/changelogs/v1.1.md +++ /dev/null @@ -1,294 +0,0 @@ -# v1.1.0 - -April 2025 - -## Highlights - -- Python 3.13 is now supported and dependency bounds have been raised -- `df-list` collections now require (`n_cases`, `n_channels`, `n_timepoints`) formatting. -Make sure each dataframe in the list has channels as the first dimension and timepoints are the second. -- The ROCKAD anomaly detector has been added ({user}`pattplatt`) -- THe KASBA clusterer has been added ({user}`chrisholder`) -- Lots of documentation improvements and bug fixes - -## Anomaly Detection - -### Documentation - -- [DOC] Anomaly Detection Overview Notebook ({pr}`2446`) {user}`itsdivya1309` - -### Enhancements - -- [ENH] Added ROCKAD anomaly detector to aeon ({pr}`2376`) {user}`pattplatt` -- [ENH] Replace `prts` metrics ({pr}`2400`) {user}`aryanpola` - -## Benchmarking - -### Deprecation - -- [MNT,DEP] _binary.py metrics deprecated ({pr}`2600`) {user}`aryanpola` - -### Documentation - -- Fix docstring inconsistencies in benchmarking module (resolves #809) ({pr}`2735`) {user}`adityagh006` - -### Enhancements - -- [ENH] Replace `prts` metrics ({pr}`2400`) {user}`aryanpola` -- [ENH] Remove MutilROCKETRegressor from alias mapping ({pr}`2623`) {user}`Kaustbh` -- [ENH] Hard-Coded Tests for `test_metrics.py` ({pr}`2672`) {user}`aryanpola` - -### Maintenance - -- [MNT,DEP] _binary.py metrics deprecated ({pr}`2600`) {user}`aryanpola` - -## Classification - -### Bug Fixes - -- [BUG] Passed stride parameter to LITETimeClassifier ({pr}`2502`) {user}`kavya-r30` -- [BUG] LITE Network : Fixed list arguments ({pr}`2510`) {user}`kavya-r30` - -### Documentation - -- [DOC] Add LITETimeClassifier Example to Classification Notebook ({pr}`2419`) {user}`sumana-2705` -- [DOC] Inserting the right paper reference ({pr}`2440`) {user}`adilsonmedronha` -- [DOC] LITE Time classifier metrics ({pr}`2464`) {user}`dschrempf` -- [DOC] Updated docstring to clarify class_weight parameter in MRHydraClassifier ({pr}`2505`) {user}`Akhil-Jasson` -- [DOC] added type hints to 'classification->convolution_based' module ({pr}`2494`) {user}`YashviMehta03` -- [DOC] Documentation improvement of BaseDeepClassifier and BaseCollectionEstimator ({pr}`2516`) {user}`kevinzb56` -- [DOC] Add 'Raises' section to docstring (#1766) ({pr}`2484`) {user}`Nikitas100` - -### Enhancements - -- [ENH] Added possibility for pooling strides in TimeCNN ({pr}`2485`) {user}`kavya-r30` -- [ENH] Replace SFA with SFAFast in REDCOMETS ({pr}`2418`) {user}`itsdivya1309` -- [ENH] Added class weights to feature based classifiers ({pr}`2512`) {user}`lucifer4073` -- [ENH] Set `outlier_norm` default to True for Catch22 estimators ({pr}`2659`) {user}`tanishy7777` - -### Maintenance - -- [MNT] Fixed wrong type annotations for aeon classes ({pr}`2488`) {user}`shinymack` -- [MNT] Raise version bound for `scikit-learn` 1.6 ({pr}`2486`) {user}`MatthewMiddlehurst` -- [MNT] Remove REDCOMETs from testing exclusion list ({pr}`2630`) {user}`MatthewMiddlehurst` - -## Clustering - -### Documentation - -- [DOC] Update Partitional clustering notebook ({pr}`2483`) {user}`Akhil-Jasson` -- [DOC] Notebook on Feature-based Clustering ({pr}`2579`) {user}`itsdivya1309` - -### Enhancements - -- [ENH] KASBA clusterer ({pr}`2428`) {user}`chrisholder` -- [ENH] Removed Reshape Layer from Deep Learning Clusterers ({pr}`2495`) {user}`kavya-r30` -- [ENH] Adds kdtw kernel support for kernelkmeans ({pr}`2645`) {user}`tanishy7777` -- [ENH] Add dummy clusterer tags ({pr}`2551`) {user}`MatthewMiddlehurst` - -### Maintenance - -- [MNT] Fix random state deep clustering checking test ({pr}`2528`) {user}`hadifawaz1999` -- [MNT] Raise version bound for `scikit-learn` 1.6 ({pr}`2486`) {user}`MatthewMiddlehurst` - -## Datasets - -### Enhancements - -- [ENH] Collection conversion cleanup and `df-list` fix ({pr}`2654`) {user}`MatthewMiddlehurst` - -## Distances - -### Bug Fixes - -- [BUG, ENH] SFA fix: Std-Normalization, as used in BOSS and WEASEL models, is potentially harmful for lower bounding ({pr}`2461`) {user}`patrickzib` - -### Documentation - -- [DOC] ddtw_distance Documentation Fix ({pr}`2443`) {user}`notaryanramani` -- [DOC] Distance function notebook #2395 ({pr}`2487`) {user}`kevinzb56` - -### Enhancements - -- [BUG, ENH] SFA fix: Std-Normalization, as used in BOSS and WEASEL models, is potentially harmful for lower bounding ({pr}`2461`) {user}`patrickzib` -- [ENH] Adds support for distances that are asymmetric but supports unequal length ({pr}`2613`) {user}`tanishy7777` -- [ENH] Support for unequal length in itakura parallelogram ({pr}`2647`) {user}`tanishy7777` -- [ENH] Implement DTW with Global alignment ({pr}`2565`) {user}`tanishy7777` - -## Forecasting - -### Documentation - -- [DOC] Added Docstring for regression forecasting ({pr}`2564`) {user}`kavya-r30` - -### Enhancements - -- [ENh] Forecasting tests ({pr}`2427`) {user}`TonyBagnall` - -## Networks - -### Bug Fixes - -- [BUG] LITE Network : Fixed list arguments ({pr}`2510`) {user}`kavya-r30` - -### Enhancements - -- [ENH] Added possibility for pooling strides in TimeCNN ({pr}`2485`) {user}`kavya-r30` -- [ENH] Add and Validate `n_layers`, `n_units`, `activation` & `dropout_rate` kwargs to MLPNetwork ({pr}`2338`) {user}`aadya940` -- [ENH] Test coverage for AEResNetNetwork Improved ({pr}`2518`) {user}`lucifer4073` -- [ENH] Test coverage for MLP Network improved ({pr}`2537`) {user}`shinymack` -- [ENH] Test coverage for FCNNetwork Improved ({pr}`2559`) {user}`lucifer4073` -- [ENH] Test coverage for AEFCNNetwork Improved ({pr}`2558`) {user}`lucifer4073` -- [ENH] Test coverage for TimeCNNNetwork Improved ({pr}`2534`) {user}`lucifer4073` -- [ENH] Test coverage for Resnet Network ({pr}`2553`) {user}`kavya-r30` - -## Regression - -### Bug Fixes - -- [BUG] LITE Network : Fixed list arguments ({pr}`2510`) {user}`kavya-r30` - -### Documentation - -- [DOC] Base collection class docstring formatting ({pr}`2452`) {user}`TonyBagnall` -- [DOC] Inconsistent double qoutes in regression module ({pr}`2640`) {user}`Val-2608` - -### Maintenance - -- [MNT] Fixed wrong type annotations for aeon classes ({pr}`2488`) {user}`shinymack` -- [MNT] Raise version bound for `scikit-learn` 1.6 ({pr}`2486`) {user}`MatthewMiddlehurst` - -## Segmentation - -### Enhancements - -- [ENH] Remove test exclusions ({pr}`2409`) {user}`TonyBagnall` - -## Transformations - -### Bug Fixes - -- [BUG] add ExpSmoothingSeriesTransformer and MovingAverageSeriesTransformer to __init__ ({pr}`2550`) {user}`Cyril-Meyer` -- [BUG] SevenNumberSummary bugfix and input rename ({pr}`2555`) {user}`MatthewMiddlehurst` - -### Documentation - -- [DOC] Base collection class docstring formatting ({pr}`2452`) {user}`TonyBagnall` -- [DOC] Create smoothing filters notebook ({pr}`2547`) {user}`Cyril-Meyer` -- [DOC] Clarify documentation regarding unequal length series limitation ({pr}`2589`) {user}`Kaustbh` - -### Enhancements - -- [ENH] Refactor BinSegSegmenter to BinSegmenter ({pr}`2408`) {user}`TonyBagnall` -- [ENH] Remove test exclusions ({pr}`2409`) {user}`TonyBagnall` - -## Unit Testing - -### Enhancements - -- [ENH] Remove test exclusions ({pr}`2409`) {user}`TonyBagnall` -- [ENh] Forecasting tests ({pr}`2427`) {user}`TonyBagnall` -- [ENH] adjust test for non numpy output ({pr}`2517`) {user}`TonyBagnall` -- [ENH] Collection conversion cleanup and `df-list` fix ({pr}`2654`) {user}`MatthewMiddlehurst` -- [MNT,ENH] Update to allow Python 3.13 ({pr}`2608`) {user}`MatthewMiddlehurst` - -### Maintenance - -- [MNT] Testing fixes ({pr}`2531`) {user}`MatthewMiddlehurst` -- [MNT] Fix random state deep clustering checking test ({pr}`2528`) {user}`hadifawaz1999` -- [MNT] Skip some excected results tests when numba is disabled ({pr}`2639`) {user}`MatthewMiddlehurst` -- [MNT] Remove REDCOMETs from testing exclusion list ({pr}`2630`) {user}`MatthewMiddlehurst` -- [MNT,ENH] Update to allow Python 3.13 ({pr}`2608`) {user}`MatthewMiddlehurst` - -## Visualisations - -### Documentation - -- [DOC] Added Missing Docstring for Plot Pairwise Distance Matrix ({pr}`2609`) {user}`kavya-r30` - -### Enhancements - -- [ENH] Test Coverage for Pairwise Distance ({pr}`2590`) {user}`kavya-r30` -- [ENH] `best_on_top` addition in `plot_pairwise_scatter` ({pr}`2655`) {user}`aryanpola` - -## Other - -### Documentation - -- [DOC] Contributing guide and template changes ({pr}`2423`) {user}`MatthewMiddlehurst` -- [DOC] Created a adding_typehints.md in developers_guide that Fixes issue #1857 ({pr}`2424`) {user}`vedpawar2254` -- [DOC] Add comment to readme.md ({pr}`2450`) {user}`TonyBagnall` -- [DOC] Contributing readme and other contributing updates ({pr}`2445`) {user}`MatthewMiddlehurst` -- [DOC] add note to install pandoc ({pr}`2489`) {user}`inclinedadarsh` -- [DOC] Added search functionality for estimator overview table ({pr}`2496`) {user}`kavya-r30` -- [DOC] Fixed tags appearance on the end on list in partition clustering notebook ({pr}`2504`) {user}`kavya-r30` -- [DOC] Update custom CSS for dataframe styling in documentation ({pr}`2508`) {user}`inclinedadarsh` -- [DOC] Improve type hint guide and add link to the page. ({pr}`2532`) {user}`MatthewMiddlehurst` -- [DOC] Fixed Output Error in Interval Based Notebook ({pr}`2620`) {user}`kavya-r30` -- [DOC] Add GSoC announcement to web page ({pr}`2629`) {user}`MatthewMiddlehurst` -- [DOC] Update dependencies.md ({pr}`2717`) {user}`TinaJin0228` -- [DOC] re-running notebook for fixing error in cell output ({pr}`2597`) {user}`Kaustbh` -- [DOC] Add 'Raises' section to docstring #1766 ({pr}`2617`) {user}`ayushsingh9720` -- [DOC] Contributor docs update ({pr}`2554`) {user}`MatthewMiddlehurst` -- [DOC] Add link to about us page and fix badge link in README ({pr}`2556`) {user}`MatthewMiddlehurst` -- [DOC] Fixed a few spelling/grammar mistakes on TSC docs examples ({pr}`2738`) {user}`HaroonAzamFiza` - -### Enhancements - -- [ENH] Add sphinx event to add capability table to estimators' docs individually ({pr}`2468`) {user}`inclinedadarsh` -- [DOC] Added search functionality for estimator overview table ({pr}`2496`) {user}`kavya-r30` -- [ENH,MNT] Assign Bot (assigned issues>2) ({pr}`2702`) {user}`aryanpola` -- [MNT,ENH] Assign-bot (Allow users to type alternative phrases for assingment) ({pr}`2704`) {user}`Ramana-Raja` - -### Maintenance - -- [MNT] Trying to diagnose ubuntu workflow failures ({pr}`2413`) {user}`MatthewMiddlehurst` -- [MNT] Set upper bound on esig version ({pr}`2463`) {user}`chrisholder` -- [MNT] Swapped tensorflow and pytorch to install only CPU version ({pr}`2416`) {user}`chrisholder` -- [MNT] Temporary exclusion of REDCOMETS from CI ({pr}`2522`) {user}`MatthewMiddlehurst` -- [MNT] Use MacOS for examples/ workflow ({pr}`2668`) {user}`shinymack` -- [MNT] issue-assign-bot (prevent assignment on PRs) ({pr}`2703`) {user}`shinymack` -- [MNT] Fix run_examples.sh exclusion ({pr}`2701`) {user}`MatthewMiddlehurst` -- [MNT] Updated the release workflows ({pr}`2638`) {user}`MatthewMiddlehurst` -- [ENH,MNT] Assign Bot (assigned issues>2) ({pr}`2702`) {user}`aryanpola` -- [MNT,ENH] Assign-bot (Allow users to type alternative phrases for assingment) ({pr}`2704`) {user}`Ramana-Raja` - -### Other - -- [GOV] Infrastructure workgroup lead and voting ambiguity fix ({pr}`2426`) {user}`MatthewMiddlehurst` - -## Contributors - -The following have contributed to this release through a collective 90 GitHub Pull Requests: - -{user}`aadya940`, -{user}`adilsonmedronha`, -{user}`adityagh006`, -{user}`Akhil-Jasson`, -{user}`aryanpola`, -{user}`ayushsingh9720`, -{user}`chrisholder`, -{user}`Cyril-Meyer`, -{user}`dschrempf`, -{user}`hadifawaz1999`, -{user}`HaroonAzamFiza`, -{user}`inclinedadarsh`, -{user}`itsdivya1309`, -{user}`Kaustbh`, -{user}`kavya-r30`, -{user}`kevinzb56`, -{user}`lucifer4073`, -{user}`MatthewMiddlehurst`, -{user}`Nikitas100`, -{user}`notaryanramani`, -{user}`patrickzib`, -{user}`pattplatt`, -{user}`Ramana-Raja`, -{user}`shinymack`, -{user}`sumana-2705`, -{user}`tanishy7777`, -{user}`TinaJin0228`, -{user}`TonyBagnall`, -{user}`Val-2608`, -{user}`vedpawar2254`, -{user}`YashviMehta03` diff --git a/docs/conf.py b/docs/conf.py index 65844dbb71..bea36e60dd 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -199,6 +199,7 @@ def find_source(): # documentation. html_theme_options = { + "announcement": "Announcement: aeon is taking part in the Google Summer of Code (GSoC) 2025! See the home page for more information.", # noqa: E501 "sidebar_hide_name": True, "top_of_page_button": "edit", "source_repository": "https://github.com/aeon-toolkit/aeon/", diff --git a/docs/developer_guide/release.md b/docs/developer_guide/release.md index 45c0d6dcf9..13f0e41577 100644 --- a/docs/developer_guide/release.md +++ b/docs/developer_guide/release.md @@ -41,11 +41,7 @@ The release process is as follows, on high-level: Creation of the GitHub release trigger the `pypi` release workflow. -5. **Approve the release workflow.** - The release workflow will be automatically created in the GitHub Actions tab. This - must be approved by a member of the release management workgroup before it will run. - -6. **Wait for the ``pypi`` release CI/CD to finish.** +5. **Wait for the ``pypi`` release CI/CD to finish.** If tests fail due to sporadic unrelated failure, restart. If tests fail genuinely, something went wrong in the above steps, investigate, fix, and repeat. If the bug is known and sporadic (i.e. failure to read data from an external source), the release @@ -53,7 +49,7 @@ Creation of the GitHub release trigger the `pypi` release workflow. the workflow can be manually run from the GitHub Actions tab if more PRs are required. -7. **Release workflow completion tasks.** +6. **Release workflow completion tasks.** Once the release workflow has passed, check `aeon` version on `pypi`, this should be the new version. A validatory installation of `aeon` in a new Python environment should be carried out according to the installation instructions. If the installation @@ -62,7 +58,7 @@ Creation of the GitHub release trigger the `pypi` release workflow. ## `conda-forge` release and release validation -8. **Merge the ``conda-forge`` release PR.** +7. **Merge the ``conda-forge`` release PR.** After some time a PR will be automatically created in the [aeon conda-forge feedstock](https://github.com/conda-forge/aeon-feedstock). Follow the instructions in the PR to merge it, making sure to update any dependencies that have changed and dependency version bounds. diff --git a/docs/index.md b/docs/index.md index 11b558839e..d1c45c1c6d 100644 --- a/docs/index.md +++ b/docs/index.md @@ -17,6 +17,15 @@ segmentation and similarity search. - We provide a range of tools for reproducing benchmarking results and evaluating time series algorithms implemented in `aeon` and other `scikit-learn` compatible packages. +```{admonition} GSoC 2025 +`aeon` is participating in Google Summer of Code 2025 under the NumFOCUS umbrella. If +you are interested in participating, please see our [GSoC 2025 project page](https://github.com/aeon-toolkit/aeon-admin/blob/main/gsoc/gsoc-2025-projects.md). +Feel free to ask questions on the dedicated [GitHub discussion](https://github.com/aeon-toolkit/aeon/discussions/2530) +or our [Slack channel](https://join.slack.com/t/aeon-toolkit/shared_invite/zt-22vwvut29-HDpCu~7VBUozyfL_8j3dLA). +If you are interested in contributing, click on the "Contributing to aeon" link in the +sidebar for a contribution guide. Applications close April 8th. +``` + ## Community Channels **GitHub**: [github.com/aeon-toolkit/aeon](https://github.com/aeon-toolkit/aeon) diff --git a/examples/classification/classification.ipynb b/examples/classification/classification.ipynb index 6971838705..8ec2f4563b 100644 --- a/examples/classification/classification.ipynb +++ b/examples/classification/classification.ipynb @@ -2,10 +2,6 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "_pBlXBeTh5IG" - }, "source": [ "# Time Series Classification\n", "\n", @@ -18,18 +14,18 @@ " be easy, because the basic usage is identical.\n", "\n", "\"time" - ] + ], + "metadata": { + "collapsed": false, + "id": "_pBlXBeTh5IG" + } }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "weha73tPh5IH" - }, "source": [ "## Classification Notebooks\n", "\n", - "This notebook gives an overview of TSC. More specific notebooks on TSC are based on\n", + "This note book gives an overview of TSC. More specific notebooks on TSC are base on\n", "the type of representation or transformation they use:\n", "\n", "- [Convolution based](convolution_based.ipynb)\n", @@ -41,14 +37,14 @@ "- [Shapelet based](shapelet_based.ipynb)\n", "- [Hybrid](hybrid.ipynb)\n", "- [Early classification](early_classification.ipynb)\n" - ] + ], + "metadata": { + "collapsed": false, + "id": "weha73tPh5IH" + } }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "EyjESzTQh5II" - }, "source": [ "## Data Storage and Problem Types\n", "\n", @@ -58,26 +54,23 @@ "multivariate, with at least three dimensions (x,y,z co-ordinates). The image above is\n", " a univariate problem: each series has its own label. The dimension of the time\n", " series instance is also often called the channel. We recommend storing time series\n", - " in 3D numpy array of shape `(n_cases, n_channels, n_timepoints)` and,\n", - " where possible, our single problem loaders will return a\n", + " in 3D numpy array of shape `(n_cases, n_channels, n_timepoints)` and\n", + " where possible our single problem loaders will return a\n", " 3D numpy. Unequal length classification problems are stored in a list of 2D numpy\n", " arrays. More details on data storage can be found in the [data storage](../datasets/datasets.ipynb) notebook." - ] + ], + "metadata": { + "collapsed": false, + "id": "EyjESzTQh5II" + } }, { "cell_type": "code", "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "bjW-qRxOh5II", - "outputId": "a17f6f06-04b2-4fed-877e-92ef9680cdef" - }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "ArrowHead series of type and shape (36, 1, 251)\n", "Motions type of shape (40,)\n" @@ -94,14 +87,17 @@ "motions, motions_labels = load_basic_motions(split=\"train\")\n", "print(f\"ArrowHead series of type {type(arrow)} and shape {arrow.shape}\")\n", "print(f\"Motions type {type(motions)} of shape {motions_labels.shape}\")" - ] + ], + "metadata": { + "id": "bjW-qRxOh5II", + "outputId": "a17f6f06-04b2-4fed-877e-92ef9680cdef", + "colab": { + "base_uri": "https://localhost:8080/" + } + } }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "pPrsdjsOh5IJ" - }, "source": [ "We use 3D numpy even if the data is univariate: even though classifiers\n", "can work using a 2D array of shape `(n_cases, n_timepoints)`, this 2D shape can get\n", @@ -139,39 +135,43 @@ " involved a subject performing one of four tasks (walking, resting, running and\n", " badminton) for ten seconds. Time series in this data set have six dimensions or\n", " channels." - ] + ], + "metadata": { + "collapsed": false, + "id": "pPrsdjsOh5IJ" + } }, { "cell_type": "code", "execution_count": null, "metadata": { + "id": "9T5zoVT9h5IJ", + "outputId": "2aa3e84a-9fdd-4cd7-fcff-4f6f8172c5ce", "colab": { "base_uri": "https://localhost:8080/", "height": 469 - }, - "id": "9T5zoVT9h5IJ", - "outputId": "2aa3e84a-9fdd-4cd7-fcff-4f6f8172c5ce" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" + "execution_count": 7 }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -187,33 +187,33 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "TtIuima2h5IK", + "outputId": "17310dc6-8ba5-45bb-8e2b-a07f80402bef", "colab": { "base_uri": "https://localhost:8080/", "height": 469 - }, - "id": "TtIuima2h5IK", - "outputId": "17310dc6-8ba5-45bb-8e2b-a07f80402bef" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, - "execution_count": 8, "metadata": {}, - "output_type": "execute_result" + "execution_count": 8 }, { + "output_type": "display_data", "data": { - "image/png": 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", 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} } ], "source": [ @@ -240,23 +240,16 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "qG96PKaCh5IK", - "outputId": "07ae1abe-a9d2-4e19-f515-9ca20e017177" - }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.72" ] }, - "execution_count": 9, "metadata": {}, - "output_type": "execute_result" + "execution_count": 9 } ], "source": [ @@ -269,7 +262,14 @@ "rand_forest.fit(arrow2d, arrow_labels)\n", "y_pred = rand_forest.predict(arrow_test)\n", "accuracy_score(arrow_test_labels, y_pred)" - ] + ], + "metadata": { + "id": "qG96PKaCh5IK", + "outputId": "07ae1abe-a9d2-4e19-f515-9ca20e017177", + "colab": { + "base_uri": "https://localhost:8080/" + } + } }, { "cell_type": "markdown", @@ -290,44 +290,44 @@ "We show the simplest use cases for classifiers and demonstrate how to build bespoke\n", "pipelines for time series classification. An accurate and relatively\n", "fast classifier is the [ROCKET](https://link.springer.com/article/10.1007/s10618-020-00701-z) classifier. ROCKET is a convolution based algorithm\n", - "described in detail in the [convolution based](convolution_based.ipynb) notebook." + "described in detail in the [convolution based](convolution_based.ipynb) note book." ] }, { "cell_type": "code", - "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-11-16T19:16:46.486243Z", "start_time": "2024-11-16T19:15:42.973051Z" }, + "id": "2xIrRErYh5IL", + "outputId": "372654b5-3fae-42e8-a315-da9e33ad8e38", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "2xIrRErYh5IL", - "outputId": "372654b5-3fae-42e8-a315-da9e33ad8e38" + } }, + "source": [ + "from aeon.classification.convolution_based import RocketClassifier\n", + "\n", + "rocket = RocketClassifier(n_kernels=2000)\n", + "rocket.fit(arrow, arrow_labels)\n", + "y_pred = rocket.predict(arrow_test)\n", + "\n", + "accuracy_score(arrow_test_labels, y_pred)" + ], "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.76" ] }, - "execution_count": 10, "metadata": {}, - "output_type": "execute_result" + "execution_count": 10 } ], - "source": [ - "from aeon.classification.convolution_based import RocketClassifier\n", - "\n", - "rocket = RocketClassifier(n_kernels=2000)\n", - "rocket.fit(arrow, arrow_labels)\n", - "y_pred = rocket.predict(arrow_test)\n", - "\n", - "accuracy_score(arrow_test_labels, y_pred)" - ] + "execution_count": null }, { "cell_type": "markdown", @@ -350,22 +350,22 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "u0rqqET8h5IL", + "outputId": "b1347f40-c82b-4ecf-ec72-500b1f7f8a12", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "u0rqqET8h5IL", - "outputId": "b1347f40-c82b-4ecf-ec72-500b1f7f8a12" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.8685714285714285" ] }, - "execution_count": 11, "metadata": {}, - "output_type": "execute_result" + "execution_count": 11 } ], "source": [ @@ -380,27 +380,36 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "gTQRU2rkuPvw" - }, "source": [ "The LITETime Classifier is an efficient deep learning-based model for time series classification. It is designed to handle both univariate and multivariate time series data effectively, offering lightweight architecture and competitive performance. For simplicity, this notebook uses 10 epochs to demonstrate the classifier's functionality. To observe the full performance of deep learning models in aeon, it’s recommended to use the library's default epochs. The reduced epochs here simplify the demonstration and reduce runtime. Deep learning approaches for time series classification, are further described in the [deep learning notebook](./deep_learning.ipynb).\n" - ] + ], + "metadata": { + "id": "gTQRU2rkuPvw" + } }, { "cell_type": "code", - "execution_count": null, + "source": [ + "from aeon.classification.deep_learning import LITETimeClassifier\n", + "\n", + "lite_time = LITETimeClassifier(n_epochs=10, batch_size=32, random_state=42)\n", + "lite_time.fit(arrow, arrow_labels)\n", + "y_pred = lite_time.predict(arrow_test)\n", + "\n", + "accuracy_score(arrow_test_labels, y_pred)" + ], "metadata": { + "id": "-nnwMXqtSzzc", + "outputId": "5ca88c72-3d6d-4d0b-90e7-b76da94aa62f", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "-nnwMXqtSzzc", - "outputId": "5ca88c72-3d6d-4d0b-90e7-b76da94aa62f" + } }, + "execution_count": null, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 122ms/step\n", "\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 126ms/step\n", @@ -410,67 +419,51 @@ ] }, { + "output_type": "execute_result", "data": { "text/plain": [ "0.3942857142857143" ] }, - "execution_count": 13, "metadata": {}, - "output_type": "execute_result" + "execution_count": 13 } - ], - "source": [ - "from aeon.classification.deep_learning import LITETimeClassifier\n", - "\n", - "lite_time = LITETimeClassifier(n_epochs=10, batch_size=32, random_state=42)\n", - "lite_time.fit(arrow, arrow_labels)\n", - "y_pred = lite_time.predict(arrow_test)\n", - "\n", - "accuracy_score(arrow_test_labels, y_pred)" ] }, { "cell_type": "markdown", + "source": [], "metadata": { "collapsed": false, "id": "3y4vwmA1h5IL" - }, - "source": [] + } }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "OaBVEJmnh5IM" - }, "source": [ "## Multivariate Classification\n", "To use ``sklearn`` classifiers directly on multivariate data, one option is to flatten\n", "the data so that the 3D array `(n_cases, n_channels, n_timepoints)` becomes a 2D array\n", "of shape `(n_cases, n_channels*n_timepoints)`." - ] + ], + "metadata": { + "collapsed": false, + "id": "OaBVEJmnh5IM" + } }, { "cell_type": "code", "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1mfxhLaZh5IM", - "outputId": "c0a7278f-7feb-45dc-a337-e0da2bcbbf60" - }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.925" ] }, - "execution_count": 14, "metadata": {}, - "output_type": "execute_result" + "execution_count": 14 } ], "source": [ @@ -482,70 +475,71 @@ "rand_forest.fit(motions2d, motions_labels)\n", "y_pred = rand_forest.predict(motions2d_test)\n", "accuracy_score(motions_test_labels, y_pred)" - ] + ], + "metadata": { + "id": "1mfxhLaZh5IM", + "outputId": "c0a7278f-7feb-45dc-a337-e0da2bcbbf60", + "colab": { + "base_uri": "https://localhost:8080/" + } + } }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "Hc2DrT2Fh5IM" - }, "source": [ "However, many ``aeon`` classifiers, including ROCKET and HC2, are configured to\n", "work with multivariate input. This works exactly like univariate classification. For example:" - ] + ], + "metadata": { + "collapsed": false, + "id": "Hc2DrT2Fh5IM" + } }, { "cell_type": "code", "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "yXZW8cAch5IM", - "outputId": "f3b7b3b7-8204-4e30-cca8-1f07b4d53d90" - }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "1.0" ] }, - "execution_count": 15, "metadata": {}, - "output_type": "execute_result" + "execution_count": 15 } ], "source": [ "rocket.fit(motions, motions_labels)\n", "y_pred = rocket.predict(motions_test)\n", "accuracy_score(motions_test_labels, y_pred)" - ] + ], + "metadata": { + "id": "yXZW8cAch5IM", + "outputId": "f3b7b3b7-8204-4e30-cca8-1f07b4d53d90", + "colab": { + "base_uri": "https://localhost:8080/" + } + } }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "vW1usODIh5IM" - }, "source": [ "A list of classifiers capable of handling multivariate classification can be obtained\n", " with this code" - ] + ], + "metadata": { + "collapsed": false, + "id": "vW1usODIh5IM" + } }, { "cell_type": "code", "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-efZQXWCh5IN", - "outputId": "778d4b99-7f28-4722-bbc1-c0937d8bdfb9" - }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "[('Arsenal', aeon.classification.convolution_based._arsenal.Arsenal),\n", @@ -631,9 +625,8 @@ " aeon.classification.interval_based._tsf.TimeSeriesForestClassifier)]" ] }, - "execution_count": 16, "metadata": {}, - "output_type": "execute_result" + "execution_count": 16 } ], "source": [ @@ -643,7 +636,14 @@ " tag_filter={\"capability:multivariate\": True},\n", " type_filter=\"classifier\",\n", ")" - ] + ], + "metadata": { + "id": "-efZQXWCh5IN", + "outputId": "778d4b99-7f28-4722-bbc1-c0937d8bdfb9", + "colab": { + "base_uri": "https://localhost:8080/" + } + } }, { "cell_type": "markdown", @@ -664,22 +664,22 @@ "cell_type": "code", "execution_count": null, "metadata": { + "id": "xtlozU2Hh5IN", + "outputId": "9c5478f1-0184-4afa-87e3-1526988796fe", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "xtlozU2Hh5IN", - "outputId": "9c5478f1-0184-4afa-87e3-1526988796fe" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.9" ] }, - "execution_count": 17, "metadata": {}, - "output_type": "execute_result" + "execution_count": 17 } ], "source": [ @@ -702,38 +702,38 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "-7NDHcmzh5IN" - }, "source": [ "## sklearn Compatibility\n", "\n", "`aeon` classifiers are compatible with `sklearn` model selection and\n", "composition tools using `aeon` data formats. For example, cross-validation can\n", "be performed using the `sklearn` `cross_val_score` and `KFold` functionality:" - ] + ], + "metadata": { + "collapsed": false, + "id": "-7NDHcmzh5IN" + } }, { "cell_type": "code", "execution_count": null, "metadata": { + "id": "Pw_ZNfJvh5IN", + "outputId": "7963c9b6-673f-4d66-95df-e7aa418e39ce", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "Pw_ZNfJvh5IN", - "outputId": "7963c9b6-673f-4d66-95df-e7aa418e39ce" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "array([0.88888889, 0.66666667, 0.77777778, 0.77777778])" ] }, - "execution_count": 18, "metadata": {}, - "output_type": "execute_result" + "execution_count": 18 } ], "source": [ @@ -744,35 +744,35 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false, - "id": "aJNXKkYHh5IO" - }, "source": [ "Parameter tuning can be done using `sklearn` `GridSearchCV`. For example, we can tune\n", " the _k_ and distance measure for a K-NN classifier:" - ] + ], + "metadata": { + "collapsed": false, + "id": "aJNXKkYHh5IO" + } }, { "cell_type": "code", "execution_count": null, "metadata": { + "id": "K67ps0Bnh5IO", + "outputId": "460d0d39-ae25-4cfa-ea50-02dde57654da", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "K67ps0Bnh5IO", - "outputId": "460d0d39-ae25-4cfa-ea50-02dde57654da" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.8" ] }, - "execution_count": 19, "metadata": {}, - "output_type": "execute_result" + "execution_count": 19 } ], "source": [ @@ -792,34 +792,34 @@ }, { "cell_type": "markdown", + "source": [ + "Probability calibration is possible with the `sklearn` `CalibratedClassifierCV`:" + ], "metadata": { "collapsed": false, "id": "FtiuhfARh5IO" - }, - "source": [ - "Probability calibration is possible with the `sklearn` `CalibratedClassifierCV`:" - ] + } }, { "cell_type": "code", "execution_count": null, "metadata": { + "id": "oyywFEuhh5IO", + "outputId": "719c1f06-7eff-429b-dd26-e7da6be20972", "colab": { "base_uri": "https://localhost:8080/" - }, - "id": "oyywFEuhh5IO", - "outputId": "719c1f06-7eff-429b-dd26-e7da6be20972" + } }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "0.7485714285714286" ] }, - "execution_count": 20, "metadata": {}, - "output_type": "execute_result" + "execution_count": 20 } ], "source": [ @@ -892,26 +892,21 @@ }, { "cell_type": "code", - "execution_count": null, + "source": [], "metadata": { "id": "ms0mSnWEU11v" }, - "outputs": [], - "source": [] + "execution_count": null, + "outputs": [] } ], "metadata": { - "accelerator": "GPU", - "colab": { - "gpuType": "T4", - "provenance": [] - }, "interpreter": { "hash": "9d800c14abb2bd109b7479fe8830174a66f0a4a77373f77c2c7334932e1a4922" }, "kernelspec": { - "display_name": "Python 3", - "name": "python3" + "name": "python3", + "display_name": "Python 3" }, "language_info": { "codemirror_mode": { @@ -924,7 +919,12 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" - } + }, + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "accelerator": "GPU" }, "nbformat": 4, "nbformat_minor": 0 diff --git a/examples/datasets/datasets.ipynb b/examples/datasets/datasets.ipynb index 2f8bd9c2ba..c1cf05ff05 100644 --- a/examples/datasets/datasets.ipynb +++ b/examples/datasets/datasets.ipynb @@ -7,16 +7,15 @@ "\n", "Getting data into the correct data structure is fundamental. This notebook describes\n", "the data structures used in `aeon` and links to more complex use cases. `aeon` models\n", - "two abstract data types: **single series** and **collections of series**.\n", + "abstract data types: single series and collections of series.\n", "\n", "A single time series can be univariate (each observation is a single value) or\n", "multivariate (each observation is a vector). We say that the length of the vector\n", "(its dimension) is the number of channels, which in code we denote `n_channels`.\n", "The length of the series is called the number of timepoints, or `n_timepoints` in\n", - "code. We generally store a single series in a 2D numpy array with shape\n", - "`(n_channels, n_timepoints)`, though data can be passed the other way around in some\n", - "cases using an `axis` parameter. Series estimators work with a univariate series stored\n", - "as a 1D numpy array, but will internally convert to 2D." + "code. We generally store a single series\n", + "in a 2D numpy array with shape ``(n_channels, n_timepoints)``. Series estimators\n", + "should work with a univariate series stored as a 1D numpy array, but will internally convert to 2D." ], "metadata": { "collapsed": false @@ -24,190 +23,35 @@ }, { "cell_type": "code", - "source": [ - "import numpy as np\n", - "\n", - "from aeon.visualisation import plot_series, plot_series_collection" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2025-03-20T00:21:22.315887Z", - "start_time": "2025-03-20T00:21:21.284145Z" - } - }, - "outputs": [], - "execution_count": 1 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2025-03-20T00:21:22.690311Z", - "start_time": "2025-03-20T00:21:22.323622Z" - } - }, - "cell_type": "code", - "source": [ - "# Univariate series length 100\n", - "X = np.random.random((1, 100))\n", - "print(X.shape)\n", - "plot_series(X)" - ], + "execution_count": 1, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(1, 100)\n" + "(1, 100)\n", + "(3, 200)\n", + "(10, 1, 50)\n", + "(5, 26, 100)\n" ] - }, - { - "data": { - "text/plain": [ - "(
, )" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
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- }, - "metadata": {}, - "output_type": "display_data" } ], - "execution_count": 2 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2025-03-20T00:21:23.069673Z", - "start_time": "2025-03-20T00:21:22.984023Z" - } - }, - "cell_type": "code", "source": [ - "# Three channel multivariate series length 200\n", - "X = np.array(\n", - " [\n", - " np.sin(np.arange(0, np.pi * 4, np.pi * 4 / 200)),\n", - " np.sin(np.arange(0, np.pi * 8, np.pi * 8 / 200)),\n", - " np.sin(np.arange(0, np.pi * 16, np.pi * 16 / 200)),\n", - " ]\n", - ")\n", + "import numpy as np\n", + "\n", + "X = np.random.random((1, 100)) # Univariate series length 100\n", "print(X.shape)\n", - "plot_series(X)" - ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3, 200)\n" - ] - }, - { - "data": { - "text/plain": [ - "(
, )" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2025-03-20T00:21:23.138096Z", - "start_time": "2025-03-20T00:21:23.076845Z" - } - }, - "cell_type": "code", - "source": [ - "# Collection of 5 univariate series of length 50\n", - "X = np.random.random((5, 1, 50))\n", - "plot_series_collection(X)" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "(
, )" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } + "X = np.random.random((3, 200)) # three channel multivariate series length 200\n", + "print(X.shape)\n", + "X = np.random.random((10, 1, 50)) # Collection of 10 univariate series of length 50\n", + "print(X.shape)\n", + "X = np.random.random((5, 26, 100)) # Collection of 5 multivariate time series with 26\n", + "# channels, length 100\n", + "print(X.shape)" ], - "execution_count": 4 - }, - { "metadata": { - "ExecuteTime": { - "end_time": "2025-03-20T00:21:23.209004Z", - "start_time": "2025-03-20T00:21:23.143127Z" - } - }, - "cell_type": "code", - "source": [ - "# Collection of 5 multivariate time series with 26 channels, length 100\n", - "X = np.random.random((5, 26, 100))\n", - "plot_series_collection(X)" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "(
, )" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 5 + "collapsed": false + } }, { "cell_type": "markdown", @@ -239,6 +83,19 @@ }, { "cell_type": "code", + "execution_count": 2, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['run' 'run' 'run' 'run' 'run']\n", + "[1 1 1 1 1]\n", + "[0.6 0.6 0.6 0.6 0.6]\n", + "[0.8899 0.8899 0.8899 0.8899 0.8899]\n" + ] + } + ], "source": [ "import numpy as np\n", "\n", @@ -261,25 +118,8 @@ "print(reg.predict(X))" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2025-03-20T00:21:23.228783Z", - "start_time": "2025-03-20T00:21:23.218268Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['run' 'run' 'run' 'run' 'run']\n", - "[1 1 1 1 1]\n", - "[0.6 0.6 0.6 0.6 0.6]\n", - "[0.8899 0.8899 0.8899 0.8899 0.8899]\n" - ] - } - ], - "execution_count": 6 + "collapsed": false + } }, { "cell_type": "markdown", @@ -304,6 +144,13 @@ "metadata": { "collapsed": false } + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "collapsed": false + } } ], "metadata": { diff --git a/examples/transformations/preprocessing.ipynb b/examples/transformations/preprocessing.ipynb index cccc7ac42f..99dcd8567f 100644 --- a/examples/transformations/preprocessing.ipynb +++ b/examples/transformations/preprocessing.ipynb @@ -797,7 +797,7 @@ }, "cell_type": "code", "source": [ - "X[5][0][55] = np.nan\n", + "X[5][0][55] = np.NAN\n", "has_missing(X)" ], "outputs": [ diff --git a/examples/visualisation/plotting_results.ipynb b/examples/visualisation/plotting_results.ipynb index f8f8629922..535334c1d8 100644 --- a/examples/visualisation/plotting_results.ipynb +++ b/examples/visualisation/plotting_results.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "id": "initial_id", "metadata": { "ExecuteTime": { @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "id": "bd9201e73b7ba7d7", "metadata": { "ExecuteTime": { @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "da87284606d4cfd1", "metadata": { "ExecuteTime": { @@ -89,7 +89,7 @@ "outputs": [ { "data": { - "image/png": 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8WI899pjc3OrfM3Xnzp2TJId/LHVFcnKyNm7cqNdee027du1ydXO0ZcsWHTt2TN26dbNPKy0tVXp6uhYsWKDff/9d7u7uDssEBATYryqUO3bsmDw8PNSsWbMr1pRfhWjevLnc3d2vWBMQECDpwhWMli1bVloDAHXF6dOnlZWVpezsbE2YMEGSVFZWJmOMPDw8tG7dOt155531+vxJhql7GWbatGkOP69cufK61+nUXi0oKLBfIp83b16lB83FYmJi1Lt372ta9/r16zVhwgSFh4eradOm9j9DjBs3zuHp0YuVlJRo/vz5io6OVsOGDeXt7a3AwED17t1b06dP12+//eZQf+jQIY0ZM0Zt27aVt7e3GjZsqLZt2+rBBx+s8GGmpaXJZrMpLi7OPm306NGy2WxKS0uTJPXv399+3+zo0aMlSQcPHpTNZrvsZ1NSUqLFixcrJiZGTZo0kY+Pjzp27Khp06bp1KlTFerfffdd+/rPnj2rF198Ue3bt5ePj49D267F8ePH9cILL6hz586aMmWKU8tWl7vuukvbt2/Xtm3b7K+oqCg9+uij2rZtW4XgK0m9evXS+vXrHaatW7dOUVFR8vT0vGJN+fHo5eWlbt26VahZv369vebWW29VQECAQ01RUZE2bNhwzcc1ANQWjRo1qnC+HTt2rDp06KBt27apR48ekurv+ZMMU7czzA3lzNNxy5cvN5LMzTffbIqLi51+uu5KT0q6u7sbm81mbrnlFhMREWFCQ0ONn5+fkWSaNWtmdu7cWWGZYcOG2Z9SbNeunenevbsJDg427u7uRpLJzs621+bm5prmzZsbSaZBgwamS5cuJiIiwjRt2tRIqvC0a2VPSs6ZM8f06dPHNGrUyEgyoaGhpk+fPqZPnz5mzpw59u3oMk9KFhQUmH79+hlJxs3NzYSEhJjQ0FDj5eVlJJlOnTqZo0ePVvqZJSYmmsjISGOz2UynTp1M165dzcCBA6/5szfGmEcffdRIMmlpacYYY0aNGmUkmVmzZjm1nut1tSebL+3tYerUqWbkyJH2nw8cOGAaNGhgpkyZYnbt2mWSk5ONp6enSUlJsddkZGQYd3d3k5SUZHbv3m2SkpKMh4eH+f777+01K1euNJ6eniY5Odns2rXLTJ482fj5+ZmDBw/aa5KSkkzjxo3NZ599ZrZv324eeeQR07JlS3Pq1Kkb+InUf/T2gLqqtvf2cPr0aZOdnW2ys7ONJDN37lyTnZ1tDh06ZIypeP68VGW9PdTX8ycZpm5nmHI3Irs4FX7Hjx9vJJkhQ4ZUaWNXOnCWLFli8vLyHKYVFhaaOXPmGEkmLi7OYV5WVpaRZIKDg82uXbsc5hUUFJilS5ean376yT5twoQJ9m2fPn3aoX737t1myZIlDtOu1E1IbGyskWRSU1MrzLvSgTNixAgjydx1111m//799un5+flm6NChRpIZPny4wzLln5m7u7tp3769w3s9d+5chW1czj//+U8jyTz22GP2aXUl/I4aNarCfkhLSzNdu3Y1Xl5epk2bNmbRokUV1vPpp5+aDh06GE9PT9OxY0ezatWqCjVvv/22CQkJMV5eXiYyMtJs2LDBYX5ZWZmZPn26CQgIMN7e3qZfv35m+/btzr9piyP8oq6q7eG3/HfVpa/y37OVnT8vVln4NaZ+nj/JMBfUxQxzsRoPv0OGDDGSzJQpU6q0sar2kRcTE2MkmV9++cU+bcWKFU61JSEhwUgyOTk511R/ow+cnJwc+/TKvvWePXvWBAcHG5vN5vDNufwzk2S2bNlyTW2/1Llz58xtt91mGjdubI4cOWKfXlvDL+of9jnqqtoefnHtyDAX1LUMc6kbkV2ceuCtfFQWPz8/Zxa7ZllZWUpJSdGuXbtUUFCg0tJSSRe6ZpGkH374wd79RnBwsCTp66+/Vn5+vpo2bXrFdZfXp6SkqEuXLjX+tGn50JCJiYlq2LBhhfkNGjTQgAEDtGzZMm3cuFEhISEO8++44w5FRkZWaduzZ8/Wvn37tGDBAh7UAgBYEhmm6lyZYaqDU+G3/A3f6I6fjTGaMGGCFi5ceMW6/Px8+//36tVLPXr00KZNmxQcHKz4+Hj169dPsbGxioyMrHBgjB8/Xu+9955mzZql999/X3fffbf69u2r/v37KzAw8Ia+n8ps375d0oUD6HIdfJf3fZiXl1dhXqdOnaq03fI+fSMjIzVu3LgqreNqjDEqKSm55vrygSgAAP8P58ZrVz7QgTPIMFXnqgxTXZwKv+XfWHJzc29oIz744AMtXLhQfn5+euONNxQfH6+goCB7NxyPPfaYli9f7nBicHNz05dffqmZM2fqww8/1N/+9jf97W9/kySFhIRoxowZ9qcXJSkiIkLp6emaPn26vvnmGy1ZskRLliyRzWZTfHy85s2bV607p6CgQJK0b98+7du374q15d2QXKyq31T/9Kc/qaSkRIsWLaq2LltKSkrk5eXl1DKNGjWql13IAICz3Nzc1KhRo2q7IlkfFRUV2Xv3uVZkmKpzVYapLk6F3969e+vtt9/Wd999p5KSksuODuOs5cuXS5LefPNNjRkzpsL8n3/+udLlbrrpJs2bN09vvfWWcnJylJ6erjVr1ig1NVVPPPGE/P39NXz4cHt9z5499dVXX+nMmTPKyMhQamqqPvroI61bt07x8fHasWOHmjRpckPe06X8/f0lSUuXLtWTTz5ZLduoTHZ2tmw2m+6///4K88oP5tdee00LFixQcHDwNY+ydjEPDw8VFRU5tYybm1ul3ZgBgNW4u7srPz9fZWVlrm5KnVGV/EGGqTpXZZjq4tSlt8GDB8vf31/Hjh1TSkrKDWvEwYMHJanS/vSKi4u1e/fuKy5vs9kUERGhiRMn6ptvvtHUqVMlXdhJlfH391dCQoKSkpK0Z88etWvXTnl5efryyy+v741cQefOnSVJO3bsqLZtXE5paamOHj1a4XX+/HlJ0pkzZ3T06FEdP368Suu32Wzy9PR06kXwBYD/x93d3enzqJVfVbnnlQxTda7MMNXBqfDbpEkTPf3005KkyZMn23f45WRkZFz23pCLlf9p4OjRoxXmLVu2zOlQ1rNnT0nS4cOHr1rboEED+9CF11JfVQ8++KAk6cMPP9TJkyerbTuX+u2332Qu9OpR4TVq1ChJ0qxZs2SMuer+BACgriLDVJ2rMkx1cfqmyxkzZqhXr146evSoevXqpQ8++MB+BbHc3r17NX78eMXFxenYsWNXXWdMTIykC0PYXXyQrF27Vs8995x8fHwqLLN8+XLNmjWrwsF78uRJ+wguFz9ZOG7cOH388ccqLCx0qE9PT9fXX39dof5Gi4qKUmJiok6ePKn4+HhlZ2c7zC8tLVVaWpoeffRR/f7779XWDgAArIoMUzX1LcM4fcOLl5eX1q1bp9GjR2vVqlV6/PHHNWbMGLVr106+vr46fPiw/Um/Vq1a6bbbbrvqOp9//nmtWLFCmzZtUkhIiDp06KDffvtNBw8etD/JWH5PTbnjx4/r5Zdf1ssvv6ygoCAFBgbq3Llz2rt3r4qKihQUFKRZs2bZ6zMzM7V48WJ5eHjo9ttvV8OGDXX06FH704mPPfaY+vfv7+zH4ZTk5GT93//9n9avX6/IyEi1bt1aLVu2VGFhofbt22e/STw5Obla2wEAgBWRYarOVRkmIyNDDzzwgP3nM2fOSJJeffVVzZs3zz49Ozvb3iXc1VTpcXt/f3+lpKQoPT1df/zjHxUcHKyDBw8qJydHxhjdc889Sk5O1t69exUaGnrV9bVu3VqZmZkaOnSovLy8tGfPHvn4+GjmzJlau3ZtpTelDxs2TK+99pri4+Pl7u6u7du369dff1VoaKhmz56tHTt2qHXr1vb6t956S5MmTVJYWJhOnDihbdu2SZISEhL0+eef6/3336/KR+EUf39/rV27VsuXL1dCQoIKCwu1detWnThxQmFhYXrhhRf0r3/9q9JviQAA4PqRYarGVRmmuLhYJ0+etL/KrywXFhY6TC/vV/la2Iwx5oa2EgAuUVxcLC8vryp1TwS4EscuUP/Q0SoAAAAsg/ALAAAAyyD8AgAAwDIIv3CpRYsWKSwsTI0aNVKjRo3Uq1evq3bUvWHDBnXr1k0+Pj5q27atFi9eXKFm1apV6ty5s7y9vdW5c2etXr26Qs3ChQt16623ysfHR926ddPGjRsd5htjNGPGDAUGBsrX11dxcXHauXPn9b1hALiB0tPTdd999ykwMFA2m01r1qy56jK///67XnrpJYWEhMjb21vt2rXT//zP/zjUcA5FfUb4hUu1atVKSUlJysrKUlZWlu6880498MADlz1B5ubmavDgwerbt6+ys7P14osvauLEiVq1apW9JjMzUw8//LBGjhypnJwcjRw5UomJidq0aZO95uOPP9bkyZP10ksvKTs7W3379tWgQYP0008/2Wtef/11zZ07VwsWLNDmzZsVEBCg+Ph4nT59uvo+EABwwtmzZxUeHq4FCxZc8zKJiYn6+uuvlZycrH//+99asWKFOnbsaJ/PORT1nqlBy5YtM5LMqFGjanKzVZKammokmdjY2MvOj4uLMw0bNjSSjCSTm5trcnNzjSQTEhJSo+2tT2666SbzzjvvVDrv+eefNx07dnSYNmbMGNOzZ0/7z4mJiebuu+92qElISDAjRoyw/xwdHW3Gjh3rUNOxY0czdepUY4wxZWVlJiAgwCQlJdnnnz9/3jRu3NgsXry4am/MwoqKiowkU1RU5OqmAE6pS8euJLN69eor1nz55ZemcePG5uTJk5et4RxaOTJM/XFdV34zMjL01FNPqWPHjmrcuLG8vb0VFBSke++9V++8847Onj17PauvtXbu3KmEhASlpaWpefPm6tOnj/r06VNr++dds2aNxowZo27duqlly5by8vJSkyZN1Lt3b82fP19FRUWubqKkCyPErFy5UmfPnlWvXr0qrcnMzNTAgQMdpiUkJCgrK0vFxcVXrCkfprKoqEhbtmypUDNw4EB7TW5uro4cOeJQ4+3trdjY2Gsa7hIAaqPPP/9cUVFRev311xUUFKT27dvr2WeftQ9QIFnnHEqGqf0Zxhijb7/9Vs8995x69uypJk2ayMvLS4GBgRo2bJhSU1OrtF6nR3iTLnQs/MQTT+iTTz6RJPn4+NhHR8nLy9MXX3yhL774Qi+//LK++uor+7jTdUmDBg3UoUMHh06myyUnJ6uoqEhPP/20fRjCcnl5eerQoYOCgoJqqqlX9d///d/KyMiQt7e3AgMDFR4erl9//VWZmZnKzMzUBx98oH/+859q0qSJS9q3fft29erVS+fPn5e/v79Wr16tzp07V1p75MgRtWjRwmFaixYtVFJSohMnTqhly5aXrTly5Igk6cSJEyotLb1iTfl/K6spH1EHAOqaAwcO6Ntvv5WPj49Wr16tEydO6E9/+pPy8/Pt9/3W93MoGabuZJhvvvlGAwYMkCS5ubnptttuk5+fn3788Ud99tln+uyzzzRt2jSH0fCuhdNXfouLizVw4EB98sknCggI0Hvvvaf8/Hzt2LFDmzdv1uHDh7Vz506NGTNGx48f1/79+53dRK0QHR2tPXv2VDpqyp49eyRJgwYNqjAvKChIe/bssY+1XRs8+eSTSk1N1enTp3XgwAFt3rxZv/zyizIzM9WqVStt2bJFL730ksva16FDB23btk3ff/+9xo0bp1GjRmnXrl2XrbfZbA4/m/9/nJaLp1dWc+m0G1UDAHVFWVmZbDabli9frujoaA0ePFhz587Vu+++63D1t76eQ8kwdSvDGGN02223aeHChTpx4oT+/e9/a+vWrTp58qT+/Oc/S5Jmz56t//3f/3VqvU6H35kzZyojI0MtWrRQZmamHn/8cfn6+jrUdO7cWYsXL1ZqaqpuueUWZzdR65WfIC5937XV6NGjFRcXV2F0op49e2ru3LmSdE1PCFcXLy8v3XbbbYqKitKrr76q8PBwzZ8/v9LagIAA+xWFcseOHZOHh4eaNWt2xZryKxDNmzeXu7v7FWsCAgIk6Yo1AFDXtGzZUkFBQWrcuLF9WqdOnWSM0S+//CKpfp9DyTB1K8NER0dr9+7dGjdunG666Sb7dC8vL73yyiv2AL906VKn1utU+C0oKLBfIp83b57atGlzxfqYmBj17t37mta9fv16TZgwQeHh4WratKn9zxDjxo1zeHr0YiUlJZo/f76io6PVsGFD+5/1e/furenTp+u3335zqD906JDGjBmjtm3bytvbWw0bNlTbtm314IMPauXKlQ61aWlpstlsiouLs08bPXq0bDab0tLSJEn9+/eXzWaTzWbT6NGjJUkHDx6UzWa77GdTUlKixYsXKyYmRk2aNJGPj486duyoadOm6dSpUxXq3333Xfv6z549qxdffFHt27eXj4+PQ9uqqvwJ38LCwute141ijLGP3X2pXr16af369Q7T1q1bp6ioKHu4v1xN+bHo5eWlbt26VahZv369vebWW29VQECAQ01RUZE2bNhwzcc0ANQ2ffr00eHDh3XmzBn7tL1798rNzU2tWrWSVH/PoWSYupdhGjVqJA+Py9+hGx8fL+nCMewUZ56OW758uZFkbr75ZlNcXOz003VXelLS3d3d2Gw2c8stt5iIiAgTGhpq/Pz8jCTTrFkzs3PnzgrLDBs2zP6UYrt27Uz37t1NcHCwcXd3N5JMdna2vTY3N9c0b97cSDINGjQwXbp0MREREaZp06ZGkgkPD3dYd2VPSs6ZM8f06dPHNGrUyEgyoaGhpk+fPqZPnz5mzpw59u3oMk9KFhQUmH79+hlJxs3NzYSEhJjQ0FDj5eVlJJlOnTqZo0ePVvqZJSYmmsjISGOz2UynTp1M165dzcCBA6/5s7+cJUuWGEnmzjvvvO51VcWf//xnk56ebnJzc80PP/xgXnzxRePm5mbWrVtnjDFm6tSpZuTIkfb6AwcOmAYNGpgpU6aYXbt2meTkZOPp6WlSUlLsNRkZGcbd3d0kJSWZ3bt3m6SkJOPh4WG+//57e83KlSuNp6enSU5ONrt27TKTJ082fn5+5uDBg/aapKQk07hxY/PZZ5+Z7du3m0ceecS0bNnSnDp1qgY+mfqlLj0xD1ysth+7p0+fNtnZ2SY7O9tIMnPnzjXZ2dnm0KFDxpiK59DTp0+bVq1ameHDh5udO3eaDRs2mNtvv908+eST9pr6eg4lw9S/DPPKK68YSaZr165OLedU+B0/fryRZIYMGeLURspd6cBZsmSJycvLc5hWWFho5syZYySZuLg4h3lZWVlGkgkODja7du1ymFdQUGCWLl1qfvrpJ/u0CRMm2Ld9+vRph/rdu3ebJUuWOEy7UjchsbGxRpJJTU2tMO9KB86IESOMJHPXXXeZ/fv326fn5+eboUOHGklm+PDhDsuUf2bu7u6mffv2Du/13LlzFbZxLUpKSszPP/9s3n77bdOwYUPj5+dnNm3aVKV1Xa//+I//MCEhIcbLy8vcfPPN5q677rIHX2OMGTVqVIV9kJaWZrp27Wq8vLxMmzZtzKJFiyqs99NPPzUdOnQwnp6epmPHjmbVqlUVat5++237tiMjI82GDRsc5peVlZnp06ebgIAA4+3tbfr162e2b99+Y964xdT2AAFcTm0/dst/V136Kv89W9k5dPfu3WbAgAHG19fXtGrVyjzzzDOmsLDQoaY+nkPJMBfU9QxTrqyszHTt2tVIMhMmTHBqWafC75AhQ4wkM2XKFKc2Uq6qfeTFxMQYSeaXX36xT1uxYoVTbUlISDCSTE5OzjXV3+gDJycnxz69sm+9Z8+eNcHBwcZmszl8cy7/zCSZLVu2XFPbL+ett96qcIIcMmQIgQ7VrrYHCOByOHbrDzLMBXU1w1yq/C/XXl5eZt++fU4t69Q9v+Wjsvj5+Tmz2DXLysrS1KlTdf/99ys2NlYxMTGKiYmx38vxww8/2GuDg4MlSV9//bXy8/Ovuu7y+pSUFHvvADWpfGjIxMRENWzYsML8Bg0aaMCAATLGVBgiUpLuuOMORUZGXlcbgoKC1KdPH0VHR9sfOEhNTdWKFStUWlp6XesGAKA2I8NUXW3IMBfbunWrJk2aJOlCbw/t2rVzanmn+vktf8M3uuNnY4wmTJighQsXXrHu4gOkV69e6tGjhzZt2qTg4GDFx8erX79+io2NVWRkZIWuVMaPH6/33ntPs2bN0vvvv6+7775bffv2Vf/+/RUYGHhD309ltm/fLunCAXS5Dr7L+z7My8urMK9Tp07X3YaHHnpIDz30kP3nTZs2acyYMXrllVeUn5+vRYsWVWm9xhiVlJRcd/tQf5UPQALUVRzDtYuHh4fTXaaRYaquNmSYcrm5ubr33nt1/vx5/eEPf9Czzz7r/EqcuUxcXffLvPfee0aS8fPzMwsXLjQ//vijw/1Hjz76qJFkli1b5rBcfn6+mTRpkmnWrJnDn/JDQkIq1BpjTGZmphk4cKDx8PCw19psNjNw4MAK99zc6D8ZDBgwoNL7sip7TZ8+/aqf2Y2Sl5dnvL29jZubm8OfKpxR/mdBXryu9GrUqJEpKSm5wUcwUL1KSkrsDwjxqj2vqtyGQoa5oC5nmF9//dW0a9fOSDL33HNPlW9HcurKb+/evfX222/ru+++U0lJyRW7n3DG8uXLJUlvvvmmxowZU2H+zz//XOlyN910k+bNm6e33npLOTk5Sk9P15o1a5SamqonnnhC/v7+Gj58uL2+Z8+e+uqrr3TmzBllZGQoNTVVH330kdatW6f4+Hjt2LGj2kY58/f3l3ShL7onn3yyWrZRFYGBgYqIiNCmTZuUk5OjkJAQp9fh4eFRa4ZIRu3l5uYmd3d3VzcDcIq7u7vy8/NVVlbm6qbgIlXJH2SYqqsNGSY/P1/x8fHav3+/YmNj9emnn1YYv+BaObXnBw8eLH9/fx07dkwpKSkaMWJElTZ6qYMHD0pSpf3pFRcXa/fu3Vdc3mazKSIiQhEREZo4caL+/Oc/KykpSUuXLnU4cMr5+/srISFBCQkJevnllxUWFqb9+/fryy+/1COPPHJD3tOlOnfurDVr1mjHjh3Vsv7rUX7LQlVvXbDZbFU+AAGgtnN3d+eLWz1Ahqk6V2eYM2fOaPDgwdqxY4e6d++uv//979c1SIdTD7w1adJETz/9tCRp8uTJ9h1+ORkZGZe9N+Ri5W/g6NGjFeYtW7ZMx48fd6aZ6tmzpyTp8OHDV61t0KCBfdzua6mvqgcffFCS9OGHH+rkyZPVth1nHTx4UDk5OZKk8PBwF7cGAIDqQYapOldmmN9//10PPPCANm3apDvuuENr166t9KE7Zzg9vPGMGTPUq1cvHT16VL169dIHH3yg8+fPO9Ts3btX48ePV1xcnI4dO3bVdcbExEiSpk2b5nCQrF27Vs8995x8fHwqLLN8+XLNmjWrwsF78uRJ+wguFz9ZOG7cOH388ccVRjJLT0+3j2F9I59EvFRUVJQSExN18uRJxcfHKzs722F+aWmp0tLS9Oijj152dLOq2LJli6ZPn64DBw5UmLd27VoNGjRIJSUlGjx4sNNPSwIAUJeQYarGVRmmtLRUI0aM0DfffKN27dpp/fr1atq06fWvuCo3Cp8+fdphZBJfX18TGhpqunfvboKCguzTW7Vq5dCH7OVufD506JB9lBJfX18TERFh2rRpYySZ/v37V3qz+MV91gYFBZnu3bs7jDQSFBRkH+HGGGPCw8ONJOPh4WE6depkoqOjTUhIiH0djz32mEObqqOD6NOnT5v4+Hj7Nlu3bm169OhhunTpYnx9fe3TL+74+XpvFr+4A/SAgAATFRVlwsLCTJMmTezTu3fvbo4fP16l9QMAUJeQYepOhvnoo4/s67399tvtI9Jd+rp0cI2rcfrKr3ThfpOUlBSlp6frj3/8o4KDg+1/PjfG6J577lFycrL27t2r0NDQq66vdevWyszM1NChQ+Xl5aU9e/bIx8dHM2fO1Nq1ayu9KX3YsGF67bXXFB8fL3d3d23fvl2//vqrQkNDNXv2bO3YsUOtW7e217/11luaNGmSwsLCdOLECW3btk2SlJCQoM8//1zvv/9+VT4Kp/j7+2vt2rVavny5EhISVFhYqK1bt+rEiRMKCwvTCy+8oH/961+VfkusqvDwcM2fP1/333+//Pz8tGfPHu3Zs0e+vr4aNGiQli1bpu+++07Nmze/YdsEAKC2IsNUjSsyzMVXkX/88UdlZGRU+tq8ebNT67UZ44LekgEAAAAXqNKVXwAAAKAuIvwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACzj/wO+EvGLlc3bKgAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "id": "9ba66c6d0ac437a5", "metadata": { "ExecuteTime": { @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 5, "id": "66493f5cdea9d644", "metadata": { "ExecuteTime": { @@ -144,56 +144,9 @@ "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\aryan\\anaconda3\\envs\\aeon\\Lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " func(*args, **kwargs)\n", - "c:\\Users\\aryan\\anaconda3\\envs\\aeon\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " fig.canvas.print_figure(bytes_io, **kw)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_ = plot_pairwise_scatter(\n", - " classifier_accuracies[0],\n", - " classifier_accuracies[1],\n", - " classifiers[0],\n", - " classifiers[1],\n", - " best_on_top=False,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "a85b3be4", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\aryan\\anaconda3\\envs\\aeon\\Lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " func(*args, **kwargs)\n", - "c:\\Users\\aryan\\anaconda3\\envs\\aeon\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " fig.canvas.print_figure(bytes_io, **kw)\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -204,17 +157,13 @@ ], "source": [ "_ = plot_pairwise_scatter(\n", - " classifier_accuracies[0],\n", - " classifier_accuracies[1],\n", - " classifiers[0],\n", - " classifiers[1],\n", - " best_on_top=True,\n", + " classifier_accuracies[0], classifier_accuracies[1], classifiers[0], classifiers[1]\n", ")" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "id": "a0ba27ecd0bf0a4b", "metadata": { "ExecuteTime": { @@ -226,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -241,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "id": "a40d1305b6ba5e93", "metadata": { "ExecuteTime": { @@ -253,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -284,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "id": "c2944d477b66ab8d", "metadata": { "ExecuteTime": { @@ -300,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "cf683faa01e14340", "metadata": { "ExecuteTime": { @@ -312,7 +261,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -352,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 2, "id": "467f2ad0789368e8", "metadata": { "ExecuteTime": { @@ -437,7 +386,7 @@ "4 0.7 0.6 0.5 0.4" ] }, - "execution_count": 14, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -451,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 3, "id": "ac865d14b86c42a1", "metadata": { "ExecuteTime": { @@ -466,13 +415,13 @@ "
" ] }, - "execution_count": 15, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -489,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 4, "id": "3c26d721", "metadata": {}, "outputs": [ @@ -499,13 +448,13 @@ "
" ] }, - "execution_count": 16, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -524,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 5, "id": "0be31bf2", "metadata": {}, "outputs": [ @@ -534,13 +483,13 @@ "
" ] }, - "execution_count": 17, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -562,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 24, "id": "4f1e9e75", "metadata": {}, "outputs": [ @@ -572,13 +521,13 @@ "
" ] }, - "execution_count": 18, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -600,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "id": "a9919cda13fadd3", "metadata": { "ExecuteTime": { @@ -615,13 +564,13 @@ "
" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -649,7 +598,7 @@ ], "metadata": { "kernelspec": { - "display_name": "aeon", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -663,7 +612,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 06408e7b9d..1882fdf5c8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "aeon" -version = "1.1.0" +version = "1.0.0" description = "A toolkit for machine learning from time series" authors = [ {name = "aeon developers", email = "contact@aeon-toolkit.org"}, @@ -42,12 +42,11 @@ classifiers = [ "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", "Programming Language :: Python :: 3.12", - "Programming Language :: Python :: 3.13", ] -requires-python = ">=3.9,<3.14" +requires-python = ">=3.9,<3.13" dependencies = [ "deprecated>=1.2.13", - "numba>=0.55,<0.62.0", + "numba>=0.55,<0.61.0", "numpy>=1.21.0,<2.3.0", "packaging>=20.0", "pandas>=2.0.0,<2.3.0", @@ -59,33 +58,31 @@ dependencies = [ # soft dependencies [project.optional-dependencies] all_extras = [ + # Upper bound set as <1.0.0 as 1.0 dropped support for python 3.9. We will remove + # the upper bound once we also drop support for python 3.9 later in 2025. + "esig>=0.9.7,<1.0.0; platform_system != 'Darwin' and python_version < '3.11'", "imbalanced-learn", "matplotlib>=3.3.2", "pycatch22>=0.4.5", "pyod>=1.1.3", + "prts>=1.0.0.0", "pydot>=2.0.0", "ruptures>=1.1.9", "seaborn>=0.11.0", - "sparse", "statsmodels>=0.12.1", "stumpy>=1.5.1", - "tensorflow>=2.14; python_version < '3.13'", + "tensorflow>=2.14", "torch>=1.13.1", "tsfresh>=0.20.0", "tslearn>=0.5.2", + "sparse" ] dl = [ - "tensorflow>=2.14; python_version < '3.13'", + "tensorflow>=2.14", ] unstable_extras = [ - # requires gcc and fftw to be installed for Windows and some other OS (see http://www.fftw.org/index.html) - "mrsqm>=0.0.7,<0.1.0; platform_system != 'Windows' and python_version < '3.12'", - "mrseql>=0.0.4,<0.1.0; platform_system != 'Windows' and python_version < '3.12'", - # very outdated and used code is deprecated - "prts>=1.0.0.0", - # Upper bound set as <1.0.0 as 1.0 dropped support for python 3.9. We will remove - # the upper bound once we also drop support for python 3.9 later in 2025. - "esig>=0.9.7,<1.0.0; platform_system != 'Darwin' and python_version < '3.11'", + "mrsqm>=0.0.7,<0.1.0; platform_system != 'Windows' and python_version < '3.12'", # requires gcc and fftw to be installed for Windows and some other OS (see http://www.fftw.org/index.html) + "mrseql>=0.0.4,<0.1.0; platform_system != 'Windows' and python_version < '3.12'", # requires gcc and fftw to be installed for Windows and some other OS (see http://www.fftw.org/index.html) ] # development dependencies @@ -180,7 +177,6 @@ addopts = ''' --reruns 2 --only-rerun "crashed while running" --only-rerun "zipfile.BadZipFile" - --only-rerun "accessible `.keras` zip file." ''' filterwarnings = ''' ignore::UserWarning