From d5de048915bc3ea3241c608b103fd6785bc735bd Mon Sep 17 00:00:00 2001 From: Paolo Filippelli Date: Thu, 20 Jun 2024 11:45:51 +0200 Subject: [PATCH] feat!: first public release --- .github/release-config.json | 18 + .github/release-manifest.json | 3 + .github/workflows/README.md | 55 + .github/workflows/api-workflow.yaml | 61 + .github/workflows/docs-workflow.yml | 69 + .github/workflows/helm-update.yaml | 27 + .github/workflows/migrations-workflow.yaml | 78 + .github/workflows/radicalbit-bot.yaml | 78 + .github/workflows/release-please.yaml | 20 + .github/workflows/sdk-workflow.yaml | 69 + .github/workflows/semantic-pr.yaml | 12 + .github/workflows/spark-workflow.yaml | 62 + .github/workflows/trivy-scan.yaml | 76 + .github/workflows/ui-workflow.yaml | 30 + .gitignore | 109 + .pre-commit-config.yaml | 28 + CHANGELOG.md | 11 + CNAME | 1 + CONTRIBUTING.md | 12 + LICENSE | 201 + NOTICE | 2 + README.md | 58 + api/Dockerfile | 33 + api/README.md | 76 + api/alembic.ini | 116 + 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mode 100644 ui/src/store/state/models/modal-hook.js create mode 100644 ui/src/store/state/models/polling-hook.js create mode 100644 ui/src/store/state/notification/constants.js create mode 100644 ui/src/store/state/notification/hooks.js create mode 100644 ui/src/store/state/notification/index.js create mode 100644 ui/src/store/state/notification/selectors.js create mode 100644 ui/src/store/state/notification/slice.js create mode 100644 ui/src/styles/index.less create mode 100644 ui/src/styles/tailwind.less create mode 100644 ui/tailwind.config.js create mode 100644 ui/vite.config.js create mode 100644 ui/yarn.lock create mode 100644 version.txt diff --git a/.github/release-config.json b/.github/release-config.json new file mode 100644 index 00000000..8c197d0d --- /dev/null +++ b/.github/release-config.json @@ -0,0 +1,18 @@ +{ + "release-type": "simple", + "packages": { + ".": { + "extra-files": [ + { + "type": "json", + "path": "ui/package.json", + "jsonpath": "$.version" + }, + "api/pyproject.toml", + "sdk/pyproject.toml", + "spark/pyproject.toml", + "docs/docusaurus.config.js" + ] + } + } +} diff --git a/.github/release-manifest.json b/.github/release-manifest.json new file mode 100644 index 00000000..0e7e06e0 --- /dev/null +++ b/.github/release-manifest.json @@ -0,0 +1,3 @@ +{ + ".": "0.8.1" +} \ No newline at end of file diff --git a/.github/workflows/README.md b/.github/workflows/README.md new file mode 100644 index 00000000..33b0ffec --- /dev/null +++ b/.github/workflows/README.md @@ -0,0 +1,55 @@ +# Radicalbit OS Platform CI/CD + +Here are stored all workflows used to Build/deploy packages and Docker Images for Radicalbit Open Source Platform. + +# Convention used + +Workflow files are intentionally named as `-.yaml` since the workflows themself are triggered only if there are changes in the relative service, and even in the workflow itself. + +For example, we need to trigger the SDK workflow, only if there are any changes in the sdk folder or to sdk-workflow.yaml file. + +# Local development / testing + +It is possible to test workflows in local environment using [act](https://nektosact.com/) + +## Prerequisites + +- Docker daemon running +- act cli installed + +## How To + +To view all available jobs to run + +```bash +act -l +``` + +The output should look similar to + +```bash +Stage Job ID Job name Workflow name Workflow file Events +0 checkout checkout dummy-api-wf api-dummy.yaml push,pull_request +0 checkout checkout dummy-sdk-wf sdk-dummy.yaml push,pull_request +0 checkout checkout dummy-ui-wf ui-dummy.yaml push,pull_request +``` + +You can run a given job by specifying the Job ID to act cli + +```bash +act -j checkout +``` + +*Note: if more jobs have the same id, act will run all jobs. To specify a workflow, you can use the `-W ` flag:* + +```bash +act -j checkout -W .github/workflows/.yaml +``` + +### Notes on Docker Actions + +Act by default uses a docker image to *"emulate"* the behaviour of a github runner. To use your environment as runner just add the `-P =self-hosted` flag as shown in the example below: + +```bash +act -P ubuntu-22.04=-self-hosted -j checkout -W .github/workflows/.yaml +``` \ No newline at end of file diff --git a/.github/workflows/api-workflow.yaml b/.github/workflows/api-workflow.yaml new file mode 100644 index 00000000..f6eec57d --- /dev/null +++ b/.github/workflows/api-workflow.yaml @@ -0,0 +1,61 @@ +name: api-wf +on: + push: + tags: + - 'v*.*.*' + branches: + - "main" + paths: + - "api/**" + - ".github/workflows/api-**" + pull_request: + branches: + - "*" + paths: + - "api/**" + - ".github/workflows/api-**" + +env: + POETRY_VERSION: "1.8.3" + PYTHON_VERSION: "3.11" + +jobs: + test: + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./api + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: ${{ env.PYTHON_VERSION }} + - name: Setup poetry + run: | + curl -sSL https://install.python-poetry.org | POETRY_VERSION=${{ env.POETRY_VERSION }} python - + poetry lock + - name: Install dependencies + run: | + poetry install + - name: Ruff Format + run: | + poetry run ruff check + - name: Run tests + run: | + poetry run pytest -v + + build-be: + needs: [test] + if: github.event_name != 'pull_request' + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: ${{ github.event_name != 'pull_request' }} + context: ./api + image: radicalbit-ai-monitoring-api + tag: ${{ startsWith(github.ref, 'refs/tags/v') && github.ref_name || 'latest' }} + dockerhub_shortdesc: "Radicalbit AI Monitoring - backend API" + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} diff --git a/.github/workflows/docs-workflow.yml b/.github/workflows/docs-workflow.yml new file mode 100644 index 00000000..f8a884e8 --- /dev/null +++ b/.github/workflows/docs-workflow.yml @@ -0,0 +1,69 @@ +name: Docusaurus Workflow + +on: + push: + tags: + - 'v*.*.*' + branches: + - "main" + paths: + - "docs/**" + - ".github/workflows/docs-**" + pull_request: + branches: + - "*" + paths: + - "docs/**" + - ".github/workflows/docs-**" + +jobs: + build-doc: + name: Build Docusaurus + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./docs + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + - uses: actions/setup-node@v4 + with: + node-version: 18 + cache: yarn + cache-dependency-path: docs/yarn.lock + + - name: Install dependencies + run: yarn install --frozen-lockfile + - name: Build website + run: yarn build + + - name: Upload Build Artifact + if: ${{ startsWith(github.ref, 'refs/tags/v') }} + uses: actions/upload-pages-artifact@v3 + with: + path: ./docs/build + + deploy-doc: + name: Deploy to GitHub Pages + needs: [build-doc] + if: ${{ startsWith(github.ref, 'refs/tags/v') }} + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./docs + + # Grant GITHUB_TOKEN the permissions required to make a Pages deployment + permissions: + pages: write # to deploy to Pages + id-token: write # to verify the deployment originates from an appropriate source + + # Deploy to the github-pages environment + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + + steps: + - name: Deploy to GitHub Pages + id: deployment + uses: actions/deploy-pages@v4 \ No newline at end of file diff --git a/.github/workflows/helm-update.yaml b/.github/workflows/helm-update.yaml new file mode 100644 index 00000000..fc2a65d7 --- /dev/null +++ b/.github/workflows/helm-update.yaml @@ -0,0 +1,27 @@ +name: update-helm-wf +on: + push: + branches: + - "main" + paths: + - "api/alembic/**" + - ".github/workflows/helm-**" + +jobs: + update-chart: + runs-on: ubuntu-22.04 + steps: + - uses: actions/checkout@v4 + with: + repository: 'radicalbit/radicalbit-helm-charts' + token: ${{ secrets.GIT_HUB_PAT }} + - name: Update Chart timestamp + uses: mikefarah/yq@v4.44.1 + with: + cmd: yq -i ".lastUpdateTimestamp = $(date +%s)" "charts/radicalbit-ai-monitoring/values.yaml" + - name: Commit changes + uses: stefanzweifel/git-auto-commit-action@v5 + with: + commit_message: Update Chart timestamp + env: + GITHUB_TOKEN: ${{ secrets.GIT_HUB_PAT }} \ No newline at end of file diff --git a/.github/workflows/migrations-workflow.yaml b/.github/workflows/migrations-workflow.yaml new file mode 100644 index 00000000..4715b0a5 --- /dev/null +++ b/.github/workflows/migrations-workflow.yaml @@ -0,0 +1,78 @@ +name: migrations-wf +on: + push: + tags: + - 'v*.*.*' + branches: + - "main" + paths: + - "api/alembic/**" + - ".github/workflows/migrations-**" + pull_request: + branches: + - "*" + paths: + - "api/alembic/**" + - ".github/workflows/migrations-**" + +env: + POETRY_VERSION: "1.8.3" + PYTHON_VERSION: "3.11" + +jobs: + test: + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./api + services: + # Setup postgres as service to run test migrations + postgres: + image: postgres:latest + env: + POSTGRES_PASSWORD: postgres + POSTGRES_DB: postgres + POSTGRES_USER: postgres + options: >- + --health-cmd pg_isready + --health-interval 10s + --health-timeout 5s + --health-retries 5 + ports: + - 5432:5432 + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: ${{ env.PYTHON_VERSION }} + - name: Setup poetry + run: | + curl -sSL https://install.python-poetry.org | POETRY_VERSION=${{ env.POETRY_VERSION }} python - + poetry lock + - name: Install dependencies + run: | + poetry install + - name: Run migrations + run: | + poetry run alembic upgrade head + env: + DB_URL: localhost:5432 + DB_USER: postgres + DB_PWD: postgres + + build-migrations: + needs: [test] + if: github.event_name != 'pull_request' + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: ${{ github.event_name != 'pull_request' }} + context: ./api + dockerfile: migrations.Dockerfile + image: radicalbit-ai-monitoring-migrations + tag: ${{ startsWith(github.ref, 'refs/tags/v') && github.ref_name || 'latest' }} + dockerhub_shortdesc: "Radicalbit AI Monitoring - database migrations" + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} diff --git a/.github/workflows/radicalbit-bot.yaml b/.github/workflows/radicalbit-bot.yaml new file mode 100644 index 00000000..854b4d0b --- /dev/null +++ b/.github/workflows/radicalbit-bot.yaml @@ -0,0 +1,78 @@ +name: Radicalbit Bot +on: + issue_comment: + types: [created, edited, deleted] +env: + AVAILABLE_COMMANDS: '["/build-api","/build-spark","/build-ui","/build-migrations","build-all"]' + +jobs: + build-api: + if: ${{ github.event.comment.body == '/build-api' || github.event.comment.body == '/build-all' }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: false + context: ./api + image: radicalbit-ai-monitoring-api + tag: 'latest' + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} + + build-ui: + if: ${{ false && github.event.comment.body == '/build-ui' || github.event.comment.body == '/build-all' }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: false + context: ./ui + image: radicalbit-ai-monitoring-ui + tag: 'latest' + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} + + build-spark: + if: ${{ github.event.comment.body == '/build-spark' || github.event.comment.body == '/build-all' }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: false + context: ./spark + image: radicalbit-spark-py + tag: 'latest' + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} + + build-migrations: + if: ${{ github.event.comment.body == '/build-migrations' || github.event.comment.body == '/build-all' }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: false + context: ./api + dockerfile: migrations.Dockerfile + image: radicalbit-ai-monitoring-migrations + tag: 'latest' + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} + + comment-job-link: + runs-on: ubuntu-latest + if: ${{ !contains(github.event.comment.body, 'BOT:') }} + env: + GITHUB_TOKEN: ${{ secrets.GIT_HUB_PAT }} + steps: + - name: Comment on issue + if: ${{ contains(fromJson(env.AVAILABLE_COMMANDS), github.event.comment.body)}} + run: | + export JOB_LINK="${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}" + echo -n "{\"body\":\"### BOT: Running Job\nRequested JOB status is available [here]($JOB_LINK)\"}" > result.json + curl -X POST -H "Accept: application/vnd.github+json" \ + -H "X-GitHub-Api-Version: 2022-11-28" \ + -H "Authorization: Bearer $GITHUB_TOKEN" \ + ${{ github.event.issue.comments_url }} \ + -d @result.json + \ No newline at end of file diff --git a/.github/workflows/release-please.yaml b/.github/workflows/release-please.yaml new file mode 100644 index 00000000..4b5925d0 --- /dev/null +++ b/.github/workflows/release-please.yaml @@ -0,0 +1,20 @@ +on: + push: + branches: + - main + +permissions: + contents: write + pull-requests: write + +name: release-please + +jobs: + release-please: + runs-on: ubuntu-latest + steps: + - uses: googleapis/release-please-action@v4 + with: + token: ${{ secrets.GIT_HUB_PAT }} + config-file: .github/release-config.json + manifest-file: .github/release-manifest.json \ No newline at end of file diff --git a/.github/workflows/sdk-workflow.yaml b/.github/workflows/sdk-workflow.yaml new file mode 100644 index 00000000..c2771132 --- /dev/null +++ b/.github/workflows/sdk-workflow.yaml @@ -0,0 +1,69 @@ +name: sdk-wf +on: + push: + tags: + - 'v*.*.*' + branches: + - "main" + paths: + - "sdk/**" + - ".github/workflows/sdk-**" + pull_request: + branches: + - "*" + paths: + - "sdk/**" + - ".github/workflows/sdk-**" + +env: + POETRY_VERSION: "1.8.3" + PYTHON_VERSION: "3.11" + +jobs: + test: + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./sdk + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: ${{ env.PYTHON_VERSION }} + - name: Setup poetry + run: | + curl -sSL https://install.python-poetry.org | POETRY_VERSION=${{ env.POETRY_VERSION }} python - + poetry lock + - name: Install dependencies + run: | + poetry install + - name: Run formatting validation + run: | + poetry run ruff check + - name: Run tests + run: | + poetry run pytest -v + + pypi-push: + if: startsWith(github.ref, 'refs/tags/v') + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./sdk + needs: [test] + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: ${{ env.PYTHON_VERSION }} + - name: Setup poetry + run: | + curl -sSL https://install.python-poetry.org | POETRY_VERSION=${{ env.POETRY_VERSION }} python - + poetry lock + - name: Publish to pypi + run: | + poetry config pypi-token.pypi ${{ secrets.PYPI_API_TOKEN }} + poetry publish --build + \ No newline at end of file diff --git a/.github/workflows/semantic-pr.yaml b/.github/workflows/semantic-pr.yaml new file mode 100644 index 00000000..0276aaba --- /dev/null +++ b/.github/workflows/semantic-pr.yaml @@ -0,0 +1,12 @@ +name: "Lint PR" +on: + pull_request: + types: [opened, edited, reopened, synchronize] + pull_request_target: + types: [opened, edited, reopened, synchronize] + +jobs: + lint: + uses: radicalbit/radicalbit-github-workflows/.github/workflows/semantic-pull-requests.yaml@v1 + secrets: + GIT_HUB_PAT: ${{ secrets.GIT_HUB_PAT }} \ No newline at end of file diff --git a/.github/workflows/spark-workflow.yaml b/.github/workflows/spark-workflow.yaml new file mode 100644 index 00000000..7212d07d --- /dev/null +++ b/.github/workflows/spark-workflow.yaml @@ -0,0 +1,62 @@ +name: spark-wf +on: + pull_request: + branches: + - "*" + paths: + - "spark/**" + - ".github/workflows/spark-**" + - ".github/workflows/docker.yaml" + push: + tags: + - 'v*.*.*' + branches: + - "main" + paths: + - "spark/**" + - ".github/workflows/spark-**" + - ".github/workflows/docker.yaml" + +env: + POETRY_VERSION: "1.8.3" + PYTHON_VERSION: "3.11" + +jobs: + test: + runs-on: ubuntu-22.04 + defaults: + run: + working-directory: ./spark + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: ${{ env.PYTHON_VERSION }} + - name: Setup poetry + run: | + curl -sSL https://install.python-poetry.org | POETRY_VERSION=${{ env.POETRY_VERSION }} python - + poetry lock + - name: Install dependencies + run: | + poetry install + - name: Ruff Format + run: | + poetry run ruff check + - name: Run tests + run: | + poetry run pytest -v + build-spark-image: + needs: [test] + if: github.event_name != 'pull_request' + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: ${{ github.event_name != 'pull_request' }} + context: ./spark + image: radicalbit-spark-py + tag: ${{ startsWith(github.ref, 'refs/tags/v') && github.ref_name || 'latest' }} + dockerhub_shortdesc: "Radicalbit AI Monitoring - Apache Spark jobs" + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} diff --git a/.github/workflows/trivy-scan.yaml b/.github/workflows/trivy-scan.yaml new file mode 100644 index 00000000..28e6e161 --- /dev/null +++ b/.github/workflows/trivy-scan.yaml @@ -0,0 +1,76 @@ +name: vulnerability-wf +on: + push: + branches: + - "main" + paths: + - "**/*.lock" + - ".github/workflows/trivy-scan.yaml" + pull_request: + branches: + - "*" + paths: + - "**/*.lock" + - ".github/workflows/trivy-scan.yaml" + +jobs: + changes: + runs-on: ubuntu-22.04 + outputs: + changed_files: ${{ steps.verify-changed-files.outputs.all_changed_and_modified_files }} + any_changed: ${{ steps.verify-changed-files.outputs.all_changed_and_modified_files_count > 0 }} + steps: + - uses: actions/checkout@v4 + - uses: tj-actions/changed-files@v44.5.2 + id: verify-changed-files + with: + files: | + **/*.lock + + scan-be: + needs: [changes] + if: ${{ github.event_name == 'push' || ( github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'api/poetry.lock') ) }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/trivy-fs-scan.yaml@v1 + with: + directory: ./api + prcomment: ${{ github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'api/poetry.lock') }} + github_pr_url: ${{ github.event_name == 'pull_request' && github.event.pull_request.comments_url || '' }} + severity: "HIGH,CRITICAL" + secrets: + GIT_HUB_PAT: ${{ secrets.GIT_HUB_PAT }} + + scan-sdk: + needs: [changes] + if: ${{ github.event_name == 'push' || ( github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'sdk/poetry.lock') ) }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/trivy-fs-scan.yaml@v1 + with: + directory: ./sdk + prcomment: ${{ github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'sdk/poetry.lock') }} + github_pr_url: ${{ github.event_name == 'pull_request' && github.event.pull_request.comments_url || '' }} + severity: "HIGH,CRITICAL" + secrets: + GIT_HUB_PAT: ${{ secrets.GIT_HUB_PAT }} + + scan-spark: + needs: [changes] + if: ${{ github.event_name == 'push' || ( github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'spark/poetry.lock') ) }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/trivy-fs-scan.yaml@v1 + with: + directory: ./spark + prcomment: ${{ github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'spark/poetry.lock') }} + github_pr_url: ${{ github.event_name == 'pull_request' && github.event.pull_request.comments_url || '' }} + severity: "HIGH,CRITICAL" + secrets: + GIT_HUB_PAT: ${{ secrets.GIT_HUB_PAT }} + + scan-ui: + needs: [changes] + if: ${{ github.event_name == 'push' || ( github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'ui/yarn.lock') ) }} + uses: radicalbit/radicalbit-github-workflows/.github/workflows/trivy-fs-scan.yaml@v1 + with: + directory: ./ui + prcomment: ${{ github.event_name == 'pull_request' && contains(needs.changes.outputs.changed_files, 'ui/yarn.lock') }} + github_pr_url: ${{ github.event_name == 'pull_request' && github.event.pull_request.comments_url || '' }} + severity: "HIGH,CRITICAL" + secrets: + GIT_HUB_PAT: ${{ secrets.GIT_HUB_PAT }} \ No newline at end of file diff --git a/.github/workflows/ui-workflow.yaml b/.github/workflows/ui-workflow.yaml new file mode 100644 index 00000000..2e5ae255 --- /dev/null +++ b/.github/workflows/ui-workflow.yaml @@ -0,0 +1,30 @@ +name: ui-wf +on: + push: + tags: + - 'v*.*.*' + branches: + - "main" + paths: + - "ui/**" + - ".github/workflows/ui-**" + pull_request: + branches: + - "*" + paths: + - "ui/**" + - ".github/workflows/ui-**" +jobs: + build-fe: + if: github.event_name != 'pull_request' + uses: radicalbit/radicalbit-github-workflows/.github/workflows/docker.yaml@v1 + with: + push: ${{ github.event_name != 'pull_request' }} + context: ./ui + image: radicalbit-ai-monitoring-ui + tag: ${{ startsWith(github.ref, 'refs/tags/v') && github.ref_name || 'latest' }} + dockerhub_shortdesc: "Radicalbit AI Monitoring - frontend UI" + secrets: + USERNAME: ${{ secrets.DOCKER_HUB_USER }} + PASSWORD: ${{ secrets.DOCKER_HUB_PAT }} + ORGANIZATION: ${{ secrets.DOCKER_HUB_ORG }} \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..903c57b3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,109 @@ +# JetBrains specific +.idea +*.iml + +# VSCode specific +.vscode/* +!.vscode/extensions.json + +# MacOS files +.DS_Store + +##################### +## PYTHON SPECIFICS # +##################### + +# Byte-compiled / optimized / DLL files +**/__pycache__/ +**/*.py[cod] +**/*$py.class + +# C extensions +*.so + +# Distribution / packaging +**/.Python +**/build/ +**/develop-eggs/ +**/dist/ +**/downloads/ +**/eggs/ +**/.eggs/ +**/lib/ +**/lib64/ +**/parts/ +**/sdist/ +**/var/ +**/wheels/ +**/share/python-wheels/ +**/*.egg-info/ +**/.installed.cfg +**/*.egg +**/MANIFEST + +# Installer logs +**/pip-log.txt +**/pip-delete-this-directory.txt + +# Unit test / coverage reports +**/htmlcov/ +**/.tox/ +**/.nox/ +**/.coverage +**/.coverage.* +**/.cache +**/nosetests.xml +**/coverage.xml +**/*.cover +**/*.py,cover +**/.hypothesis/ +**/.pytest_cache/ +**/cover/ + +# PyBuilder +**/.pybuilder/ +**/target/ + +# Jupyter Notebook +**/.ipynb_checkpoints + +# Environments +**/.env +**/.secrets +**/.venv +**/env/ +**/venv/ +**/ENV/ +**/env.bak/ +**/venv.bak/ +**/.python-version + +##################### +## UI SPECIFICS # +##################### + +# Logs +ui/logs +ui/*.log +ui/npm-debug.log* +ui/yarn-debug.log* +ui/yarn-error.log* +ui/pnpm-debug.log* +ui/lerna-debug.log* + +ui/node_modules +ui/dist +ui/dist-ssr +ui/*.local +ui/.npmrc +ui/*.suo +ui/*.ntvs* +ui/*.njsproj +ui/*.sln +ui/*.sw? + +##################### +## K3S SPECIFICS # +##################### + +docker/k3s_data/kubeconfig/ \ No newline at end of file diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 00000000..00ff2a4b --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,28 @@ +default_language_version: + python: python3.11 +default_stages: [pre-commit, push] +exclude: > + (?x)^( + api/alembic| + api/.venv| + api/tests| + sdk| + spark| + ui + )$ +repos: + - repo: https://github.com/compilerla/conventional-pre-commit + rev: v3.2.0 + hooks: + - id: conventional-pre-commit + stages: [commit-msg] + args: [] + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.4.8 + hooks: + - id: ruff + args: [--config=api/pyproject.toml, --fix] + files: ^((api/app)/.+)?[^/]+\.(py)$ + - id: ruff-format + args: [--config=api/pyproject.toml] + files: ^((api/app)/.+)?[^/]+\.(py)$ \ No newline at end of file diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 00000000..afcaaedd --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,11 @@ +# Changelog + +## [0.8.1](https://github.com/radicalbit/radicalbit-x/compare/v0.8.0...v0.8.1) (2024-06-19) + + +### Bug Fixes + +* **ci:** upload artifact path ([b43d99f](https://github.com/radicalbit/radicalbit-x/commit/b43d99fa7886f721b45ffc81d8e49fb4a26d4711)) +* **ci:** yarn cache in wf ([7c7ab2f](https://github.com/radicalbit/radicalbit-x/commit/7c7ab2f8a6d1cf59d197f265a94ac3c9f85aa571)) +* **doc:** error on docs ([#3](https://github.com/radicalbit/radicalbit-x/issues/3)) ([a9b015d](https://github.com/radicalbit/radicalbit-x/commit/a9b015d95e4e17beb85e871c77368639feb7f893)) +* using github PAT in release wf ([76afa5e](https://github.com/radicalbit/radicalbit-x/commit/76afa5e4590d7a279715a631d8b18fe49cc39709)) diff --git a/CNAME b/CNAME new file mode 100644 index 00000000..e7d466e8 --- /dev/null +++ b/CNAME @@ -0,0 +1 @@ +docs.oss-monitoring.radicalbit.ai diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 00000000..746fd710 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,12 @@ +# Contribute to this project +In order to contribute to this project please follow all guidelines here reported + +# Commit messages conventions +This project follows the [conventional commits](https://www.conventionalcommits.org/it/v1.0.0/) specification. + +Steps to follow: + +1. Install [pre-commit](https://pre-commit.com/) because we'll use it as our main linter. It's completely plugin-based, you con follow [these instructions](https://pre-commit.com/#installation) to install it onto your machine. + +2. Install and configure the [conventional-pre-commit](https://github.com/compilerla/conventional-pre-commit) plugin that allows to use the linter to enforce the usage of conventional commits. +This repo is already provided with a proper configuration of the plugin, see setup instructions [here](https://github.com/compilerla/conventional-pre-commit?tab=readme-ov-file#usage) \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..261eeb9e --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/NOTICE b/NOTICE new file mode 100644 index 00000000..61f85d5b --- /dev/null +++ b/NOTICE @@ -0,0 +1,2 @@ +Radicalbit AI Monitoring +Copyright 2024 and onwards Radicalbit \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 00000000..db8db562 --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +# Radicalbit AI Monitoring + +This repository contains all the files and projects to run Radicalbit AI Monitoring Platform + +- [ui](./ui/README.md) +- [api](./api/README.md) +- [sdk](./sdk/README.md) +- [spark](./spark/README.md) + +## Docker compose + +In this repository a docker compose file is available to run the platform in local with a k3s cluster where we can deploy Spark jobs. + +To run, simply: + +```bash +docker compose up +``` + +If the UI is needed: + +```bash +docker compose --profile ui up +``` + +After all containers are up & running, you can go to [http://localhost:5173](http://127.0.0.1:5173) to play with the app. + +### Interacting with k3s cluster + +In the compose file is present a [k9s](https://k9scli.io/) container that can be used to monitor the k3s cluster. + +```bash +docker compose up k9s -d && docker attach radicalbit-ai-monitoring-k9s-1 +``` + +#### Other tools + +In order to connect and interact with the k3s cluster from the local machine (for example with Lens or `kubectl`) is necessary to create another file starting from `./docker/k3s_data/kubeconfig/kubeconfig.yaml` (that is automatically generated when the docker compose is up and running). + +Copy the above file and modify `https://k3s:6443` with `https://127.0.0.1:6443` and use this new file to interact with the cluster from the local machine + +### Real AWS + +In order to use a real AWS instead of Minio is necessary to modify the environment variables of the api container, putting real `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY`, `AWS_REGION` and `S3_BUCKET_NAME` and removing `S3_ENDPOINT_URL`. + +### Teardown + +To completely clean up the environment we can use [docker compose](https://docs.docker.com/reference/cli/docker/compose/down/) + +```bash +docker compose --profile ui --profile k9s down -v --remove-orphans +``` + +To remove everything including container images: + +```bash +docker compose --profile ui --profile k9s down -v --remove-orphans --rmi all +``` \ No newline at end of file diff --git a/api/Dockerfile b/api/Dockerfile new file mode 100644 index 00000000..a10d787a --- /dev/null +++ b/api/Dockerfile @@ -0,0 +1,33 @@ +FROM python:3.11.8-slim AS build + +WORKDIR /app + +COPY poetry.lock pyproject.toml ./ +RUN pip install --no-cache-dir poetry==1.8.2 && \ + poetry export -f requirements.txt -o requirements.txt + +FROM python:3.11.8-slim + +ENV HTTP_INTERFACE=0.0.0.0 +ENV HTTP_PORT=9000 +ENV LOG_LEVEL=debug +ENV PYTHONUNBUFFERED 1 + +EXPOSE 9000 + +WORKDIR /app + +COPY --from=build /app/requirements.txt . + +RUN apt-get update && \ + apt-get install -y --no-install-recommends gcc libpq-dev python3-dev tini curl && \ + rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* + +RUN pip install --no-cache-dir -r requirements.txt + +COPY ./app ./app + +COPY ./entrypoint.sh . +RUN chmod +x ./entrypoint.sh + +ENTRYPOINT ["tini", "-v", "--", "./entrypoint.sh"] \ No newline at end of file diff --git a/api/README.md b/api/README.md new file mode 100644 index 00000000..8c821433 --- /dev/null +++ b/api/README.md @@ -0,0 +1,76 @@ +# Radicalbit Platform REST API + +## How to set up ## + +The project is based on poetry for managing dependencies. + +You should have poetry installed on your local machine. You can follow the instruction on https://python-poetry.org. + +After you have poetry installed you can install the project's dependencies run: + +```bash +poetry install +``` + +## Format + +This project uses `ruff` for formatting and linting. + +Run + +```bash +poetry run ruff format +``` + +to format, and + +```bash +poetry run ruff check +``` + +to check. + + +## Test + +Tests are done with `pytest` + +Run + +```bash +poetry run pytest -v +``` + +## OpenAPI + +The OpenAPI specs are available under `http://localhost:9000/docs` + +## Migrations + +We use [alembic](https://pypi.org/project/alembic/) as engine to manage database migrations. + +Database migrations are automatically managed by alembic in docker-compose file. It will connect to the database and apply the migrations defined in [alembic](./alembic/versions/) folder. + +### Generate a new migration + +We use [sqlalchemy](https://docs.sqlalchemy.org/en/20/) to define the database tables. All table clas are stored in [./app/db/tables/](./app/db/tables/) folder. + + +If you have updated a class inside the above folder, you can use the docker-compose file to generate the new migration file by using alembic command: + +```bash +docker compose run migrations /bin/sh -c "alembic revision --autogenerate -m "GIVE A NAME TO THIS REVISION"" +``` + +this will ooutput a new migration file that is going to be used by `migrations` Docker image. + +### Generate migration for a new Table + +If you need to create a new table in the database, you have to create a new python class in the [./app/db/tables/](./app/db/tables/) and you need to run the same command described above: + +```bash +docker compose run migrations /bin/sh -c "alembic revision --autogenerate -m "GIVE A NAME TO THIS REVISION"" +``` + +***Notes***: Alembic watches for all BaseTables classes imported in the [env.py](./alembic/env.py) file. If you add a new file for the table, be sure to import the class in the env.py file. + diff --git a/api/alembic.ini b/api/alembic.ini new file mode 100644 index 00000000..c10d4ca0 --- /dev/null +++ b/api/alembic.ini @@ -0,0 +1,116 @@ +# A generic, single database configuration. + +[alembic] +# path to migration scripts +script_location = alembic + +# template used to generate migration file names; The default value is %%(rev)s_%%(slug)s +# Uncomment the line below if you want the files to be prepended with date and time +# see https://alembic.sqlalchemy.org/en/latest/tutorial.html#editing-the-ini-file +# for all available tokens +# file_template = %%(year)d_%%(month).2d_%%(day).2d_%%(hour).2d%%(minute).2d-%%(rev)s_%%(slug)s + +# sys.path path, will be prepended to sys.path if present. +# defaults to the current working directory. +prepend_sys_path = . + +# timezone to use when rendering the date within the migration file +# as well as the filename. +# If specified, requires the python>=3.9 or backports.zoneinfo library. +# Any required deps can installed by adding `alembic[tz]` to the pip requirements +# string value is passed to ZoneInfo() +# leave blank for localtime +# timezone = + +# max length of characters to apply to the +# "slug" field +# truncate_slug_length = 40 + +# set to 'true' to run the environment during +# the 'revision' command, regardless of autogenerate +# revision_environment = false + +# set to 'true' to allow .pyc and .pyo files without +# a source .py file to be detected as revisions in the +# versions/ directory +# sourceless = false + +# version location specification; This defaults +# to alembic/versions. When using multiple version +# directories, initial revisions must be specified with --version-path. +# The path separator used here should be the separator specified by "version_path_separator" below. +# version_locations = %(here)s/bar:%(here)s/bat:alembic/versions + +# version path separator; As mentioned above, this is the character used to split +# version_locations. The default within new alembic.ini files is "os", which uses os.pathsep. +# If this key is omitted entirely, it falls back to the legacy behavior of splitting on spaces and/or commas. +# Valid values for version_path_separator are: +# +# version_path_separator = : +# version_path_separator = ; +# version_path_separator = space +version_path_separator = os # Use os.pathsep. Default configuration used for new projects. + +# set to 'true' to search source files recursively +# in each "version_locations" directory +# new in Alembic version 1.10 +# recursive_version_locations = false + +# the output encoding used when revision files +# are written from script.py.mako +# output_encoding = utf-8 + +sqlalchemy.url = driver://user:pass@localhost/dbname + + +[post_write_hooks] +# post_write_hooks defines scripts or Python functions that are run +# on newly generated revision scripts. See the documentation for further +# detail and examples + +# format using "black" - use the console_scripts runner, against the "black" entrypoint +# hooks = black +# black.type = console_scripts +# black.entrypoint = black +# black.options = -l 79 REVISION_SCRIPT_FILENAME + +# lint with attempts to fix using "ruff" - use the exec runner, execute a binary +# hooks = ruff +# ruff.type = exec +# ruff.executable = %(here)s/.venv/bin/ruff +# ruff.options = --fix REVISION_SCRIPT_FILENAME + +# Logging configuration +[loggers] +keys = root,sqlalchemy,alembic + +[handlers] +keys = console + +[formatters] +keys = generic + +[logger_root] +level = WARN +handlers = console +qualname = + +[logger_sqlalchemy] +level = WARN +handlers = +qualname = sqlalchemy.engine + +[logger_alembic] +level = INFO +handlers = +qualname = alembic + +[handler_console] +class = StreamHandler +args = (sys.stderr,) +level = NOTSET +formatter = generic + +[formatter_generic] +format = %(levelname)-5.5s [%(name)s] %(message)s +datefmt = %H:%M:%S diff --git a/api/alembic/env.py b/api/alembic/env.py new file mode 100644 index 00000000..a62dd0c1 --- /dev/null +++ b/api/alembic/env.py @@ -0,0 +1,105 @@ +from logging.config import fileConfig + +from sqlalchemy import engine_from_config +from sqlalchemy import pool + +from alembic import context +from app.core import get_config + +from app.db.tables.model_table import * +from app.db.tables.reference_dataset_table import * +from app.db.tables.reference_dataset_metrics_table import * +from app.db.tables.current_dataset_table import * +from app.db.tables.current_dataset_metrics_table import * +from app.db.tables.commons.json_encoded_dict import JSONEncodedDict +from app.db.database import Database, BaseTable + +database = Database(get_config().db_config) + +# this is the Alembic Config object, which provides +# access to the values within the .ini file in use. +config = context.config + +config.set_main_option("sqlalchemy.url", database.db_url) + +# Interpret the config file for Python logging. +# This line sets up loggers basically. +if config.config_file_name is not None: + fileConfig(config.config_file_name) + +# add your model's MetaData object here +# for 'autogenerate' support +# from myapp import mymodel +# target_metadata = mymodel.Base.metadata +target_metadata = BaseTable.metadata + + +# other values from the config, defined by the needs of env.py, +# can be acquired: +# my_important_option = config.get_main_option("my_important_option") +# ... etc. + + +def run_migrations_offline() -> None: + """Run migrations in 'offline' mode. + + This configures the context with just a URL + and not an Engine, though an Engine is acceptable + here as well. By skipping the Engine creation + we don't even need a DBAPI to be available. + + Calls to context.execute() here emit the given string to the + script output. + + """ + url = config.get_main_option("sqlalchemy.url") + context.configure( + url=url, + target_metadata=target_metadata, + literal_binds=True, + dialect_opts={"paramstyle": "named"}, + render_item=render_item, + ) + + with context.begin_transaction(): + context.run_migrations() + + +def run_migrations_online() -> None: + """Run migrations in 'online' mode. + + In this scenario we need to create an Engine + and associate a connection with the context. + + """ + connectable = engine_from_config( + config.get_section(config.config_ini_section, {}), + prefix="sqlalchemy.", + poolclass=pool.NullPool, + ) + + with connectable.connect() as connection: + context.configure( + connection=connection, + target_metadata=target_metadata, + render_item=render_item, + ) + + with context.begin_transaction(): + context.run_migrations() + + +def render_item(type_, obj, autogen_context): + if type_ == "type" and isinstance(obj, JSONEncodedDict): + autogen_context.imports.add( + "from app.db.tables.commons.json_encoded_dict import JSONEncodedDict" + ) + return "%r" % obj + + return False + + +if context.is_offline_mode(): + run_migrations_offline() +else: + run_migrations_online() diff --git a/api/alembic/script.py.mako b/api/alembic/script.py.mako new file mode 100644 index 00000000..b8b05cd6 --- /dev/null +++ b/api/alembic/script.py.mako @@ -0,0 +1,26 @@ +"""${message} + +Revision ID: ${up_revision} +Revises: ${down_revision | comma,n} +Create Date: ${create_date} + +""" +from typing import Sequence, Union, Text + +from alembic import op +import sqlalchemy as sa +${imports if imports else ""} + +# revision identifiers, used by Alembic. +revision: str = ${repr(up_revision)} +down_revision: Union[str, None] = ${repr(down_revision)} +branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)} +depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)} + + +def upgrade() -> None: + ${upgrades if upgrades else "pass"} + + +def downgrade() -> None: + ${downgrades if downgrades else "pass"} diff --git a/api/alembic/versions/086f26392cc4_init_db.py b/api/alembic/versions/086f26392cc4_init_db.py new file mode 100644 index 00000000..ed6c7030 --- /dev/null +++ b/api/alembic/versions/086f26392cc4_init_db.py @@ -0,0 +1,95 @@ +"""init_db + +Revision ID: 086f26392cc4 +Revises: +Create Date: 2024-06-12 14:50:02.128979 + +""" +from typing import Sequence, Union, Text + +from alembic import op +import sqlalchemy as sa +from app.db.tables.commons.json_encoded_dict import JSONEncodedDict + +# revision identifiers, used by Alembic. +revision: str = '086f26392cc4' +down_revision: Union[str, None] = None +branch_labels: Union[str, Sequence[str], None] = None +depends_on: Union[str, Sequence[str], None] = None + + +def upgrade() -> None: + # ### commands auto generated by Alembic - please adjust! ### + op.create_table('model', + sa.Column('ID', sa.INTEGER(), nullable=False), + sa.Column('UUID', sa.UUID(), nullable=False), + sa.Column('NAME', sa.VARCHAR(), nullable=False), + sa.Column('DESCRIPTION', sa.VARCHAR(), nullable=True), + sa.Column('MODEL_TYPE', sa.VARCHAR(), nullable=False), + sa.Column('DATA_TYPE', sa.VARCHAR(), nullable=False), + sa.Column('GRANULARITY', sa.VARCHAR(), nullable=False), + sa.Column('FEATURES', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('OUTPUTS', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('TARGET', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('TIMESTAMP', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('FRAMEWORKS', sa.VARCHAR(), nullable=True), + sa.Column('ALGORITHM', sa.VARCHAR(), nullable=True), + sa.Column('CREATED_AT', sa.TIMESTAMP(timezone=True), nullable=False), + sa.Column('UPDATED_AT', sa.TIMESTAMP(timezone=True), nullable=False), + sa.Column('DELETED', sa.BOOLEAN(), nullable=False), + sa.PrimaryKeyConstraint('ID'), + sa.UniqueConstraint('UUID') + ) + op.create_table('current_dataset', + sa.Column('UUID', sa.UUID(), nullable=False), + sa.Column('MODEL_UUID', sa.UUID(), nullable=False), + sa.Column('PATH', sa.VARCHAR(), nullable=False), + sa.Column('DATE', sa.TIMESTAMP(timezone=True), nullable=False), + sa.Column('CORRELATION_ID_COLUMN', sa.VARCHAR(), nullable=False), + sa.Column('STATUS', sa.VARCHAR(), nullable=False), + sa.ForeignKeyConstraint(['MODEL_UUID'], ['model.UUID'], ), + sa.PrimaryKeyConstraint('UUID'), + sa.UniqueConstraint('UUID') + ) + op.create_table('reference_dataset', + sa.Column('UUID', sa.UUID(), nullable=False), + sa.Column('MODEL_UUID', sa.UUID(), nullable=False), + sa.Column('PATH', sa.VARCHAR(), nullable=False), + sa.Column('DATE', sa.TIMESTAMP(timezone=True), nullable=False), + sa.Column('STATUS', sa.VARCHAR(), nullable=False), + sa.ForeignKeyConstraint(['MODEL_UUID'], ['model.UUID'], ), + sa.PrimaryKeyConstraint('UUID'), + sa.UniqueConstraint('UUID') + ) + op.create_table('current_dataset_metrics', + sa.Column('UUID', sa.UUID(), nullable=False), + sa.Column('CURRENT_UUID', sa.UUID(), nullable=False), + sa.Column('MODEL_QUALITY', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('DATA_QUALITY', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('DRIFT', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('STATISTICS', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.ForeignKeyConstraint(['CURRENT_UUID'], ['current_dataset.UUID'], ), + sa.PrimaryKeyConstraint('UUID'), + sa.UniqueConstraint('UUID') + ) + op.create_table('reference_dataset_metrics', + sa.Column('UUID', sa.UUID(), nullable=False), + sa.Column('REFERENCE_UUID', sa.UUID(), nullable=False), + sa.Column('MODEL_QUALITY', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('DATA_QUALITY', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.Column('STATISTICS', JSONEncodedDict(astext_type=Text()), nullable=True), + sa.ForeignKeyConstraint(['REFERENCE_UUID'], ['reference_dataset.UUID'], ), + sa.PrimaryKeyConstraint('UUID'), + sa.UniqueConstraint('UUID') + ) + # ### end Alembic commands ### + + +def downgrade() -> None: + # ### commands auto generated by Alembic - please adjust! ### + op.drop_table('reference_dataset_metrics') + op.drop_table('current_dataset_metrics') + op.drop_table('reference_dataset') + op.drop_table('current_dataset') + op.drop_table('model') + # ### end Alembic commands ### diff --git a/api/app/__init__.py b/api/app/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/core/__init__.py b/api/app/core/__init__.py new file mode 100644 index 00000000..4e47cf73 --- /dev/null +++ b/api/app/core/__init__.py @@ -0,0 +1,3 @@ +from app.core.config.config import get_config + +__all__ = ['get_config'] diff --git a/api/app/core/config/__init__.py b/api/app/core/config/__init__.py new file mode 100644 index 00000000..9ea4e636 --- /dev/null +++ b/api/app/core/config/__init__.py @@ -0,0 +1,3 @@ +from app.core.config.config import DBConfig + +__all__ = ['DBConfig'] diff --git a/api/app/core/config/config.py b/api/app/core/config/config.py new file mode 100644 index 00000000..ef74ea5c --- /dev/null +++ b/api/app/core/config/config.py @@ -0,0 +1,142 @@ +from functools import lru_cache +import logging +from typing import Dict, List, Optional + +from pydantic_settings import BaseSettings, SettingsConfigDict + +base_dir = 'resources' + + +class DBConfig(BaseSettings): + model_config = SettingsConfigDict(env_file=f'{base_dir}/db.conf') + + db_host: str = 'localhost' + db_port: int = 5432 + db_user: str = 'postgres' + db_pwd: str = 'postgres' + db_name: str = 'postgres' + + +class FileUploadConfig(BaseSettings): + """File upload configuration to be set for the server""" + + model_config = SettingsConfigDict(env_file=f'{base_dir}/files.conf') + + max_mega_bytes: int = 50 + accepted_file_types: List[str] = ['.csv'] + + @property + def max_bytes(self): + return self.max_mega_bytes * 1024 * 1024 + + +class KubernetesConfig(BaseSettings): + """Config to interact with Kubernetes Cluster""" + + model_config = SettingsConfigDict(env_file=f'{base_dir}/kubernetes.conf') + + kubeconfig_file_path: Optional[str] = None + + +class S3Config(BaseSettings): + model_config = SettingsConfigDict(env_file=f'{base_dir}/s3.conf') + + aws_access_key_id: str = 'access-key' + aws_secret_access_key: str = 'secret-key' + aws_region: str = 'us-east-1' + s3_endpoint_url: Optional[str] = None + s3_bucket_name: str = 'test-bucket' + + +class SparkConfig(BaseSettings): + model_config = SettingsConfigDict(env_file=f'{base_dir}/spark.conf') + + spark_image: str = 'radicalbit/radicalbit-spark-py:latest' + spark_image_pull_policy: str = 'IfNotPresent' + spark_reference_app_path: str = 'local:///opt/spark/custom_jobs/reference_job.py' + spark_current_app_path: str = 'local:///opt/spark/custom_jobs/current_job.py' + spark_namespace: str = 'spark' + spark_service_account: str = 'spark' + + +class HealthCheckFilter(logging.Filter): + def filter(self, record): + return record.getMessage().find('/healthcheck') == -1 + + +class LogConfig(BaseSettings): + """Logging configuration to be set for the server""" + + model_config = SettingsConfigDict(env_file=f'{base_dir}/logger.conf') + logger_name: str = 'radicalbit-ai-monitoring' + log_format: str = '%(levelprefix)s | %(asctime)s | %(message)s' + log_level: str = 'DEBUG' + counter_log_threshold: int = 99 + time_log_threshold: int = 59 + + version: int = 1 + disable_existing_loggers: bool = False + + formatters: Dict = { + 'default': { + '()': 'uvicorn.logging.DefaultFormatter', + 'fmt': log_format, + 'datefmt': '%Y-%m-%d %H:%M:%S', + }, + } + + filters: Dict = { + 'healthcheck_filter': {'()': HealthCheckFilter}, + } + handlers: Dict = { + 'default': { + 'formatter': 'default', + 'class': 'logging.StreamHandler', + 'stream': 'ext://sys.stderr', + }, + } + loggers: Dict = { + logger_name: {'handlers': ['default'], 'level': log_level}, + 'uvicorn.error': { + 'handlers': ['default'], + 'level': log_level.upper(), + 'propagate': False, + }, + 'uvicorn.access': {'handlers': ['default'], 'level': log_level}, + } + + +class AppConfig(BaseSettings): + model_config = SettingsConfigDict(env_file=f'{base_dir}/application.conf') + http_interface: str = '0.0.0.0' + http_port: int = 9000 + log_config: LogConfig = LogConfig() + db_config: DBConfig = DBConfig() + file_upload_config: FileUploadConfig = FileUploadConfig() + kubernetes_config: KubernetesConfig = KubernetesConfig() + s3_config: S3Config = S3Config() + spark_config: SparkConfig = SparkConfig() + + +@lru_cache +def get_config(): + return AppConfig() + + +def create_secrets(): + config = get_config() + s3_config = config.s3_config + db_config = config.db_config + + return { + 'AWS_ACCESS_KEY_ID': s3_config.aws_access_key_id, + 'AWS_SECRET_ACCESS_KEY': s3_config.aws_secret_access_key, + 'AWS_REGION': s3_config.aws_region, + 'S3_ENDPOINT_URL': s3_config.s3_endpoint_url, + 'POSTGRES_URL': f'jdbc:postgresql://{db_config.db_host}:{db_config.db_port}/{db_config.db_name}', + 'POSTGRES_DB': db_config.db_name, + 'POSTGRES_HOST': db_config.db_host, + 'POSTGRES_PORT': f'{db_config.db_port}', + 'POSTGRES_USER': db_config.db_user, + 'POSTGRES_PASSWORD': db_config.db_pwd, + } diff --git a/api/app/core/config/setup_logger.py b/api/app/core/config/setup_logger.py new file mode 100644 index 00000000..f9d3f89f --- /dev/null +++ b/api/app/core/config/setup_logger.py @@ -0,0 +1,6 @@ +from logging.config import dictConfig + +from app.core.config.config import get_config + +# setup loggers +dictConfig(get_config().log_config.model_dump()) diff --git a/api/app/db/__init__.py b/api/app/db/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/db/custom_query.py b/api/app/db/custom_query.py new file mode 100644 index 00000000..b144daa0 --- /dev/null +++ b/api/app/db/custom_query.py @@ -0,0 +1,10 @@ +from abc import ABC + +from sqlalchemy.orm import Query + + +class CustomQuery(Query, ABC): + def filter_if(self: Query, condition: bool, *criterion): + if condition: + return self.filter(*criterion) + return self diff --git a/api/app/db/dao/__init__.py b/api/app/db/dao/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/db/dao/base_dao.py b/api/app/db/dao/base_dao.py new file mode 100644 index 00000000..bd35fbb0 --- /dev/null +++ b/api/app/db/dao/base_dao.py @@ -0,0 +1,3 @@ +class BaseDAO: + def attributes(self): + return {c.key: getattr(self, c.key) for c in self.__mapper__.column_attrs} diff --git a/api/app/db/dao/current_dataset_dao.py b/api/app/db/dao/current_dataset_dao.py new file mode 100644 index 00000000..4007c508 --- /dev/null +++ b/api/app/db/dao/current_dataset_dao.py @@ -0,0 +1,74 @@ +import re +from typing import Optional +from uuid import UUID + +from fastapi_pagination import Page, Params +from fastapi_pagination.ext.sqlalchemy import paginate +from sqlalchemy import asc, desc +from sqlalchemy.future import select as future_select + +from app.db.database import Database +from app.db.tables.current_dataset_table import CurrentDataset +from app.models.dataset_dto import OrderType + + +class CurrentDatasetDAO: + def __init__(self, database: Database) -> None: + self.db = database + + def insert_current_dataset(self, current_dataset: CurrentDataset) -> CurrentDataset: + with self.db.begin_session() as session: + session.add(current_dataset) + session.flush() + return current_dataset + + def get_current_dataset_by_model_uuid( + self, model_uuid: UUID, current_uuid: UUID + ) -> Optional[CurrentDataset]: + with self.db.begin_session() as session: + return ( + session.query(CurrentDataset) + .where( + CurrentDataset.model_uuid == model_uuid, + CurrentDataset.uuid == current_uuid, + ) + .one_or_none() + ) + + def get_latest_current_dataset_by_model_uuid( + self, model_uuid: UUID + ) -> Optional[CurrentDataset]: + with self.db.begin_session() as session: + return ( + session.query(CurrentDataset) + .order_by(desc(CurrentDataset.date)) + .where(CurrentDataset.model_uuid == model_uuid) + .limit(1) + .one_or_none() + ) + + def get_all_current_datasets_by_model_uuid( + self, + model_uuid: UUID, + params: Params = Params(), + order: OrderType = OrderType.ASC, + sort: Optional[str] = None, + ) -> Page[CurrentDataset]: + def order_by_column_name(column_name): + return CurrentDataset.__getattribute__( + CurrentDataset, re.sub('(?=[A-Z])', '_', column_name).lower() + ) + + with self.db.begin_session() as session: + stmt = future_select(CurrentDataset).where( + CurrentDataset.model_uuid == model_uuid + ) + + if sort: + stmt = ( + stmt.order_by(asc(order_by_column_name(sort))) + if order == OrderType.ASC + else stmt.order_by(desc(order_by_column_name(sort))) + ) + + return paginate(session, stmt, params) diff --git a/api/app/db/dao/current_dataset_metrics_dao.py b/api/app/db/dao/current_dataset_metrics_dao.py new file mode 100644 index 00000000..2f0a0c07 --- /dev/null +++ b/api/app/db/dao/current_dataset_metrics_dao.py @@ -0,0 +1,36 @@ +from typing import Optional +from uuid import UUID + +from app.db.database import Database +from app.db.tables.current_dataset_metrics_table import CurrentDatasetMetrics +from app.db.tables.current_dataset_table import CurrentDataset + + +class CurrentDatasetMetricsDAO: + def __init__(self, database: Database) -> None: + self.db = database + + def insert_current_dataset_metrics( + self, current_dataset_metrics: CurrentDatasetMetrics + ) -> CurrentDatasetMetrics: + with self.db.begin_session() as session: + session.add(current_dataset_metrics) + session.flush() + return current_dataset_metrics + + def get_current_metrics_by_model_uuid( + self, model_uuid: UUID, current_uuid: UUID + ) -> Optional[CurrentDatasetMetrics]: + with self.db.begin_session() as session: + return ( + session.query(CurrentDatasetMetrics) + .join( + CurrentDataset, + CurrentDatasetMetrics.current_uuid == CurrentDataset.uuid, + ) + .where( + CurrentDataset.model_uuid == model_uuid, + CurrentDataset.uuid == current_uuid, + ) + .one_or_none() + ) diff --git a/api/app/db/dao/model_dao.py b/api/app/db/dao/model_dao.py new file mode 100644 index 00000000..1305b2d2 --- /dev/null +++ b/api/app/db/dao/model_dao.py @@ -0,0 +1,66 @@ +import datetime +import re +from typing import Optional +from uuid import UUID + +from fastapi_pagination import Page, Params +from fastapi_pagination.ext.sqlalchemy import paginate +import sqlalchemy +from sqlalchemy import asc, desc +from sqlalchemy.future import select as future_select + +from app.db.database import Database +from app.db.tables.model_table import Model +from app.models.model_order import OrderType + + +class ModelDAO: + def __init__(self, database: Database): + self.db = database + + def insert(self, model: Model) -> Model: + with self.db.begin_session() as session: + session.add(model) + session.flush() + return model + + def get_by_uuid(self, uuid: UUID) -> Optional[Model]: + with self.db.begin_session() as session: + return ( + session.query(Model) + .where(Model.uuid == uuid, Model.deleted.is_(False)) + .one_or_none() + ) + + def delete(self, uuid: UUID) -> int: + with self.db.begin_session() as session: + deleted_at = datetime.datetime.now(tz=datetime.UTC) + query = ( + sqlalchemy.update(Model) + .where(Model.uuid == uuid, Model.deleted.is_(False)) + .values(deleted=True, updated_at=deleted_at) + ) + return session.execute(query).rowcount + + def get_all( + self, + params: Params = Params(), + order: OrderType = OrderType.ASC, + sort: Optional[str] = None, + ) -> Page[Model]: + def order_by_column_name(column_name): + return Model.__getattribute__( + Model, re.sub('(?=[A-Z])', '_', column_name).lower() + ) + + with self.db.begin_session() as session: + stmt = future_select(Model).filter(Model.deleted.is_(False)) + + if sort: + stmt = ( + stmt.order_by(asc(order_by_column_name(sort))) + if order == OrderType.ASC + else stmt.order_by(desc(order_by_column_name(sort))) + ) + + return paginate(session, stmt, params) diff --git a/api/app/db/dao/reference_dataset_dao.py b/api/app/db/dao/reference_dataset_dao.py new file mode 100644 index 00000000..0cf82cc3 --- /dev/null +++ b/api/app/db/dao/reference_dataset_dao.py @@ -0,0 +1,61 @@ +import re +from typing import Optional +from uuid import UUID + +from fastapi_pagination import Page, Params +from fastapi_pagination.ext.sqlalchemy import paginate +from sqlalchemy import asc, desc +from sqlalchemy.future import select as future_select + +from app.db.database import Database +from app.db.tables.reference_dataset_table import ReferenceDataset +from app.models.dataset_dto import OrderType + + +class ReferenceDatasetDAO: + def __init__(self, database: Database) -> None: + self.db = database + + def insert_reference_dataset( + self, reference_dataset: ReferenceDataset + ) -> ReferenceDataset: + with self.db.begin_session() as session: + session.add(reference_dataset) + session.flush() + return reference_dataset + + def get_reference_dataset_by_model_uuid( + self, uuid: UUID + ) -> Optional[ReferenceDataset]: + with self.db.begin_session() as session: + return ( + session.query(ReferenceDataset) + .where(ReferenceDataset.model_uuid == uuid) + .one_or_none() + ) + + def get_all_reference_datasets_by_model_uuid( + self, + model_uuid: UUID, + params: Params = Params(), + order: OrderType = OrderType.ASC, + sort: Optional[str] = None, + ) -> Page[ReferenceDataset]: + def order_by_column_name(column_name): + return ReferenceDataset.__getattribute__( + ReferenceDataset, re.sub('(?=[A-Z])', '_', column_name).lower() + ) + + with self.db.begin_session() as session: + stmt = future_select(ReferenceDataset).where( + ReferenceDataset.model_uuid == model_uuid + ) + + if sort: + stmt = ( + stmt.order_by(asc(order_by_column_name(sort))) + if order == OrderType.ASC + else stmt.order_by(desc(order_by_column_name(sort))) + ) + + return paginate(session, stmt, params) diff --git a/api/app/db/dao/reference_dataset_metrics_dao.py b/api/app/db/dao/reference_dataset_metrics_dao.py new file mode 100644 index 00000000..7b689ed0 --- /dev/null +++ b/api/app/db/dao/reference_dataset_metrics_dao.py @@ -0,0 +1,78 @@ +from typing import Dict, Optional +from uuid import UUID + +import sqlalchemy + +from app.db.database import Database +from app.db.tables.reference_dataset_metrics_table import ReferenceDatasetMetrics +from app.db.tables.reference_dataset_table import ReferenceDataset + + +class ReferenceDatasetMetricsDAO: + def __init__(self, database: Database) -> None: + self.db = database + + def insert_reference_metrics( + self, reference_metrics: ReferenceDatasetMetrics + ) -> ReferenceDatasetMetrics: + with self.db.begin_session() as session: + session.add(reference_metrics) + session.flush() + return reference_metrics + + def get_reference_metrics_by_model_uuid( + self, model_uuid: UUID + ) -> Optional[ReferenceDatasetMetrics]: + with self.db.begin_session() as session: + return ( + session.query(ReferenceDatasetMetrics) + .join( + ReferenceDataset, + ReferenceDatasetMetrics.reference_uuid == ReferenceDataset.uuid, + ) + .where(ReferenceDataset.model_uuid == model_uuid) + .one_or_none() + ) + + def get_reference_metrics_by_reference_uuid( + self, reference_uuid: UUID + ) -> Optional[ReferenceDatasetMetrics]: + with self.db.begin_session() as session: + return ( + session.query(ReferenceDatasetMetrics) + .where(ReferenceDatasetMetrics.reference_uuid == reference_uuid) + .one_or_none() + ) + + def update_reference_model_quality( + self, reference_uuid: UUID, model_quality: Dict + ) -> int: + with self.db.begin_session() as session: + query = ( + sqlalchemy.update(ReferenceDatasetMetrics) + .where(ReferenceDatasetMetrics.reference_uuid == reference_uuid) + .values(model_quality=model_quality) + ) + return session.execute(query).rowcount + + def update_reference_data_quality( + self, reference_uuid: UUID, data_quality: Dict + ) -> int: + with self.db.begin_session() as session: + query = ( + sqlalchemy.update(ReferenceDatasetMetrics) + .where(ReferenceDatasetMetrics.reference_uuid == reference_uuid) + .values(data_quality=data_quality) + ) + return session.execute(query).rowcount + + def update_reference_statistics( + self, reference_uuid: UUID, statistics: Dict + ) -> int: + with self.db.begin_session() as session: + query = ( + sqlalchemy.update(ReferenceDatasetMetrics) + .where(ReferenceDatasetMetrics.reference_uuid == reference_uuid) + .values(statistics=statistics) + ) + return session.execute(query).rowcount diff --git a/api/app/db/database.py b/api/app/db/database.py new file mode 100644 index 00000000..572ec219 --- /dev/null +++ b/api/app/db/database.py @@ -0,0 +1,58 @@ +import logging + +from sqlalchemy import MetaData, create_engine +from sqlalchemy.ext.declarative import DeferredReflection +from sqlalchemy.orm import Session, declarative_base, sessionmaker + +from app.core import get_config +from app.core.config import DBConfig +from app.db.custom_query import CustomQuery + +logger = logging.getLogger(get_config().log_config.logger_name) + + +class Reflected(DeferredReflection): + __abstract__ = True + + +BaseTable = declarative_base(metadata=MetaData()) + + +class Database: + def __init__(self, conf: DBConfig): + self._db_url = f'postgresql+psycopg2://{conf.db_user}:{conf.db_pwd}@{conf.db_host}:{conf.db_port}/{conf.db_name}' + self._engine = None + self._SessionFactory = None + self._connected = False + + def connect(self): + logger.info('Trying to connect to the DB') + if not self._connected: + logger.info('Connecting to the DB') + self._engine = create_engine(self._db_url, pool_pre_ping=True) + self._SessionFactory = sessionmaker( + bind=self._engine, + future=True, + expire_on_commit=False, + query_cls=CustomQuery, + ) + self._connected = True + else: + logger.warning('Not connecting. Connection with the DB already established') + + def reset_connection(self): + logger.info('Resetting DB connection') + self._engine = None + self._SessionFactory = None + self._connected = False + + def init_mappings(self): + logger.info('Initiating DB orm mappings') + Reflected.prepare(self._engine) + + def begin_session(self) -> Session: + return self._SessionFactory.begin() + + @property + def db_url(self): + return self._db_url diff --git a/api/app/db/tables/__init__.py b/api/app/db/tables/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/db/tables/commons/json_encoded_dict.py b/api/app/db/tables/commons/json_encoded_dict.py new file mode 100644 index 00000000..0a2c2b3c --- /dev/null +++ b/api/app/db/tables/commons/json_encoded_dict.py @@ -0,0 +1,13 @@ +from sqlalchemy import TypeDecorator +from sqlalchemy.dialects.postgresql import JSONB + + +class JSONEncodedDict(TypeDecorator): + impl = JSONB + cache_ok = True + + def process_bind_param(self, value, dialect): + return value + + def process_result_value(self, value, dialect): + return value diff --git a/api/app/db/tables/current_dataset_metrics_table.py b/api/app/db/tables/current_dataset_metrics_table.py new file mode 100644 index 00000000..95ebe9f9 --- /dev/null +++ b/api/app/db/tables/current_dataset_metrics_table.py @@ -0,0 +1,30 @@ +from uuid import uuid4 + +from sqlalchemy import UUID, Column, ForeignKey + +from app.db.dao.base_dao import BaseDAO +from app.db.database import BaseTable, Reflected +from app.db.tables.commons.json_encoded_dict import JSONEncodedDict + + +class CurrentDatasetMetrics(Reflected, BaseTable, BaseDAO): + __tablename__ = 'current_dataset_metrics' + + uuid = Column( + 'UUID', + UUID(as_uuid=True), + unique=True, + nullable=False, + default=uuid4, + primary_key=True, + ) + current_uuid = Column( + 'CURRENT_UUID', + UUID(as_uuid=True), + ForeignKey('current_dataset.UUID'), + nullable=False, + ) + model_quality = Column('MODEL_QUALITY', JSONEncodedDict, nullable=True) + data_quality = Column('DATA_QUALITY', JSONEncodedDict, nullable=True) + drift = Column('DRIFT', JSONEncodedDict, nullable=True) + statistics = Column('STATISTICS', JSONEncodedDict, nullable=True) diff --git a/api/app/db/tables/current_dataset_table.py b/api/app/db/tables/current_dataset_table.py new file mode 100644 index 00000000..40f6184b --- /dev/null +++ b/api/app/db/tables/current_dataset_table.py @@ -0,0 +1,27 @@ +from uuid import uuid4 + +from sqlalchemy import TIMESTAMP, UUID, VARCHAR, Column, ForeignKey + +from app.db.dao.base_dao import BaseDAO +from app.db.database import BaseTable, Reflected +from app.models.job_status import JobStatus + + +class CurrentDataset(Reflected, BaseTable, BaseDAO): + __tablename__ = 'current_dataset' + + uuid = Column( + 'UUID', + UUID(as_uuid=True), + unique=True, + nullable=False, + default=uuid4, + primary_key=True, + ) + model_uuid = Column( + 'MODEL_UUID', UUID(as_uuid=True), ForeignKey('model.UUID'), nullable=False + ) + path = Column('PATH', VARCHAR, nullable=False) + date = Column('DATE', TIMESTAMP(timezone=True), nullable=False) + correlation_id_column = Column('CORRELATION_ID_COLUMN', VARCHAR, nullable=False) + status = Column('STATUS', VARCHAR, nullable=False, default=JobStatus.IMPORTING) diff --git a/api/app/db/tables/model_table.py b/api/app/db/tables/model_table.py new file mode 100644 index 00000000..39c70cee --- /dev/null +++ b/api/app/db/tables/model_table.py @@ -0,0 +1,30 @@ +import uuid + +from sqlalchemy import BOOLEAN, INTEGER, TIMESTAMP, UUID, VARCHAR, Column + +from app.db.dao.base_dao import BaseDAO +from app.db.database import BaseTable, Reflected +from app.db.tables.commons.json_encoded_dict import JSONEncodedDict + + +class Model(Reflected, BaseTable, BaseDAO): + __tablename__ = 'model' + + id = Column('ID', INTEGER, primary_key=True) + uuid = Column( + 'UUID', UUID(as_uuid=True), unique=True, nullable=False, default=uuid.uuid4 + ) + name = Column('NAME', VARCHAR, nullable=False) + description = Column('DESCRIPTION', VARCHAR, nullable=True) + model_type = Column('MODEL_TYPE', VARCHAR, nullable=False) + data_type = Column('DATA_TYPE', VARCHAR, nullable=False) + granularity = Column('GRANULARITY', VARCHAR, nullable=False) + features = Column('FEATURES', JSONEncodedDict, nullable=True) + outputs = Column('OUTPUTS', JSONEncodedDict, nullable=True) + target = Column('TARGET', JSONEncodedDict, nullable=True) + timestamp = Column('TIMESTAMP', JSONEncodedDict, nullable=True) + frameworks = Column('FRAMEWORKS', VARCHAR, nullable=True) + algorithm = Column('ALGORITHM', VARCHAR, nullable=True) + created_at = Column('CREATED_AT', TIMESTAMP(timezone=True), nullable=False) + updated_at = Column('UPDATED_AT', TIMESTAMP(timezone=True), nullable=False) + deleted = Column('DELETED', BOOLEAN, nullable=False, default=False) diff --git a/api/app/db/tables/reference_dataset_metrics_table.py b/api/app/db/tables/reference_dataset_metrics_table.py new file mode 100644 index 00000000..949f246d --- /dev/null +++ b/api/app/db/tables/reference_dataset_metrics_table.py @@ -0,0 +1,29 @@ +from uuid import uuid4 + +from sqlalchemy import UUID, Column, ForeignKey + +from app.db.dao.base_dao import BaseDAO +from app.db.database import BaseTable, Reflected +from app.db.tables.commons.json_encoded_dict import JSONEncodedDict + + +class ReferenceDatasetMetrics(Reflected, BaseTable, BaseDAO): + __tablename__ = 'reference_dataset_metrics' + + uuid = Column( + 'UUID', + UUID(as_uuid=True), + unique=True, + nullable=False, + default=uuid4, + primary_key=True, + ) + reference_uuid = Column( + 'REFERENCE_UUID', + UUID(as_uuid=True), + ForeignKey('reference_dataset.UUID'), + nullable=False, + ) + model_quality = Column('MODEL_QUALITY', JSONEncodedDict, nullable=True) + data_quality = Column('DATA_QUALITY', JSONEncodedDict, nullable=True) + statistics = Column('STATISTICS', JSONEncodedDict, nullable=True) diff --git a/api/app/db/tables/reference_dataset_table.py b/api/app/db/tables/reference_dataset_table.py new file mode 100644 index 00000000..12b43455 --- /dev/null +++ b/api/app/db/tables/reference_dataset_table.py @@ -0,0 +1,26 @@ +from uuid import uuid4 + +from sqlalchemy import TIMESTAMP, UUID, VARCHAR, Column, ForeignKey + +from app.db.dao.base_dao import BaseDAO +from app.db.database import BaseTable, Reflected +from app.models.job_status import JobStatus + + +class ReferenceDataset(Reflected, BaseTable, BaseDAO): + __tablename__ = 'reference_dataset' + + uuid = Column( + 'UUID', + UUID(as_uuid=True), + unique=True, + nullable=False, + default=uuid4, + primary_key=True, + ) + model_uuid = Column( + 'MODEL_UUID', UUID(as_uuid=True), ForeignKey('model.UUID'), nullable=False + ) + path = Column('PATH', VARCHAR, nullable=False) + date = Column('DATE', TIMESTAMP(timezone=True), nullable=False) + status = Column('STATUS', VARCHAR, nullable=False, default=JobStatus.IMPORTING) diff --git a/api/app/main.py b/api/app/main.py new file mode 100644 index 00000000..0badac26 --- /dev/null +++ b/api/app/main.py @@ -0,0 +1,123 @@ +from contextlib import asynccontextmanager +import logging + +import boto3 +from fastapi import FastAPI +from spark_on_k8s.client import SparkOnK8S +from spark_on_k8s.k8s.sync_client import KubernetesClientManager +from starlette.middleware.cors import CORSMiddleware + +from app.core import get_config +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.current_dataset_metrics_dao import CurrentDatasetMetricsDAO +from app.db.dao.model_dao import ModelDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.dao.reference_dataset_metrics_dao import ReferenceDatasetMetricsDAO +from app.db.database import Database +from app.models.exceptions import ( + MetricsError, + ModelError, + SchemaException, + metrics_exception_handler, + model_exception_handler, + schema_exception_handler, +) +from app.routes.healthcheck_route import HealthcheckRoute +from app.routes.infer_schema_route import InferSchemaRoute +from app.routes.metrics_route import MetricsRoute +from app.routes.model_route import ModelRoute +from app.routes.spark_job_route import SparkJobRoute +from app.routes.upload_dataset_route import UploadDatasetRoute +from app.services.file_service import FileService +from app.services.metrics_service import MetricsService +from app.services.model_service import ModelService +from app.services.spark_k8s_service import SparkK8SService + +logger = logging.getLogger(get_config().log_config.logger_name) + +database = Database(get_config().db_config) + +if get_config().kubernetes_config.kubeconfig_file_path: + k8s_client_manager = KubernetesClientManager( + get_config().kubernetes_config.kubeconfig_file_path + ) +else: + k8s_client_manager = KubernetesClientManager() + +spark_k8s_client = SparkOnK8S(k8s_client_manager=k8s_client_manager) + +model_dao = ModelDAO(database) +reference_dataset_dao = ReferenceDatasetDAO(database) +reference_dataset_metrics_dao = ReferenceDatasetMetricsDAO(database) +current_dataset_dao = CurrentDatasetDAO(database) +current_dataset_metrics_dao = CurrentDatasetMetricsDAO(database) + +model_service = ModelService(model_dao) +s3_config = get_config().s3_config + +if s3_config.s3_endpoint_url is not None: + s3_client = boto3.client( + 's3', + aws_access_key_id=s3_config.aws_access_key_id, + aws_secret_access_key=s3_config.aws_secret_access_key, + region_name=s3_config.aws_region, + endpoint_url=s3_config.s3_endpoint_url, + ) +else: + s3_client = boto3.client( + 's3', + aws_access_key_id=s3_config.aws_access_key_id, + aws_secret_access_key=s3_config.aws_secret_access_key, + region_name=s3_config.aws_region, + ) + +file_service = FileService( + reference_dataset_dao, + current_dataset_dao, + model_service, + s3_client, + spark_k8s_client, +) +metrics_service = MetricsService( + reference_dataset_metrics_dao=reference_dataset_metrics_dao, + reference_dataset_dao=reference_dataset_dao, + current_dataset_metrics_dao=current_dataset_metrics_dao, + current_dataset_dao=current_dataset_dao, + model_service=model_service, +) +spark_k8s_service = SparkK8SService(spark_k8s_client) + + +@asynccontextmanager +async def lifespan(fastapi: FastAPI): + logger.info('Starting service ...') + database.connect() + database.init_mappings() + yield + logger.info('Stopping service ...') + + +app = FastAPI(title='Radicalbit Platform', lifespan=lifespan) + +app.add_middleware( + CORSMiddleware, + allow_origins=['*'], + allow_credentials=False, + allow_methods=['GET', 'POST', 'PUT', 'DELETE', 'OPTIONS'], + allow_headers=[ + 'access-control-allow-origin', + 'content-type', + ], +) + +app.include_router(ModelRoute.get_router(model_service), prefix='/api/models') +app.include_router(UploadDatasetRoute.get_router(file_service), prefix='/api/models') +app.include_router(InferSchemaRoute.get_router(file_service), prefix='/api/schema') +app.include_router(MetricsRoute.get_router(metrics_service), prefix='/api/models') +app.include_router(SparkJobRoute.get_router(spark_k8s_service), prefix='/api/jobs') + +app.include_router(HealthcheckRoute.get_healthcheck_route()) + +app.add_exception_handler(ModelError, model_exception_handler) +app.add_exception_handler(MetricsError, metrics_exception_handler) +app.add_exception_handler(SchemaException, schema_exception_handler) diff --git a/api/app/models/__init__.py b/api/app/models/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/models/dataset_dto.py b/api/app/models/dataset_dto.py new file mode 100644 index 00000000..3159118f --- /dev/null +++ b/api/app/models/dataset_dto.py @@ -0,0 +1,71 @@ +from enum import Enum +from typing import Optional +from uuid import UUID + +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + +from app.db.tables.current_dataset_table import CurrentDataset +from app.db.tables.reference_dataset_table import ReferenceDataset + + +class ReferenceDatasetDTO(BaseModel): + uuid: UUID + model_uuid: UUID + path: str + date: str + status: str + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + @staticmethod + def from_reference_dataset(rd: ReferenceDataset) -> 'ReferenceDatasetDTO': + return ReferenceDatasetDTO( + uuid=rd.uuid, + model_uuid=rd.model_uuid, + path=rd.path, + date=rd.date.isoformat(), + status=rd.status, + ) + + +class CurrentDatasetDTO(BaseModel): + uuid: UUID + model_uuid: UUID + path: str + date: str + correlation_id_column: str + status: str + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + @staticmethod + def from_current_dataset(cd: CurrentDataset) -> 'CurrentDatasetDTO': + return CurrentDatasetDTO( + uuid=cd.uuid, + model_uuid=cd.model_uuid, + path=cd.path, + date=cd.date.isoformat(), + correlation_id_column=cd.correlation_id_column, + status=cd.status, + ) + + +class FileReference(BaseModel): + file_url: str + separator: str = ',' + correlation_id_column: Optional[str] = None + + model_config = ConfigDict( + populate_by_name=True, + alias_generator=to_camel, + ) + + +class OrderType(str, Enum): + ASC = 'asc' + DESC = 'desc' diff --git a/api/app/models/dataset_type.py b/api/app/models/dataset_type.py new file mode 100644 index 00000000..845096eb --- /dev/null +++ b/api/app/models/dataset_type.py @@ -0,0 +1,6 @@ +from enum import Enum + + +class DatasetType(str, Enum): + REFERENCE = 'REFERENCE' + CURRENT = 'CURRENT' diff --git a/api/app/models/exceptions.py b/api/app/models/exceptions.py new file mode 100644 index 00000000..8ff91648 --- /dev/null +++ b/api/app/models/exceptions.py @@ -0,0 +1,120 @@ +import logging + +from fastapi import status +from fastapi.encoders import jsonable_encoder +from fastapi.responses import JSONResponse + +from app.core import get_config + +logger = logging.getLogger(get_config().log_config.logger_name) + + +class ErrorOut: + message: str + + def __init__(self, message): + self.message = message + + +class ModelError(Exception): + def __init__(self, message, status_code): + self.message = message + self.status_code = status_code + super().__init__(self.message, self.status_code) + + +class ModelInternalError(ModelError): + def __init__(self, message): + self.message = message + self.status_code = status.HTTP_500_INTERNAL_SERVER_ERROR + super().__init__(self.message, self.status_code) + + +class ModelNotFoundError(ModelError): + def __init__(self, message): + self.message = message + self.status_code = status.HTTP_404_NOT_FOUND + super().__init__(self.message, self.status_code) + + +def model_exception_handler(_, err: ModelError): + if err.status_code >= 500: + logger.error(err.message) + else: + logger.warning(err.message) + return JSONResponse( + status_code=err.status_code, + content=jsonable_encoder(ErrorOut(err.message)), + ) + + +class MetricsError(Exception): + def __init__(self, message, status_code): + self.message = message + self.status_code = status_code + super().__init__(self.message, self.status_code) + + +class MetricsNotFoundError(MetricsError): + def __init__(self, message): + self.message = message + self.status_code = status.HTTP_404_NOT_FOUND + super().__init__(self.message, self.status_code) + + +class MetricsBadRequestError(MetricsError): + def __init__(self, message): + self.message = message + self.status_code = status.HTTP_400_BAD_REQUEST + super().__init__(self.message, self.status_code) + + +class MetricsInternalError(MetricsError): + def __init__(self, message): + self.message = message + self.status_code = status.HTTP_500_INTERNAL_SERVER_ERROR + super().__init__(self.message, self.status_code) + + +def metrics_exception_handler(_, err: MetricsError): + if err.status_code >= 500: + logger.error(err.message) + else: + logger.warning(err.message) + return JSONResponse( + status_code=err.status_code, + content=jsonable_encoder(ErrorOut(err.message)), + ) + + +class SchemaException(Exception): + def __init__(self, message: str, status_code: int): + self.message = message + self.status_code = status_code + super().__init__(message, status_code) + + +class UnsupportedSchemaException(SchemaException): + def __init__(self, message: str): + super().__init__(message, status.HTTP_415_UNSUPPORTED_MEDIA_TYPE) + + +class InvalidFileException(SchemaException): + def __init__(self, message: str): + super().__init__(message, status.HTTP_400_BAD_REQUEST) + + +class FileTooLargeException(SchemaException): + def __init__(self, message: str): + super().__init__(message, status.HTTP_413_REQUEST_ENTITY_TOO_LARGE) + + +def schema_exception_handler(_, err: SchemaException): + if err.status_code >= 500: + logger.error(err.message) + else: + logger.warning(err.message) + return JSONResponse( + status_code=err.status_code, + content=jsonable_encoder(ErrorOut(err.message)), + ) diff --git a/api/app/models/inferred_schema_dto.py b/api/app/models/inferred_schema_dto.py new file mode 100644 index 00000000..0f56cdeb --- /dev/null +++ b/api/app/models/inferred_schema_dto.py @@ -0,0 +1,45 @@ +from enum import Enum +from typing import List + +from numpy import dtypes as npy_dtypes +from pandas.core.arrays import boolean, floating, integer, string_ +from pandas.core.dtypes import dtypes as pd_dtypes +from pydantic import BaseModel, ConfigDict + +from app.models.exceptions import UnsupportedSchemaException + + +class SupportedTypes(str, Enum): + string = 'string' + int = 'int' + float = 'float' + bool = 'bool' + datetime = 'datetime' + + @staticmethod + def cast(value) -> 'SupportedTypes': + match type(value): + case string_.StringDtype: + return SupportedTypes.string + case integer.Int64Dtype: + return SupportedTypes.int + case floating.Float64Dtype: + return SupportedTypes.float + case boolean.BooleanDtype: + return SupportedTypes.bool + case npy_dtypes.DateTime64DType: + return SupportedTypes.datetime + case pd_dtypes.DatetimeTZDtype: + return SupportedTypes.datetime + raise UnsupportedSchemaException(f'Unsupported type: {type(value)}') + + +class SchemaEntry(BaseModel): + name: str + type: SupportedTypes + + model_config = ConfigDict(arbitrary_types_allowed=True) + + +class InferredSchemaDTO(BaseModel): + inferred_schema: List[SchemaEntry] diff --git a/api/app/models/job_status.py b/api/app/models/job_status.py new file mode 100644 index 00000000..ec7b0fdd --- /dev/null +++ b/api/app/models/job_status.py @@ -0,0 +1,9 @@ +from enum import Enum + + +class JobStatus(str, Enum): + IMPORTING = 'IMPORTING' + SUCCEEDED = 'SUCCEEDED' + ERROR = 'ERROR' + MISSING_REFERENCE = 'MISSING_REFERENCE' + MISSING_CURRENT = 'MISSING_CURRENT' diff --git a/api/app/models/metrics/__init__.py b/api/app/models/metrics/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/models/metrics/data_quality_dto.py b/api/app/models/metrics/data_quality_dto.py new file mode 100644 index 00000000..44b1b62e --- /dev/null +++ b/api/app/models/metrics/data_quality_dto.py @@ -0,0 +1,170 @@ +from typing import Dict, List, Optional, Union + +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + +from app.models.exceptions import MetricsInternalError +from app.models.job_status import JobStatus +from app.models.model_dto import ModelType + + +class MedianMetrics(BaseModel): + perc_25: Optional[float] = None + median: Optional[float] = None + perc_75: Optional[float] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class MissingValue(BaseModel): + count: int + percentage: Optional[float] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class ClassMedianMetrics(BaseModel): + name: str + mean: Optional[float] = None + median_metrics: MedianMetrics + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class Histogram(BaseModel): + buckets: List[float] + reference_values: List[int] + current_values: Optional[List[int]] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class FeatureMetrics(BaseModel): + feature_name: str + type: str + missing_value: MissingValue + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class NumericalFeatureMetrics(FeatureMetrics): + type: str = 'numerical' + mean: Optional[float] = None + std: Optional[float] = None + min: Optional[float] = None + max: Optional[float] = None + median_metrics: MedianMetrics + class_median_metrics: List[ClassMedianMetrics] + histogram: Histogram + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class CategoryFrequency(BaseModel): + name: str + count: int + frequency: Optional[float] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class CategoricalFeatureMetrics(FeatureMetrics): + type: str = 'categorical' + category_frequency: List[CategoryFrequency] + distinct_value: int + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class ClassMetrics(BaseModel): + name: str + count: int + percentage: Optional[float] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class BinaryClassDataQuality(BaseModel): + n_observations: int + class_metrics: List[ClassMetrics] + feature_metrics: List[Union[NumericalFeatureMetrics, CategoricalFeatureMetrics]] + + model_config = ConfigDict( + arbitrary_types_allowed=True, + populate_by_name=True, + alias_generator=to_camel, + protected_namespaces=(), + ) + + +class MultiClassDataQuality(BaseModel): + pass + + +class RegressionDataQuality(BaseModel): + pass + + +class DataQualityDTO(BaseModel): + job_status: JobStatus + data_quality: Optional[ + Union[BinaryClassDataQuality, MultiClassDataQuality, RegressionDataQuality] + ] + + model_config = ConfigDict( + arbitrary_types_allowed=True, + populate_by_name=True, + alias_generator=to_camel, + protected_namespaces=(), + ) + + @staticmethod + def from_dict( + model_type: ModelType, + job_status: JobStatus, + data_quality_data: Optional[Dict], + ): + if not data_quality_data: + return DataQualityDTO( + job_status=job_status, + data_quality=None, + ) + match model_type: + case ModelType.BINARY: + binary_class_data_quality = BinaryClassDataQuality(**data_quality_data) + return DataQualityDTO( + job_status=job_status, + data_quality=binary_class_data_quality, + ) + case ModelType.MULTI_CLASS: + multi_class_data_quality = MultiClassDataQuality(**data_quality_data) + return DataQualityDTO( + job_status=job_status, + data_quality=multi_class_data_quality, + ) + case ModelType.REGRESSION: + regression_data_quality = RegressionDataQuality(**data_quality_data) + return DataQualityDTO( + job_status=job_status, + data_quality=regression_data_quality, + ) + case _: + raise MetricsInternalError(f'Invalid model type {model_type}') diff --git a/api/app/models/metrics/drift_dto.py b/api/app/models/metrics/drift_dto.py new file mode 100644 index 00000000..77605136 --- /dev/null +++ b/api/app/models/metrics/drift_dto.py @@ -0,0 +1,87 @@ +from enum import Enum +from typing import Dict, List, Optional, Union + +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + +from app.models.exceptions import MetricsInternalError +from app.models.job_status import JobStatus +from app.models.model_dto import ModelType + + +class DriftAlgorithm(str, Enum): + KS = 'KS' + CHI2 = 'CHI2' + + +class FeatureDriftCalculation(BaseModel): + type: DriftAlgorithm + value: Optional[float] = None + has_drift: bool + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class FeatureMetrics(BaseModel): + feature_name: str + drift_calc: FeatureDriftCalculation + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class BinaryClassDrift(BaseModel): + feature_metrics: List[FeatureMetrics] + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class MultiClassDrift(BaseModel): + pass + + +class RegressionDrift(BaseModel): + pass + + +class DriftDTO(BaseModel): + job_status: JobStatus + drift: Optional[Union[BinaryClassDrift, MultiClassDrift, RegressionDrift]] + + model_config = ConfigDict( + arbitrary_types_allowed=True, + populate_by_name=True, + alias_generator=to_camel, + ) + + @staticmethod + def from_dict( + model_type: ModelType, + job_status: JobStatus, + drift_data: Optional[Dict], + ): + if not drift_data: + return DriftDTO( + job_status=job_status, + drift=None, + ) + match model_type: + case ModelType.BINARY: + binary_class_data_quality = BinaryClassDrift(**drift_data) + return DriftDTO( + job_status=job_status, + drift=binary_class_data_quality, + ) + case ModelType.MULTI_CLASS: + multi_class_data_quality = MultiClassDrift(**drift_data) + return DriftDTO( + job_status=job_status, + drift=multi_class_data_quality, + ) + case ModelType.REGRESSION: + regression_data_quality = RegressionDrift(**drift_data) + return DriftDTO( + job_status=job_status, + drift=regression_data_quality, + ) + case _: + raise MetricsInternalError(f'Invalid model type {model_type}') diff --git a/api/app/models/metrics/model_quality_dto.py b/api/app/models/metrics/model_quality_dto.py new file mode 100644 index 00000000..429edce4 --- /dev/null +++ b/api/app/models/metrics/model_quality_dto.py @@ -0,0 +1,139 @@ +from typing import Dict, List, Optional, Union + +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + +from app.models.dataset_type import DatasetType +from app.models.exceptions import MetricsInternalError +from app.models.job_status import JobStatus +from app.models.model_dto import ModelType + + +class BinaryClassModelQuality(BaseModel): + f1: Optional[float] = None + accuracy: Optional[float] = None + precision: Optional[float] = None + recall: Optional[float] = None + f_measure: Optional[float] = None + weighted_precision: Optional[float] = None + weighted_recall: Optional[float] = None + weighted_f_measure: Optional[float] = None + weighted_true_positive_rate: Optional[float] = None + weighted_false_positive_rate: Optional[float] = None + true_positive_rate: Optional[float] = None + false_positive_rate: Optional[float] = None + true_positive_count: int + false_positive_count: int + true_negative_count: int + false_negative_count: int + area_under_roc: Optional[float] = None + area_under_pr: Optional[float] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class Distribution(BaseModel): + timestamp: str + value: Optional[float] = None + + +class GroupedBinaryClassModelQuality(BaseModel): + f1: List[Distribution] + accuracy: List[Distribution] + precision: List[Distribution] + recall: List[Distribution] + f_measure: List[Distribution] + weighted_precision: List[Distribution] + weighted_recall: List[Distribution] + weighted_f_measure: List[Distribution] + weighted_true_positive_rate: List[Distribution] + weighted_false_positive_rate: List[Distribution] + true_positive_rate: List[Distribution] + false_positive_rate: List[Distribution] + area_under_roc: Optional[List[Distribution]] = None + area_under_pr: Optional[List[Distribution]] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class CurrentBinaryClassModelQuality(BaseModel): + global_metrics: BinaryClassModelQuality + grouped_metrics: GroupedBinaryClassModelQuality + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class MultiClassModelQuality(BaseModel): + pass + + +class RegressionModelQuality(BaseModel): + pass + + +class ModelQualityDTO(BaseModel): + job_status: JobStatus + model_quality: Optional[ + Union[ + BinaryClassModelQuality, + CurrentBinaryClassModelQuality, + MultiClassModelQuality, + RegressionModelQuality, + ] + ] + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + @staticmethod + def from_dict( + dataset_type: DatasetType = DatasetType.REFERENCE, + model_type: ModelType = ModelType.BINARY, + job_status: JobStatus = JobStatus.SUCCEEDED, + model_quality_data: Optional[Dict] = None, + ): + if not model_quality_data: + return ModelQualityDTO( + job_status=job_status, + model_quality=None, + ) + match model_type: + case ModelType.BINARY: + match dataset_type: + case DatasetType.REFERENCE: + binary_class_model_quality = BinaryClassModelQuality( + **model_quality_data + ) + return ModelQualityDTO( + job_status=job_status, + model_quality=binary_class_model_quality, + ) + case DatasetType.CURRENT: + current_binary_class_model_quality = ( + CurrentBinaryClassModelQuality(**model_quality_data) + ) + return ModelQualityDTO( + job_status=job_status, + model_quality=current_binary_class_model_quality, + ) + case ModelType.MULTI_CLASS: + multi_class_model_quality = MultiClassModelQuality(**model_quality_data) + return ModelQualityDTO( + job_status=job_status, + model_quality=multi_class_model_quality, + ) + case ModelType.REGRESSION: + regression_model_quality = RegressionModelQuality(**model_quality_data) + return ModelQualityDTO( + job_status=job_status, + model_quality=regression_model_quality, + ) + case _: + raise MetricsInternalError(f'Invalid model type {model_type}') diff --git a/api/app/models/metrics/statistics_dto.py b/api/app/models/metrics/statistics_dto.py new file mode 100644 index 00000000..91f6ce28 --- /dev/null +++ b/api/app/models/metrics/statistics_dto.py @@ -0,0 +1,48 @@ +import datetime +from typing import Dict, Optional + +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + +from app.models.job_status import JobStatus + + +class Statistics(BaseModel): + n_variables: int + n_observations: int + missing_cells: int + missing_cells_perc: Optional[float] + duplicate_rows: int + duplicate_rows_perc: Optional[float] + numeric: int + categorical: int + datetime: int + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class StatisticsDTO(BaseModel): + job_status: JobStatus + statistics: Optional[Statistics] + date: str + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + @staticmethod + def from_dict( + job_status: JobStatus, date: datetime, statistics_data: Optional[Dict] + ): + if not statistics_data: + return StatisticsDTO( + job_status=job_status, statistics=None, date=date.isoformat() + ) + statistics = Statistics(**statistics_data) + return StatisticsDTO( + job_status=job_status, + statistics=statistics, + date=date.isoformat(), + ) diff --git a/api/app/models/model_dto.py b/api/app/models/model_dto.py new file mode 100644 index 00000000..f3a68ec5 --- /dev/null +++ b/api/app/models/model_dto.py @@ -0,0 +1,123 @@ +import datetime +from enum import Enum +from typing import List, Optional +from uuid import UUID + +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + +from app.db.dao.model_dao import Model + + +class ModelType(str, Enum): + REGRESSION = 'REGRESSION' + BINARY = 'BINARY' + MULTI_CLASS = 'MULTI_CLASS' + + +class DataType(str, Enum): + TABULAR = 'TABULAR' + TEXT = 'TEXT' + IMAGE = 'IMAGE' + + +class Granularity(str, Enum): + HOUR = 'HOUR' + DAY = 'DAY' + WEEK = 'WEEK' + MONTH = 'MONTH' + + +class ColumnDefinition(BaseModel): + name: str + type: str + + def to_dict(self): + return self.model_dump() + + +class OutputType(BaseModel): + prediction: ColumnDefinition + prediction_proba: Optional[ColumnDefinition] = None + output: List[ColumnDefinition] + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + def to_dict(self): + return self.model_dump() + + +class ModelIn(BaseModel): + name: str + description: Optional[str] = None + model_type: ModelType + data_type: DataType + granularity: Granularity + features: List[ColumnDefinition] + outputs: OutputType + target: ColumnDefinition + timestamp: ColumnDefinition + frameworks: Optional[str] = None + algorithm: Optional[str] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + def to_model(self) -> Model: + now = datetime.datetime.now(tz=datetime.UTC) + return Model( + name=self.name, + description=self.description, + model_type=self.model_type.value, + data_type=self.data_type.value, + granularity=self.granularity.value, + features=[feature.to_dict() for feature in self.features], + outputs=self.outputs.to_dict(), + target=self.target.to_dict(), + timestamp=self.timestamp.to_dict(), + frameworks=self.frameworks, + algorithm=self.algorithm, + created_at=now, + updated_at=now, + ) + + +class ModelOut(BaseModel): + uuid: UUID + name: str + description: Optional[str] + model_type: ModelType + data_type: DataType + granularity: Granularity + features: List[ColumnDefinition] + outputs: OutputType + target: ColumnDefinition + timestamp: ColumnDefinition + frameworks: Optional[str] + algorithm: Optional[str] + created_at: str + updated_at: str + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + @staticmethod + def from_model(model: Model): + return ModelOut( + uuid=model.uuid, + name=model.name, + description=model.description, + model_type=model.model_type, + data_type=model.data_type, + granularity=model.granularity, + features=model.features, + outputs=model.outputs, + target=model.target, + timestamp=model.timestamp, + frameworks=model.frameworks, + algorithm=model.algorithm, + created_at=str(model.created_at), + updated_at=str(model.updated_at), + ) diff --git a/api/app/models/model_order.py b/api/app/models/model_order.py new file mode 100644 index 00000000..0796ebda --- /dev/null +++ b/api/app/models/model_order.py @@ -0,0 +1,6 @@ +from enum import Enum + + +class OrderType(str, Enum): + ASC = 'asc' + DESC = 'desc' diff --git a/api/app/routes/__init__.py b/api/app/routes/__init__.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/api/app/routes/__init__.py @@ -0,0 +1 @@ + diff --git a/api/app/routes/healthcheck_route.py b/api/app/routes/healthcheck_route.py new file mode 100644 index 00000000..dd5255b2 --- /dev/null +++ b/api/app/routes/healthcheck_route.py @@ -0,0 +1,13 @@ +from fastapi import APIRouter + + +class HealthcheckRoute: + @staticmethod + def get_healthcheck_route() -> APIRouter: + router = APIRouter(tags=['status_api']) + + @router.get('/healthcheck') + def healthcheck(): + return {'status': 'alive'} + + return router diff --git a/api/app/routes/infer_schema_route.py b/api/app/routes/infer_schema_route.py new file mode 100644 index 00000000..4f28641d --- /dev/null +++ b/api/app/routes/infer_schema_route.py @@ -0,0 +1,25 @@ +from fastapi import APIRouter, File, Form, UploadFile, status + +from app.models.inferred_schema_dto import InferredSchemaDTO +from app.services.file_service import FileService + + +class InferSchemaRoute: + @staticmethod + def get_router(file_service: FileService) -> APIRouter: + router = APIRouter(tags=['infer_schema_api']) + + @router.post( + '/infer-schema', + status_code=status.HTTP_200_OK, + response_model=InferredSchemaDTO, + ) + def infer_schema_from_file( + data_file: UploadFile = File(...), separator: str = Form(',') + ): + schema_result: InferredSchemaDTO = file_service.infer_schema( + data_file, sep=separator + ) + return schema_result + + return router diff --git a/api/app/routes/metrics_route.py b/api/app/routes/metrics_route.py new file mode 100644 index 00000000..3b8219ef --- /dev/null +++ b/api/app/routes/metrics_route.py @@ -0,0 +1,131 @@ +import logging +from uuid import UUID + +from fastapi import APIRouter + +from app.core import get_config +from app.models.metrics.data_quality_dto import DataQualityDTO +from app.models.metrics.drift_dto import DriftDTO +from app.models.metrics.model_quality_dto import ModelQualityDTO +from app.models.metrics.statistics_dto import StatisticsDTO +from app.services.metrics_service import MetricsService + +logger = logging.getLogger(get_config().log_config.logger_name) + + +class MetricsRoute: + @staticmethod + def get_router(metrics_service: MetricsService) -> APIRouter: + router = APIRouter(tags=['metrics_api']) + + @router.get( + '/{model_uuid}/reference/statistics', + status_code=200, + response_model=StatisticsDTO, + ) + def get_reference_statistics_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_reference_statistics_by_model_by_uuid(model_uuid) + + @router.get( + '/{model_uuid}/reference/model-quality', + status_code=200, + response_model=ModelQualityDTO, + ) + def get_reference_model_quality_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_reference_model_quality_by_model_by_uuid( + model_uuid + ) + + @router.get( + '/{model_uuid}/reference/data-quality', + status_code=200, + response_model=DataQualityDTO, + ) + def get_reference_data_quality_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_reference_data_quality_by_model_by_uuid( + model_uuid + ) + + @router.get( + '/{model_uuid}/current/latest/statistics', + status_code=200, + response_model=StatisticsDTO, + ) + def get_latest_current_statistics_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_current_statistics_by_model_by_uuid( + model_uuid, None + ) + + @router.get( + '/{model_uuid}/current/{current_uuid}/statistics', + status_code=200, + response_model=StatisticsDTO, + ) + def get_current_statistics_by_model_by_uuid( + model_uuid: UUID, current_uuid: UUID + ): + return metrics_service.get_current_statistics_by_model_by_uuid( + model_uuid, current_uuid + ) + + @router.get( + '/{model_uuid}/current/latest/model-quality', + status_code=200, + response_model=ModelQualityDTO, + ) + def get_latest_current_model_quality_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_current_model_quality_by_model_by_uuid( + model_uuid, None + ) + + @router.get( + '/{model_uuid}/current/{current_uuid}/model-quality', + status_code=200, + response_model=ModelQualityDTO, + ) + def get_current_model_quality_by_model_by_uuid( + model_uuid: UUID, current_uuid: UUID + ): + return metrics_service.get_current_model_quality_by_model_by_uuid( + model_uuid, current_uuid + ) + + @router.get( + '/{model_uuid}/current/latest/drift', + status_code=200, + response_model=DriftDTO, + ) + def get_latest_current_drift_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_current_drift(model_uuid, None) + + @router.get( + '/{model_uuid}/current/{current_uuid}/drift', + status_code=200, + response_model=DriftDTO, + ) + def get_current_drift_by_model_by_uuid(model_uuid: UUID, current_uuid: UUID): + return metrics_service.get_current_drift(model_uuid, current_uuid) + + @router.get( + '/{model_uuid}/current/latest/data-quality', + status_code=200, + response_model=DataQualityDTO, + ) + def get_latest_current_data_quality_by_model_by_uuid(model_uuid: UUID): + return metrics_service.get_current_data_quality_by_model_by_uuid( + model_uuid, None + ) + + @router.get( + '/{model_uuid}/current/{current_uuid}/data-quality', + status_code=200, + response_model=DataQualityDTO, + ) + def get_current_data_quality_by_model_by_uuid( + model_uuid: UUID, current_uuid: UUID + ): + return metrics_service.get_current_data_quality_by_model_by_uuid( + model_uuid, current_uuid + ) + + return router diff --git a/api/app/routes/model_route.py b/api/app/routes/model_route.py new file mode 100644 index 00000000..a1527075 --- /dev/null +++ b/api/app/routes/model_route.py @@ -0,0 +1,48 @@ +import logging +from typing import Annotated, Optional +from uuid import UUID + +from fastapi import APIRouter +from fastapi.params import Query +from fastapi_pagination import Page, Params + +from app.core import get_config +from app.models.model_dto import ModelIn, ModelOut +from app.models.model_order import OrderType +from app.services.model_service import ModelService + +logger = logging.getLogger(get_config().log_config.logger_name) + + +class ModelRoute: + @staticmethod + def get_router(model_service: ModelService) -> APIRouter: + router = APIRouter(tags=['model_api']) + + @router.post('', status_code=201, response_model=ModelOut) + def create_model(model_in: ModelIn): + model = model_service.create_model(model_in) + logger.info('Model %s with name %s created.', model.uuid, model.name) + return model + + @router.get('/{model_uuid}', status_code=200, response_model=ModelOut) + def get_model_by_uuid(model_uuid: UUID): + return model_service.get_model_by_uuid(model_uuid) + + @router.delete('/{model_uuid}', status_code=200, response_model=ModelOut) + def delete_model(model_uuid: UUID): + model = model_service.delete_model(model_uuid) + logger.info('Model %s with name %s deleted.', model.uuid, model.name) + return model + + @router.get('', status_code=200, response_model=Page[ModelOut]) + def get_all_models( + _page: Annotated[int, Query()] = 1, + _limit: Annotated[int, Query()] = 50, + _order: Annotated[OrderType, Query()] = OrderType.ASC, + _sort: Annotated[Optional[str], Query()] = None, + ): + params = Params(page=_page, size=_limit) + return model_service.get_all_models(params=params, order=_order, sort=_sort) + + return router diff --git a/api/app/routes/spark_job_route.py b/api/app/routes/spark_job_route.py new file mode 100644 index 00000000..ed53cce0 --- /dev/null +++ b/api/app/routes/spark_job_route.py @@ -0,0 +1,15 @@ +from fastapi import APIRouter, status + +from app.services.spark_k8s_service import SparkK8SService + + +class SparkJobRoute: + @staticmethod + def get_router(spark_k8s_service: SparkK8SService) -> APIRouter: + router = APIRouter() + + @router.post('/run', status_code=status.HTTP_200_OK) + def run_job(job_name: str): + return spark_k8s_service.run_job(job_name) + + return router diff --git a/api/app/routes/upload_dataset_route.py b/api/app/routes/upload_dataset_route.py new file mode 100644 index 00000000..1de7de45 --- /dev/null +++ b/api/app/routes/upload_dataset_route.py @@ -0,0 +1,101 @@ +from typing import Annotated, Optional +from uuid import UUID + +from fastapi import APIRouter, File, Form, UploadFile, status +from fastapi.params import Query +from fastapi_pagination import Page, Params + +from app.models.dataset_dto import ( + CurrentDatasetDTO, + FileReference, + OrderType, + ReferenceDatasetDTO, +) +from app.services.file_service import FileService + + +class UploadDatasetRoute: + @staticmethod + def get_router(file_service: FileService) -> APIRouter: + router = APIRouter(tags=['file_api']) + + @router.post( + '/{model_uuid}/reference/upload', + status_code=status.HTTP_200_OK, + response_model=ReferenceDatasetDTO, + ) + def upload_reference_file( + model_uuid: UUID, csv_file: UploadFile = File(...), sep: str = Form(',') + ) -> ReferenceDatasetDTO: + return file_service.upload_reference_file(model_uuid, csv_file, sep) + + @router.post( + '/{model_uuid}/reference/bind', + status_code=status.HTTP_200_OK, + response_model=ReferenceDatasetDTO, + ) + def bind_reference_file( + model_uuid: UUID, file_ref: FileReference + ) -> ReferenceDatasetDTO: + return file_service.bind_reference_file(model_uuid, file_ref) + + @router.post( + '/{model_uuid}/current/upload', + status_code=status.HTTP_200_OK, + response_model=CurrentDatasetDTO, + ) + def upload_current_file( + model_uuid: UUID, + csv_file: UploadFile = File(...), + sep: str = Form(','), + correlation_id_column: str = Form(''), + ) -> CurrentDatasetDTO: + return file_service.upload_current_file( + model_uuid, csv_file, correlation_id_column, sep + ) + + @router.post( + '/{model_uuid}/current/bind', + status_code=status.HTTP_200_OK, + response_model=CurrentDatasetDTO, + ) + def bind_current_file( + model_uuid: UUID, file_ref: FileReference + ) -> CurrentDatasetDTO: + return file_service.bind_current_file(model_uuid, file_ref) + + @router.get( + '/{model_uuid}/reference', + status_code=200, + response_model=Page[ReferenceDatasetDTO], + ) + def get_all_reference_datasets_by_model_uuid( + model_uuid: UUID, + _page: Annotated[int, Query()] = 1, + _limit: Annotated[int, Query()] = 50, + _order: Annotated[OrderType, Query()] = OrderType.ASC, + _sort: Annotated[Optional[str], Query()] = None, + ): + params = Params(page=_page, size=_limit) + return file_service.get_all_reference_datasets_by_model_uuid( + model_uuid, params=params, order=_order, sort=_sort + ) + + @router.get( + '/{model_uuid}/current', + status_code=200, + response_model=Page[CurrentDatasetDTO], + ) + def get_all_current_datasets_by_model_uuid( + model_uuid: UUID, + _page: Annotated[int, Query()] = 1, + _limit: Annotated[int, Query()] = 50, + _order: Annotated[OrderType, Query()] = OrderType.ASC, + _sort: Annotated[Optional[str], Query()] = None, + ): + params = Params(page=_page, size=_limit) + return file_service.get_all_current_datasets_by_model_uuid( + model_uuid, params=params, order=_order, sort=_sort + ) + + return router diff --git a/api/app/services/__init__.py b/api/app/services/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/app/services/file_service.py b/api/app/services/file_service.py new file mode 100644 index 00000000..342bdf73 --- /dev/null +++ b/api/app/services/file_service.py @@ -0,0 +1,447 @@ +from copy import deepcopy +import datetime +import logging +import pathlib +from typing import List, Optional +from uuid import UUID, uuid4 + +import boto3 +from botocore.exceptions import ClientError, NoCredentialsError +from fastapi import HTTPException, UploadFile +from fastapi_pagination import Page, Params +import pandas as pd +from spark_on_k8s.client import SparkOnK8S + +from app.core.config.config import create_secrets, get_config +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.tables.current_dataset_metrics_table import CurrentDatasetMetrics +from app.db.tables.current_dataset_table import CurrentDataset +from app.db.tables.reference_dataset_metrics_table import ReferenceDatasetMetrics +from app.db.tables.reference_dataset_table import ReferenceDataset +from app.models.dataset_dto import ( + CurrentDatasetDTO, + FileReference, + OrderType, + ReferenceDatasetDTO, +) +from app.models.exceptions import ( + FileTooLargeException, + InvalidFileException, + ModelNotFoundError, +) +from app.models.inferred_schema_dto import ( + InferredSchemaDTO, + SchemaEntry, + SupportedTypes, +) +from app.models.job_status import JobStatus +from app.services.model_service import ModelService + +logger = logging.getLogger(get_config().log_config.logger_name) + + +class FileService: + def __init__( + self, + reference_dataset_dao: ReferenceDatasetDAO, + current_dataset_dao: CurrentDatasetDAO, + model_service: ModelService, + s3_client: boto3.client, + spark_k8s_client: SparkOnK8S, + ) -> 'FileService': + self.rd_dao = reference_dataset_dao + self.cd_dao = current_dataset_dao + self.model_svc = model_service + self.s3_client = s3_client + s3_config = get_config().s3_config + self.bucket_name = s3_config.s3_bucket_name + self.spark_k8s_client = spark_k8s_client + logger.info('File Service Initialized.') + + def upload_reference_file( + self, model_uuid: UUID, csv_file: UploadFile, sep: str = ',', columns=None + ) -> ReferenceDatasetDTO: + model_out = self.model_svc.get_model_by_uuid(model_uuid) + if not model_out: + logger.error('Model %s not found', model_uuid) + raise ModelNotFoundError(f'Model {model_uuid} not found') + if self.rd_dao.get_reference_dataset_by_model_uuid(model_uuid) is not None: + raise HTTPException( + status_code=404, detail='A reference file was already loaded' + ) + + if columns is None: + columns = [] + + self.validate_file(csv_file, sep, columns) + _f_name = csv_file.filename + _f_uuid = uuid4() + try: + object_name = f'{str(model_out.uuid)}/reference/{_f_uuid}/{_f_name}' + self.s3_client.upload_fileobj( + csv_file.file, + self.bucket_name, + object_name, + ExtraArgs={ + 'Metadata': { + 'model_uuid': str(model_out.uuid), + 'model_name': model_out.name, + 'file_type': 'reference', + } + }, + ) + + path = f's3://{self.bucket_name}/{object_name}' + + inserted_file = self.rd_dao.insert_reference_dataset( + ReferenceDataset( + uuid=_f_uuid, + model_uuid=model_uuid, + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + status=JobStatus.IMPORTING, + ) + ) + + logger.debug('File %s has been correctly stored in the db', inserted_file) + + spark_config = get_config().spark_config + self.spark_k8s_client.submit_app( + image=spark_config.spark_image, + app_path=spark_config.spark_reference_app_path, + app_arguments=[ + model_out.model_dump_json(), + path.replace('s3://', 's3a://'), + str(inserted_file.uuid), + ReferenceDatasetMetrics.__tablename__, + ], + app_name=str(model_out.uuid), + namespace=spark_config.spark_namespace, + service_account=spark_config.spark_service_account, + image_pull_policy=spark_config.spark_image_pull_policy, + app_waiter='no_wait', + secret_values=create_secrets(), + ) + + return ReferenceDatasetDTO.from_reference_dataset(inserted_file) + + except NoCredentialsError as nce: + raise HTTPException( + status_code=500, detail='S3 credentials not available' + ) from nce + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) from e + + def bind_reference_file( + self, model_uuid: UUID, file_ref: FileReference + ) -> ReferenceDatasetDTO: + model_out = self.model_svc.get_model_by_uuid(model_uuid) + if not model_out: + logger.error('Model %s not found', model_uuid) + raise ModelNotFoundError(f'Model {model_uuid} not found') + if self.rd_dao.get_reference_dataset_by_model_uuid(model_uuid) is not None: + raise HTTPException( + status_code=404, detail='A reference file was already loaded' + ) + try: + url_parts = file_ref.file_url.replace('s3://', '').split('/') + # check if file exists in S3 with a HEAD operation. + # if exists then we could update DB otherwise an exception will be raised + self.s3_client.head_object(Bucket=url_parts[0], Key='/'.join(url_parts[1:])) + + inserted_file = self.rd_dao.insert_reference_dataset( + ReferenceDataset( + uuid=uuid4(), + model_uuid=model_uuid, + path=file_ref.file_url, + date=datetime.datetime.now(tz=datetime.UTC), + status=JobStatus.IMPORTING, + ) + ) + logger.debug('File %s has been correctly stored in the db', inserted_file) + + spark_config = get_config().spark_config + self.spark_k8s_client.submit_app( + image=spark_config.spark_image, + app_path=spark_config.spark_reference_app_path, + app_arguments=[ + model_out.model_dump_json(), + file_ref.file_url.replace('s3://', 's3a://'), + str(inserted_file.uuid), + ReferenceDatasetMetrics.__tablename__, + ], + app_name=str(model_out.uuid), + namespace=spark_config.spark_namespace, + service_account=spark_config.spark_service_account, + image_pull_policy=spark_config.spark_image_pull_policy, + app_waiter='no_wait', + secret_values=create_secrets(), + ) + + return ReferenceDatasetDTO.from_reference_dataset(inserted_file) + + except NoCredentialsError as nce: + raise HTTPException( + status_code=500, detail='S3 credentials not available' + ) from nce + except ClientError as e: + if e.response['Error']['Code'] == '404': + raise HTTPException( + status_code=404, detail=f'File {file_ref.file_url} not exists' + ) from None + raise HTTPException(status_code=500, detail=str(e)) from e + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) from e + + def upload_current_file( + self, + model_uuid: UUID, + csv_file: UploadFile, + correlation_id_column: str, + sep: str = ',', + columns=None, + ) -> CurrentDatasetDTO: + model_out = self.model_svc.get_model_by_uuid(model_uuid) + if not model_out: + logger.error('Model %s not found', model_uuid) + raise ModelNotFoundError(f'Model {model_uuid} not found') + reference_dataset = self.rd_dao.get_reference_dataset_by_model_uuid(model_uuid) + if not reference_dataset: + logger.error('Reference dataset for model %s not found', model_uuid) + raise ModelNotFoundError( + f'Reference dataset for model {model_uuid} not found' + ) + if columns is None: + model_columns = model_out.features + model_out.outputs.output + model_columns.append(model_out.target) + columns = [model_column.name for model_column in model_columns] + + self.validate_file(csv_file, sep, columns) + _f_name = csv_file.filename + _f_uuid = uuid4() + try: + object_name = f'{str(model_out.uuid)}/current/{_f_uuid}/{_f_name}' + self.s3_client.upload_fileobj( + csv_file.file, + self.bucket_name, + object_name, + ExtraArgs={ + 'Metadata': { + 'model_uuid': str(model_out.uuid), + 'model_name': model_out.name, + 'file_type': 'current', + } + }, + ) + + path = f's3://{self.bucket_name}/{object_name}' + + inserted_file = self.cd_dao.insert_current_dataset( + CurrentDataset( + uuid=_f_uuid, + model_uuid=model_uuid, + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + correlation_id_column=correlation_id_column, + status=JobStatus.IMPORTING, + ) + ) + + logger.debug('File %s has been correctly stored in the db', inserted_file) + + spark_config = get_config().spark_config + self.spark_k8s_client.submit_app( + image=spark_config.spark_image, + app_path=spark_config.spark_current_app_path, + app_arguments=[ + model_out.model_dump_json(), + path.replace('s3://', 's3a://'), + str(inserted_file.uuid), + reference_dataset.path.replace('s3://', 's3a://'), + CurrentDatasetMetrics.__tablename__, + ], + app_name=str(model_out.uuid), + namespace=spark_config.spark_namespace, + service_account=spark_config.spark_service_account, + image_pull_policy=spark_config.spark_image_pull_policy, + app_waiter='no_wait', + secret_values=create_secrets(), + ) + + return CurrentDatasetDTO.from_current_dataset(inserted_file) + + except NoCredentialsError as nce: + raise HTTPException( + status_code=500, detail='S3 credentials not available' + ) from nce + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) from e + + def bind_current_file( + self, model_uuid: UUID, file_ref: FileReference + ) -> CurrentDatasetDTO: + model_out = self.model_svc.get_model_by_uuid(model_uuid) + if not model_out: + logger.error('Model %s not found', model_uuid) + raise ModelNotFoundError(f'Model {model_uuid} not found') + reference_dataset = self.rd_dao.get_reference_dataset_by_model_uuid(model_uuid) + if not reference_dataset: + logger.error('Reference dataset for model %s not found', model_uuid) + raise ModelNotFoundError( + f'Reference dataset for model {model_uuid} not found' + ) + try: + url_parts = file_ref.file_url.replace('s3://', '').split('/') + # check if file exists in S3 with a HEAD operation. + # if exists then we could update DB otherwise an exception will be raised + self.s3_client.head_object(Bucket=url_parts[0], Key='/'.join(url_parts[1:])) + + inserted_file = self.cd_dao.insert_current_dataset( + CurrentDataset( + uuid=uuid4(), + model_uuid=model_uuid, + path=file_ref.file_url, + date=datetime.datetime.now(tz=datetime.UTC), + correlation_id_column=file_ref.correlation_id_column, + status=JobStatus.IMPORTING, + ) + ) + logger.debug('File %s has been correctly stored in the db', inserted_file) + + spark_config = get_config().spark_config + self.spark_k8s_client.submit_app( + image=spark_config.spark_image, + app_path=spark_config.spark_current_app_path, + app_arguments=[ + model_out.model_dump_json(), + file_ref.file_url.replace('s3://', 's3a://'), + str(inserted_file.uuid), + reference_dataset.path.replace('s3://', 's3a://'), + CurrentDatasetMetrics.__tablename__, + ], + app_name=str(model_out.uuid), + namespace=spark_config.spark_namespace, + service_account=spark_config.spark_service_account, + image_pull_policy=spark_config.spark_image_pull_policy, + app_waiter='no_wait', + secret_values=create_secrets(), + ) + + return CurrentDatasetDTO.from_current_dataset(inserted_file) + + except NoCredentialsError as nce: + raise HTTPException( + status_code=500, detail='S3 credentials not available' + ) from nce + except ClientError as e: + if e.response['Error']['Code'] == '404': + raise HTTPException( + status_code=404, detail=f'File {file_ref.file_url} not exists' + ) from None + raise HTTPException(status_code=500, detail=str(e)) from e + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) from e + + def get_all_reference_datasets_by_model_uuid( + self, + model_uuid: UUID, + params: Params = Params(), + order: OrderType = OrderType.ASC, + sort: Optional[str] = None, + ) -> Page[ReferenceDatasetDTO]: + results: Page[ReferenceDatasetDTO] = ( + self.rd_dao.get_all_reference_datasets_by_model_uuid( + model_uuid, params=params, order=order, sort=sort + ) + ) + + _items = [ + ReferenceDatasetDTO.from_reference_dataset(reference_file_upload_result) + for reference_file_upload_result in results.items + ] + + return Page.create(items=_items, params=params, total=results.total) + + def get_all_current_datasets_by_model_uuid( + self, + model_uuid: UUID, + params: Params = Params(), + order: OrderType = OrderType.ASC, + sort: Optional[str] = None, + ) -> Page[CurrentDatasetDTO]: + results: Page[CurrentDatasetDTO] = ( + self.cd_dao.get_all_current_datasets_by_model_uuid( + model_uuid, params=params, order=order, sort=sort + ) + ) + + _items = [ + CurrentDatasetDTO.from_current_dataset(current_dataset) + for current_dataset in results.items + ] + + return Page.create(items=_items, params=params, total=results.total) + + @staticmethod + def infer_schema(csv_file: UploadFile, sep: str = ',') -> InferredSchemaDTO: + FileService.validate_file(csv_file, sep) + with csv_file.file as f: + df = pd.read_csv(f, sep=sep) + + return FileService.schema_from_pandas(df) + + @staticmethod + def schema_from_pandas(df: pd.DataFrame) -> InferredSchemaDTO: + data = FileService.cast_datetimes(df) + # Drop unnamed columns + data = data.loc[:, ~data.columns.str.contains('Unnamed')] + return InferredSchemaDTO( + inferred_schema=[ + SchemaEntry(name=name.strip(), type=SupportedTypes.cast(type)) + for name, type in data.convert_dtypes(infer_objects=True).dtypes.items() + ] + ) + + @staticmethod + def cast_datetimes(df: pd.DataFrame) -> pd.DataFrame: + data = deepcopy(df) + # Cast string timestamp columns to datetime + for col in filter(lambda col: data[col].dtype == 'object', data.columns): + try: + data[col] = pd.to_datetime(data[col]) + logger.debug('Found timestamp column: %s', col) + except Exception: # noqa: PERF203 + pass + return data + + @staticmethod + def validate_file( + csv_file: UploadFile, sep: str = ',', columns: List[str] = [] + ) -> None: + file_upload_config = get_config().file_upload_config + _f_name = csv_file.filename + if csv_file.filename is None: + raise InvalidFileException('The file is empty. Please enter a valid file.') + if csv_file.size is not None and csv_file.size >= file_upload_config.max_bytes: + raise FileTooLargeException( + f'File is more thant {file_upload_config.max_mega_bytes}MB' + ) + if ( + _f_name is not None + and pathlib.Path(_f_name).suffix + not in file_upload_config.accepted_file_types + ): + raise InvalidFileException( + f'File has not a valid extension. Valid extensions are: {*file_upload_config.accepted_file_types,}' + ) + + df = pd.read_csv(csv_file.file, sep=sep) + col_errors = [col for col in columns if col not in df.columns] + if len(col_errors) > 0: + raise InvalidFileException( + f'Columns {*col_errors,} not found in file {_f_name}' + ) + + csv_file.file.flush() + csv_file.file.seek(0) diff --git a/api/app/services/metrics_service.py b/api/app/services/metrics_service.py new file mode 100644 index 00000000..20b1abf7 --- /dev/null +++ b/api/app/services/metrics_service.py @@ -0,0 +1,329 @@ +import datetime +from typing import Optional +from uuid import UUID + +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.current_dataset_metrics_dao import CurrentDatasetMetricsDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.dao.reference_dataset_metrics_dao import ReferenceDatasetMetricsDAO +from app.db.tables.current_dataset_metrics_table import CurrentDatasetMetrics +from app.db.tables.current_dataset_table import CurrentDataset +from app.db.tables.reference_dataset_metrics_table import ReferenceDatasetMetrics +from app.db.tables.reference_dataset_table import ReferenceDataset +from app.models.dataset_type import DatasetType +from app.models.exceptions import MetricsBadRequestError, MetricsInternalError +from app.models.job_status import JobStatus +from app.models.metrics.data_quality_dto import DataQualityDTO +from app.models.metrics.drift_dto import DriftDTO +from app.models.metrics.model_quality_dto import ModelQualityDTO +from app.models.metrics.statistics_dto import StatisticsDTO +from app.services.model_service import ModelService + + +class MetricsService: + def __init__( + self, + reference_dataset_metrics_dao: ReferenceDatasetMetricsDAO, + reference_dataset_dao: ReferenceDatasetDAO, + current_dataset_metrics_dao: CurrentDatasetMetricsDAO, + current_dataset_dao: CurrentDatasetDAO, + model_service: ModelService, + ): + self.reference_dataset_metrics_dao = reference_dataset_metrics_dao + self.reference_dataset_dao = reference_dataset_dao + self.current_dataset_metrics_dao = current_dataset_metrics_dao + self.current_dataset_dao = current_dataset_dao + self.model_service = model_service + + def get_reference_statistics_by_model_by_uuid( + self, model_uuid: UUID + ) -> StatisticsDTO: + reference_dataset, reference_metrics = ( + self.check_and_get_reference_dataset_and_metrics(model_uuid) + ) + if not reference_dataset: + return StatisticsDTO.from_dict( + job_status=JobStatus.MISSING_REFERENCE, + date=datetime.datetime.now(tz=datetime.UTC), + statistics_data=None, + ) + if not reference_metrics: + return StatisticsDTO.from_dict( + job_status=reference_dataset.status, + date=reference_dataset.date, + statistics_data=None, + ) + return StatisticsDTO.from_dict( + job_status=reference_dataset.status, + date=reference_dataset.date, + statistics_data=reference_metrics.statistics, + ) + + def get_reference_model_quality_by_model_by_uuid( + self, model_uuid: UUID + ) -> ModelQualityDTO: + model = self.model_service.get_model_by_uuid(model_uuid) + reference_dataset, reference_metrics = ( + self.check_and_get_reference_dataset_and_metrics(model_uuid) + ) + if not reference_dataset: + return ModelQualityDTO.from_dict( + model_type=model.model_type, + job_status=JobStatus.MISSING_REFERENCE, + model_quality_data=None, + ) + if not reference_metrics: + return ModelQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + model_quality_data=None, + ) + return ModelQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + model_quality_data=reference_metrics.model_quality, + ) + + def get_reference_data_quality_by_model_by_uuid( + self, model_uuid: UUID + ) -> DataQualityDTO: + model = self.model_service.get_model_by_uuid(model_uuid) + reference_dataset, reference_metrics = ( + self.check_and_get_reference_dataset_and_metrics(model_uuid) + ) + if not reference_dataset: + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=JobStatus.MISSING_REFERENCE, + data_quality_data=None, + ) + if not reference_metrics: + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + data_quality_data=None, + ) + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + data_quality_data=reference_metrics.data_quality, + ) + + def get_current_drift( + self, model_uuid: UUID, current_uuid: Optional[UUID] + ) -> DriftDTO: + model = self.model_service.get_model_by_uuid(model_uuid) + if current_uuid is None: + latest_current = ( + self.current_dataset_dao.get_latest_current_dataset_by_model_uuid( + model_uuid + ) + ) + if latest_current is None: + return DriftDTO.from_dict( + model_type=model.model_type, + job_status=JobStatus.MISSING_CURRENT, + drift_data=None, + ) + + current_uuid = latest_current.uuid + + current_dataset, current_metrics = ( + self.check_and_get_current_dataset_and_metrics(model_uuid, current_uuid) + ) + if not current_dataset: + return DriftDTO.from_dict( + model_type=model.model_type, + job_status=JobStatus.MISSING_CURRENT, + drift_data=None, + ) + if not current_metrics: + return DriftDTO.from_dict( + model_type=model.model_type, + job_status=current_dataset.status, + drift_data=None, + ) + return DriftDTO.from_dict( + model_type=model.model_type, + job_status=current_dataset.status, + drift_data=current_metrics.drift, + ) + + def check_and_get_reference_dataset_and_metrics( + self, model_uuid: UUID + ) -> tuple[Optional[ReferenceDataset], Optional[ReferenceDatasetMetrics]]: + reference_dataset = ( + self.reference_dataset_dao.get_reference_dataset_by_model_uuid(model_uuid) + ) + if not reference_dataset: + return None, None + match reference_dataset.status: + case JobStatus.IMPORTING: + return reference_dataset, None + case JobStatus.SUCCEEDED: + reference_metrics = self.reference_dataset_metrics_dao.get_reference_metrics_by_model_uuid( + model_uuid + ) + if not reference_metrics: + raise MetricsBadRequestError( + f'Reference dataset metrics could not be retrieved for model {model_uuid}' + ) + return reference_dataset, reference_metrics + case JobStatus.ERROR: + return reference_dataset, None + case _: + raise MetricsInternalError( + f'Invalid reference dataset status {reference_dataset.status}' + ) + + def get_current_statistics_by_model_by_uuid( + self, model_uuid: UUID, current_uuid: Optional[UUID] + ) -> StatisticsDTO: + if current_uuid is None: + latest_current = ( + self.current_dataset_dao.get_latest_current_dataset_by_model_uuid( + model_uuid + ) + ) + if latest_current is None: + return StatisticsDTO.from_dict( + job_status=JobStatus.MISSING_CURRENT, + date=datetime.datetime.now(tz=datetime.UTC), + statistics_data=None, + ) + + current_uuid = latest_current.uuid + current_dataset, current_metrics = ( + self.check_and_get_current_dataset_and_metrics(model_uuid, current_uuid) + ) + + if not current_dataset: + return StatisticsDTO.from_dict( + job_status=JobStatus.MISSING_CURRENT, + date=datetime.datetime.now(tz=datetime.UTC), + statistics_data=None, + ) + if not current_metrics: + return StatisticsDTO.from_dict( + job_status=current_dataset.status, + date=current_dataset.date, + statistics_data=None, + ) + return StatisticsDTO.from_dict( + job_status=current_dataset.status, + date=current_dataset.date, + statistics_data=current_metrics.statistics, + ) + + def get_current_model_quality_by_model_by_uuid( + self, model_uuid: UUID, current_uuid: Optional[UUID] + ) -> DataQualityDTO: + model = self.model_service.get_model_by_uuid(model_uuid) + if current_uuid is None: + latest_current = ( + self.current_dataset_dao.get_latest_current_dataset_by_model_uuid( + model_uuid + ) + ) + if latest_current is None: + return ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=model.model_type, + job_status=JobStatus.MISSING_CURRENT, + model_quality_data=None, + ) + + current_uuid = latest_current.uuid + current_dataset, current_metrics = ( + self.check_and_get_current_dataset_and_metrics(model_uuid, current_uuid) + ) + if not current_dataset: + return ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=model.model_type, + job_status=JobStatus.MISSING_CURRENT, + model_quality_data=None, + ) + if not current_metrics: + return ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=model.model_type, + job_status=current_dataset.status, + model_quality_data=None, + ) + return ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=model.model_type, + job_status=current_dataset.status, + model_quality_data=current_metrics.model_quality, + ) + + def get_current_data_quality_by_model_by_uuid( + self, model_uuid: UUID, current_uuid: Optional[UUID] + ) -> DataQualityDTO: + model = self.model_service.get_model_by_uuid(model_uuid) + if current_uuid is None: + latest_current = ( + self.current_dataset_dao.get_latest_current_dataset_by_model_uuid( + model_uuid + ) + ) + if latest_current is None: + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=JobStatus.MISSING_CURRENT, + data_quality_data=None, + ) + + current_uuid = latest_current.uuid + + current_dataset, current_metrics = ( + self.check_and_get_current_dataset_and_metrics(model_uuid, current_uuid) + ) + + if not current_dataset: + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=JobStatus.MISSING_CURRENT, + data_quality_data=None, + ) + if not current_metrics: + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=current_dataset.status, + data_quality_data=None, + ) + return DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=current_dataset.status, + data_quality_data=current_metrics.data_quality, + ) + + def check_and_get_current_dataset_and_metrics( + self, model_uuid: UUID, current_uuid: UUID + ) -> tuple[Optional[CurrentDataset], Optional[CurrentDatasetMetrics]]: + current_dataset = self.current_dataset_dao.get_current_dataset_by_model_uuid( + model_uuid, current_uuid + ) + if not current_dataset: + return None, None + match current_dataset.status: + case JobStatus.IMPORTING: + return current_dataset, None + case JobStatus.SUCCEEDED: + current_metrics = ( + self.current_dataset_metrics_dao.get_current_metrics_by_model_uuid( + model_uuid, current_uuid + ) + ) + if not current_metrics: + raise MetricsBadRequestError( + f'Current dataset metrics could not be retrieved for model {model_uuid}' + ) + return current_dataset, current_metrics + case JobStatus.ERROR: + return current_dataset, None + case _: + raise MetricsInternalError( + f'Invalid current dataset status {current_dataset.status}' + ) diff --git a/api/app/services/model_service.py b/api/app/services/model_service.py new file mode 100644 index 00000000..e213d5a6 --- /dev/null +++ b/api/app/services/model_service.py @@ -0,0 +1,53 @@ +from typing import Optional +from uuid import UUID + +from fastapi_pagination import Page, Params + +from app.db.dao.model_dao import ModelDAO +from app.db.tables.model_table import Model +from app.models.exceptions import ModelInternalError, ModelNotFoundError +from app.models.model_dto import ModelIn, ModelOut +from app.models.model_order import OrderType + + +class ModelService: + def __init__(self, model_dao: ModelDAO): + self.model_dao = model_dao + + def create_model(self, model_in: ModelIn) -> ModelOut: + try: + to_insert = model_in.to_model() + inserted = self.model_dao.insert(to_insert) + return ModelOut.from_model(inserted) + except Exception as e: + raise ModelInternalError( + f'An error occurred while creating the model: {e}' + ) from e + + def get_model_by_uuid(self, model_uuid: UUID) -> Optional[ModelOut]: + model = self.check_and_get_model(model_uuid) + return ModelOut.from_model(model) + + def delete_model(self, model_uuid: UUID) -> Optional[ModelOut]: + model = self.check_and_get_model(model_uuid) + self.model_dao.delete(model_uuid) + return ModelOut.from_model(model) + + def get_all_models( + self, + params: Params = Params(), + order: OrderType = OrderType.ASC, + sort: Optional[str] = None, + ) -> Page[ModelOut]: + models: Page[Model] = self.model_dao.get_all( + params=params, order=order, sort=sort + ) + _items = [ModelOut.from_model(model) for model in models.items] + + return Page.create(items=_items, params=params, total=models.total) + + def check_and_get_model(self, model_uuid: UUID) -> Model: + model = self.model_dao.get_by_uuid(model_uuid) + if not model: + raise ModelNotFoundError(f'Model {model_uuid} not found') + return model diff --git a/api/app/services/spark_k8s_service.py b/api/app/services/spark_k8s_service.py new file mode 100644 index 00000000..f6f91b96 --- /dev/null +++ b/api/app/services/spark_k8s_service.py @@ -0,0 +1,26 @@ +import logging + +from spark_on_k8s.client import SparkOnK8S + +from app.core.config.config import get_config + +logger = logging.getLogger(get_config().log_config.logger_name) + + +class SparkK8SService: + def __init__(self, spark_k8s_client: SparkOnK8S) -> 'SparkK8SService': + self.spark_k8s_client = spark_k8s_client + logger.info('SparkK8SService Initialized.') + + # TODO this is only a placeholder that will run an example job + def run_job(self, job_name: str) -> str: + return self.spark_k8s_client.submit_app( + image='radicalbit/radicalbit-spark-py:latest', + app_path='local:///opt/spark/examples/src/main/python/pi.py', + app_arguments=['100'], + app_name=job_name, + namespace='spark', + service_account='spark', + app_waiter='no_wait', + image_pull_policy='IfNotPresent', + ) diff --git a/api/entrypoint.sh b/api/entrypoint.sh new file mode 100755 index 00000000..effe662e --- /dev/null +++ b/api/entrypoint.sh @@ -0,0 +1,2 @@ +#!/bin/sh +exec uvicorn --host="$HTTP_INTERFACE" --port "$HTTP_PORT" --log-level "$LOG_LEVEL" app.main:app \ No newline at end of file diff --git a/api/migrations.Dockerfile b/api/migrations.Dockerfile new file mode 100644 index 00000000..c5067f21 --- /dev/null +++ b/api/migrations.Dockerfile @@ -0,0 +1,17 @@ +FROM python:3.11.8-slim + +WORKDIR /app + +COPY poetry.lock pyproject.toml ./ +RUN apt-get update && \ + apt-get install -y --no-install-recommends gcc libpq-dev python3-dev tini && \ + rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* && \ + pip install --no-cache-dir poetry==1.8.2 && \ + poetry export -f requirements.txt -o requirements.txt && \ + pip install --no-cache-dir -r requirements.txt + +COPY ./alembic /app/alembic +COPY alembic.ini /app/alembic.ini +COPY ./app /app/app + +CMD [ "alembic", "upgrade", "head" ] \ No newline at end of file diff --git a/api/poetry.lock b/api/poetry.lock new file mode 100644 index 00000000..fd476159 --- /dev/null +++ b/api/poetry.lock @@ -0,0 +1,2018 @@ +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. + +[[package]] +name = "alembic" +version = "1.13.1" +description = "A database migration tool for SQLAlchemy." +optional = false +python-versions = ">=3.8" +files = [ + {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"}, + {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"}, +] + +[package.dependencies] +Mako = "*" +SQLAlchemy = ">=1.3.0" +typing-extensions = ">=4" + +[package.extras] +tz = ["backports.zoneinfo"] + +[[package]] +name = "annotated-types" +version = "0.7.0" +description = "Reusable constraint types to use with typing.Annotated" +optional = false +python-versions = ">=3.8" +files = [ + {file = "annotated_types-0.7.0-py3-none-any.whl", hash = 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+required-version = ">=0.3.5" +# change the default line length number or characters. +line-length = 88 + +[tool.ruff.format] +exclude = [".venv", "alembic"] +quote-style = "single" +indent-style = "space" +docstring-code-format = true + +[tool.ruff.lint] +select = [ + "B002", # Python does not support the unary prefix increment + "B005", # Using .strip() with multi-character strings is misleading + "B007", # Loop control variable {name} not used within loop body + "B014", # Exception handler with duplicate exception + "B015", # Pointless comparison. Did you mean to assign a value? Otherwise, prepend assert or remove it. + "B018", # Found useless attribute access. Either assign it to a variable or remove it. + "B023", # Function definition does not bind loop variable {name} + "B026", # Star-arg unpacking after a keyword argument is strongly discouraged + "B032", # Possible unintentional type annotation (using :). Did you mean to assign (using =)? + "B904", # Use raise from to specify exception cause + "C", # complexity + "COM818", # Trailing comma on bare tuple prohibited + "D", # docstrings + "DTZ003", # Use datetime.now(tz=) instead of datetime.utcnow() + "DTZ004", # Use datetime.fromtimestamp(ts, tz=) instead of datetime.utcfromtimestamp(ts) + "E", # pycodestyle + "F", # pyflakes/autoflake + "G", # flake8-logging-format + "I", # isort + "ISC", # flake8-implicit-str-concat + "ICN001", # import concentions; {name} should be imported as {asname} + "LOG", # flake8-logging + "N804", # First argument of a class method should be named cls + "N805", # First argument of a method should be named self + "N815", # Variable {name} in class scope should not be mixedCase + "PERF", # Perflint + "PGH004", # Use specific rule codes when using noqa + "PIE", # flake8-pie + "PL", # pylint + "PT", # flake8-pytest-style + "RET", # flake8-return + "RSE", # flake8-raise + "RUF005", # Consider iterable unpacking instead of concatenation + "RUF006", # Store a reference to the return value of asyncio.create_task + # "RUF100", # Unused `noqa` directive; temporarily every now and then to clean them up + "S102", # Use of exec detected + "S103", # bad-file-permissions + "S108", # hardcoded-temp-file + "S306", # suspicious-mktemp-usage + "S307", # suspicious-eval-usage + "S313", # suspicious-xmlc-element-tree-usage + "S314", # suspicious-xml-element-tree-usage + "S315", # suspicious-xml-expat-reader-usage + "S316", # suspicious-xml-expat-builder-usage + "S317", # suspicious-xml-sax-usage + "S318", # suspicious-xml-mini-dom-usage + "S319", # suspicious-xml-pull-dom-usage + "S320", # suspicious-xmle-tree-usage + "S601", # paramiko-call + "S602", # subprocess-popen-with-shell-equals-true + "S604", # call-with-shell-equals-true + "S608", # hardcoded-sql-expression + "S609", # unix-command-wildcard-injection + "SIM", # flake8-simplify + "T100", # Trace found: {name} used + "T20", # flake8-print + "TID251", # Banned imports + "TRY", # tryceratops + "UP", # pyupgrade + "W", # pycodestyle +] + +ignore = [ + "D100", # Missing docstring in public module + "D101", # Missing docstring in public class + "D102", # Missing docstring in public method + "D103", # Missing docstring in public function + "D104", # Missing docstring in public package + "D107", # Missing docstring in `__init__` + "D202", # No blank lines allowed after function docstring + "D203", # 1 blank line required before class docstring + "D205", # 1 blank line required between summary line and description + "D213", # Multi-line docstring summary should start at the second line + "D400", # First line should end with a period + "D406", # Section name should end with a newline + "D407", # Section name underlining + "D415", # First line should end with a period, question mark, or exclamation point + "E501", # line too long + "E731", # do not assign a lambda expression, use a def + "PLC1901", # {existing} can be simplified to {replacement} as an empty string is falsey; too many false positives + "PLR0911", # Too many return statements ({returns} > {max_returns}) + "PLR0912", # Too many branches ({branches} > {max_branches}) + "PLR0913", # Too many arguments to function call ({c_args} > {max_args}) + "PLR0915", # Too many statements ({statements} > {max_statements}) + "PLR2004", # Magic value used in comparison, consider replacing {value} with a constant variable + "PLW2901", # Outer {outer_kind} variable {name} overwritten by inner {inner_kind} target + "PT004", # Fixture {fixture} does not return anything, add leading underscore + "PT011", # pytest.raises({exception}) is too broad, set the `match` parameter or use a more specific exception + "PT012", # `pytest.raises()` block should contain a single simple statement + "PT018", # Assertion should be broken down into multiple parts + "SIM102", # Use a single if statement instead of nested if statements + "SIM108", # Use ternary operator {contents} instead of if-else-block + "SIM115", # Use context handler for opening files + "TRY003", # Avoid specifying long messages outside the exception class + "TRY400", # Use `logging.exception` instead of `logging.error` + "UP006", # keep type annotation style as is + "UP007", # keep type annotation style as is + # Ignored due to performance: https://github.com/charliermarsh/ruff/issues/2923 + "UP038", # Use `X | Y` in `isinstance` call instead of `(X, Y)` + # Ignored due to incompatible with mypy: https://github.com/python/mypy/issues/15238 + "UP040", # Checks for use of TypeAlias annotation for declaring type aliases. + + # May conflict with the formatter, https://docs.astral.sh/ruff/formatter/#conflicting-lint-rules + "W191", + "E111", + "E114", + "E117", + "D206", + "D300", + "Q", + "COM812", + "COM819", + "ISC001", + + # Disabled because ruff does not understand type of __all__ generated by a function + "PLE0605" +] + +[tool.ruff.lint.flake8-pytest-style] +fixture-parentheses = false +mark-parentheses = false + +[tool.ruff.lint.flake8-tidy-imports.banned-api] +"async_timeout".msg = "use asyncio.timeout instead" +"pytz".msg = "use zoneinfo instead" + +[tool.ruff.lint.isort] +force-sort-within-sections = true +combine-as-imports = true +split-on-trailing-comma = false + +[tool.ruff.lint.mccabe] +max-complexity = 25 \ No newline at end of file diff --git a/api/resources/application.conf b/api/resources/application.conf new file mode 100644 index 00000000..89d4c28a --- /dev/null +++ b/api/resources/application.conf @@ -0,0 +1,2 @@ +HTTP_INTERFACE="0.0.0.0" +HTTP_PORT=9000 \ No newline at end of file diff --git a/api/resources/db.conf b/api/resources/db.conf new file mode 100644 index 00000000..808e9f3f --- /dev/null +++ b/api/resources/db.conf @@ -0,0 +1,5 @@ +DB_HOST="localhost" +DB_PORT="5432" +DB_USER="postgres" +DB_PWD="postgres" +DB_NAME="postgres" \ No newline at end of file diff --git a/api/resources/files.conf b/api/resources/files.conf new file mode 100644 index 00000000..8a9dcb52 --- /dev/null +++ b/api/resources/files.conf @@ -0,0 +1,2 @@ +MAX_MEGA_BYTES=50 +ACCEPTED_FILE_TYPES='[".csv"]' \ No newline at end of file diff --git a/api/resources/kubernetes.conf b/api/resources/kubernetes.conf new file mode 100644 index 00000000..26c7dab6 --- /dev/null +++ b/api/resources/kubernetes.conf @@ -0,0 +1 @@ +KUBECONFIG_FILE_PATH= \ No newline at end of file diff --git a/api/resources/logger.conf b/api/resources/logger.conf new file mode 100644 index 00000000..863a04bd --- /dev/null +++ b/api/resources/logger.conf @@ -0,0 +1 @@ +LOG_LEVEL="DEBUG" \ No newline at end of file diff --git a/api/resources/s3.conf b/api/resources/s3.conf new file mode 100644 index 00000000..60ca7630 --- /dev/null +++ b/api/resources/s3.conf @@ -0,0 +1,5 @@ +AWS_ACCESS_KEY_ID="access_key_id" +AWS_SECRET_ACCESS_KEY="secret_access_key" +AWS_REGION="us-east-1" +S3_BUCKET_NAME="test-bucket" +# S3_ENDPOINT_URL= \ No newline at end of file diff --git a/api/resources/spark.conf b/api/resources/spark.conf new file mode 100644 index 00000000..aaf4a886 --- /dev/null +++ b/api/resources/spark.conf @@ -0,0 +1,6 @@ +SPARK_IMAGE="radicalbit/radicalbit-spark-py:latest" +SPARK_IMAGE_PULL_POLICY="IfNotPresent" +SPARK_REFERENCE_APP_PATH="local:///opt/spark/custom_jobs/reference_job.py" +SPARK_CURRENT_APP_PATH="local:///opt/spark/custom_jobs/current_job.py" +SPARK_NAMESPACE="spark" +SPARK_SERVICE_ACCOUNT="spark" \ No newline at end of file diff --git a/api/tests/__init__.py b/api/tests/__init__.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/api/tests/__init__.py @@ -0,0 +1 @@ + diff --git a/api/tests/commons/__init__.py b/api/tests/commons/__init__.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/api/tests/commons/__init__.py @@ -0,0 +1 @@ + diff --git a/api/tests/commons/csv_file_mock.py b/api/tests/commons/csv_file_mock.py new file mode 100644 index 00000000..9fec928b --- /dev/null +++ b/api/tests/commons/csv_file_mock.py @@ -0,0 +1,77 @@ +# Mock csv data as file object +from io import BytesIO, StringIO + +from fastapi import UploadFile +import pandas as pd + +from app.models.inferred_schema_dto import ( + InferredSchemaDTO, + SchemaEntry, + SupportedTypes, +) + + +def get_dataframe() -> pd.DataFrame: + return get_dataframe_with_sep(',') + + +def get_dataframe_with_sep(sep: str) -> pd.DataFrame: + data = StringIO( + f""" + Name{sep}Age{sep}City{sep}Salary{sep}String{sep}Float/Int{sep}Boolean{sep}Datetime{sep}Datetime2{sep}Datetime3 + John Doe{sep}25{sep}New York{sep}50000.50{sep}Data 1{sep}123{sep}True{sep}2024-06-06 12:05:56{sep}2024-06-06T13:40:27{sep}06/06/2024 13:40:27 + Jane Smith{sep}30{sep}London{sep}60000.75{sep}Data 2{sep}456.789{sep}False{sep}2024-06-06 12:07:36{sep}2024-06-06T13:40:27{sep}06/06/2024 13:40:27 + """.strip() + ) + return pd.read_csv(data, sep=sep) + + +def correct_schema() -> InferredSchemaDTO: + schema = [ + {'name': 'Name', 'type': SupportedTypes.string}, + {'name': 'Age', 'type': SupportedTypes.int}, + {'name': 'City', 'type': SupportedTypes.string}, + {'name': 'Salary', 'type': SupportedTypes.float}, + {'name': 'String', 'type': SupportedTypes.string}, + {'name': 'Float/Int', 'type': SupportedTypes.float}, + {'name': 'Boolean', 'type': SupportedTypes.bool}, + {'name': 'Datetime', 'type': SupportedTypes.datetime}, + {'name': 'Datetime2', 'type': SupportedTypes.datetime}, + {'name': 'Datetime3', 'type': SupportedTypes.datetime}, + ] + schema = [SchemaEntry(**entry) for entry in schema] + return InferredSchemaDTO(inferred_schema=schema) + + +def get_correct_sample_csv_file() -> UploadFile: + df = get_dataframe() + return UploadFile(BytesIO(df.to_csv(index=False).encode()), filename='sample.csv') + + +def get_uncorrect_sample_csv_file() -> UploadFile: + df = get_dataframe() + return UploadFile(BytesIO(df.to_csv(index=False).encode()), filename=None) + + +def get_file_using_sep(sep: str) -> UploadFile: + df = get_dataframe_with_sep(sep) + return UploadFile( + BytesIO(df.to_csv(index=False, sep=sep).encode()), filename='sample.csv' + ) + + +def get_current_sample_csv_file() -> UploadFile: + data = StringIO( + """ + id,cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime + 1,A,A,1,100,1,1,1,2024-06-16 00:01:00-05:00 + 2,B,B,1,100,1,1,1,2024-06-16 00:02:00-05:00 + 3,C,C,1,100,1,1,1,2024-06-16 00:03:00-05:00 + 4,D,D,1,100,1,1,1,2024-06-16 00:04:00-05:00 + 5,E,E,1,100,1,1,1,2024-06-16 00:05:00-05:00 + 6,F,F,1,100,1,1,1,2024-06-16 00:06:00-05:00 + 7,G,G,1,100,1,1,1,2024-06-16 00:07:00-05:00 + """.strip() + ) + df = pd.read_csv(data, sep=',') + return UploadFile(BytesIO(df.to_csv(index=False).encode()), filename='sample.csv') diff --git a/api/tests/commons/db_integration.py b/api/tests/commons/db_integration.py new file mode 100644 index 00000000..e87ac214 --- /dev/null +++ b/api/tests/commons/db_integration.py @@ -0,0 +1,30 @@ +import unittest + +import testing.postgresql + +from app.core.config import DBConfig +from app.db import database +from app.db.database import Database + +Postgresql = testing.postgresql.PostgresqlFactory(cache_initialized_db=True) + + +class DatabaseIntegration(unittest.TestCase): + @classmethod + def setUpClass(cls) -> None: + cls.db_conf = DBConfig() + cls.db = Database(cls.db_conf) + + def setUp(self): + self.postgresql = Postgresql() + self.db._db_url = self.postgresql.url() + self.db.connect() + with self.db._engine.connect() as conn: + conn.commit() + database.BaseTable.metadata.create_all(self.db._engine) + self.db.init_mappings() + + def tearDown(self): + database.BaseTable.metadata.drop_all(self.db._engine) + self.db.reset_connection() + self.postgresql.stop() diff --git a/api/tests/commons/db_mock.py b/api/tests/commons/db_mock.py new file mode 100644 index 00000000..c3c25f92 --- /dev/null +++ b/api/tests/commons/db_mock.py @@ -0,0 +1,306 @@ +import datetime +from typing import Dict, List, Optional +import uuid + +from app.db.tables.current_dataset_metrics_table import CurrentDatasetMetrics +from app.db.tables.current_dataset_table import CurrentDataset +from app.db.tables.model_table import Model +from app.db.tables.reference_dataset_metrics_table import ReferenceDatasetMetrics +from app.db.tables.reference_dataset_table import ReferenceDataset +from app.models.job_status import JobStatus +from app.models.model_dto import DataType, Granularity, ModelIn, ModelType + +MODEL_UUID = uuid.uuid4() +REFERENCE_UUID = uuid.uuid4() +CURRENT_UUID = uuid.uuid4() + + +def get_sample_model( + id: int = 1, + uuid: uuid.UUID = MODEL_UUID, + name: str = 'model_name', + description: Optional[str] = None, + model_type: str = ModelType.BINARY.value, + data_type: str = DataType.TEXT.value, + granularity: str = Granularity.DAY.value, + features: List[Dict] = [{'name': 'feature1', 'type': 'string'}], + outputs: Dict = { + 'prediction': {'name': 'pred1', 'type': 'int'}, + 'prediction_proba': {'name': 'prob1', 'type': 'double'}, + 'output': [{'name': 'output1', 'type': 'string'}], + }, + target: Dict = {'name': 'target1', 'type': 'string'}, + timestamp: Dict = {'name': 'timestamp', 'type': 'datetime'}, + frameworks: Optional[str] = None, + algorithm: Optional[str] = None, +) -> Model: + return Model( + id=id, + uuid=uuid, + name=name, + description=description, + model_type=model_type, + data_type=data_type, + granularity=granularity, + features=features, + outputs=outputs, + target=target, + timestamp=timestamp, + frameworks=frameworks, + algorithm=algorithm, + created_at=datetime.datetime.now(tz=datetime.UTC), + updated_at=datetime.datetime.now(tz=datetime.UTC), + ) + + +def get_sample_model_in( + name: str = 'model_name', + description: Optional[str] = None, + model_type: str = ModelType.BINARY.value, + data_type: str = DataType.TEXT.value, + granularity: str = Granularity.DAY.value, + features: List[Dict] = [{'name': 'feature1', 'type': 'string'}], + outputs: Dict = { + 'prediction': {'name': 'pred1', 'type': 'int'}, + 'prediction_proba': {'name': 'prob1', 'type': 'double'}, + 'output': [{'name': 'output1', 'type': 'string'}], + }, + target: Dict = {'name': 'target1', 'type': 'string'}, + timestamp: Dict = {'name': 'timestamp', 'type': 'datetime'}, + frameworks: Optional[str] = None, + algorithm: Optional[str] = None, +): + return ModelIn( + name=name, + description=description, + model_type=model_type, + data_type=data_type, + granularity=granularity, + features=features, + outputs=outputs, + target=target, + timestamp=timestamp, + frameworks=frameworks, + algorithm=algorithm, + ) + + +def get_sample_reference_dataset( + uuid: uuid.UUID = REFERENCE_UUID, + model_uuid: uuid.UUID = MODEL_UUID, + path: str = 'reference/test.csv', + status: str = JobStatus.IMPORTING.value, +) -> ReferenceDataset: + return ReferenceDataset( + uuid=uuid, + model_uuid=model_uuid, + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + status=status, + ) + + +def get_sample_current_dataset( + uuid: uuid.UUID = CURRENT_UUID, + model_uuid: uuid.UUID = MODEL_UUID, + path: str = 'current/test.csv', + status: str = JobStatus.IMPORTING.value, +) -> CurrentDataset: + return CurrentDataset( + uuid=uuid, + model_uuid=model_uuid, + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + correlation_id_column='some_column', + status=status, + ) + + +statistics_dict = { + 'nVariables': 10, + 'nObservations': 1000, + 'missingCells': 50, + 'missingCellsPerc': 5.0, + 'duplicateRows': 10, + 'duplicateRowsPerc': 1.0, + 'numeric': 5, + 'categorical': 4, + 'datetime': 1, +} + +model_quality_dict = { + 'f1': None, + 'accuracy': 0.90, + 'precision': 0.88, + 'recall': 0.87, + 'fMeasure': 0.85, + 'weightedPrecision': 0.88, + 'weightedRecall': 0.87, + 'weightedFMeasure': 0.85, + 'weightedTruePositiveRate': 0.90, + 'weightedFalsePositiveRate': 0.10, + 'truePositiveRate': 0.87, + 'falsePositiveRate': 0.13, + 'truePositiveCount': 870, + 'falsePositiveCount': 130, + 'trueNegativeCount': 820, + 'falseNegativeCount': 180, + 'areaUnderRoc': 0.92, + 'areaUnderPr': 0.91, +} + +current_model_quality_dict = { + 'globalMetrics': model_quality_dict, + 'groupedMetrics': { + 'f1': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.8}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.85}, + ], + 'accuracy': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.88}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.9}, + ], + 'precision': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.86}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.88}, + ], + 'recall': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.81}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.83}, + ], + 'fMeasure': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.8}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.85}, + ], + 'weightedPrecision': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.85}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.87}, + ], + 'weightedRecall': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.82}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.84}, + ], + 'weightedFMeasure': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.84}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.86}, + ], + 'weightedTruePositiveRate': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.88}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.9}, + ], + 'weightedFalsePositiveRate': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.12}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.1}, + ], + 'truePositiveRate': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.81}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.83}, + ], + 'falsePositiveRate': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.14}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.12}, + ], + 'areaUnderRoc': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.94}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.95}, + ], + 'areaUnderPr': [ + {'timestamp': '2024-01-01T00:00:00Z', 'value': 0.91}, + {'timestamp': '2024-02-01T00:00:00Z', 'value': 0.92}, + ], + }, +} + +data_quality_dict = { + 'nObservations': 200, + 'classMetrics': [ + {'name': 'classA', 'count': 100, 'percentage': 50.0}, + {'name': 'classB', 'count': 100, 'percentage': 50.0}, + ], + 'featureMetrics': [ + { + 'featureName': 'age', + 'type': 'numerical', + 'mean': 29.5, + 'std': 5.2, + 'min': 18, + 'max': 45, + 'medianMetrics': {'perc_25': 25.0, 'median': 29.0, 'perc_75': 34.0}, + 'missingValue': {'count': 2, 'percentage': 0.02}, + 'classMedianMetrics': [ + { + 'name': 'classA', + 'mean': 30.0, + 'medianMetrics': {'perc_25': 27.0, 'median': 30.0, 'perc_75': 33.0}, + }, + { + 'name': 'classB', + 'mean': 29.0, + 'medianMetrics': {'perc_25': 24.0, 'median': 28.0, 'perc_75': 32.0}, + }, + ], + 'histogram': { + 'buckets': [40.0, 45.0, 50.0, 55.0, 60.0], + 'referenceValues': [50, 150, 200, 150, 50], + 'currentValues': [45, 140, 210, 145, 60], + }, + }, + { + 'featureName': 'gender', + 'type': 'categorical', + 'distinctValue': 2, + 'categoryFrequency': [ + {'name': 'male', 'count': 90, 'frequency': 0.45}, + {'name': 'female', 'count': 110, 'frequency': 0.55}, + ], + 'missingValue': {'count': 0, 'percentage': 0.0}, + }, + ], +} + +drift_dict = { + 'featureMetrics': [ + { + 'featureName': 'gender', + 'driftCalc': {'type': 'CHI2', 'value': 0.87, 'hasDrift': True}, + }, + { + 'featureName': 'city', + 'driftCalc': {'type': 'CHI2', 'value': 0.12, 'hasDrift': False}, + }, + { + 'featureName': 'age', + 'driftCalc': {'type': 'KS', 'value': 0.92, 'hasDrift': True}, + }, + ] +} + + +def get_sample_reference_metrics( + reference_uuid: uuid.UUID = REFERENCE_UUID, + model_quality: Dict = model_quality_dict, + data_quality: Dict = data_quality_dict, + statistics: Dict = statistics_dict, +) -> ReferenceDatasetMetrics: + return ReferenceDatasetMetrics( + reference_uuid=reference_uuid, + model_quality=model_quality, + statistics=statistics, + data_quality=data_quality, + ) + + +def get_sample_current_metrics( + current_uuid: uuid.UUID = CURRENT_UUID, + model_quality: Dict = model_quality_dict, + data_quality: Dict = data_quality_dict, + statistics: Dict = statistics_dict, + drift: Dict = drift_dict, +) -> CurrentDatasetMetrics: + return CurrentDatasetMetrics( + current_uuid=current_uuid, + model_quality=model_quality, + statistics=statistics, + data_quality=data_quality, + drift=drift, + ) diff --git a/api/tests/dao/__init__.py b/api/tests/dao/__init__.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/api/tests/dao/__init__.py @@ -0,0 +1 @@ + diff --git a/api/tests/dao/current_dataset_dao_test.py b/api/tests/dao/current_dataset_dao_test.py new file mode 100644 index 00000000..bdefed67 --- /dev/null +++ b/api/tests/dao/current_dataset_dao_test.py @@ -0,0 +1,123 @@ +import datetime +from uuid import uuid4 + +from fastapi_pagination import Params + +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.model_dao import ModelDAO +from app.db.tables.current_dataset_table import CurrentDataset +from tests.commons import db_mock +from tests.commons.db_integration import DatabaseIntegration + + +class CurrentDatasetDAOTest(DatabaseIntegration): + @classmethod + def setUpClass(cls): + super().setUpClass() + cls.current_dataset_dao = CurrentDatasetDAO(cls.db) + cls.model_dao = ModelDAO(cls.db) + + def test_insert_current_dataset_upload_result(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + to_insert = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + + inserted = self.current_dataset_dao.insert_current_dataset(to_insert) + assert inserted == to_insert + + def test_get_current_dataset_by_model_uuid(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + to_insert = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + + inserted = self.current_dataset_dao.insert_current_dataset(to_insert) + retrieved = self.current_dataset_dao.get_current_dataset_by_model_uuid( + inserted.model_uuid, inserted.uuid + ) + assert inserted.uuid == retrieved.uuid + assert inserted.model_uuid == retrieved.model_uuid + assert inserted.path == retrieved.path + + def test_get_latest_current_dataset_by_model_uuid(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + current_one = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + + self.current_dataset_dao.insert_current_dataset(current_one) + + current_two = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + + inserted_two = self.current_dataset_dao.insert_current_dataset(current_two) + + retrieved = self.current_dataset_dao.get_latest_current_dataset_by_model_uuid( + model.uuid + ) + assert inserted_two.uuid == retrieved.uuid + assert inserted_two.model_uuid == retrieved.model_uuid + assert inserted_two.path == retrieved.path + + def test_get_all_current_datasets_by_model_uuid(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + current_upload_1 = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + current_upload_2 = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + current_upload_3 = CurrentDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + correlation_id_column='some_column', + date=datetime.datetime.now(tz=datetime.UTC), + ) + inserted_1 = self.current_dataset_dao.insert_current_dataset(current_upload_1) + inserted_2 = self.current_dataset_dao.insert_current_dataset(current_upload_2) + inserted_3 = self.current_dataset_dao.insert_current_dataset(current_upload_3) + + retrieved = self.current_dataset_dao.get_all_current_datasets_by_model_uuid( + model.uuid, Params(page=1, size=10) + ) + + assert inserted_1.uuid == retrieved.items[0].uuid + assert inserted_1.model_uuid == retrieved.items[0].model_uuid + assert inserted_1.path == retrieved.items[0].path + + assert inserted_2.uuid == retrieved.items[1].uuid + assert inserted_2.model_uuid == retrieved.items[1].model_uuid + assert inserted_2.path == retrieved.items[1].path + + assert inserted_3.uuid == retrieved.items[2].uuid + assert inserted_3.model_uuid == retrieved.items[2].model_uuid + assert inserted_3.path == retrieved.items[2].path + + assert len(retrieved.items) == 3 diff --git a/api/tests/dao/current_dataset_metrics_dao_test.py b/api/tests/dao/current_dataset_metrics_dao_test.py new file mode 100644 index 00000000..48390d49 --- /dev/null +++ b/api/tests/dao/current_dataset_metrics_dao_test.py @@ -0,0 +1,37 @@ +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.current_dataset_metrics_dao import CurrentDatasetMetricsDAO +from app.db.dao.model_dao import ModelDAO +from tests.commons.db_integration import DatabaseIntegration +from tests.commons.db_mock import ( + get_sample_current_dataset, + get_sample_current_metrics, + get_sample_model, +) + + +class CurrentDatasetMetricsDAOTest(DatabaseIntegration): + @classmethod + def setUpClass(cls): + super().setUpClass() + cls.model_dao = ModelDAO(cls.db) + cls.metrics_dao = CurrentDatasetMetricsDAO(cls.db) + cls.dataset_dao = CurrentDatasetDAO(cls.db) + + def test_insert_reference_dataset_metrics(self): + self.model_dao.insert(get_sample_model()) + current = get_sample_current_dataset() + self.dataset_dao.insert_current_dataset(current) + metrics = get_sample_current_metrics(current_uuid=current.uuid) + inserted = self.metrics_dao.insert_current_dataset_metrics(metrics) + assert inserted == metrics + + def test_get_current_metrics_by_model_uuid(self): + self.model_dao.insert(get_sample_model()) + current = get_sample_current_dataset() + self.dataset_dao.insert_current_dataset(current) + metrics = get_sample_current_metrics(current_uuid=current.uuid) + self.metrics_dao.insert_current_dataset_metrics(metrics) + retrieved = self.metrics_dao.get_current_metrics_by_model_uuid( + model_uuid=current.model_uuid, current_uuid=current.uuid + ) + assert retrieved.uuid == metrics.uuid diff --git a/api/tests/dao/model_dao_test.py b/api/tests/dao/model_dao_test.py new file mode 100644 index 00000000..7b966f39 --- /dev/null +++ b/api/tests/dao/model_dao_test.py @@ -0,0 +1,58 @@ +import uuid + +from app.db.dao.model_dao import ModelDAO +from app.models.model_order import OrderType +from tests.commons import db_mock +from tests.commons.db_integration import DatabaseIntegration + + +class ModelDAOTest(DatabaseIntegration): + @classmethod + def setUpClass(cls): + super().setUpClass() + cls.model_dao = ModelDAO(cls.db) + + def test_insert(self): + model = db_mock.get_sample_model() + inserted = self.model_dao.insert(model) + assert inserted.uuid == model.uuid + + def test_get_by_uuid(self): + model = db_mock.get_sample_model() + self.model_dao.insert(model) + retrieved = self.model_dao.get_by_uuid(model.uuid) + assert retrieved.uuid == model.uuid + + def test_get_by_uuid_empty(self): + retrieved = self.model_dao.get_by_uuid(uuid.uuid4()) + assert retrieved is None + + def test_delete(self): + model = db_mock.get_sample_model() + self.model_dao.insert(model) + rows = self.model_dao.delete(model.uuid) + retrieved = self.model_dao.get_by_uuid(model.uuid) + assert rows == 1 + assert retrieved is None + + def test_get_all(self): + model1 = db_mock.get_sample_model(id=1, uuid=uuid.uuid4(), name='model1') + model2 = db_mock.get_sample_model(id=2, uuid=uuid.uuid4(), name='model2') + model3 = db_mock.get_sample_model(id=3, uuid=uuid.uuid4(), name='model3') + self.model_dao.insert(model1) + self.model_dao.insert(model2) + self.model_dao.insert(model3) + models = self.model_dao.get_all() + assert models.items[0].uuid == model1.uuid + assert len(models.items) == 3 + + def test_get_all_ordered(self): + model1 = db_mock.get_sample_model(id=1, uuid=uuid.uuid4(), name='first_model') + model2 = db_mock.get_sample_model(id=2, uuid=uuid.uuid4(), name='second_model') + model3 = db_mock.get_sample_model(id=3, uuid=uuid.uuid4(), name='third_model') + self.model_dao.insert(model1) + self.model_dao.insert(model2) + self.model_dao.insert(model3) + models = self.model_dao.get_all(order=OrderType.DESC, sort='name') + assert models.items[0].name == model3.name + assert len(models.items) == 3 diff --git a/api/tests/dao/reference_dataset_dao_test.py b/api/tests/dao/reference_dataset_dao_test.py new file mode 100644 index 00000000..259d3f7b --- /dev/null +++ b/api/tests/dao/reference_dataset_dao_test.py @@ -0,0 +1,97 @@ +import datetime +from uuid import uuid4 + +from fastapi_pagination import Params + +from app.db.dao.model_dao import ModelDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.tables.reference_dataset_table import ReferenceDataset +from tests.commons import db_mock +from tests.commons.db_integration import DatabaseIntegration + + +class ReferenceDatasetDAOTest(DatabaseIntegration): + @classmethod + def setUpClass(cls): + super().setUpClass() + cls.f_reference_dataset_dao = ReferenceDatasetDAO(cls.db) + cls.model_dao = ModelDAO(cls.db) + + def test_insert_reference_dataset_upload_result(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + to_insert = ReferenceDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + date=datetime.datetime.now(tz=datetime.UTC), + ) + + inserted = self.f_reference_dataset_dao.insert_reference_dataset(to_insert) + assert inserted == to_insert + + def test_get_reference_dataset_by_model_uuid(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + to_insert = ReferenceDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + date=datetime.datetime.now(tz=datetime.UTC), + ) + + inserted = self.f_reference_dataset_dao.insert_reference_dataset(to_insert) + retrieved = self.f_reference_dataset_dao.get_reference_dataset_by_model_uuid( + inserted.model_uuid + ) + assert inserted.uuid == retrieved.uuid + assert inserted.model_uuid == retrieved.model_uuid + assert inserted.path == retrieved.path + + def test_get_all_reference_datasets_by_model_uuid(self): + model = self.model_dao.insert(db_mock.get_sample_model()) + reference_upload_1 = ReferenceDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + date=datetime.datetime.now(tz=datetime.UTC), + ) + reference_upload_2 = ReferenceDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + date=datetime.datetime.now(tz=datetime.UTC), + ) + reference_upload_3 = ReferenceDataset( + uuid=uuid4(), + model_uuid=model.uuid, + path='frank_file.csv', + date=datetime.datetime.now(tz=datetime.UTC), + ) + inserted_1 = self.f_reference_dataset_dao.insert_reference_dataset( + reference_upload_1 + ) + inserted_2 = self.f_reference_dataset_dao.insert_reference_dataset( + reference_upload_2 + ) + inserted_3 = self.f_reference_dataset_dao.insert_reference_dataset( + reference_upload_3 + ) + + retrieved = ( + self.f_reference_dataset_dao.get_all_reference_datasets_by_model_uuid( + model.uuid, Params(page=1, size=10) + ) + ) + + assert inserted_1.uuid == retrieved.items[0].uuid + assert inserted_1.model_uuid == retrieved.items[0].model_uuid + assert inserted_1.path == retrieved.items[0].path + + assert inserted_2.uuid == retrieved.items[1].uuid + assert inserted_2.model_uuid == retrieved.items[1].model_uuid + assert inserted_2.path == retrieved.items[1].path + + assert inserted_3.uuid == retrieved.items[2].uuid + assert inserted_3.model_uuid == retrieved.items[2].model_uuid + assert inserted_3.path == retrieved.items[2].path + + assert len(retrieved.items) == 3 diff --git a/api/tests/dao/reference_dataset_metrics_dao_test.py b/api/tests/dao/reference_dataset_metrics_dao_test.py new file mode 100644 index 00000000..ef83f49c --- /dev/null +++ b/api/tests/dao/reference_dataset_metrics_dao_test.py @@ -0,0 +1,105 @@ +from app.db.dao.model_dao import ModelDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.dao.reference_dataset_metrics_dao import ReferenceDatasetMetricsDAO +from tests.commons.db_integration import DatabaseIntegration +from tests.commons.db_mock import ( + get_sample_model, + get_sample_reference_dataset, + get_sample_reference_metrics, +) + + +class ReferenceDatasetMetricsDAOTest(DatabaseIntegration): + @classmethod + def setUpClass(cls): + super().setUpClass() + cls.model_dao = ModelDAO(cls.db) + cls.metrics_dao = ReferenceDatasetMetricsDAO(cls.db) + cls.f_reference_dataset_dao = ReferenceDatasetDAO(cls.db) + + def test_insert_reference_dataset_metrics(self): + self.model_dao.insert(get_sample_model()) + reference_upload = get_sample_reference_dataset() + self.f_reference_dataset_dao.insert_reference_dataset(reference_upload) + reference_metrics = get_sample_reference_metrics( + reference_uuid=reference_upload.uuid + ) + inserted = self.metrics_dao.insert_reference_metrics(reference_metrics) + assert inserted == reference_metrics + + def test_get_reference_metrics_by_model_uuid(self): + self.model_dao.insert(get_sample_model()) + reference_upload = get_sample_reference_dataset() + self.f_reference_dataset_dao.insert_reference_dataset(reference_upload) + reference_metrics = get_sample_reference_metrics( + reference_uuid=reference_upload.uuid + ) + self.metrics_dao.insert_reference_metrics(reference_metrics) + retrieved = self.metrics_dao.get_reference_metrics_by_model_uuid( + model_uuid=reference_upload.model_uuid + ) + assert retrieved.uuid == reference_metrics.uuid + + def test_get_reference_metrics_by_file_uuid(self): + self.model_dao.insert(get_sample_model()) + reference_upload = get_sample_reference_dataset() + self.f_reference_dataset_dao.insert_reference_dataset(reference_upload) + reference_metrics = get_sample_reference_metrics( + reference_uuid=reference_upload.uuid + ) + self.metrics_dao.insert_reference_metrics(reference_metrics) + retrieved = self.metrics_dao.get_reference_metrics_by_reference_uuid( + reference_uuid=reference_upload.uuid + ) + assert retrieved.uuid == reference_metrics.uuid + + def test_update_reference_model_quality(self): + self.model_dao.insert(get_sample_model()) + reference_upload = get_sample_reference_dataset() + self.f_reference_dataset_dao.insert_reference_dataset(reference_upload) + reference_metrics = get_sample_reference_metrics( + reference_uuid=reference_upload.uuid + ) + self.metrics_dao.insert_reference_metrics(reference_metrics) + model_quality = {'accuracy': 0.1} + self.metrics_dao.update_reference_model_quality( + reference_metrics.reference_uuid, model_quality + ) + retrieved = self.metrics_dao.get_reference_metrics_by_reference_uuid( + reference_uuid=reference_upload.uuid + ) + assert retrieved.model_quality == model_quality + + def test_update_reference_data_quality(self): + self.model_dao.insert(get_sample_model()) + reference_upload = get_sample_reference_dataset() + self.f_reference_dataset_dao.insert_reference_dataset(reference_upload) + reference_metrics = get_sample_reference_metrics( + reference_uuid=reference_upload.uuid + ) + self.metrics_dao.insert_reference_metrics(reference_metrics) + data_quality = {'avg': 0.1} + self.metrics_dao.update_reference_data_quality( + reference_metrics.reference_uuid, data_quality + ) + retrieved = self.metrics_dao.get_reference_metrics_by_reference_uuid( + reference_uuid=reference_upload.uuid + ) + assert retrieved.data_quality == data_quality + + def test_update_reference_statistics(self): + self.model_dao.insert(get_sample_model()) + reference_upload = get_sample_reference_dataset() + self.f_reference_dataset_dao.insert_reference_dataset(reference_upload) + reference_metrics = get_sample_reference_metrics( + reference_uuid=reference_upload.uuid + ) + self.metrics_dao.insert_reference_metrics(reference_metrics) + statistics = {'duplicate_rows': 2} + self.metrics_dao.update_reference_statistics( + reference_metrics.reference_uuid, statistics + ) + retrieved = self.metrics_dao.get_reference_metrics_by_reference_uuid( + reference_uuid=reference_upload.uuid + ) + assert retrieved.statistics == statistics diff --git a/api/tests/routes/__init__.py b/api/tests/routes/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/api/tests/routes/healthcheck_test.py b/api/tests/routes/healthcheck_test.py new file mode 100644 index 00000000..cb4825a6 --- /dev/null +++ b/api/tests/routes/healthcheck_test.py @@ -0,0 +1,11 @@ +from fastapi.testclient import TestClient + +from app import main + +client = TestClient(main.app) + + +def test_healthcheck(): + response = client.get('/healthcheck') + assert response.status_code == 200 + assert response.json() == {'status': 'alive'} diff --git a/api/tests/routes/infer_schema_test.py b/api/tests/routes/infer_schema_test.py new file mode 100644 index 00000000..d4474fbc --- /dev/null +++ b/api/tests/routes/infer_schema_test.py @@ -0,0 +1,30 @@ +import unittest + +from fastapi.testclient import TestClient + +from app import main +from tests.commons import csv_file_mock as csv + + +class TestInferSchemaRoute(unittest.TestCase): + def setUp(self): + self.client = TestClient(main.app) + + def test_infer_schema(self): + file = csv.get_correct_sample_csv_file() + response = self.client.post( + '/api/schema/infer-schema', + files={'data_file': (file.filename, file.file)}, + ) + assert response.status_code == 200 + + def test_infer_schema_invalid_file(self): + file = csv.get_uncorrect_sample_csv_file() + response = self.client.post( + '/api/schema/infer-schema', files={'data_file': ('', file.file)} + ) + assert response.status_code == 422 + + def test_infer_schema_no_file(self): + response = self.client.post('/api/schema/infer-schema') + assert response.status_code == 422 diff --git a/api/tests/routes/metrics_route_test.py b/api/tests/routes/metrics_route_test.py new file mode 100644 index 00000000..13ea3a1c --- /dev/null +++ b/api/tests/routes/metrics_route_test.py @@ -0,0 +1,202 @@ +import datetime +import unittest +from unittest.mock import MagicMock +import uuid + +from fastapi import FastAPI +from fastapi.encoders import jsonable_encoder +from starlette.testclient import TestClient + +from app.models.dataset_type import DatasetType +from app.models.exceptions import ( + ErrorOut, + MetricsError, + MetricsNotFoundError, + metrics_exception_handler, +) +from app.models.job_status import JobStatus +from app.models.metrics.data_quality_dto import DataQualityDTO +from app.models.metrics.drift_dto import DriftDTO +from app.models.metrics.model_quality_dto import ModelQualityDTO +from app.models.metrics.statistics_dto import StatisticsDTO +from app.models.model_dto import ModelType +from app.routes.metrics_route import MetricsRoute +from app.services.metrics_service import MetricsService +from tests.commons import db_mock + + +class MetricsRouteTest(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.metrics_service = MagicMock(spec_set=MetricsService) + cls.prefix = '/api/models' + + router = MetricsRoute.get_router(cls.metrics_service) + + app = FastAPI(title='Radicalbit Platform', debug=True) + app.add_exception_handler(MetricsError, metrics_exception_handler) + app.include_router(router, prefix=cls.prefix) + + cls.client = TestClient(app) + + def test_get_reference_statistics_by_model_by_uuid(self): + model_uuid = uuid.uuid4() + reference_metrics = db_mock.get_sample_reference_metrics() + date = datetime.datetime.now(tz=datetime.UTC) + statistics = StatisticsDTO.from_dict( + job_status=JobStatus.SUCCEEDED, + date=date, + statistics_data=reference_metrics.statistics, + ) + self.metrics_service.get_reference_statistics_by_model_by_uuid = MagicMock( + return_value=statistics + ) + + res = self.client.get(f'{self.prefix}/{model_uuid}/reference/statistics') + assert res.status_code == 200 + assert jsonable_encoder(statistics) == res.json() + self.metrics_service.get_reference_statistics_by_model_by_uuid.assert_called_once_with( + model_uuid + ) + + def test_get_reference_model_quality_by_model_by_uuid(self): + model_uuid = uuid.uuid4() + reference_metrics = db_mock.get_sample_reference_metrics() + model_quality = ModelQualityDTO.from_dict( + model_type=ModelType.BINARY, + job_status=JobStatus.SUCCEEDED, + model_quality_data=reference_metrics.model_quality, + ) + self.metrics_service.get_reference_model_quality_by_model_by_uuid = MagicMock( + return_value=model_quality + ) + + res = self.client.get(f'{self.prefix}/{model_uuid}/reference/model-quality') + assert res.status_code == 200 + assert jsonable_encoder(model_quality) == res.json() + self.metrics_service.get_reference_model_quality_by_model_by_uuid.assert_called_once_with( + model_uuid + ) + + def test_get_reference_data_quality_by_model_by_uuid(self): + model_uuid = uuid.uuid4() + reference_metrics = db_mock.get_sample_reference_metrics() + data_quality = DataQualityDTO.from_dict( + model_type=ModelType.BINARY, + job_status=JobStatus.SUCCEEDED, + data_quality_data=reference_metrics.data_quality, + ) + self.metrics_service.get_reference_data_quality_by_model_by_uuid = MagicMock( + return_value=data_quality + ) + + res = self.client.get(f'{self.prefix}/{model_uuid}/reference/data-quality') + assert res.status_code == 200 + assert jsonable_encoder(data_quality) == res.json() + self.metrics_service.get_reference_data_quality_by_model_by_uuid.assert_called_once_with( + model_uuid + ) + + def test_exception_handler_metrics_not_found_error(self): + model_uuid = uuid.uuid4() + self.metrics_service.get_reference_statistics_by_model_by_uuid = MagicMock( + side_effect=MetricsNotFoundError('error') + ) + + res = self.client.get(f'{self.prefix}/{model_uuid}/reference/statistics') + + assert res.status_code == 404 + assert jsonable_encoder(ErrorOut('error')) == res.json() + self.metrics_service.get_reference_statistics_by_model_by_uuid.assert_called_once_with( + model_uuid + ) + + def test_get_current_statistics_by_model_by_uuid(self): + model_uuid = uuid.uuid4() + current_uuid = uuid.uuid4() + current_metrics = db_mock.get_sample_current_metrics() + date = datetime.datetime.now(tz=datetime.UTC) + statistics = StatisticsDTO.from_dict( + job_status=JobStatus.SUCCEEDED, + date=date, + statistics_data=current_metrics.statistics, + ) + self.metrics_service.get_current_statistics_by_model_by_uuid = MagicMock( + return_value=statistics + ) + + res = self.client.get( + f'{self.prefix}/{model_uuid}/current/{current_uuid}/statistics' + ) + assert res.status_code == 200 + assert jsonable_encoder(statistics) == res.json() + self.metrics_service.get_current_statistics_by_model_by_uuid.assert_called_once_with( + model_uuid, current_uuid + ) + + def test_get_current_drift(self): + current_uuid = uuid.uuid4() + model = db_mock.get_sample_model() + current_metrics = db_mock.get_sample_current_metrics() + drift = DriftDTO.from_dict( + job_status=JobStatus.SUCCEEDED, + model_type=model.model_type, + drift_data=current_metrics.drift, + ) + self.metrics_service.get_current_drift = MagicMock(return_value=drift) + + res = self.client.get( + f'{self.prefix}/{model.uuid}/current/{current_uuid}/drift' + ) + assert res.status_code == 200 + assert jsonable_encoder(drift) == res.json() + self.metrics_service.get_current_drift.assert_called_once_with( + model.uuid, current_uuid + ) + + def test_get_current_model_quality_by_model_by_uuid(self): + model_uuid = uuid.uuid4() + current_uuid = uuid.uuid4() + current_metrics = db_mock.get_sample_current_metrics( + model_quality=db_mock.current_model_quality_dict + ) + model_quality = ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=ModelType.BINARY, + job_status=JobStatus.SUCCEEDED, + model_quality_data=current_metrics.model_quality, + ) + self.metrics_service.get_current_model_quality_by_model_by_uuid = MagicMock( + return_value=model_quality + ) + + res = self.client.get( + f'{self.prefix}/{model_uuid}/current/{current_uuid}/model-quality' + ) + assert res.status_code == 200 + assert jsonable_encoder(model_quality) == res.json() + self.metrics_service.get_current_model_quality_by_model_by_uuid.assert_called_once_with( + model_uuid, current_uuid + ) + + def test_get_current_data_quality_by_model_by_uuid(self): + model_uuid = uuid.uuid4() + current_uuid = uuid.uuid4() + current_metrics = db_mock.get_sample_current_metrics() + data_quality = DataQualityDTO.from_dict( + model_type=ModelType.BINARY, + job_status=JobStatus.SUCCEEDED, + data_quality_data=current_metrics.data_quality, + ) + self.metrics_service.get_current_data_quality_by_model_by_uuid = MagicMock( + return_value=data_quality + ) + + res = self.client.get( + f'{self.prefix}/{model_uuid}/current/{current_uuid}/data-quality' + ) + assert res.status_code == 200 + assert jsonable_encoder(data_quality) == res.json() + self.metrics_service.get_current_data_quality_by_model_by_uuid.assert_called_once_with( + model_uuid, current_uuid + ) diff --git a/api/tests/routes/model_route_test.py b/api/tests/routes/model_route_test.py new file mode 100644 index 00000000..32f737ab --- /dev/null +++ b/api/tests/routes/model_route_test.py @@ -0,0 +1,120 @@ +import unittest +from unittest.mock import MagicMock +import uuid + +from fastapi import FastAPI +from fastapi.encoders import jsonable_encoder +from fastapi_pagination import Page, Params +from starlette.testclient import TestClient + +from app.models.exceptions import ( + ErrorOut, + ModelError, + ModelInternalError, + ModelNotFoundError, + model_exception_handler, +) +from app.models.model_dto import ModelOut +from app.models.model_order import OrderType +from app.routes.model_route import ModelRoute +from app.services.model_service import ModelService +from tests.commons import db_mock + + +class ModelRouteTest(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.model_service = MagicMock(spec_set=ModelService) + cls.prefix = '/api/models' + + router = ModelRoute.get_router(cls.model_service) + + app = FastAPI(title='Radicalbit Platform', debug=True) + app.add_exception_handler(ModelError, model_exception_handler) + app.include_router(router, prefix=cls.prefix) + + cls.client = TestClient(app) + + def test_create_model(self): + model_in = db_mock.get_sample_model_in() + model = db_mock.get_sample_model() + model_out = ModelOut.from_model(model) + self.model_service.create_model = MagicMock(return_value=model_out) + + res = self.client.post( + f'{self.prefix}', + json=jsonable_encoder(model_in), + ) + + assert res.status_code == 201 + assert jsonable_encoder(model_out) == res.json() + self.model_service.create_model.assert_called_once_with(model_in) + + def test_get_model_by_uuid(self): + model = db_mock.get_sample_model() + model_out = ModelOut.from_model(model) + self.model_service.get_model_by_uuid = MagicMock(return_value=model_out) + + res = self.client.get(f'{self.prefix}/{model.uuid}') + assert res.status_code == 200 + assert jsonable_encoder(model_out) == res.json() + self.model_service.get_model_by_uuid.assert_called_once_with(model.uuid) + + def test_delete_model(self): + model = db_mock.get_sample_model() + model_out = ModelOut.from_model(model) + self.model_service.delete_model = MagicMock(return_value=model_out) + + res = self.client.delete(f'{self.prefix}/{model.uuid}') + assert res.status_code == 200 + assert jsonable_encoder(model_out) == res.json() + self.model_service.delete_model.assert_called_once_with(model.uuid) + + def test_get_all_models(self): + model1 = db_mock.get_sample_model(id=1, uuid=uuid.uuid4(), name='model1') + model2 = db_mock.get_sample_model(id=2, uuid=uuid.uuid4(), name='model2') + model3 = db_mock.get_sample_model(id=3, uuid=uuid.uuid4(), name='model3') + + sample_models_out = [ + ModelOut.from_model(model1), + ModelOut.from_model(model2), + ModelOut.from_model(model3), + ] + page = Page.create( + items=sample_models_out, total=len(sample_models_out), params=Params() + ) + self.model_service.get_all_models = MagicMock(return_value=page) + + res = self.client.get(f'{self.prefix}') + assert res.status_code == 200 + assert jsonable_encoder(page) == res.json() + self.model_service.get_all_models.assert_called_once_with( + params=Params(page=1, size=50), order=OrderType.ASC, sort=None + ) + + def test_exception_handler_model_internal_error(self): + model_in = db_mock.get_sample_model_in() + self.model_service.create_model = MagicMock( + side_effect=ModelInternalError('error') + ) + + res = self.client.post( + f'{self.prefix}', + json=jsonable_encoder(model_in), + ) + + assert res.status_code == 500 + assert jsonable_encoder(ErrorOut('error')) == res.json() + self.model_service.create_model.assert_called_once_with(model_in) + + def test_exception_handler_model_not_found_error(self): + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock( + side_effect=ModelNotFoundError('error') + ) + + res = self.client.get(f'{self.prefix}/{model.uuid}') + + assert res.status_code == 404 + assert jsonable_encoder(ErrorOut('error')) == res.json() + self.model_service.get_model_by_uuid.assert_called_once_with(model.uuid) diff --git a/api/tests/routes/upload_dataset_route_test.py b/api/tests/routes/upload_dataset_route_test.py new file mode 100644 index 00000000..b2c897db --- /dev/null +++ b/api/tests/routes/upload_dataset_route_test.py @@ -0,0 +1,142 @@ +import datetime +import unittest +from unittest.mock import MagicMock +import uuid + +from fastapi import FastAPI +from fastapi.encoders import jsonable_encoder +from fastapi_pagination import Page, Params +from starlette.testclient import TestClient + +from app.models.dataset_dto import ( + CurrentDatasetDTO, + FileReference, + OrderType, + ReferenceDatasetDTO, +) +from app.models.job_status import JobStatus +from app.routes.upload_dataset_route import UploadDatasetRoute +from app.services.file_service import FileService +from tests.commons import csv_file_mock as csv, db_mock + + +class UploadDatasetRouteTest(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.file_service = MagicMock(spec_set=FileService) + cls.prefix = '/api/models' + + router = UploadDatasetRoute.get_router(cls.file_service) + + app = FastAPI(title='Radicalbit Platform', debug=True) + app.include_router(router, prefix=cls.prefix) + + cls.client = TestClient(app) + + def test_upload_reference(self): + file = csv.get_correct_sample_csv_file() + model_uuid = uuid.uuid4() + upload_file_result = ReferenceDatasetDTO( + uuid=uuid.uuid4(), + model_uuid=model_uuid, + path='test', + date=str(datetime.datetime.now(tz=datetime.UTC)), + status=JobStatus.IMPORTING, + ) + self.file_service.upload_reference_file = MagicMock( + return_value=upload_file_result + ) + res = self.client.post( + f'{self.prefix}/{model_uuid}/reference/upload', + files={'csv_file': (file.filename, file.file)}, + ) + assert res.status_code == 200 + assert jsonable_encoder(upload_file_result) == res.json() + + def test_bind_reference(self): + file_ref = FileReference(file_url='/file') + model_uuid = uuid.uuid4() + upload_file_result = ReferenceDatasetDTO( + uuid=uuid.uuid4(), + model_uuid=model_uuid, + path='test', + date=str(datetime.datetime.now(tz=datetime.UTC)), + status=JobStatus.IMPORTING, + ) + self.file_service.bind_reference_file = MagicMock( + return_value=upload_file_result + ) + res = self.client.post( + f'{self.prefix}/{model_uuid}/reference/bind', + json=jsonable_encoder(file_ref), + ) + assert res.status_code == 200 + assert jsonable_encoder(upload_file_result) == res.json() + + def test_get_all_reference_datasets_by_model_uuid(self): + test_model_uuid = uuid.uuid4() + reference_upload_1 = db_mock.get_sample_reference_dataset( + model_uuid=test_model_uuid, path='reference/test_1.csv' + ) + reference_upload_2 = db_mock.get_sample_reference_dataset( + model_uuid=test_model_uuid, path='reference/test_2.csv' + ) + reference_upload_3 = db_mock.get_sample_reference_dataset( + model_uuid=test_model_uuid, path='reference/test_3.csv' + ) + + sample_results = [ + ReferenceDatasetDTO.from_reference_dataset(reference_upload_1), + ReferenceDatasetDTO.from_reference_dataset(reference_upload_2), + ReferenceDatasetDTO.from_reference_dataset(reference_upload_3), + ] + page = Page.create( + items=sample_results, total=len(sample_results), params=Params() + ) + self.file_service.get_all_reference_datasets_by_model_uuid = MagicMock( + return_value=page + ) + + res = self.client.get(f'{self.prefix}/{test_model_uuid}/reference') + assert res.status_code == 200 + assert jsonable_encoder(page) == res.json() + self.file_service.get_all_reference_datasets_by_model_uuid.assert_called_once_with( + test_model_uuid, + params=Params(page=1, size=50), + order=OrderType.ASC, + sort=None, + ) + + def test_get_all_current_datasets_by_model_uuid(self): + test_model_uuid = uuid.uuid4() + current_upload_1 = db_mock.get_sample_current_dataset( + model_uuid=test_model_uuid, path='reference/test_1.csv' + ) + current_upload_2 = db_mock.get_sample_current_dataset( + model_uuid=test_model_uuid, path='reference/test_2.csv' + ) + current_upload_3 = db_mock.get_sample_current_dataset( + model_uuid=test_model_uuid, path='reference/test_3.csv' + ) + + sample_results = [ + CurrentDatasetDTO.from_current_dataset(current_upload_1), + CurrentDatasetDTO.from_current_dataset(current_upload_2), + CurrentDatasetDTO.from_current_dataset(current_upload_3), + ] + page = Page.create( + items=sample_results, total=len(sample_results), params=Params() + ) + self.file_service.get_all_current_datasets_by_model_uuid = MagicMock( + return_value=page + ) + + res = self.client.get(f'{self.prefix}/{test_model_uuid}/current') + assert res.status_code == 200 + assert jsonable_encoder(page) == res.json() + self.file_service.get_all_current_datasets_by_model_uuid.assert_called_once_with( + test_model_uuid, + params=Params(page=1, size=50), + order=OrderType.ASC, + sort=None, + ) diff --git a/api/tests/services/__init__.py b/api/tests/services/__init__.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/api/tests/services/__init__.py @@ -0,0 +1 @@ + diff --git a/api/tests/services/file_service_test.py b/api/tests/services/file_service_test.py new file mode 100644 index 00000000..d63a3680 --- /dev/null +++ b/api/tests/services/file_service_test.py @@ -0,0 +1,307 @@ +import datetime +import unittest +from unittest.mock import MagicMock +import uuid +from uuid import uuid4 + +from fastapi import HTTPException +from fastapi_pagination import Page, Params +import pytest + +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.tables.current_dataset_table import CurrentDataset +from app.db.tables.reference_dataset_table import ReferenceDataset +from app.models.dataset_dto import CurrentDatasetDTO, FileReference, ReferenceDatasetDTO +from app.models.exceptions import InvalidFileException, ModelNotFoundError +from app.models.job_status import JobStatus +from app.models.model_dto import ModelOut +from app.services.file_service import FileService +from app.services.model_service import ModelService +from tests.commons import csv_file_mock as csv, db_mock +from tests.commons.db_mock import get_sample_reference_dataset + + +class FileServiceTest(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.rd_dao = MagicMock(spec_set=ReferenceDatasetDAO) + cls.cd_dao = MagicMock(spec_set=CurrentDatasetDAO) + cls.model_svc = MagicMock(spec_set=ModelService) + cls.s3_client = MagicMock() + cls.spark_k8s_client = MagicMock() + cls.files_service = FileService( + cls.rd_dao, cls.cd_dao, cls.model_svc, cls.s3_client, cls.spark_k8s_client + ) + cls.mocks = [ + cls.rd_dao, + cls.cd_dao, + cls.model_svc, + cls.s3_client, + cls.spark_k8s_client, + ] + + def test_validate_file_ok(self): + file = csv.get_correct_sample_csv_file() + self.files_service.validate_file(file, sep=',', columns=['Name', 'Age']) + + def test_validate_file_error(self): + file = csv.get_uncorrect_sample_csv_file() + with pytest.raises(InvalidFileException): + self.files_service.validate_file(file, sep=',', columns=['a', 'b']) + + def test_infer_schema_ok(self): + file = csv.get_correct_sample_csv_file() + schema = FileService.infer_schema(file) + + assert schema == csv.correct_schema() + + def test_infer_schema_error(self): + file = csv.get_uncorrect_sample_csv_file() + + with pytest.raises(Exception): + FileService.infer_schema(file) + + def test_infer_schema_separator(self): + file = csv.get_file_using_sep(';') + schema = FileService.infer_schema(file, sep=';') + assert schema == csv.correct_schema() + + def test_upload_reference_file_ok(self): + file = csv.get_correct_sample_csv_file() + dataset_uuid = uuid4() + model = db_mock.get_sample_model() + object_name = f'{str(model.uuid)}/reference/{dataset_uuid}/{file.filename}' + path = f's3://bucket/{object_name}' + inserted_file = ReferenceDataset( + uuid=dataset_uuid, + model_uuid=uuid4(), + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + status=JobStatus.IMPORTING, + ) + + self.model_svc.get_model_by_uuid = MagicMock( + return_value=ModelOut.from_model(model) + ) + self.s3_client.upload_fileobj = MagicMock() + self.rd_dao.get_reference_dataset_by_model_uuid = MagicMock(return_value=None) + self.rd_dao.insert_reference_dataset = MagicMock(return_value=inserted_file) + self.spark_k8s_client.submit_app = MagicMock() + + result = self.files_service.upload_reference_file(model.uuid, file) + + self.model_svc.get_model_by_uuid.assert_called_once() + self.rd_dao.get_reference_dataset_by_model_uuid.assert_called_once() + self.rd_dao.insert_reference_dataset.assert_called_once() + self.s3_client.upload_fileobj.assert_called_once() + self.spark_k8s_client.submit_app.assert_called_once() + assert result == ReferenceDatasetDTO.from_reference_dataset(inserted_file) + + def test_upload_reference_file_model_not_found(self): + file = csv.get_correct_sample_csv_file() + self.model_svc.get_model_by_uuid = MagicMock(return_value=None) + pytest.raises( + ModelNotFoundError, + self.files_service.upload_reference_file, + model_uuid, + file, + ) + + def test_bind_reference_file_model_not_found(self): + self.model_svc.get_model_by_uuid = MagicMock(return_value=None) + pytest.raises( + ModelNotFoundError, + self.files_service.bind_reference_file, + uuid.uuid4(), + FileReference(file_url='s3://some/file.csv'), + ) + + def test_upload_reference_file_already_exists(self): + file = csv.get_correct_sample_csv_file() + dataset_uuid = uuid4() + model = db_mock.get_sample_model() + object_name = f'{str(model.uuid)}/reference/{dataset_uuid}/{file.filename}' + path = f's3://bucket/{object_name}' + inserted_file = ReferenceDataset( + uuid=dataset_uuid, + model_uuid=uuid4(), + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + status=JobStatus.IMPORTING, + ) + + self.rd_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=inserted_file + ) + + pytest.raises( + HTTPException, self.files_service.upload_reference_file, model.uuid, file + ) + + def test_bind_reference_file_ok(self): + file_url = f's3://test-bucket/{model_uuid}/reference/test.csv' + file = FileReference(file_url=file_url) + model = db_mock.get_sample_model() + inserted_file = ReferenceDataset( + uuid=uuid4(), + model_uuid=model_uuid, + path=file_url, + date=datetime.datetime.now(tz=datetime.UTC), + status=JobStatus.IMPORTING, + ) + + self.model_svc.get_model_by_uuid = MagicMock( + return_value=ModelOut.from_model(model) + ) + + self.s3_client.head_object = MagicMock() + self.rd_dao.get_reference_dataset_by_model_uuid = MagicMock(return_value=None) + self.rd_dao.insert_reference_dataset = MagicMock(return_value=inserted_file) + + result = self.files_service.bind_reference_file(model_uuid, file) + + self.rd_dao.get_reference_dataset_by_model_uuid.assert_called_once() + self.rd_dao.insert_reference_dataset.assert_called_once() + self.s3_client.head_object.assert_called_once() + assert result == ReferenceDatasetDTO.from_reference_dataset(inserted_file) + + def test_bind_reference_file_already_exists(self): + file_url = f's3://test-bucket/{model_uuid}/reference/test.csv' + file = FileReference(file_url=file_url) + inserted_file = ReferenceDataset( + uuid=uuid4(), + model_uuid=model_uuid, + path=file_url, + date=datetime.datetime.now(tz=datetime.UTC), + status=JobStatus.IMPORTING, + ) + + self.rd_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=inserted_file + ) + + pytest.raises( + HTTPException, self.files_service.bind_reference_file, model_uuid, file + ) + + def test_upload_current_file_ok(self): + file = csv.get_current_sample_csv_file() + model = db_mock.get_sample_model( + features=[{'name': 'num1', 'type': 'int'}], + outputs={ + 'prediction': {'name': 'prediction', 'type': 'int'}, + 'prediction_proba': {'name': 'prediction_proba', 'type': 'int'}, + 'output': [{'name': 'num2', 'type': 'int'}], + }, + target={'name': 'target', 'type': 'int'}, + timestamp={'name': 'datetime', 'type': 'datetime'}, + ) + object_name = f'{str(model.uuid)}/current/{file.filename}' + path = f's3://bucket/{object_name}' + correlation_id_column = 'correlation_id' + inserted_file = CurrentDataset( + uuid=uuid4(), + model_uuid=model_uuid, + path=path, + date=datetime.datetime.now(tz=datetime.UTC), + correlation_id_column=correlation_id_column, + status=JobStatus.IMPORTING, + ) + reference_file = get_sample_reference_dataset(model_uuid=model_uuid) + + self.model_svc.get_model_by_uuid = MagicMock( + return_value=ModelOut.from_model(model) + ) + self.rd_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_file + ) + self.s3_client.upload_fileobj = MagicMock() + self.cd_dao.insert_current_dataset = MagicMock(return_value=inserted_file) + self.spark_k8s_client.submit_app = MagicMock() + + result = self.files_service.upload_current_file( + model.uuid, file, correlation_id_column + ) + + self.model_svc.get_model_by_uuid.assert_called_once() + self.rd_dao.get_reference_dataset_by_model_uuid.assert_called_once() + self.cd_dao.insert_current_dataset.assert_called_once() + self.s3_client.upload_fileobj.assert_called_once() + self.spark_k8s_client.submit_app.assert_called_once() + assert result == CurrentDatasetDTO.from_current_dataset(inserted_file) + + def test_upload_current_file_reference_file_not_found(self): + file = csv.get_correct_sample_csv_file() + correlation_id_column = 'correlation_id' + model = db_mock.get_sample_model() + self.model_svc.get_model_by_uuid = MagicMock(return_value=model) + self.rd_dao.get_reference_dataset_by_model_uuid = MagicMock(return_value=None) + pytest.raises( + ModelNotFoundError, + self.files_service.upload_current_file, + model_uuid, + file, + correlation_id_column, + ) + + def test_get_all_reference_datasets_by_model_uuid(self): + reference_upload_1 = db_mock.get_sample_reference_dataset( + model_uuid=model_uuid, path='reference/test_1.csv' + ) + reference_upload_2 = db_mock.get_sample_reference_dataset( + model_uuid=model_uuid, path='reference/test_2.csv' + ) + reference_upload_3 = db_mock.get_sample_reference_dataset( + model_uuid=model_uuid, path='reference/test_3.csv' + ) + + sample_results = [reference_upload_1, reference_upload_2, reference_upload_3] + page = Page.create( + sample_results, total=len(sample_results), params=Params(page=1, size=10) + ) + self.rd_dao.get_all_reference_datasets_by_model_uuid = MagicMock( + return_value=page + ) + + result = self.files_service.get_all_reference_datasets_by_model_uuid( + model_uuid, Params(page=1, size=10) + ) + + assert result.total == 3 + assert len(result.items) == 3 + assert result.items[0].model_uuid == model_uuid + assert result.items[1].model_uuid == model_uuid + assert result.items[2].model_uuid == model_uuid + + def test_get_all_current_datasets_by_model_uuid(self): + current_upload_1 = db_mock.get_sample_current_dataset( + model_uuid=model_uuid, path='reference/test_1.csv' + ) + current_upload_2 = db_mock.get_sample_current_dataset( + model_uuid=model_uuid, path='reference/test_2.csv' + ) + current_upload_3 = db_mock.get_sample_current_dataset( + model_uuid=model_uuid, path='reference/test_3.csv' + ) + + sample_results = [current_upload_1, current_upload_2, current_upload_3] + page = Page.create( + sample_results, total=len(sample_results), params=Params(page=1, size=10) + ) + self.cd_dao.get_all_current_datasets_by_model_uuid = MagicMock( + return_value=page + ) + + result = self.files_service.get_all_current_datasets_by_model_uuid( + model_uuid, Params(page=1, size=10) + ) + + assert result.total == 3 + assert len(result.items) == 3 + assert result.items[0].model_uuid == model_uuid + assert result.items[1].model_uuid == model_uuid + assert result.items[2].model_uuid == model_uuid + + +model_uuid = db_mock.MODEL_UUID diff --git a/api/tests/services/metrics_service_test.py b/api/tests/services/metrics_service_test.py new file mode 100644 index 00000000..841b8d8f --- /dev/null +++ b/api/tests/services/metrics_service_test.py @@ -0,0 +1,497 @@ +from datetime import datetime +import unittest +from unittest.mock import MagicMock + +import pytest + +from app.db.dao.current_dataset_dao import CurrentDatasetDAO +from app.db.dao.current_dataset_metrics_dao import CurrentDatasetMetricsDAO +from app.db.dao.reference_dataset_dao import ReferenceDatasetDAO +from app.db.dao.reference_dataset_metrics_dao import ReferenceDatasetMetricsDAO +from app.models.dataset_type import DatasetType +from app.models.exceptions import MetricsBadRequestError +from app.models.job_status import JobStatus +from app.models.metrics.data_quality_dto import DataQualityDTO +from app.models.metrics.drift_dto import DriftDTO +from app.models.metrics.model_quality_dto import ModelQualityDTO +from app.models.metrics.statistics_dto import StatisticsDTO +from app.services.metrics_service import MetricsService +from app.services.model_service import ModelService +from tests.commons import db_mock + + +class MetricsServiceTest(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.reference_metrics_dao: ReferenceDatasetMetricsDAO = MagicMock( + spec_set=ReferenceDatasetMetricsDAO + ) + cls.reference_dataset_dao: ReferenceDatasetDAO = MagicMock( + spec_set=ReferenceDatasetDAO + ) + cls.current_metrics_dao: CurrentDatasetMetricsDAO = MagicMock( + spec_set=CurrentDatasetMetricsDAO + ) + cls.current_dataset_dao: CurrentDatasetDAO = MagicMock( + spec_set=CurrentDatasetDAO + ) + cls.model_service: ModelService = MagicMock(spec_set=ModelService) + cls.metrics_service = MetricsService( + reference_dataset_metrics_dao=cls.reference_metrics_dao, + reference_dataset_dao=cls.reference_dataset_dao, + current_dataset_metrics_dao=cls.current_metrics_dao, + current_dataset_dao=cls.current_dataset_dao, + model_service=cls.model_service, + ) + cls.mocks = [ + cls.reference_metrics_dao, + cls.reference_dataset_dao, + cls.current_metrics_dao, + cls.current_dataset_dao, + ] + + def test_get_reference_statistics_by_model_by_uuid(self): + status = JobStatus.SUCCEEDED + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + reference_metrics = db_mock.get_sample_reference_metrics() + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid = MagicMock( + return_value=reference_metrics + ) + res = self.metrics_service.get_reference_statistics_by_model_by_uuid(model_uuid) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == StatisticsDTO.from_dict( + job_status=status, + date=reference_dataset.date, + statistics_data=reference_metrics.statistics, + ) + + def test_get_empty_reference_statistics_by_model_by_uuid(self): + status = JobStatus.IMPORTING + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + res = self.metrics_service.get_reference_statistics_by_model_by_uuid(model_uuid) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == StatisticsDTO.from_dict( + job_status=status, + date=reference_dataset.date, + statistics_data=None, + ) + + def test_get_missing_reference_statistics_by_model_by_uuid(self): + status = JobStatus.MISSING_REFERENCE + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=None + ) + res = self.metrics_service.get_reference_statistics_by_model_by_uuid(model_uuid) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == StatisticsDTO.from_dict( + job_status=status, + date=datetime.strptime(res.date, '%Y-%m-%dT%H:%M:%S.%f%z'), + statistics_data=None, + ) + + def test_get_reference_statistics_by_model_by_uuid_bad_request(self): + status = JobStatus.SUCCEEDED + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid = MagicMock( + return_value=None + ) + pytest.raises( + MetricsBadRequestError, + self.metrics_service.get_reference_statistics_by_model_by_uuid, + model_uuid, + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid.assert_called_once_with( + model_uuid + ) + + def test_get_reference_binary_class_model_quality_by_model_by_uuid(self): + status = JobStatus.SUCCEEDED + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + reference_metrics = db_mock.get_sample_reference_metrics() + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid = MagicMock( + return_value=reference_metrics + ) + res = self.metrics_service.get_reference_model_quality_by_model_by_uuid( + model_uuid + ) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == ModelQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + model_quality_data=reference_metrics.model_quality, + ) + + def test_get_empty_reference_model_quality_by_model_by_uuid(self): + status = JobStatus.IMPORTING + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + res = self.metrics_service.get_reference_model_quality_by_model_by_uuid( + model_uuid + ) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == ModelQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + model_quality_data=None, + ) + + def test_get_reference_binary_class_data_quality_by_model_by_uuid(self): + status = JobStatus.SUCCEEDED + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + reference_metrics = db_mock.get_sample_reference_metrics() + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid = MagicMock( + return_value=reference_metrics + ) + res = self.metrics_service.get_reference_data_quality_by_model_by_uuid( + model_uuid + ) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + self.reference_metrics_dao.get_reference_metrics_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + data_quality_data=reference_metrics.data_quality, + ) + + def test_get_empty_reference_data_quality_by_model_by_uuid(self): + status = JobStatus.IMPORTING + reference_dataset = db_mock.get_sample_reference_dataset(status=status.value) + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid = MagicMock( + return_value=reference_dataset + ) + res = self.metrics_service.get_reference_data_quality_by_model_by_uuid( + model_uuid + ) + self.reference_dataset_dao.get_reference_dataset_by_model_uuid.assert_called_once_with( + model_uuid + ) + + assert res == DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=reference_dataset.status, + data_quality_data=None, + ) + + def test_get_current_statistics_by_model_by_uuid(self): + status = JobStatus.SUCCEEDED + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + current_metrics = db_mock.get_sample_current_metrics() + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid = MagicMock( + return_value=current_metrics + ) + res = self.metrics_service.get_current_statistics_by_model_by_uuid( + model_uuid, current_dataset.uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + assert res == StatisticsDTO.from_dict( + job_status=status, + date=current_dataset.date, + statistics_data=current_metrics.statistics, + ) + + def test_get_empty_current_statistics_by_model_by_uuid(self): + status = JobStatus.IMPORTING + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + res = self.metrics_service.get_current_statistics_by_model_by_uuid( + model_uuid, current_dataset.uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + assert res == StatisticsDTO.from_dict( + job_status=status, + date=current_dataset.date, + statistics_data=None, + ) + + def test_get_missing_current_statistics_by_model_by_uuid(self): + status = JobStatus.MISSING_CURRENT + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=None + ) + res = self.metrics_service.get_current_statistics_by_model_by_uuid( + model_uuid, current_uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_uuid + ) + + assert res == StatisticsDTO.from_dict( + job_status=status, + date=datetime.strptime(res.date, '%Y-%m-%dT%H:%M:%S.%f%z'), + statistics_data=None, + ) + + def test_get_current_statistics_by_model_by_uuid_bad_request(self): + status = JobStatus.SUCCEEDED + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid = MagicMock( + return_value=None + ) + pytest.raises( + MetricsBadRequestError, + self.metrics_service.get_current_statistics_by_model_by_uuid, + model_uuid, + current_dataset.uuid, + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + def test_get_current_drift(self): + status = JobStatus.SUCCEEDED + model = db_mock.get_sample_model() + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + current_metrics = db_mock.get_sample_current_metrics() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid = MagicMock( + return_value=current_metrics + ) + res = self.metrics_service.get_current_drift(model.uuid, current_dataset.uuid) + self.model_service.get_model_by_uuid.assert_called_once_with(model.uuid) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model.uuid, current_dataset.uuid + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid.assert_called_once_with( + model.uuid, current_dataset.uuid + ) + + assert res == DriftDTO.from_dict( + job_status=status, + model_type=model.model_type, + drift_data=current_metrics.drift, + ) + + def test_get_empty_current_drift(self): + status = JobStatus.IMPORTING + model = db_mock.get_sample_model() + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + res = self.metrics_service.get_current_drift(model.uuid, current_dataset.uuid) + self.model_service.get_model_by_uuid.assert_called_once_with(model.uuid) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model.uuid, current_dataset.uuid + ) + + assert res == DriftDTO.from_dict( + job_status=status, + model_type=model.model_type, + drift_data=None, + ) + + def test_get_missing_current_drift(self): + status = JobStatus.MISSING_CURRENT + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=None + ) + res = self.metrics_service.get_current_drift(model_uuid, current_uuid) + self.model_service.get_model_by_uuid.assert_called_once_with(model.uuid) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_uuid + ) + + assert res == DriftDTO.from_dict( + job_status=status, + model_type=model.model_type, + drift_data=None, + ) + + def test_get_current_drift_bad_request(self): + status = JobStatus.SUCCEEDED + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid = MagicMock( + return_value=None + ) + pytest.raises( + MetricsBadRequestError, + self.metrics_service.get_current_drift, + model_uuid, + current_dataset.uuid, + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + def test_get_current_binary_class_data_quality_by_model_by_uuid(self): + status = JobStatus.SUCCEEDED + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + current_metrics = db_mock.get_sample_current_metrics() + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid = MagicMock( + return_value=current_metrics + ) + res = self.metrics_service.get_current_data_quality_by_model_by_uuid( + model_uuid, current_dataset.uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + assert res == DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=current_dataset.status, + data_quality_data=current_metrics.data_quality, + ) + + def test_get_empty_current_data_quality_by_model_by_uuid(self): + status = JobStatus.IMPORTING + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + res = self.metrics_service.get_current_data_quality_by_model_by_uuid( + model_uuid, current_dataset.uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + assert res == DataQualityDTO.from_dict( + model_type=model.model_type, + job_status=current_dataset.status, + data_quality_data=None, + ) + + def test_get_current_binary_class_model_quality_by_model_by_uuid(self): + status = JobStatus.SUCCEEDED + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + current_metrics = db_mock.get_sample_current_metrics( + model_quality=db_mock.current_model_quality_dict + ) + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid = MagicMock( + return_value=current_metrics + ) + res = self.metrics_service.get_current_model_quality_by_model_by_uuid( + model_uuid, current_dataset.uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + self.current_metrics_dao.get_current_metrics_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + assert res == ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=model.model_type, + job_status=current_dataset.status, + model_quality_data=current_metrics.model_quality, + ) + + def test_get_empty_current_model_quality_by_model_by_uuid(self): + status = JobStatus.IMPORTING + current_dataset = db_mock.get_sample_current_dataset(status=status.value) + model = db_mock.get_sample_model() + self.model_service.get_model_by_uuid = MagicMock(return_value=model) + self.current_dataset_dao.get_current_dataset_by_model_uuid = MagicMock( + return_value=current_dataset + ) + res = self.metrics_service.get_current_model_quality_by_model_by_uuid( + model_uuid, current_dataset.uuid + ) + self.current_dataset_dao.get_current_dataset_by_model_uuid.assert_called_once_with( + model_uuid, current_dataset.uuid + ) + + assert res == ModelQualityDTO.from_dict( + dataset_type=DatasetType.CURRENT, + model_type=model.model_type, + job_status=current_dataset.status, + model_quality_data=None, + ) + + +model_uuid = db_mock.MODEL_UUID +current_uuid = db_mock.CURRENT_UUID diff --git a/api/tests/services/model_service_test.py b/api/tests/services/model_service_test.py new file mode 100644 index 00000000..72e55cb1 --- /dev/null +++ b/api/tests/services/model_service_test.py @@ -0,0 +1,85 @@ +import unittest +from unittest.mock import MagicMock +import uuid + +from fastapi_pagination import Page, Params +import pytest + +from app.db.dao.model_dao import ModelDAO +from app.models.exceptions import ModelNotFoundError +from app.models.model_dto import ModelOut +from app.models.model_order import OrderType +from app.services.model_service import ModelService +from tests.commons import db_mock + + +class ModelServiceTest(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.model_dao: ModelDAO = MagicMock(spec_set=ModelDAO) + cls.model_service = ModelService(cls.model_dao) + cls.mocks = [cls.model_dao] + + def test_create_model_ok(self): + model = db_mock.get_sample_model() + self.model_dao.insert = MagicMock(return_value=model) + model_in = db_mock.get_sample_model_in() + res = self.model_service.create_model(model_in) + self.model_dao.insert.assert_called_once() + + assert res == ModelOut.from_model(model) + + def test_get_model_by_uuid_ok(self): + model = db_mock.get_sample_model() + self.model_dao.get_by_uuid = MagicMock(return_value=model) + res = self.model_service.get_model_by_uuid(model_uuid) + self.model_dao.get_by_uuid.assert_called_once() + + assert res == ModelOut.from_model(model) + + def test_get_model_by_uuid_not_found(self): + self.model_dao.get_by_uuid = MagicMock(return_value=None) + pytest.raises( + ModelNotFoundError, self.model_service.get_model_by_uuid, model_uuid + ) + self.model_dao.get_by_uuid.assert_called_once() + + def test_delete_model_ok(self): + model = db_mock.get_sample_model() + self.model_dao.get_by_uuid = MagicMock(return_value=model) + res = self.model_service.delete_model(model_uuid) + self.model_dao.get_by_uuid.assert_called_once_with(model.uuid) + self.model_dao.delete.assert_called_once_with(model.uuid) + + assert res == ModelOut.from_model(model) + + def test_get_all_models_ok(self): + model1 = db_mock.get_sample_model(id=1, uuid=uuid.uuid4(), name='model1') + model2 = db_mock.get_sample_model(id=2, uuid=uuid.uuid4(), name='model2') + model3 = db_mock.get_sample_model(id=3, uuid=uuid.uuid4(), name='model3') + sample_models = [model1, model2, model3] + page = Page.create( + sample_models, + total=len(sample_models), + params=Params(page=1, size=10), + order=OrderType.ASC, + sort=None, + ) + self.model_dao.get_all = MagicMock(return_value=page) + + result = self.model_service.get_all_models( + params=Params(page=1, size=10), order=OrderType.ASC, sort=None + ) + + self.model_dao.get_all.assert_called_once_with( + params=Params(page=1, size=10), order=OrderType.ASC, sort=None + ) + + assert result.total == 3 + assert len(result.items) == 3 + assert result.items[0].name == 'model1' + assert result.items[1].name == 'model2' + assert result.items[2].name == 'model3' + + +model_uuid = db_mock.MODEL_UUID diff --git a/docker-compose.yaml b/docker-compose.yaml new file mode 100644 index 00000000..06975ad4 --- /dev/null +++ b/docker-compose.yaml @@ -0,0 +1,178 @@ +services: + ui: + profiles: ["ui"] + build: + context: ./ui + target: build + command: yarn start:local + develop: + watch: + - path: ./ui/src + action: rebuild + depends_on: + api: + condition: service_healthy + ports: + - 5173:5173 + + api: + build: ./api + ports: + - 9000:9000 + develop: + watch: + - path: ./api/app + action: rebuild + environment: + DB_HOST: "postgres" + DB_PORT: 5432 + DB_USER: "postgres" + DB_PWD: "postgres" + DB_NAME: "radicalbit" + AWS_ACCESS_KEY_ID: "minio" + AWS_SECRET_ACCESS_KEY: "minio123" + AWS_REGION: "us-east-1" + S3_ENDPOINT_URL: "http://minio:9000" + S3_BUCKET_NAME: "test-bucket" + KUBECONFIG_FILE_PATH: "/opt/kubeconfig/kubeconfig.yaml" + depends_on: + postgres: + condition: service_healthy + migrations: + condition: service_completed_successfully + createbuckets: + condition: service_completed_successfully + healthcheck: + test: [ "CMD-SHELL", "curl -s http://localhost:9000/healthcheck" ] + interval: 5s + timeout: 5s + retries: 5 + volumes: + - ./docker/k3s_data/kubeconfig/kubeconfig.yaml:/opt/kubeconfig/kubeconfig.yaml + + migrations: + container_name: migrations + build: + context: ./api + dockerfile: ./migrations.Dockerfile + environment: + DB_HOST: "postgres" + DB_PORT: 5432 + DB_USER: "postgres" + DB_PWD: "postgres" + DB_NAME: "radicalbit" + depends_on: + postgres: + condition: service_healthy + volumes: + - ./api/alembic:/app/alembic + - ./api/app/db/tables:/app/app/db/tables + + postgres: + image: postgres:latest + container_name: postgres-container + ports: + - 5432:5432 + environment: + POSTGRES_DB: radicalbit + POSTGRES_PASSWORD: postgres + volumes: + - radicalbit-data:/var/lib/postgresql/data + healthcheck: + test: [ "CMD-SHELL", "pg_isready -U postgres" ] + interval: 5s + timeout: 5s + retries: 5 + + adminer: + image: adminer:latest + ports: + - 8090:8080 + depends_on: + postgres: + condition: service_healthy + + minio: + image: minio/minio + ports: + - "9090:9000" + - "9091:9001" + volumes: + - minio_storage:/data + environment: + MINIO_ROOT_USER: minio + MINIO_ROOT_PASSWORD: minio123 + command: server --console-address ":9001" /data + healthcheck: + test: timeout 5s bash -c ':> /dev/tcp/127.0.0.1/9000' || exit 1 + start_period: 5s + interval: 10s + timeout: 5s + retries: 2 + + createbuckets: + image: minio/mc + depends_on: + minio: + condition: service_healthy + entrypoint: > + /bin/sh -c " + /usr/bin/mc alias set myminio http://minio:9000 minio minio123; + /usr/bin/mc mb myminio/test-bucket; + /usr/bin/mc policy set public myminio/test-bucket; + exit 0; + " + + k3s: + image: rancher/k3s:v1.30.1-k3s1 + networks: + - default + entrypoint: /bin/sh + command: "-c /opt/entrypoint/entrypoint.sh" + tmpfs: + - /run + - /var/run + ulimits: + nproc: 65535 + nofile: + soft: 65535 + hard: 65535 + privileged: true + restart: no + environment: + K3S_KUBECONFIG_OUTPUT: /output/kubeconfig.yaml + K3S_KUBECONFIG_MODE: 666 + volumes: + - k3s-server:/var/lib/rancher/k3s + # This is just so that we get the kubeconfig file out + - ./docker/k3s_data/kubeconfig:/output + # Init spark needed resources, add other custom yaml file here below if needed (e.g. secrets) + - ./docker/k3s_data/manifests/spark-init.yaml:/var/lib/rancher/k3s/server/manifests/spark-init.yaml + # Mount entrypoint + - ./docker/k3s_data/init/entrypoint.sh:/opt/entrypoint/entrypoint.sh + expose: + - "6443" # Kubernetes API Server + - "80" # Ingress controller port 80 + - "443" # Ingress controller port 443 + ports: + - 6443:6443 + + k9s: + profiles: ["k9s"] + image: quay.io/derailed/k9s:latest + stdin_open: true + tty: true + command: -A + volumes: + - ./docker/k3s_data/kubeconfig/kubeconfig.yaml:/root/.kube/config + +volumes: + k3s-server: {} + radicalbit-data: {} + minio_storage: {} +networks: + default: + ipam: + driver: default + config: + - subnet: "172.98.0.0/16" # Self-defined subnet on local machine \ No newline at end of file diff --git a/docker/k3s_data/init/entrypoint.sh b/docker/k3s_data/init/entrypoint.sh new file mode 100755 index 00000000..2209c6b3 --- /dev/null +++ b/docker/k3s_data/init/entrypoint.sh @@ -0,0 +1,46 @@ +#!/bin/sh + +# Issue https://github.com/k3s-io/k3s/issues/5123 +# Solution https://github.com/k3d-io/k3d/blob/main/pkg/types/fixes/assets/k3d-entrypoint-cgroupv2.sh + +set -o errexit +set -o nounset + +######################################################################################################################################### +# DISCLAIMER # +# Copied from https://github.com/moby/moby/blob/ed89041433a031cafc0a0f19cfe573c31688d377/hack/dind#L28-L37 # +# Permission granted by Akihiro Suda (https://github.com/k3d-io/k3d/issues/493#issuecomment-827405962) # +# Moby License Apache 2.0: https://github.com/moby/moby/blob/ed89041433a031cafc0a0f19cfe573c31688d377/LICENSE # +######################################################################################################################################### +if [ -f /sys/fs/cgroup/cgroup.controllers ]; then + echo "[$(date -Iseconds)] [CgroupV2 Fix] Evacuating Root Cgroup ..." + # move the processes from the root group to the /init group, + # otherwise writing subtree_control fails with EBUSY. + mkdir -p /sys/fs/cgroup/init + busybox xargs -rn1 < /sys/fs/cgroup/cgroup.procs > /sys/fs/cgroup/init/cgroup.procs || : + # enable controllers + sed -e 's/ / +/g' -e 's/^/+/' <"/sys/fs/cgroup/cgroup.controllers" >"/sys/fs/cgroup/cgroup.subtree_control" + echo "[$(date -Iseconds)] [CgroupV2 Fix] Done" +fi + +# Enable k3s to resolve docker DNS (k3s can connect to postgres that is outside the cluster but in docker compose) +# Source https://github.com/corneliusludmann/k3s-docker-compose-dns + +# Add IP tables rules to access Docker's internal DNS 127.0.0.11 from outside +# based on https://serverfault.com/a/826424 + +TCP_DNS_ADDR=$(iptables-save | grep DOCKER_OUTPUT | grep tcp | grep -o '127\.0\.0\.11:.*$') +UDP_DNS_ADDR=$(iptables-save | grep DOCKER_OUTPUT | grep udp | grep -o '127\.0\.0\.11:.*$') + +iptables -t nat -A PREROUTING -p tcp --dport 53 -j DNAT --to "$TCP_DNS_ADDR" +iptables -t nat -A PREROUTING -p udp --dport 53 -j DNAT --to "$UDP_DNS_ADDR" + + +# Add this IP to resolv.conf since CoreDNS of k3s uses this file + +TMP_FILE=$(mktemp) +sed "/nameserver.*/ a nameserver $(hostname -i | cut -f1 -d' ')" /etc/resolv.conf > "$TMP_FILE" +cp "$TMP_FILE" /etc/resolv.conf +rm "$TMP_FILE" + +/bin/k3s server --bind-address k3s --tls-san 127.0.0.1 --kubelet-arg=runtime-request-timeout=10m0s \ No newline at end of file diff --git a/docker/k3s_data/manifests/spark-init.yaml b/docker/k3s_data/manifests/spark-init.yaml new file mode 100644 index 00000000..78dda752 --- /dev/null +++ b/docker/k3s_data/manifests/spark-init.yaml @@ -0,0 +1,23 @@ +apiVersion: v1 +kind: Namespace +metadata: + name: spark +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + name: spark + namespace: spark +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + name: spark-role +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: edit +subjects: +- kind: ServiceAccount + name: spark + namespace: spark diff --git a/docs/.gitignore b/docs/.gitignore new file mode 100644 index 00000000..b2d6de30 --- /dev/null +++ b/docs/.gitignore @@ -0,0 +1,20 @@ +# Dependencies +/node_modules + +# Production +/build + +# Generated files +.docusaurus +.cache-loader + +# Misc +.DS_Store +.env.local +.env.development.local +.env.test.local +.env.production.local + +npm-debug.log* +yarn-debug.log* +yarn-error.log* diff --git a/docs/README.md b/docs/README.md new file mode 100644 index 00000000..483e8a51 --- /dev/null +++ b/docs/README.md @@ -0,0 +1,47 @@ +# Website + +This website is built using [Docusaurus](https://docusaurus.io/), a modern static website generator. + +### Installation + +``` +yarn +``` + +or you can use npm + +``` +npm install docusaurus +``` + +### Local Development + +``` +yarn start +``` + +This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server. + +### Build + +``` +yarn build +``` + +This command generates static content into the `build` directory and can be served using any static contents hosting service. + +### Deployment + +Using SSH: + +``` +USE_SSH=true yarn deploy +``` + +Not using SSH: + +``` +GIT_USER= yarn deploy +``` + +If you are using GitHub pages for hosting, this command is a convenient way to build the website and push to the `gh-pages` branch. diff --git a/docs/babel.config.js b/docs/babel.config.js new file mode 100644 index 00000000..e00595da --- /dev/null +++ b/docs/babel.config.js @@ -0,0 +1,3 @@ +module.exports = { + presets: [require.resolve('@docusaurus/core/lib/babel/preset')], +}; diff --git a/docs/docs/community/_category_.json b/docs/docs/community/_category_.json new file mode 100644 index 00000000..0806e03d --- /dev/null +++ b/docs/docs/community/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "Community", + "position": 4, + "link": { + "type": "generated-index", + "description": "Join the Community." + } +} diff --git a/docs/docs/community/community.md b/docs/docs/community/community.md new file mode 100644 index 00000000..e69de29b diff --git a/docs/docs/contributing/_category_.json b/docs/docs/contributing/_category_.json new file mode 100644 index 00000000..878312e9 --- /dev/null +++ b/docs/docs/contributing/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "Contributing", + "position": 3, + "link": { + "type": "generated-index", + "description": "How to contribute." + } +} diff --git a/docs/docs/contributing/contribute.md b/docs/docs/contributing/contribute.md new file mode 100644 index 00000000..e69de29b diff --git a/docs/docs/getting-started/_category_.json b/docs/docs/getting-started/_category_.json new file mode 100644 index 00000000..ed1fa821 --- /dev/null +++ b/docs/docs/getting-started/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "Getting Started", + "position": 2, + "link": { + "type": "generated-index", + "description": "Getting started with the AI Monitoring Platform." + } +} diff --git a/docs/docs/index.md b/docs/docs/index.md new file mode 100644 index 00000000..092f254f --- /dev/null +++ b/docs/docs/index.md @@ -0,0 +1,28 @@ +--- +sidebar_position: 1 +--- + +# Introduction +Let's discover the **Radicalbit AI Monitoring Platform** in less than 5 minutes. + +## Welcome! +This platform provides a comprehensive solution for monitoring and observing your Artificial Intelligence (AI) models in production. + +### Why Monitor AI Models? +While models often perform well during development and validation, their effectiveness can degrade over time in production due to various factors like data shifts or concept drift. The Radicalbit AI Monitor platform helps you proactively identify and address potential performance issues. + +### Key Functionalities +The platform provides comprehensive monitoring capabilities to ensure optimal performance of your AI models in production. It analyzes both your reference dataset (used for pre-production validation) and the current datasets in use, allowing you to put under control: +* **Data Quality:** evaluate the quality of your data, as high-quality data is crucial for maintaining optimal model performance. The platform analyzes both numerical and categorical features in your dataset to provide insights into + * *data distribution* + * *missing values* + * *target variable distribution* (for supervised learning). + +* **Model Quality Monitoring:** the platform provides a comprehensive suite of metrics specifically designed at the moment for binary classification models. These metrics include: + * *Accuracy, Precision, Recall, and F1:* These metrics provide different perspectives on how well your model is classifying positive and negative cases. + * *False/True Negative/Positive Rates and Confusion Matrix:* These offer a detailed breakdown of your model's classification performance, including the number of correctly and incorrectly classified instances. + * *AUC-ROC and PR AUC:* These are performance curves that help visualize your model's ability to discriminate between positive and negative classes. +* **Model Drift Detection:** analyze model drift, which occurs when the underlying data distribution changes over time and can affect model accuracy. + +### Current Scope and Future Plans +This initial version focuses on binary classification models. Support for additional model types is planned for future releases. diff --git a/docs/docs/quickstart-tour/_category_.json b/docs/docs/quickstart-tour/_category_.json new file mode 100644 index 00000000..6132dece --- /dev/null +++ b/docs/docs/quickstart-tour/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "Quickstart Tour", + "position": 2, + "link": { + "type": "generated-index", + "description": "Quickstart the AI Monitoring Platform." + } +} diff --git a/docs/docs/quickstart-tour/quickstart.md b/docs/docs/quickstart-tour/quickstart.md new file mode 100644 index 00000000..e69de29b diff --git a/docs/docs/user-guide/_category_.json b/docs/docs/user-guide/_category_.json new file mode 100644 index 00000000..2294fcee --- /dev/null +++ b/docs/docs/user-guide/_category_.json @@ -0,0 +1,8 @@ +{ + "label": "User Guide", + "position": 1, + "link": { + "type": "generated-index", + "description": "Learn how to install and use the AI Monitoring Platform." + } +} diff --git a/docs/docs/user-guide/installation.md b/docs/docs/user-guide/installation.md new file mode 100644 index 00000000..f8ee2f8a --- /dev/null +++ b/docs/docs/user-guide/installation.md @@ -0,0 +1,85 @@ +--- +sidebar_position: 1 +--- + +# Installation +The platform is composed by different modules +* **UI:** the front-end application +* **API:** the back-end application +* **Processing:** the Spark jobs +* **SDK:** the Python SDK + +## Development & Testing with Docker Compose +You can easily run the platform locally using Docker and the provided Docker Compose file. + +**Important:** This setup is intended for development and testing only, not for production environments. + +### Prerequisites +To run the platform successfully, you'll need to have both Docker and Docker Compose installed on your machine. + +### Procedure +Once you've installed Docker and Docker Compose, clone the repository to your local machine: + +```bash +git clone git@github.com:radicalbit/radicalbit-ai-monitoring.git +``` + +This repository provides a Docker Compose file to set up the platform locally alongside a Rancher Kubernetes cluster. This allows you to deploy Spark jobs within the cluster. + +For streamlined development and testing, you can execute these steps to run the platform locally without the graphical user interface: + +```bash +docker compose up +``` + +If you want to access the platform's user interface (UI): + +```bash +docker compose --profile ui up --force-recreate +``` + +After all containers are up and running, you can access the platform at [http://localhost:5173](http://localhost:5173) to start using it. + +*Notes: The `--force-recreate` flag forces Docker Compose to restart all containers, even if running. This is useful when making configuration or image changes and wanting a fresh start. [More info](https://docs.docker.com/reference/cli/docker/compose/up/)* + +#### Start from a clean workspace +To ensure a clean environment for running the platform, it's recommended to remove any existing named volumes and container images related to previous runs. You can find detailed information about this process in the [Docker Compose documentation](https://docs.docker.com/reference/cli/docker/compose/down/) + +```bash +docker compose down -v --rmi all +``` + +The `-v` flag is optional but recommended in this case. It removes any named volumes associated with the platform, such as those used for storing data from services like Postgres or Kubernetes. The `--rmi all` flag also removes all images that were defined in the Docker Compose file. By default, `docker-compose down` only removes running containers, so these flags ensure a clean state for starting the platform. + +If you want to delete just volume data run: + +```bash +docker compose down -v +``` + +#### Accessing the Kubernetes Cluster +The platform creates a Kubernetes cluster for managing deployments. You can connect and interact with this cluster from your local machine using tools like Lens or `kubectl`. + +##### Using the kubeconfig File +A file named `kubeconfig.yaml` is automatically generated within the directory `./docker/k3s_data/kubeconfig/` when the platform starts. This file contains sensitive information used to authenticate with the Kubernetes cluster. + +##### Security Considerations (Important!) +*Do not modify the original `kubeconfig.yaml` file.* Modifying the server address within the original file can potentially expose the cluster to unauthorized access from outside your local machine. + +*Instead, create a copy of the `kubeconfig.yaml` file and modify the copy for local use.* This ensures the original file with the default server address remains secure. + +##### Here's how to connect to the cluster: +1. Copy the `kubeconfig.yaml` file to a desired location on your local machine. +1. Edit the copied file and replace the server address `https://k3s:6443` with `https://127.0.0.1:6443`. This points the kubeconfig file to the local Kubernetes cluster running on your machine. +1. Use the modified `kubeconfig.yaml` file with tools like Lens or `kubectl` to interact with the cluster. + +#### Using Real AWS Credentials +In order to use a real AWS instead of MinIO is necessary to modify the environment variables of the api container, putting real `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY`, `AWS_REGION` and `S3_BUCKET_NAME` and removing `S3_ENDPOINT_URL`. + +#### Teardown +To clean the environment or if something happens and a clean start is needed: + +* Stop the docker compose +* Remove all containers +* Remove the volume +* Delete the `./docker/k3s_data/kubeconfig` folder \ No newline at end of file diff --git a/docs/docusaurus.config.js b/docs/docusaurus.config.js new file mode 100644 index 00000000..76135e6e --- /dev/null +++ b/docs/docusaurus.config.js @@ -0,0 +1,131 @@ +// @ts-check +// `@type` JSDoc annotations allow editor autocompletion and type checking +// (when paired with `@ts-check`). +// There are various equivalent ways to declare your Docusaurus config. +// See: https://docusaurus.io/docs/api/docusaurus-config + +import {themes as prismThemes} from 'prism-react-renderer'; + +// x-release-please-start-version +const VERSION = '0.8.1'; +// x-release-please-end + +/** @type {import('@docusaurus/types').Config} */ +const config = { + title: 'Radicalbit AI Monitoring', + tagline: 'Dinosaurs are cool', + favicon: 'img/favicon.ico', + + // Set the production url of your site here + url: 'https://docs.oss-monitoring.radicalbit.ai/', + // Set the // pathname under which your site is served + // For GitHub pages deployment, it is often '//' + baseUrl: '/', + + // GitHub pages deployment config. + // If you aren't using GitHub pages, you don't need these. + organizationName: 'Radicalbit', // Usually your GitHub org/user name. + projectName: 'github-pages-test', // Usually your repo name. + deploymentBranch: 'gh-pages', + + onBrokenLinks: 'throw', + onBrokenMarkdownLinks: 'warn', + + // Even if you don't use internationalization, you can use this field to set + // useful metadata like html lang. For example, if your site is Chinese, you + // may want to replace "en" with "zh-Hans". + i18n: { + defaultLocale: 'en', + locales: ['en'], + }, + + presets: [ + [ + 'classic', + /** @type {import('@docusaurus/preset-classic').Options} */ + ({ + docs: { + routeBasePath: '/', + sidebarPath: './sidebars.js', + lastVersion: 'current', + versions: { + current: { + label: VERSION, + path: '/', + }, + }, + // Please change this to your repo. + // Remove this to remove the "edit this page" links. + // editUrl: '', + }, + blog: false, + theme: { + customCss: './src/css/custom.css', + }, + }), + ], + ], + + themeConfig: + /** @type {import('@docusaurus/preset-classic').ThemeConfig} */ + ({ + // Replace with your project's social card + image: 'img/docusaurus-social-card.jpg', + navbar: { + title: 'Radicalbit AI Monitoring Platform', + logo: { + alt: 'Radicalbit AI Monitoring Platform', + src: 'img/radicalbit.svg', + }, + items: [ + { + type: 'docSidebar', + sidebarId: 'docsSidebar', + to: '/docs', + label: 'Docs', + position: 'left' + }, + { + type: 'docsVersionDropdown', + position: 'right', + dropdownActiveClassDisabled: true, + }, + { + href: 'https://github.com/robbenti/github-pages-test', + label: 'GitHub', + position: 'right', + }, + ], + }, + footer: { + style: 'dark', + links: [ + { + title: 'Docs', + items: [ + { + label: 'Documentation', + to: '/', + }, + ], + }, + { + title: 'Community', + items: [ + { + label: 'Discord', + href: 'https://discord.gg/pApadedx', + }, + ], + } + ], + copyright: `Copyright © ${new Date().getFullYear()} Radicalbit AI Monitoring Platform Built with Docusaurus.`, + }, + prism: { + theme: prismThemes.github, + darkTheme: prismThemes.dracula, + }, + }), +}; + +export default config; diff --git a/docs/package-lock.json b/docs/package-lock.json new file mode 100644 index 00000000..c9b40adb --- /dev/null +++ b/docs/package-lock.json @@ -0,0 +1,25606 @@ +{ + "name": "github-pages-test", + "version": "0.0.0", + "lockfileVersion": 3, + 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+} diff --git a/docs/package.json b/docs/package.json new file mode 100644 index 00000000..5563922f --- /dev/null +++ b/docs/package.json @@ -0,0 +1,45 @@ +{ + "name": "github-pages-test", + "version": "0.0.0", + "private": true, + "scripts": { + "docusaurus": "docusaurus", + "start": "docusaurus start", + "build": "docusaurus build", + "swizzle": "docusaurus swizzle", + "deploy": "docusaurus deploy", + "clear": "docusaurus clear", + "serve": "docusaurus serve", + "write-translations": "docusaurus write-translations", + "write-heading-ids": "docusaurus write-heading-ids" + }, + "dependencies": { + "@docusaurus/core": "3.4.0", + "@docusaurus/preset-classic": "3.4.0", + "@mdx-js/react": "^3.0.0", + "clsx": "^2.0.0", + "docusaurus": "^1.14.7", + "prism-react-renderer": "^2.3.0", + "react": "^18.0.0", + "react-dom": "^18.0.0" + }, + "devDependencies": { + "@docusaurus/module-type-aliases": "3.4.0", + "@docusaurus/types": "3.4.0" + }, + "browserslist": { + "production": [ + ">0.5%", + "not dead", + "not op_mini all" + ], + "development": [ + "last 3 chrome version", + "last 3 firefox version", + "last 5 safari version" + ] + }, + "engines": { + "node": ">=18.0" + } +} diff --git a/docs/sidebars.js b/docs/sidebars.js new file mode 100644 index 00000000..e5b7f912 --- /dev/null +++ b/docs/sidebars.js @@ -0,0 +1,33 @@ +/** + * Creating a sidebar enables you to: + - create an ordered group of docs + - render a sidebar for each doc of that group + - provide next/previous navigation + + The sidebars can be generated from the filesystem, or explicitly defined here. + + Create as many sidebars as you want. + */ + +// @ts-check + +/** @type {import('@docusaurus/plugin-content-docs').SidebarsConfig} */ +const sidebars = { + // By default, Docusaurus generates a sidebar from the docs folder structure + docsSidebar: [{type: 'autogenerated', dirName: '.'}], + + // But you can create a sidebar manually + /* + tutorialSidebar: [ + 'intro', + 'hello', + { + type: 'category', + label: 'Tutorial', + items: ['tutorial-basics/create-a-document'], + }, + ], + */ +}; + +export default sidebars; diff --git a/docs/src/components/HomepageFeatures/index.js b/docs/src/components/HomepageFeatures/index.js new file mode 100644 index 00000000..acc76219 --- /dev/null +++ b/docs/src/components/HomepageFeatures/index.js @@ -0,0 +1,64 @@ +import clsx from 'clsx'; +import Heading from '@theme/Heading'; +import styles from './styles.module.css'; + +const FeatureList = [ + { + title: 'Easy to Use', + Svg: require('@site/static/img/undraw_docusaurus_mountain.svg').default, + description: ( + <> + Docusaurus was designed from the ground up to be easily installed and + used to get your website up and running quickly. + + ), + }, + { + title: 'Focus on What Matters', + Svg: require('@site/static/img/undraw_docusaurus_tree.svg').default, + description: ( + <> + Docusaurus lets you focus on your docs, and we'll do the chores. Go + ahead and move your docs into the docs directory. + + ), + }, + { + title: 'Powered by React', + Svg: require('@site/static/img/undraw_docusaurus_react.svg').default, + description: ( + <> + Extend or customize your website layout by reusing React. Docusaurus can + be extended while reusing the same header and footer. + + ), + }, +]; + +function Feature({Svg, title, description}) { + return ( +
+
+ +
+
+ {title} +

{description}

+
+
+ ); +} + +export default function HomepageFeatures() { + return ( +
+
+
+ {FeatureList.map((props, idx) => ( + + ))} +
+
+
+ ); +} diff --git a/docs/src/components/HomepageFeatures/styles.module.css b/docs/src/components/HomepageFeatures/styles.module.css new file mode 100644 index 00000000..b248eb2e --- /dev/null +++ b/docs/src/components/HomepageFeatures/styles.module.css @@ -0,0 +1,11 @@ +.features { + display: flex; + align-items: center; + padding: 2rem 0; + width: 100%; +} + +.featureSvg { + height: 200px; + width: 200px; +} diff --git a/docs/src/css/custom.css b/docs/src/css/custom.css new file mode 100644 index 00000000..78df8539 --- /dev/null +++ b/docs/src/css/custom.css @@ -0,0 +1,30 @@ + /** + * Any CSS included here will be global. The classic template + * bundles Infima by default. Infima is a CSS framework designed to + * work well for content-centric websites. + */ + +/* You can override the default Infima variables here. */ +:root { + --ifm-color-primary: #3695D9; + --ifm-color-primary-dark: #0A71BB; + --ifm-color-primary-darker: #182336; + --ifm-color-primary-darkest: #182336; + --ifm-color-primary-light: #fff; + --ifm-color-primary-lighter: #fff; + --ifm-color-primary-lightest: #fff; + --ifm-code-font-size: 95%; + --docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.1); +} + +/* For readability concerns, you should choose a lighter palette in dark mode. */ +[data-theme='dark'] { + --ifm-color-primary: #fff; + --ifm-color-primary-dark: #182336; + --ifm-color-primary-darker: #182336; + --ifm-color-primary-darkest: #182336; + --ifm-color-primary-light: #73B2E0; + --ifm-color-primary-lighter: #73B2E0; + --ifm-color-primary-lightest: #73B2E0; + --docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.3); +} diff --git a/docs/static/.nojekyll b/docs/static/.nojekyll new file mode 100644 index 00000000..e69de29b diff --git a/docs/static/img/radicalbit.svg b/docs/static/img/radicalbit.svg new file mode 100644 index 00000000..48eaa338 --- /dev/null +++ b/docs/static/img/radicalbit.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/docs/versions.json b/docs/versions.json new file mode 100644 index 00000000..0d4f101c --- /dev/null +++ b/docs/versions.json @@ -0,0 +1,2 @@ +[ +] diff --git a/docs/yarn.lock b/docs/yarn.lock new file mode 100644 index 00000000..fde8965d --- /dev/null +++ b/docs/yarn.lock @@ -0,0 +1,13429 @@ +# THIS IS AN AUTOGENERATED FILE. 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You can follow the instruction on https://python-poetry.org. + +After you have poetry installed you can install the project's dependencies run: + +```bash +poetry install +``` + +To run code formatter use: + +```bash +poetry run ruff format +``` + +### AWS authentication ### + +There are multiple ways to authenticate to AWS S3 API. +The order in witch the client searches for credentials is: + +1. passing [`AwsCredentials`](./radicalbit_platform_sdk/models/aws_credentials.py) to functions +2. using [environment variables](https://docs.aws.amazon.com/cli/v1/userguide/cli-configure-envvars.html#envvars-set) +3. using shared credentials file `~/.aws/credentials` +4. using AWS config file `~/.aws/config` + +### How to run tests ### + +To run the tests execute: + +```bash +# Run unit tests +poetry run pytest -v + +# Run code format validation +poetry run ruff check +``` \ No newline at end of file diff --git a/sdk/poetry.lock b/sdk/poetry.lock new file mode 100644 index 00000000..0e06b993 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a/sdk/radicalbit_platform_sdk/apis/__init__.py b/sdk/radicalbit_platform_sdk/apis/__init__.py new file mode 100644 index 00000000..15d230d8 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/apis/__init__.py @@ -0,0 +1,5 @@ +from .model_current_dataset import ModelCurrentDataset +from .model_reference_dataset import ModelReferenceDataset +from .model import Model + +__all__ = ["Model", "ModelCurrentDataset", "ModelReferenceDataset"] diff --git a/sdk/radicalbit_platform_sdk/apis/model.py b/sdk/radicalbit_platform_sdk/apis/model.py new file mode 100644 index 00000000..bf621a05 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/apis/model.py @@ -0,0 +1,412 @@ +from radicalbit_platform_sdk.commons import invoke +from radicalbit_platform_sdk.apis import ModelReferenceDataset, ModelCurrentDataset +from radicalbit_platform_sdk.models import ( + ColumnDefinition, + Granularity, + ModelDefinition, + ModelType, + DataType, + OutputType, + ReferenceFileUpload, + CurrentFileUpload, + FileReference, + AwsCredentials, +) +from radicalbit_platform_sdk.errors import ClientError +from botocore.exceptions import ClientError as BotoClientError +from pydantic import ValidationError +from typing import Optional, List +from uuid import UUID +import boto3 +import os +import pandas as pd +import requests + + +class Model: + def __init__(self, base_url: str, definition: ModelDefinition) -> None: + self.__base_url = base_url + self.__uuid = definition.uuid + self.__name = definition.name + self.__description = definition.description + self.__model_type = definition.model_type + self.__data_type = definition.data_type + self.__granularity = definition.granularity + self.__features = definition.features + self.__target = definition.target + self.__timestamp = definition.timestamp + self.__outputs = definition.outputs + self.__frameworks = definition.frameworks + self.__algorithm = definition.algorithm + + def uuid(self) -> UUID: + return self.__uuid + + def name(self) -> str: + return self.__name + + def description(self) -> Optional[str]: + return self.__description + + def model_type(self) -> ModelType: + return self.__model_type + + def data_type(self) -> DataType: + return self.__data_type + + def granularity(self) -> Granularity: + return self.__granularity + + def features(self) -> List[ColumnDefinition]: + return self.__features + + def target(self) -> ColumnDefinition: + return self.__target + + def timestamp(self) -> ColumnDefinition: + return self.__timestamp + + def outputs(self) -> OutputType: + return self.__outputs + + def frameworks(self) -> Optional[str]: + return self.__frameworks + + def algorithm(self) -> Optional[str]: + return self.__algorithm + + def delete(self) -> None: + """Delete the actual `Model` from the platform + + :return: None + """ + invoke( + method="DELETE", + url=f"{self.__base_url}/api/models/{str(self.__uuid)}", + valid_response_code=200, + func=lambda _: None, + ) + + def load_reference_dataset( + self, + file_name: str, + bucket: str, + object_name: Optional[str] = None, + aws_credentials: Optional[AwsCredentials] = None, + separator: str = ",", + ) -> ModelReferenceDataset: + """Upload reference dataset to an S3 bucket and then bind it inside the platform. + + Raises `ClientError` in case S3 upload fails. + + :param file_name: The name of the reference file. + :param bucket: The name of the S3 bucket. + :param object_name: The optional name of the object uploaded to S3. Default value is None. + :param aws_credentials: AWS credentials used to connect to S3 bucket. Default value is None. + :param separator: Optional value to define separator used inside CSV file. Default falue is "," + :return: An instance of `ModelReferenceDataset` representing the reference dataset + """ + + file_headers = pd.read_csv( + file_name, nrows=0, delimiter=separator + ).columns.tolist() + + required_headers = self.__required_headers() + + if set(required_headers).issubset(file_headers): + if object_name is None: + object_name = f"{self.__uuid}/reference/{os.path.basename(file_name)}" + + try: + s3_client = boto3.client( + "s3", + aws_access_key_id=( + None + if aws_credentials is None + else aws_credentials.access_key_id + ), + aws_secret_access_key=( + None + if aws_credentials is None + else aws_credentials.secret_access_key + ), + region_name=( + None + if aws_credentials is None + else aws_credentials.default_region + ), + ) + + s3_client.upload_file( + file_name, + bucket, + object_name, + ExtraArgs={ + "Metadata": { + "model_uuid": str(self.__uuid), + "model_name": self.__name, + "file_type": "reference", + } + }, + ) + except BotoClientError as e: + raise ClientError( + f"Unable to upload file {file_name} to remote storage: {e}" + ) + return self.__bind_reference_dataset( + f"s3://{bucket}/{object_name}", separator + ) + else: + raise ClientError( + f"File {file_name} not contains all defined columns: {required_headers}" + ) + + def bind_reference_dataset( + self, + dataset_url: str, + aws_credentials: Optional[AwsCredentials] = None, + separator: str = ",", + ) -> ModelReferenceDataset: + """Bind an existing reference dataset file already uploded to S3 to a `Model` + + :param dataset_url: The url of the file already uploaded inside S3 + :param aws_credentials: AWS credentials used to connect to S3 bucket. Default value is None. + :param separator: Optional value to define separator used inside CSV file. Default falue is "," + :return: An instance of `ModelReferenceDataset` representing the reference dataset + """ + + url_parts = dataset_url.replace("s3://", "").split("/") + + try: + s3_client = boto3.client( + "s3", + aws_access_key_id=( + None if aws_credentials is None else aws_credentials.access_key_id + ), + aws_secret_access_key=( + None + if aws_credentials is None + else aws_credentials.secret_access_key + ), + region_name=( + None if aws_credentials is None else aws_credentials.default_region + ), + ) + + chunks_iterator = s3_client.get_object( + Bucket=url_parts[0], Key="/".join(url_parts[1:]) + )["Body"].iter_chunks() + + chunks = "" + for c in (chunk for chunk in chunks_iterator if "\n" not in chunks): + chunks += c.decode("UTF-8") + + file_headers = chunks.split("\n")[0].split(separator) + + required_headers = self.__required_headers() + + if set(required_headers).issubset(file_headers): + return self.__bind_reference_dataset(dataset_url, separator) + else: + raise ClientError( + f"File {dataset_url} not contains all defined columns: {required_headers}" + ) + except BotoClientError as e: + raise ClientError( + f"Unable to get file {dataset_url} from remote storage: {e}" + ) + + def load_current_dataset( + self, + file_name: str, + bucket: str, + correlation_id_column: str, + object_name: Optional[str] = None, + aws_credentials: Optional[AwsCredentials] = None, + separator: str = ",", + ) -> ModelCurrentDataset: + """Upload current dataset to an S3 bucket and then bind it inside the platform. + + Raises `ClientError` in case S3 upload fails. + + :param file_name: The name of the reference file. + :param bucket: The name of the S3 bucket. + :param correlation_id_column: The name of the column used for correlation id + :param object_name: The optional name of the object uploaded to S3. Default value is None. + :param aws_credentials: AWS credentials used to connect to S3 bucket. Default value is None. + :param separator: Optional value to define separator used inside CSV file. Default falue is "," + :return: An instance of `ModelReferenceDataset` representing the reference dataset + """ + + file_headers = pd.read_csv( + file_name, nrows=0, delimiter=separator + ).columns.tolist() + + required_headers = self.__required_headers() + required_headers.append(correlation_id_column) + required_headers.append(self.__timestamp.name) + + if set(required_headers).issubset(file_headers): + if object_name is None: + object_name = f"{self.__uuid}/current/{os.path.basename(file_name)}" + + try: + s3_client = boto3.client( + "s3", + aws_access_key_id=( + None + if aws_credentials is None + else aws_credentials.access_key_id + ), + aws_secret_access_key=( + None + if aws_credentials is None + else aws_credentials.secret_access_key + ), + region_name=( + None + if aws_credentials is None + else aws_credentials.default_region + ), + ) + + s3_client.upload_file( + file_name, + bucket, + object_name, + ExtraArgs={ + "Metadata": { + "model_uuid": str(self.__uuid), + "model_name": self.__name, + "file_type": "reference", + } + }, + ) + except BotoClientError as e: + raise ClientError( + f"Unable to upload file {file_name} to remote storage: {e}" + ) + return self.__bind_current_dataset( + f"s3://{bucket}/{object_name}", separator, correlation_id_column + ) + else: + raise ClientError( + f"File {file_name} not contains all defined columns: {required_headers}" + ) + + def bind_current_dataset( + self, + dataset_url: str, + correlation_id_column: str, + aws_credentials: Optional[AwsCredentials] = None, + separator: str = ",", + ) -> ModelCurrentDataset: + """Bind an existing current dataset file already uploded to S3 to a `Model` + + :param dataset_url: The url of the file already uploaded inside S3 + :param correlation_id_column: The name of the column used for correlation id + :param aws_credentials: AWS credentials used to connect to S3 bucket. Default value is None. + :param separator: Optional value to define separator used inside CSV file. Default falue is "," + :return: An instance of `ModelReferenceDataset` representing the reference dataset + """ + + url_parts = dataset_url.replace("s3://", "").split("/") + + try: + s3_client = boto3.client( + "s3", + aws_access_key_id=( + None if aws_credentials is None else aws_credentials.access_key_id + ), + aws_secret_access_key=( + None + if aws_credentials is None + else aws_credentials.secret_access_key + ), + region_name=( + None if aws_credentials is None else aws_credentials.default_region + ), + ) + + chunks_iterator = s3_client.get_object( + Bucket=url_parts[0], Key="/".join(url_parts[1:]) + )["Body"].iter_chunks() + + chunks = "" + for c in (chunk for chunk in chunks_iterator if "\n" not in chunks): + chunks += c.decode("UTF-8") + + file_headers = chunks.split("\n")[0].split(separator) + + required_headers = self.__required_headers() + required_headers.append(correlation_id_column) + required_headers.append(self.__timestamp.name) + + if set(required_headers).issubset(file_headers): + return self.__bind_current_dataset( + dataset_url, separator, correlation_id_column + ) + else: + raise ClientError( + f"File {dataset_url} not contains all defined columns: {required_headers}" + ) + except BotoClientError as e: + raise ClientError( + f"Unable to get file {dataset_url} from remote storage: {e}" + ) + + def __bind_reference_dataset( + self, + dataset_url: str, + separator: str, + ) -> ModelReferenceDataset: + def __callback(response: requests.Response) -> ModelReferenceDataset: + try: + response = ReferenceFileUpload.model_validate(response.json()) + return ModelReferenceDataset( + self.__base_url, self.__uuid, self.__model_type, response + ) + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + file_ref = FileReference(file_url=dataset_url, separator=separator) + + return invoke( + method="POST", + url=f"{self.__base_url}/api/models/{str(self.__uuid)}/reference/bind", + valid_response_code=200, + func=__callback, + data=file_ref.model_dump_json(), + ) + + def __bind_current_dataset( + self, + dataset_url: str, + separator: str, + correlation_id_column: str, + ) -> ModelCurrentDataset: + def __callback(response: requests.Response) -> ModelCurrentDataset: + try: + response = CurrentFileUpload.model_validate(response.json()) + return ModelCurrentDataset(self.__base_url, response) + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + file_ref = FileReference( + file_url=dataset_url, + separator=separator, + correlation_id_column=correlation_id_column, + ) + + return invoke( + method="POST", + url=f"{self.__base_url}/api/models/{str(self.__uuid)}/current/bind", + valid_response_code=200, + func=__callback, + data=file_ref.model_dump_json(), + ) + + def __required_headers(self) -> List[str]: + model_columns = self.__features + self.__outputs.output + model_columns.append(self.__target) + return [model_column.name for model_column in model_columns] diff --git a/sdk/radicalbit_platform_sdk/apis/model_current_dataset.py b/sdk/radicalbit_platform_sdk/apis/model_current_dataset.py new file mode 100644 index 00000000..8200749a --- /dev/null +++ b/sdk/radicalbit_platform_sdk/apis/model_current_dataset.py @@ -0,0 +1,43 @@ +from radicalbit_platform_sdk.models import CurrentFileUpload +from uuid import UUID + + +class ModelCurrentDataset: + def __init__(self, base_url: str, upload: CurrentFileUpload) -> None: + self.__base_url = base_url + self.__uuid = upload.uuid + self.__path = upload.path + self.__correlation_id_column = upload.correlation_id_column + self.__date = upload.date + self.__status = upload.status + + def uuid(self) -> UUID: + return self.__uuid + + def path(self) -> str: + return self.__path + + def correlation_id_column(self) -> str: + return self.__correlation_id_column + + def date(self) -> str: + return self.__date + + def status(self) -> str: + return self.__status + + def statistics(self): + # TODO: implement get statistics + pass + + def drift(self): + # TODO: implement get drift + pass + + def data_quality(self): + # TODO: implement get data quality + pass + + def model_quality(self): + # TODO: implement get model quality + pass diff --git a/sdk/radicalbit_platform_sdk/apis/model_reference_dataset.py b/sdk/radicalbit_platform_sdk/apis/model_reference_dataset.py new file mode 100644 index 00000000..da485b35 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/apis/model_reference_dataset.py @@ -0,0 +1,206 @@ +from radicalbit_platform_sdk.commons import invoke +from radicalbit_platform_sdk.models import ( + JobStatus, + ReferenceFileUpload, + DatasetStats, + ModelQuality, + DataQuality, + ModelType, + BinaryClassificationModelQuality, + BinaryClassificationDataQuality, +) +from radicalbit_platform_sdk.errors import ClientError +from pydantic import ValidationError +from typing import Optional +import requests +from uuid import UUID + + +class ModelReferenceDataset: + def __init__( + self, + base_url: str, + model_uuid: UUID, + model_type: ModelType, + upload: ReferenceFileUpload, + ) -> None: + self.__base_url = base_url + self.__model_uuid = model_uuid + self.__model_type = model_type + self.__uuid = upload.uuid + self.__path = upload.path + self.__date = upload.date + self.__status = upload.status + self.__statistics = None + self.__model_metrics = None + self.__data_metrics = None + + def uuid(self) -> UUID: + return self.__uuid + + def path(self) -> str: + return self.__path + + def date(self) -> str: + return self.__date + + def status(self) -> str: + return self.__status + + def statistics(self) -> Optional[DatasetStats]: + """ + Get statistics about the current dataset + + :return: The `DatasetStats` if exists + """ + + def __callback( + response: requests.Response, + ) -> tuple[JobStatus, Optional[DatasetStats]]: + try: + response_json = response.json() + job_status = JobStatus(response_json["jobStatus"]) + if "statistics" in response_json: + return job_status, DatasetStats.model_validate( + response_json["statistics"] + ) + else: + return job_status, None + except KeyError as _: + raise ClientError(f"Unable to parse response: {response.text}") + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + match self.__status: + case JobStatus.ERROR: + self.__statistics = None + case JobStatus.SUCCEEDED: + if self.__statistics is None: + _, stats = invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(self.__model_uuid)}/reference/statistics", + valid_response_code=200, + func=__callback, + ) + self.__statistics = stats + case JobStatus.IMPORTING: + status, stats = invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(self.__model_uuid)}/reference/statistics", + valid_response_code=200, + func=__callback, + ) + self.__status = status + self.__statistics = stats + + return self.__statistics + + def data_quality(self) -> Optional[DataQuality]: + """ + Get data quality metrics about the current dataset + + :return: The `DataQuality` if exists + """ + + def __callback(response: requests.Response) -> Optional[DataQuality]: + try: + response_json = response.json() + job_status = JobStatus(response_json["jobStatus"]) + if "dataQuality" in response_json: + if self.__model_type is ModelType.BINARY: + return ( + job_status, + BinaryClassificationDataQuality.model_validate( + response_json["dataQuality"] + ), + ) + else: + raise ClientError( + "Unable to parse get metrics for not binary models" + ) + else: + return job_status, None + except KeyError as _: + raise ClientError(f"Unable to parse response: {response.text}") + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + match self.__status: + case JobStatus.ERROR: + self.__data_metrics = None + case JobStatus.SUCCEEDED: + if self.__data_metrics is None: + _, metrics = invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(self.__model_uuid)}/reference/data-quality", + valid_response_code=200, + func=__callback, + ) + self.__data_metrics = metrics + case JobStatus.IMPORTING: + status, metrics = invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(self.__model_uuid)}/reference/data-quality", + valid_response_code=200, + func=__callback, + ) + self.__status = status + self.__data_metrics = metrics + + return self.__data_metrics + + def model_quality(self) -> Optional[ModelQuality]: + """ + Get model quality metrics about the current dataset + + :return: The `ModelQuality` if exists + """ + + def __callback( + response: requests.Response, + ) -> tuple[JobStatus, Optional[ModelQuality]]: + try: + response_json = response.json() + job_status = JobStatus(response_json["jobStatus"]) + if "modelQuality" in response_json: + if self.__model_type is ModelType.BINARY: + return ( + job_status, + BinaryClassificationModelQuality.model_validate( + response_json["modelQuality"] + ), + ) + else: + raise ClientError( + "Unable to parse get metrics for not binary models" + ) + else: + return job_status, None + except KeyError as _: + raise ClientError(f"Unable to parse response: {response.text}") + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + match self.__status: + case JobStatus.ERROR: + self.__model_metrics = None + case JobStatus.SUCCEEDED: + if self.__model_metrics is None: + _, metrics = invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(self.__model_uuid)}/reference/model-quality", + valid_response_code=200, + func=__callback, + ) + self.__model_metrics = metrics + case JobStatus.IMPORTING: + status, metrics = invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(self.__model_uuid)}/reference/model-quality", + valid_response_code=200, + func=__callback, + ) + self.__status = status + self.__model_metrics = metrics + + return self.__model_metrics diff --git a/sdk/radicalbit_platform_sdk/client.py b/sdk/radicalbit_platform_sdk/client.py new file mode 100644 index 00000000..36b54346 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/client.py @@ -0,0 +1,70 @@ +from radicalbit_platform_sdk.commons import invoke +from radicalbit_platform_sdk.apis import Model +from radicalbit_platform_sdk.models import ( + CreateModel, + ModelDefinition, + PaginatedModelDefinitions, +) +from radicalbit_platform_sdk.errors import ClientError +from pydantic import ValidationError +from typing import List +from uuid import UUID +import requests + + +class Client: + def __init__(self, base_url: str) -> None: + self.__base_url = base_url + + def create_model(self, model: CreateModel) -> Model: + def __callback(response: requests.Response) -> Model: + try: + response_model = ModelDefinition.model_validate(response.json()) + return Model(self.__base_url, response_model) + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + return invoke( + method="POST", + url=f"{self.__base_url}/api/models", + valid_response_code=201, + func=__callback, + data=model.model_dump_json(), + ) + + def get_model(self, id: UUID) -> Model: + def __callback(response: requests.Response) -> Model: + try: + response_model = ModelDefinition.model_validate(response.json()) + return Model(self.__base_url, response_model) + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + return invoke( + method="GET", + url=f"{self.__base_url}/api/models/{str(id)}", + valid_response_code=200, + func=__callback, + ) + + def search_models(self) -> List[Model]: + def __callback(response: requests.Response) -> Model: + try: + paginated_response = PaginatedModelDefinitions.model_validate( + response.json() + ) + return list( + map( + lambda model: Model(self.__base_url, model), + paginated_response.items, + ) + ) + except ValidationError as _: + raise ClientError(f"Unable to parse response: {response.text}") + + return invoke( + method="GET", + url=f"{self.__base_url}/api/models", + valid_response_code=200, + func=__callback, + ) diff --git a/sdk/radicalbit_platform_sdk/commons/__init__.py b/sdk/radicalbit_platform_sdk/commons/__init__.py new file mode 100644 index 00000000..4f501872 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/commons/__init__.py @@ -0,0 +1,3 @@ +from .rest_utils import invoke + +__all__ = ["invoke"] diff --git a/sdk/radicalbit_platform_sdk/commons/rest_utils.py b/sdk/radicalbit_platform_sdk/commons/rest_utils.py new file mode 100644 index 00000000..97a857ab --- /dev/null +++ b/sdk/radicalbit_platform_sdk/commons/rest_utils.py @@ -0,0 +1,35 @@ +from radicalbit_platform_sdk.errors import ( + NetworkError, + APIError, + ServerError, + UnhandledResponseCode, +) +from typing import Callable + +import requests + + +def invoke( + method: str, url: str, valid_response_code: int, func: Callable, data: any = None +): + try: + response = requests.request(method=method, url=url, data=data) + except requests.RequestException as e: + raise NetworkError( + f'Network error: {{"method": "{method}", "url": "{url}", "exception": "{e}"}}' + ) + match response.status_code: + case code if 500 <= code <= 599: + raise ServerError( + f'Server Error: {{"method": "{method}", "url": "{url}", "status_code": "{response.status_code}", "response": "{response.text}"}}' + ) + case code if 400 <= code <= 499: + raise APIError( + f'API Error: {{"method": "{method}", "url": "{url}", "status_code": "{response.status_code}", "response": "{response.text}"}}' + ) + case code if code == valid_response_code: + return func(response) + case _: + raise UnhandledResponseCode( + f'Unhandled Response Code Error: {{"method": "{method}", "url": "{url}", "status_code": "{response.status_code}", "response": "{response.text}"}}' + ) diff --git a/sdk/radicalbit_platform_sdk/errors/__init__.py b/sdk/radicalbit_platform_sdk/errors/__init__.py new file mode 100644 index 00000000..b42a6f1f --- /dev/null +++ b/sdk/radicalbit_platform_sdk/errors/__init__.py @@ -0,0 +1,17 @@ +from .errors import ( + Error, + NetworkError, + ClientError, + APIError, + ServerError, + UnhandledResponseCode, +) + +__all__ = [ + "Error", + "NetworkError", + "ClientError", + "APIError", + "ServerError", + "UnhandledResponseCode", +] diff --git a/sdk/radicalbit_platform_sdk/errors/errors.py b/sdk/radicalbit_platform_sdk/errors/errors.py new file mode 100644 index 00000000..7d8f2322 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/errors/errors.py @@ -0,0 +1,22 @@ +class Error(Exception): + """Base class for all of this library's exceptions.""" + + +class NetworkError(Error): + """Low-level networking error.""" + + +class ServerError(Error): + """Error talking to the API.""" + + +class APIError(Error): + """Error returned from API.""" + + +class ClientError(Error): + """Error occurend inside the client codebase.""" + + +class UnhandledResponseCode(Error): + """Error for unhandled response codes to API.""" diff --git a/sdk/radicalbit_platform_sdk/models/__init__.py b/sdk/radicalbit_platform_sdk/models/__init__.py new file mode 100644 index 00000000..418b8ef0 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/__init__.py @@ -0,0 +1,67 @@ +from .model_definition import ( + OutputType, + Granularity, + CreateModel, + ModelDefinition, + PaginatedModelDefinitions, +) +from .file_upload_result import ReferenceFileUpload, CurrentFileUpload, FileReference +from .data_type import DataType +from .model_type import ModelType +from .job_status import JobStatus +from .dataset_stats import DatasetStats +from .dataset_model_quality import ( + ModelQuality, + BinaryClassificationModelQuality, + MultiClassModelQuality, + RegressionModelQuality, +) +from .dataset_data_quality import ( + DataQuality, + BinaryClassificationDataQuality, + MultiClassDataQuality, + RegressionDataQuality, + ClassMetrics, + MedianMetrics, + MissingValue, + ClassMedianMetrics, + FeatureMetrics, + NumericalFeatureMetrics, + CategoryFrequency, + CategoricalFeatureMetrics, +) +from .column_definition import ColumnDefinition +from .aws_credentials import AwsCredentials + +__all__ = [ + "OutputType", + "Granularity", + "CreateModel", + "ModelDefinition", + "ColumnDefinition", + "JobStatus", + "DataType", + "ModelType", + "DatasetStats", + "ModelQuality", + "BinaryClassificationModelQuality", + "MultiClassModelQuality", + "RegressionModelQuality", + "DataQuality", + "BinaryClassificationDataQuality", + "MultiClassDataQuality", + "RegressionDataQuality", + "ClassMetrics", + "MedianMetrics", + "MissingValue", + "ClassMedianMetrics", + "FeatureMetrics", + "NumericalFeatureMetrics", + "CategoryFrequency", + "CategoricalFeatureMetrics", + "PaginatedModelDefinitions", + "ReferenceFileUpload", + "CurrentFileUpload", + "FileReference", + "AwsCredentials", +] diff --git a/sdk/radicalbit_platform_sdk/models/aws_credentials.py b/sdk/radicalbit_platform_sdk/models/aws_credentials.py new file mode 100644 index 00000000..a629b78f --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/aws_credentials.py @@ -0,0 +1,7 @@ +from pydantic import BaseModel + + +class AwsCredentials(BaseModel): + access_key_id: str + secret_access_key: str + default_region: str diff --git a/sdk/radicalbit_platform_sdk/models/column_definition.py b/sdk/radicalbit_platform_sdk/models/column_definition.py new file mode 100644 index 00000000..f1b2c556 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/column_definition.py @@ -0,0 +1,6 @@ +from pydantic import BaseModel + + +class ColumnDefinition(BaseModel): + name: str + type: str diff --git a/sdk/radicalbit_platform_sdk/models/data_type.py b/sdk/radicalbit_platform_sdk/models/data_type.py new file mode 100644 index 00000000..fe7f7458 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/data_type.py @@ -0,0 +1,7 @@ +from enum import Enum + + +class DataType(str, Enum): + TABULAR = "TABULAR" + TEXT = "TEXT" + IMAGE = "IMAGE" diff --git a/sdk/radicalbit_platform_sdk/models/dataset_data_quality.py b/sdk/radicalbit_platform_sdk/models/dataset_data_quality.py new file mode 100644 index 00000000..2bb7f6e8 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/dataset_data_quality.py @@ -0,0 +1,109 @@ +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel +from typing import List + + +class ClassMetrics(BaseModel): + name: str + count: int + percentage: float + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class MedianMetrics(BaseModel): + perc_25: float + median: float + perc_75: float + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class MissingValue(BaseModel): + count: int + percentage: float + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class ClassMedianMetrics(BaseModel): + name: str + mean: float + median_metrics: MedianMetrics + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class FeatureMetrics(BaseModel): + feature_name: str + type: str + missing_value: MissingValue + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class NumericalFeatureMetrics(FeatureMetrics): + type: str = "numerical" + mean: float + std: float + min: float + max: float + median_metrics: MedianMetrics + class_median_metrics: List[ClassMedianMetrics] + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class CategoryFrequency(BaseModel): + name: str + count: int + frequency: float + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class CategoricalFeatureMetrics(FeatureMetrics): + type: str = "categorical" + category_frequency: List[CategoryFrequency] + distinct_value: int + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class DataQuality(BaseModel): + pass + + +class BinaryClassificationDataQuality(DataQuality): + n_observations: int + class_metrics: List[ClassMetrics] + feature_metrics: List[FeatureMetrics] + + model_config = ConfigDict( + arbitrary_types_allowed=True, + populate_by_name=True, + alias_generator=to_camel, + protected_namespaces=(), + ) + + +class MultiClassDataQuality(DataQuality): + pass + + +class RegressionDataQuality(DataQuality): + pass diff --git a/sdk/radicalbit_platform_sdk/models/dataset_model_quality.py b/sdk/radicalbit_platform_sdk/models/dataset_model_quality.py new file mode 100644 index 00000000..9300a226 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/dataset_model_quality.py @@ -0,0 +1,40 @@ +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel +from typing import Optional + + +class ModelQuality(BaseModel): + pass + + +class BinaryClassificationModelQuality(ModelQuality): + f1: float + accuracy: float + precision: float + recall: float + f_measure: float + weighted_precision: float + weighted_recall: float + weighted_f_measure: float + weighted_true_positive_rate: float + weighted_false_positive_rate: float + true_positive_rate: float + false_positive_rate: float + true_positive_count: int + false_positive_count: int + true_negative_count: int + false_negative_count: int + area_under_roc: Optional[float] = None + area_under_pr: Optional[float] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class MultiClassModelQuality(ModelQuality): + pass + + +class RegressionModelQuality(ModelQuality): + pass diff --git a/sdk/radicalbit_platform_sdk/models/dataset_stats.py b/sdk/radicalbit_platform_sdk/models/dataset_stats.py new file mode 100644 index 00000000..d835ac78 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/dataset_stats.py @@ -0,0 +1,18 @@ +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + + +class DatasetStats(BaseModel): + n_variables: int + n_observations: int + missing_cells: int + missing_cells_perc: float + duplicate_rows: int + duplicate_rows_perc: float + numeric: int + categorical: int + datetime: int + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) diff --git a/sdk/radicalbit_platform_sdk/models/file_upload_result.py b/sdk/radicalbit_platform_sdk/models/file_upload_result.py new file mode 100644 index 00000000..a1ddff18 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/file_upload_result.py @@ -0,0 +1,35 @@ +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel +from radicalbit_platform_sdk.models.job_status import JobStatus +from typing import Optional +from uuid import UUID + + +class FileUploadResult(BaseModel): + uuid: UUID + path: str + date: str + status: JobStatus + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class ReferenceFileUpload(FileUploadResult): + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class CurrentFileUpload(FileUploadResult): + correlation_id_column: str + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class FileReference(BaseModel): + file_url: str + separator: str = "," + correlation_id_column: Optional[str] = None + + model_config = ConfigDict( + populate_by_name=True, + alias_generator=to_camel, + ) diff --git a/sdk/radicalbit_platform_sdk/models/job_status.py b/sdk/radicalbit_platform_sdk/models/job_status.py new file mode 100644 index 00000000..9bbc154f --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/job_status.py @@ -0,0 +1,7 @@ +from enum import Enum + + +class JobStatus(str, Enum): + IMPORTING = "IMPORTING" + SUCCEEDED = "SUCCEEDED" + ERROR = "ERROR" diff --git a/sdk/radicalbit_platform_sdk/models/model_definition.py b/sdk/radicalbit_platform_sdk/models/model_definition.py new file mode 100644 index 00000000..b97ba3a6 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/model_definition.py @@ -0,0 +1,75 @@ +import uuid as uuid_lib +from enum import Enum +from radicalbit_platform_sdk.models.data_type import DataType +from radicalbit_platform_sdk.models.model_type import ModelType +from radicalbit_platform_sdk.models.column_definition import ColumnDefinition +from typing import List, Optional +from pydantic import BaseModel, ConfigDict, Field +from pydantic.alias_generators import to_camel + + +class OutputType(BaseModel): + prediction: ColumnDefinition + prediction_proba: Optional[ColumnDefinition] = None + output: List[ColumnDefinition] + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class Granularity(str, Enum): + HOUR = "HOUR" + DAY = "DAY" + WEEK = "WEEK" + MONTH = "MONTH" + + +class BaseModelDefinition(BaseModel): + """A base class for model definition. + + Attributes: + name: The name of the model. + description: An optional description to explain something about the model. + model_type: The type of the model + data_type: It explanin the data type used by the model + granularity: The window used to calculate aggregated metrics + features: A list column representing the features set + outputs: An OutputType definition to explaing the output of the model + target: The column used to represent model's target + timestamp: The column used to store the when prediction was done + frameworks: An optional field to describe the frameworks used by the model + algorithm: An optional field to ecplane the algorithm used by the model + """ + + name: str + description: Optional[str] = None + model_type: ModelType + data_type: DataType + granularity: Granularity + features: List[ColumnDefinition] + outputs: OutputType + target: ColumnDefinition + timestamp: ColumnDefinition + frameworks: Optional[str] = None + algorithm: Optional[str] = None + + model_config = ConfigDict( + populate_by_name=True, alias_generator=to_camel, protected_namespaces=() + ) + + +class CreateModel(BaseModelDefinition): + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class ModelDefinition(BaseModelDefinition): + uuid: uuid_lib.UUID = Field(default_factory=lambda: uuid_lib.uuid4()) + created_at: str = Field(alias="createdAt") + updated_at: str = Field(alias="updatedAt") + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) + + +class PaginatedModelDefinitions(BaseModel): + items: List[ModelDefinition] + + model_config = ConfigDict(populate_by_name=True, alias_generator=to_camel) diff --git a/sdk/radicalbit_platform_sdk/models/model_type.py b/sdk/radicalbit_platform_sdk/models/model_type.py new file mode 100644 index 00000000..4e81c085 --- /dev/null +++ b/sdk/radicalbit_platform_sdk/models/model_type.py @@ -0,0 +1,7 @@ +from enum import Enum + + +class ModelType(str, Enum): + REGRESSION = "REGRESSION" + BINARY = "BINARY" + MULTI_CLASS = "MULTI_CLASS" diff --git a/sdk/tests/__init__.py b/sdk/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/sdk/tests/apis/__init__.py b/sdk/tests/apis/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/sdk/tests/apis/model_reference_dataset_test.py b/sdk/tests/apis/model_reference_dataset_test.py new file mode 100644 index 00000000..d6c3db8c --- /dev/null +++ b/sdk/tests/apis/model_reference_dataset_test.py @@ -0,0 +1,275 @@ +from radicalbit_platform_sdk.apis import ModelReferenceDataset +from radicalbit_platform_sdk.models import ReferenceFileUpload, ModelType, JobStatus +from radicalbit_platform_sdk.errors import ClientError +import responses +import unittest +import uuid + + +class ModelReferenceDatasetTest(unittest.TestCase): + @responses.activate + def test_statistics_ok(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + import_uuid = uuid.uuid4() + n_variables = 10 + n_observations = 1000 + missing_cells = 10 + missing_cells_perc = 1 + duplicate_rows = 10 + duplicate_rows_perc = 1 + numeric = 3 + categorical = 6 + datetime = 1 + model_reference_dataset = ModelReferenceDataset( + base_url, + model_id, + ModelType.BINARY, + ReferenceFileUpload( + uuid=import_uuid, + path="s3://bucket/file.csv", + date="2014", + status=JobStatus.IMPORTING, + ), + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}/reference/statistics", + "status": 200, + "body": f"""{{ + "datetime": "something_not_used", + "jobStatus": "SUCCEEDED", + "statistics": {{ + "nVariables": {n_variables}, + "nObservations": {n_observations}, + "missingCells": {missing_cells}, + "missingCellsPerc": {missing_cells_perc}, + "duplicateRows": {duplicate_rows}, + "duplicateRowsPerc": {duplicate_rows_perc}, + "numeric": {numeric}, + "categorical": {categorical}, + "datetime": {datetime} + }} + }}""", + } + ) + + stats = model_reference_dataset.statistics() + + assert stats.n_variables == n_variables + assert stats.n_observations == n_observations + assert stats.missing_cells == missing_cells + assert stats.missing_cells_perc == missing_cells_perc + assert stats.duplicate_rows == duplicate_rows + assert stats.duplicate_rows_perc == duplicate_rows_perc + assert stats.numeric == numeric + assert stats.categorical == categorical + assert stats.datetime == datetime + assert model_reference_dataset.status() == JobStatus.SUCCEEDED + + @responses.activate + def test_statistics_validation_error(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + import_uuid = uuid.uuid4() + model_reference_dataset = ModelReferenceDataset( + base_url, + model_id, + ModelType.BINARY, + ReferenceFileUpload( + uuid=import_uuid, + path="s3://bucket/file.csv", + date="2014", + status=JobStatus.IMPORTING, + ), + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}/reference/statistics", + "status": 200, + "body": '{"statistics": "wrong"}', + } + ) + + with self.assertRaises(ClientError): + model_reference_dataset.statistics() + + @responses.activate + def test_statistics_key_error(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + import_uuid = uuid.uuid4() + model_reference_dataset = ModelReferenceDataset( + base_url, + model_id, + ModelType.BINARY, + ReferenceFileUpload( + uuid=import_uuid, + path="s3://bucket/file.csv", + date="2014", + status=JobStatus.IMPORTING, + ), + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}/reference/statistics", + "status": 200, + "body": '{"wrong": "json"}', + } + ) + + with self.assertRaises(ClientError): + model_reference_dataset.statistics() + + @responses.activate + def test_model_metrics_ok(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + import_uuid = uuid.uuid4() + f1 = 0.75 + accuracy = 0.98 + recall = 0.23 + weighted_precision = 0.15 + weighted_true_positive_rate = 0.01 + weighted_false_positive_rate = 0.23 + weighted_f_measure = 2.45 + true_positive_rate = 4.12 + false_positive_rate = 5.89 + precision = 2.33 + weighted_recall = 4.22 + f_measure = 9.33 + area_under_roc = 45.2 + area_under_pr = 32.9 + true_positive_count = 10 + false_positive_count = 5 + true_negative_count = 2 + false_negative_count = 7 + model_reference_dataset = ModelReferenceDataset( + base_url, + model_id, + ModelType.BINARY, + ReferenceFileUpload( + uuid=import_uuid, + path="s3://bucket/file.csv", + date="2014", + status=JobStatus.IMPORTING, + ), + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}/reference/model-quality", + "status": 200, + "body": f"""{{ + "datetime": "something_not_used", + "jobStatus": "SUCCEEDED", + "modelQuality": {{ + "f1": {f1}, + "accuracy": {accuracy}, + "precision": {precision}, + "recall": {recall}, + "fMeasure": {f_measure}, + "weightedPrecision": {weighted_precision}, + "weightedRecall": {weighted_recall}, + "weightedFMeasure": {weighted_f_measure}, + "weightedTruePositiveRate": {weighted_true_positive_rate}, + "weightedFalsePositiveRate": {weighted_false_positive_rate}, + "truePositiveRate": {true_positive_rate}, + "falsePositiveRate": {false_positive_rate}, + "areaUnderRoc": {area_under_roc}, + "areaUnderPr": {area_under_pr}, + "truePositiveCount": {true_positive_count}, + "falsePositiveCount": {false_positive_count}, + "trueNegativeCount": {true_negative_count}, + "falseNegativeCount": {false_negative_count} + }} + }}""", + } + ) + + metrics = model_reference_dataset.model_quality() + + assert metrics.f1 == f1 + assert metrics.accuracy == accuracy + assert metrics.recall == recall + assert metrics.weighted_precision == weighted_precision + assert metrics.weighted_recall == weighted_recall + assert metrics.weighted_true_positive_rate == weighted_true_positive_rate + assert metrics.weighted_false_positive_rate == weighted_false_positive_rate + assert metrics.weighted_f_measure == weighted_f_measure + assert metrics.true_positive_rate == true_positive_rate + assert metrics.false_positive_rate == false_positive_rate + assert metrics.true_positive_count == true_positive_count + assert metrics.false_positive_count == false_positive_count + assert metrics.true_negative_count == true_negative_count + assert metrics.false_negative_count == false_negative_count + assert metrics.precision == precision + assert metrics.f_measure == f_measure + assert metrics.area_under_roc == area_under_roc + assert metrics.area_under_pr == area_under_pr + assert model_reference_dataset.status() == JobStatus.SUCCEEDED + + @responses.activate + def test_model_metrics_validation_error(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + import_uuid = uuid.uuid4() + model_reference_dataset = ModelReferenceDataset( + base_url, + model_id, + ModelType.BINARY, + ReferenceFileUpload( + uuid=import_uuid, + path="s3://bucket/file.csv", + date="2014", + status=JobStatus.IMPORTING, + ), + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}/reference/model-quality", + "status": 200, + "body": '{"modelQuality": "wrong"}', + } + ) + + with self.assertRaises(ClientError): + model_reference_dataset.model_quality() + + @responses.activate + def test_model_metrics_key_error(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + import_uuid = uuid.uuid4() + model_reference_dataset = ModelReferenceDataset( + base_url, + model_id, + ModelType.BINARY, + ReferenceFileUpload( + uuid=import_uuid, + path="s3://bucket/file.csv", + date="2014", + status=JobStatus.IMPORTING, + ), + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}/reference/model-quality", + "status": 200, + "body": '{"wrong": "json"}', + } + ) + + with self.assertRaises(ClientError): + model_reference_dataset.model_quality() diff --git a/sdk/tests/apis/model_test.py b/sdk/tests/apis/model_test.py new file mode 100644 index 00000000..0782c382 --- /dev/null +++ b/sdk/tests/apis/model_test.py @@ -0,0 +1,349 @@ +from radicalbit_platform_sdk.apis import Model +from radicalbit_platform_sdk.models import ( + ModelDefinition, + ModelType, + DataType, + JobStatus, + Granularity, + ColumnDefinition, + OutputType, + ReferenceFileUpload, + CurrentFileUpload, +) +from radicalbit_platform_sdk.errors import ClientError +import uuid +import unittest +import time +import responses +import boto3 +from moto import mock_aws + + +class ModelTest(unittest.TestCase): + @responses.activate + def test_delete_model(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + column_def = ColumnDefinition(name="column", type="my_type") + outputs = OutputType(prediction=column_def, output=[column_def]) + model = Model( + base_url, + ModelDefinition( + uuid=model_id, + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.MONTH, + features=[], + outputs=outputs, + target=column_def, + timestamp=column_def, + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + responses.add( + **{ + "method": responses.DELETE, + "url": f"{base_url}/api/models/{str(model_id)}", + "status": 200, + } + ) + model.delete() + + @mock_aws + @responses.activate + def test_load_reference_dataset_without_object_name(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + bucket_name = "test-bucket" + file_name = "test.txt" + column_def = ColumnDefinition(name="prediction", type="float") + expected_path = f"s3://{bucket_name}/{model_id}/reference/{file_name}" + conn = boto3.resource("s3", region_name="us-east-1") + conn.create_bucket(Bucket=bucket_name) + model = Model( + base_url, + ModelDefinition( + uuid=model_id, + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.HOUR, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + response = ReferenceFileUpload( + uuid=uuid.uuid4(), path=expected_path, date="", status=JobStatus.IMPORTING + ) + responses.add( + **{ + "method": responses.POST, + "url": f"{base_url}/api/models/{str(model_id)}/reference/bind", + "body": response.model_dump_json(), + "status": 200, + "content_type": "application/json", + } + ) + response = model.load_reference_dataset( + "tests_resources/people.csv", bucket_name + ) + assert response.path() == expected_path + + @mock_aws + @responses.activate + def test_load_reference_dataset_with_different_separator(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + bucket_name = "test-bucket" + file_name = "test.txt" + column_def = ColumnDefinition(name="prediction", type="float") + expected_path = f"s3://{bucket_name}/{model_id}/reference/{file_name}" + conn = boto3.resource("s3", region_name="us-east-1") + conn.create_bucket(Bucket=bucket_name) + model = Model( + base_url, + ModelDefinition( + uuid=model_id, + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.DAY, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + response = ReferenceFileUpload( + uuid=uuid.uuid4(), path=expected_path, date="", status=JobStatus.IMPORTING + ) + responses.add( + **{ + "method": responses.POST, + "url": f"{base_url}/api/models/{str(model_id)}/reference/bind", + "body": response.model_dump_json(), + "status": 200, + "content_type": "application/json", + } + ) + response = model.load_reference_dataset( + "tests_resources/people_pipe_separated.csv", bucket_name, separator="|" + ) + assert response.path() == expected_path + + @mock_aws + @responses.activate + def test_load_reference_dataset_with_object_name(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + bucket_name = "test-bucket" + file_name = "test.txt" + column_def = ColumnDefinition(name="prediction", type="float") + expected_path = f"s3://{bucket_name}/{file_name}" + conn = boto3.resource("s3", region_name="us-east-1") + conn.create_bucket(Bucket=bucket_name) + model = Model( + base_url, + ModelDefinition( + uuid=model_id, + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.WEEK, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + response = ReferenceFileUpload( + uuid=uuid.uuid4(), path=expected_path, date="", status=JobStatus.IMPORTING + ) + responses.add( + **{ + "method": responses.POST, + "url": f"{base_url}/api/models/{str(model_id)}/reference/bind", + "body": response.model_dump_json(), + "status": 200, + "content_type": "application/json", + } + ) + response = model.load_reference_dataset( + "tests_resources/people.csv", bucket_name + ) + assert response.path() == expected_path + + def test_load_reference_dataset_wrong_headers(self): + column_def = ColumnDefinition(name="prediction", type="float") + model = Model( + "http://api:9000", + ModelDefinition( + uuid=uuid.uuid4(), + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.MONTH, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + with self.assertRaises(ClientError): + model.load_reference_dataset("tests_resources/wrong.csv", "bucket_name") + + @mock_aws + @responses.activate + def test_load_current_dataset_without_object_name(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + bucket_name = "test-bucket" + file_name = "test.txt" + column_def = ColumnDefinition(name="prediction", type="float") + expected_path = f"s3://{bucket_name}/{model_id}/reference/{file_name}" + conn = boto3.resource("s3", region_name="us-east-1") + conn.create_bucket(Bucket=bucket_name) + model = Model( + base_url, + ModelDefinition( + uuid=model_id, + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.DAY, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + response = CurrentFileUpload( + uuid=uuid.uuid4(), + path=expected_path, + date="", + status=JobStatus.IMPORTING, + correlation_id_column="correlation", + ) + responses.add( + **{ + "method": responses.POST, + "url": f"{base_url}/api/models/{str(model_id)}/current/bind", + "body": response.model_dump_json(), + "status": 200, + "content_type": "application/json", + } + ) + response = model.load_current_dataset( + "tests_resources/people_current.csv", + bucket_name, + response.correlation_id_column, + ) + assert response.path() == expected_path + + @mock_aws + @responses.activate + def test_load_current_dataset_with_object_name(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + bucket_name = "test-bucket" + file_name = "test.txt" + column_def = ColumnDefinition(name="prediction", type="float") + expected_path = f"s3://{bucket_name}/{file_name}" + conn = boto3.resource("s3", region_name="us-east-1") + conn.create_bucket(Bucket=bucket_name) + model = Model( + base_url, + ModelDefinition( + uuid=model_id, + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.HOUR, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + response = CurrentFileUpload( + uuid=uuid.uuid4(), + path=expected_path, + date="", + status=JobStatus.IMPORTING, + correlation_id_column="correlation", + ) + responses.add( + **{ + "method": responses.POST, + "url": f"{base_url}/api/models/{str(model_id)}/current/bind", + "body": response.model_dump_json(), + "status": 200, + "content_type": "application/json", + } + ) + response = model.load_current_dataset( + "tests_resources/people_current.csv", + bucket_name, + response.correlation_id_column, + ) + assert response.path() == expected_path + + def test_load_current_dataset_wrong_headers(self): + column_def = ColumnDefinition(name="prediction", type="float") + model = Model( + "http://api:9000", + ModelDefinition( + uuid=uuid.uuid4(), + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.MONTH, + features=[ + ColumnDefinition(name="first_name", type="str"), + ColumnDefinition(name="age", type="int"), + ], + outputs=OutputType(prediction=column_def, output=[column_def]), + target=ColumnDefinition(name="adult", type="bool"), + timestamp=ColumnDefinition(name="created_at", type="str"), + created_at=str(time.time()), + updated_at=str(time.time()), + ), + ) + with self.assertRaises(ClientError): + model.load_current_dataset( + "tests_resources/wrong.csv", "bucket_name", "correlation" + ) diff --git a/sdk/tests/client_test.py b/sdk/tests/client_test.py new file mode 100644 index 00000000..3b540a54 --- /dev/null +++ b/sdk/tests/client_test.py @@ -0,0 +1,229 @@ +from radicalbit_platform_sdk.client import Client +from radicalbit_platform_sdk.models import ( + CreateModel, + ModelDefinition, + DataType, + ModelType, + Granularity, + ColumnDefinition, + PaginatedModelDefinitions, + OutputType, +) +from radicalbit_platform_sdk.errors import ClientError +import uuid +import unittest +import time +import responses + + +class ClientTest(unittest.TestCase): + @responses.activate + def test_get_model(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + name = "My super Model" + model_type = ModelType.MULTI_CLASS + data_type = DataType.IMAGE + granularity = Granularity.HOUR + description = "some boring description about this model" + algorithm = "brainfucker" + frameworks = "mlflow" + feature_name = "age" + feature_type = "int" + output_name = "adult" + output_type = "bool" + target_name = "adult" + target_type = "bool" + timestamp_name = "when" + timestamp_type = "str" + ts = str(time.time()) + json_string = f"""{{ + "uuid": "{str(model_id)}", + "name": "{name}", + "modelType": "{model_type.value}", + "dataType": "{data_type.value}", + "granularity": "{granularity.value}", + "features": [{{ + "name": "{feature_name}", + "type": "{feature_type}" + }}], + "outputs": {{ + "prediction": {{ + "name": "{output_name}", + "type": "{output_type}" + }}, + "predictionProba": {{ + "name": "{output_name}", + "type": "{output_type}" + }}, + "output": [{{ + "name": "{output_name}", + "type": "{output_type}" + }}] + }}, + "target": {{ + "name": "{target_name}", + "type": "{target_type}" + }}, + "timestamp": {{ + "name": "{timestamp_name}", + "type": "{timestamp_type}" + }}, + "description": "{description}", + "algorithm": "{algorithm}", + "frameworks": "{frameworks}", + "createdAt": "{ts}", + "updatedAt": "{ts}" + }}""" + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}", + "body": json_string, + "status": 200, + "content_type": "application/json", + } + ) + client = Client(base_url) + model = client.get_model(id=model_id) + + assert model.name() == name + assert model.model_type() == model_type + assert model.data_type() == data_type + assert model.granularity() == granularity + assert model.description() == description + assert model.algorithm() == algorithm + assert model.frameworks() == frameworks + assert model.target().name == target_name + assert model.target().type == target_type + assert model.timestamp().name == timestamp_name + assert model.timestamp().type == timestamp_type + assert len(model.features()) == 1 + assert model.features()[0].name == feature_name + assert model.features()[0].type == feature_type + assert model.outputs().prediction.name == output_name + assert model.outputs().prediction.type == output_type + assert model.outputs().prediction_proba.name == output_name + assert model.outputs().prediction_proba.type == output_type + assert len(model.outputs().output) == 1 + assert model.outputs().output[0].name == output_name + assert model.outputs().output[0].type == output_type + + @responses.activate + def test_get_model_client_error(self): + base_url = "http://api:9000" + model_id = uuid.uuid4() + invalid_json = '{"name": "Random Name"}' + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models/{str(model_id)}", + "body": invalid_json, + "status": 200, + "content_type": "application/json", + } + ) + client = Client(base_url) + with self.assertRaises(ClientError): + client.get_model(id=model_id) + + @responses.activate + def test_create_model(self): + base_url = "http://api:9000" + model = CreateModel( + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.WEEK, + features=[ColumnDefinition(name="feature_column", type="string")], + outputs=OutputType( + prediction=ColumnDefinition(name="result_column", type="int"), + output=[ColumnDefinition(name="result_column", type="int")], + ), + target=ColumnDefinition(name="target_column", type="string"), + timestamp=ColumnDefinition(name="tst_column", type="string"), + ) + model_definition = ModelDefinition( + name=model.name, + model_type=model.model_type, + data_type=model.data_type, + granularity=model.granularity, + features=model.features, + outputs=model.outputs, + target=model.target, + timestamp=model.timestamp, + created_at=str(time.time()), + updated_at=str(time.time()), + ) + responses.add( + **{ + "method": responses.POST, + "url": f"{base_url}/api/models", + "body": model_definition.model_dump_json(), + "status": 201, + "content_type": "application/json", + } + ) + + client = Client(base_url) + model = client.create_model(model) + assert model.name() == model_definition.name + assert model.model_type() == model_definition.model_type + assert model.data_type() == model_definition.data_type + assert model.granularity() == model_definition.granularity + assert model.features() == model_definition.features + assert model.outputs() == model_definition.outputs + assert model.target() == model_definition.target + assert model.timestamp() == model_definition.timestamp + assert model.description() is None + assert model.algorithm() is None + assert model.frameworks() is None + + @responses.activate + def test_search_models(self): + base_url = "http://api:9000" + + paginated_response = PaginatedModelDefinitions( + items=[ + ModelDefinition( + name="My Model", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + granularity=Granularity.DAY, + features=[ColumnDefinition(name="feature_column", type="string")], + outputs=OutputType( + prediction=ColumnDefinition(name="result_column", type="int"), + output=[ColumnDefinition(name="result_column", type="int")], + ), + target=ColumnDefinition(name="target_column", type="string"), + timestamp=ColumnDefinition(name="tst_column", type="string"), + created_at=str(time.time()), + updated_at=str(time.time()), + ) + ] + ) + + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api/models", + "body": paginated_response.model_dump_json(), + "status": 200, + "content_type": "application/json", + } + ) + + client = Client(base_url) + models = client.search_models() + assert len(models) == 1 + assert models[0].name() == paginated_response.items[0].name + assert models[0].model_type() == paginated_response.items[0].model_type + assert models[0].data_type() == paginated_response.items[0].data_type + assert models[0].granularity() == paginated_response.items[0].granularity + assert models[0].features() == paginated_response.items[0].features + assert models[0].outputs() == paginated_response.items[0].outputs + assert models[0].target() == paginated_response.items[0].target + assert models[0].timestamp() == paginated_response.items[0].timestamp + assert models[0].description() is None + assert models[0].algorithm() is None + assert models[0].frameworks() is None diff --git a/sdk/tests/commons/__init__.py b/sdk/tests/commons/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/sdk/tests/commons/rest_utils_test.py b/sdk/tests/commons/rest_utils_test.py new file mode 100644 index 00000000..f89fee00 --- /dev/null +++ b/sdk/tests/commons/rest_utils_test.py @@ -0,0 +1,81 @@ +from radicalbit_platform_sdk.commons import invoke +from radicalbit_platform_sdk.errors import ( + APIError, + NetworkError, + ServerError, + UnhandledResponseCode, +) +import unittest +import random +import requests +import responses + + +class RestUtilsTest(unittest.TestCase): + @responses.activate + def test_invoke_network_error(self): + base_url = "http://api:80" + responses.add( + **{"method": responses.GET, "url": f"{base_url}0/api", "status": 200} + ) + with self.assertRaises(NetworkError): + invoke("GET", f"{base_url}/api", 200, lambda resp: None) + + @responses.activate + def test_invoke_server_error(self): + base_url = "http://api:9000" + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api", + "status": random.randint(500, 599), + } + ) + with self.assertRaises(ServerError): + invoke("GET", f"{base_url}/api", 200, lambda resp: None) + + @responses.activate + def test_invoke_api_error(self): + base_url = "http://api:9000" + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api", + "status": random.randint(400, 499), + } + ) + with self.assertRaises(APIError): + invoke("GET", f"{base_url}/api", 200, lambda resp: None) + + @responses.activate + def test_invoke_unhandled_response_code_error(self): + base_url = "http://api:9000" + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api", + "status": random.randint(201, 299), + } + ) + with self.assertRaises(UnhandledResponseCode): + invoke("GET", f"{base_url}/api", 200, lambda resp: None) + + @responses.activate + def test_invoke_ok(self): + base_url = "http://api:9000" + response_body = "Hooray, it works" + responses.add( + **{ + "method": responses.GET, + "url": f"{base_url}/api", + "body": response_body, + "status": 200, + "content_type": "text/plain", + } + ) + + def __callback(response: requests.Response): + return response.text + + result = invoke("GET", f"{base_url}/api", 200, __callback) + assert result == response_body diff --git a/sdk/tests/models/__init__.py b/sdk/tests/models/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/sdk/tests/models/column_definition_test.py b/sdk/tests/models/column_definition_test.py new file mode 100644 index 00000000..e92b4514 --- /dev/null +++ b/sdk/tests/models/column_definition_test.py @@ -0,0 +1,13 @@ +from radicalbit_platform_sdk.models import ColumnDefinition +import json +import unittest + + +class ColumnDefinitionTest(unittest.TestCase): + def test_from_json(self): + field_name = "age" + field_type = "int" + json_string = f'{{"name": "{field_name}", "type": "{field_type}"}}' + column_definition = ColumnDefinition.model_validate(json.loads(json_string)) + assert column_definition.name == field_name + assert column_definition.type == field_type diff --git a/sdk/tests/models/model_definition_test.py b/sdk/tests/models/model_definition_test.py new file mode 100644 index 00000000..807352ba --- /dev/null +++ b/sdk/tests/models/model_definition_test.py @@ -0,0 +1,94 @@ +from radicalbit_platform_sdk.models import ( + ModelDefinition, + DataType, + ModelType, + Granularity, +) +import json +import unittest +import uuid +import time + + +class ModelDefinitionTest(unittest.TestCase): + def test_model_definition_from_json(self): + id = uuid.uuid4() + name = "My super Model" + model_type = ModelType.BINARY + data_type = DataType.TEXT + granularity = Granularity.HOUR + description = "some boring description about this model" + algorithm = "brainfucker" + frameworks = "mlflow" + feature_name = "age" + feature_type = "int" + output_name = "adult" + output_type = "bool" + target_name = "adult" + target_type = "bool" + timestamp_name = "when" + timestamp_type = "str" + ts = str(time.time()) + json_string = f"""{{ + "uuid": "{str(id)}", + "name": "{name}", + "modelType": "{model_type.value}", + "dataType": "{data_type.value}", + "granularity": "{granularity.value}", + "features": [{{ + "name": "{feature_name}", + "type": "{feature_type}" + }}], + "outputs": {{ + "prediction": {{ + "name": "{output_name}", + "type": "{output_type}" + }}, + "predictionProba": {{ + "name": "{output_name}", + "type": "{output_type}" + }}, + "output": [{{ + "name": "{output_name}", + "type": "{output_type}" + }}] + }}, + "target": {{ + "name": "{target_name}", + "type": "{target_type}" + }}, + "timestamp": {{ + "name": "{timestamp_name}", + "type": "{timestamp_type}" + }}, + "description": "{description}", + "algorithm": "{algorithm}", + "frameworks": "{frameworks}", + "createdAt": "{ts}", + "updatedAt": "{ts}" + }}""" + model_definition = ModelDefinition.model_validate(json.loads(json_string)) + assert model_definition.uuid == id + assert model_definition.name == name + assert model_definition.model_type == model_type + assert model_definition.data_type == data_type + assert model_definition.granularity == granularity + assert model_definition.description == description + assert model_definition.algorithm == algorithm + assert model_definition.frameworks == frameworks + assert model_definition.created_at == ts + assert model_definition.updated_at == ts + assert len(model_definition.features) == 1 + assert model_definition.features[0].name == feature_name + assert model_definition.features[0].type == feature_type + assert model_definition.outputs.prediction.name == output_name + assert model_definition.outputs.prediction.type == output_type + assert model_definition.outputs.prediction_proba.name == output_name + assert model_definition.outputs.prediction_proba.type == output_type + assert len(model_definition.outputs.output) == 1 + assert model_definition.outputs.output[0].name == output_name + assert model_definition.outputs.output[0].type == output_type + assert model_definition.target.name == target_name + assert model_definition.target.type == target_type + assert model_definition.timestamp.name == timestamp_name + assert model_definition.timestamp.type == timestamp_type diff --git a/sdk/tests_resources/people.csv b/sdk/tests_resources/people.csv new file mode 100644 index 00000000..45f27ddc --- /dev/null +++ b/sdk/tests_resources/people.csv @@ -0,0 +1,3 @@ +first_name,last_name,age,gender,adult,prediction,probability +mario,rossi,15,M,true,0.54,0.98 +rosa,bianca,45,F,false,0.78,0.69 \ No newline at end of file diff --git a/sdk/tests_resources/people_current.csv b/sdk/tests_resources/people_current.csv new file mode 100644 index 00000000..2e9444ac --- /dev/null +++ b/sdk/tests_resources/people_current.csv @@ -0,0 +1,3 @@ +correlation,first_name,last_name,age,gender,adult,prediction,probability,created_at +72d3d622-1891-40d2-a509-ef25d7dea2b5,mario,rossi,15,M,true,0.54,0.98,1706167830 +30cad1c8-1fa8-47a1-8e99-db735b6d3b17,rosa,bianca,45,F,false,0.78,0.69,1717471641 \ No newline at end of file diff --git a/sdk/tests_resources/people_pipe_separated.csv b/sdk/tests_resources/people_pipe_separated.csv new file mode 100644 index 00000000..e81aa1a7 --- /dev/null +++ b/sdk/tests_resources/people_pipe_separated.csv @@ -0,0 +1,3 @@ +first_name|last_name|age|gender|adult|prediction|probability +mario|rossi|15|M|true|0.54|0.98 +rosa|bianca|45|F|false|0.78|0.69 \ No newline at end of file diff --git a/sdk/tests_resources/wrong.csv b/sdk/tests_resources/wrong.csv new file mode 100644 index 00000000..fa539247 --- /dev/null +++ b/sdk/tests_resources/wrong.csv @@ -0,0 +1 @@ +This is not a CSV content \ No newline at end of file diff --git a/spark/Dockerfile b/spark/Dockerfile new file mode 100644 index 00000000..dd48e838 --- /dev/null +++ b/spark/Dockerfile @@ -0,0 +1,21 @@ +FROM spark:3.5.1-scala2.12-java17-python3-ubuntu + +# Adding needed jar +RUN curl -o /opt/spark/jars/bcprov-jdk15on-1.70.jar https://repo1.maven.org/maven2/org/bouncycastle/bcprov-jdk15on/1.70/bcprov-jdk15on-1.70.jar && \ + curl -o /opt/spark/jars/bcpkix-jdk15on-1.70.jar https://repo1.maven.org/maven2/org/bouncycastle/bcpkix-jdk15on/1.70/bcpkix-jdk15on-1.70.jar && \ + curl -o /opt/spark/jars/hadoop-aws-3.3.4.jar https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-aws/3.3.4/hadoop-aws-3.3.4.jar && \ + curl -o /opt/spark/jars/aws-java-sdk-bundle-1.12.723.jar https://repo1.maven.org/maven2/com/amazonaws/aws-java-sdk-bundle/1.12.723/aws-java-sdk-bundle-1.12.723.jar && \ + curl -o /opt/spark/jars/postgresql-42.7.3.jar https://repo1.maven.org/maven2/org/postgresql/postgresql/42.7.3/postgresql-42.7.3.jar + +USER root + +# Adding needed python libs that will be used by pyspark jobs +RUN pip install numpy pydantic pandas psycopg2-binary orjson scipy + +USER spark + +# Load pyspark jobs +COPY jobs /opt/spark/custom_jobs + +# Set python path for correct module loading +ENV PYTHONPATH "${PYTHONPATH}:/opt/spark/custom_jobs" \ No newline at end of file diff --git a/spark/README.md b/spark/README.md new file mode 100644 index 00000000..53a30ec9 --- /dev/null +++ b/spark/README.md @@ -0,0 +1,30 @@ +# Radicalbit Platform Spark Jobs + +This folder contains files to create the Spark docker image that will be used to calculate metrics. + +The custom image is created using the `Dockerfile` and it is a base Spark image where are installed some additional dependencies and loaded with the custom jobs located in the `jobs` folder. + +To create an additional job, add a `.py` file in `jobs` folder (take as an example `reference_job.py` for the boilerplate) + +### Development + +This is a poetry project that can be used to develop and test the jobs before putting them in the docker image. + +NB: if additional python dependencies are needed, pleas add them in `Dockerfile` accordingly, and not only in the `pyproject.toml` + +#### Formatting and linting + +```bash +poetry run ruff format +``` + +```bash +poetry run ruff check --fix +``` + +### Testing + +```bash +poetry run pytest +``` + diff --git a/spark/jobs/__init__.py b/spark/jobs/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/spark/jobs/current_job.py b/spark/jobs/current_job.py new file mode 100644 index 00000000..375edf29 --- /dev/null +++ b/spark/jobs/current_job.py @@ -0,0 +1,121 @@ +import logging +import sys +import os +import uuid + +import orjson +from pyspark.sql.types import StructType, StructField, StringType + +from utils.current import CurrentMetricsService +from utils.models import JobStatus, ModelOut +from utils.spark import apply_schema_to_dataframe +from utils.db import update_job_status, write_to_db + +from pyspark.sql import SparkSession + + +def main( + spark_session: SparkSession, + model: ModelOut, + current_dataset_path: str, + current_uuid: str, + reference_dataset_path: str, + table_name: str, +): + spark_context = spark_session.sparkContext + + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.access.key", os.getenv("AWS_ACCESS_KEY_ID") + ) + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.secret.key", os.getenv("AWS_SECRET_ACCESS_KEY") + ) + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.endpoint.region", os.getenv("AWS_REGION") + ) + if os.getenv("S3_ENDPOINT_URL"): + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.endpoint", os.getenv("S3_ENDPOINT_URL") + ) + spark_context._jsc.hadoopConfiguration().set("fs.s3a.path.style.access", "true") + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.connection.ssl.enabled", "false" + ) + + current_schema = model.to_current_spark_schema() + current_dataset = spark_session.read.csv(current_dataset_path, header=True) + current_dataset = apply_schema_to_dataframe(current_dataset, current_schema) + current_dataset = current_dataset.select( + *[c for c in current_schema.names if c in current_dataset.columns] + ) + reference_schema = model.to_reference_spark_schema() + reference_dataset = spark_session.read.csv(reference_dataset_path, header=True) + reference_dataset = apply_schema_to_dataframe(reference_dataset, reference_schema) + reference_dataset = reference_dataset.select( + *[c for c in reference_schema.names if c in reference_dataset.columns] + ) + metrics_service = CurrentMetricsService( + spark_session, current_dataset, reference_dataset, model=model + ) + statistics = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + model_quality = metrics_service.calculate_model_quality_with_group_by_timestamp() + drift = metrics_service.calculate_drift() + + # TODO put needed fields here + complete_record = { + "UUID": str(uuid.uuid4()), + "CURRENT_UUID": current_uuid, + "STATISTICS": orjson.dumps(statistics).decode("utf-8"), + "DATA_QUALITY": data_quality.model_dump_json(serialize_as_any=True), + "MODEL_QUALITY": orjson.dumps(model_quality).decode("utf-8"), + "DRIFT": orjson.dumps(drift).decode("utf-8"), + } + + schema = StructType( + [ + StructField("UUID", StringType(), True), + StructField("CURRENT_UUID", StringType(), True), + StructField("STATISTICS", StringType(), True), + StructField("DATA_QUALITY", StringType(), True), + StructField("MODEL_QUALITY", StringType(), True), + StructField("DRIFT", StringType(), True), + ] + ) + + write_to_db(spark_session, complete_record, schema, table_name) + # FIXME table name should come from parameters + update_job_status(current_uuid, JobStatus.SUCCEEDED, "current_dataset") + + +if __name__ == "__main__": + spark_session = SparkSession.builder.appName( + "radicalbit_reference_metrics" + ).getOrCreate() + + # Json of ModelOut is first param + model = ModelOut.model_validate_json(sys.argv[1]) + # Current dataset s3 path is second param + current_dataset_path = sys.argv[2] + # Current file uuid third param + current_uuid = sys.argv[3] + # Reference dataset s3 path is fourth param + reference_dataset_path = sys.argv[4] + # Table name fifth param + table_name = sys.argv[5] + + try: + main( + spark_session, + model, + current_dataset_path, + current_uuid, + reference_dataset_path, + table_name, + ) + except Exception as e: + logging.exception(e) + # FIXME table name should come from parameters + update_job_status(current_uuid, JobStatus.ERROR, "current_dataset") + finally: + spark_session.stop() diff --git a/spark/jobs/reference_job.py b/spark/jobs/reference_job.py new file mode 100644 index 00000000..bb611607 --- /dev/null +++ b/spark/jobs/reference_job.py @@ -0,0 +1,101 @@ +import sys +import os +import uuid + +import orjson +from pyspark.sql.types import StructField, StructType, StringType + +from utils.reference import ReferenceMetricsService +from utils.models import JobStatus, ModelOut +from utils.spark import apply_schema_to_dataframe +from utils.db import update_job_status, write_to_db + +from pyspark.sql import SparkSession + +import logging + + +def main( + spark_session: SparkSession, + model: ModelOut, + reference_dataset_path: str, + reference_uuid: str, + table_name: str, +): + spark_context = spark_session.sparkContext + + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.access.key", os.getenv("AWS_ACCESS_KEY_ID") + ) + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.secret.key", os.getenv("AWS_SECRET_ACCESS_KEY") + ) + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.endpoint.region", os.getenv("AWS_REGION") + ) + if os.getenv("S3_ENDPOINT_URL"): + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.endpoint", os.getenv("S3_ENDPOINT_URL") + ) + spark_context._jsc.hadoopConfiguration().set("fs.s3a.path.style.access", "true") + spark_context._jsc.hadoopConfiguration().set( + "fs.s3a.connection.ssl.enabled", "false" + ) + + reference_schema = model.to_reference_spark_schema() + reference_dataset = spark_session.read.csv(reference_dataset_path, header=True) + reference_dataset = apply_schema_to_dataframe(reference_dataset, reference_schema) + reference_dataset = reference_dataset.select( + *[c for c in reference_schema.names if c in reference_dataset.columns] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + model_quality = metrics_service.calculate_model_quality() + statistics = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + # TODO put needed fields here + complete_record = { + "UUID": str(uuid.uuid4()), + "REFERENCE_UUID": reference_uuid, + "MODEL_QUALITY": orjson.dumps(model_quality).decode("utf-8"), + "STATISTICS": orjson.dumps(statistics).decode("utf-8"), + "DATA_QUALITY": data_quality.model_dump_json(serialize_as_any=True), + } + + schema = StructType( + [ + StructField("UUID", StringType(), True), + StructField("REFERENCE_UUID", StringType(), True), + StructField("MODEL_QUALITY", StringType(), True), + StructField("DATA_QUALITY", StringType(), True), + StructField("STATISTICS", StringType(), True), + ] + ) + + write_to_db(spark_session, complete_record, schema, table_name) + # FIXME table name should come from parameters + update_job_status(reference_uuid, JobStatus.SUCCEEDED, "reference_dataset") + + +if __name__ == "__main__": + spark_session = SparkSession.builder.appName( + "radicalbit_reference_metrics" + ).getOrCreate() + + # Json of ModelOut is first param + model = ModelOut.model_validate_json(sys.argv[1]) + # Reference dataset s3 path is second param + reference_dataset_path = sys.argv[2] + # Reference file uuid third param + reference_uuid = sys.argv[3] + # Table name fourth param + table_name = sys.argv[4] + + try: + main(spark_session, model, reference_dataset_path, reference_uuid, table_name) + except Exception as e: + logging.exception(e) + # FIXME table name should come from parameters + update_job_status(reference_uuid, JobStatus.ERROR, "reference_dataset") + finally: + spark_session.stop() diff --git a/spark/jobs/utils/__init__.py b/spark/jobs/utils/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/spark/jobs/utils/chi2.py b/spark/jobs/utils/chi2.py new file mode 100644 index 00000000..8620365f --- /dev/null +++ b/spark/jobs/utils/chi2.py @@ -0,0 +1,204 @@ +from typing import Dict +import pyspark.sql +from pyspark.ml.stat import ChiSquareTest +from pyspark.ml.feature import VectorAssembler, StringIndexer +from pyspark.ml import Pipeline + + +class Chi2Test: + """Class for performing a chi-square test of independence using Pyspark.""" + + def __init__(self, spark_session, reference_data, current_data) -> None: + """ + Initializes the Chi2Test object with necessary data and parameters. + + Parameters: + - spark_session (SparkSession): The SparkSession object. + - reference_data (pyspark.sql.DataFrame): The DataFrame containing the reference data. + - current_data (pyspark.sql.DataFrame): The DataFrame containing the current data. + - reference_column (str): The column name in the reference data DataFrame. + - current_column (str): The column name in the current data DataFrame. + """ + self.spark_session = spark_session + self.reference_data = reference_data + self.current_data = current_data + + def __have_same_size(self) -> bool: + """ + Checks if the reference and current data have the same size. + + Returns: + - bool: True if the sizes are equal, False otherwise. + """ + return True if self.reference_size == self.current_size else False + + def __concatenate_columns(self) -> pyspark.sql.DataFrame: + """ + Concatenates the reference and current data if they have the same size or creates subsamples to make them + of equal size. + + Returns: + - pyspark.sql.DataFrame: The concatenated DataFrame. + """ + + if self.__have_same_size(): + self.reference = ( + self.reference.rdd.flatMap(lambda x: x) + .zipWithIndex() + .toDF(tuple(self.reference.columns + ["id"])) + ) + self.current = ( + self.current.rdd.flatMap(lambda x: x) + .zipWithIndex() + .toDF(tuple(self.current.columns + ["id"])) + ) + concatenated_data = self.reference.join( + self.current, self.reference.id == self.current.id, how="inner" + ) + + else: + max_size = max(self.reference_size, self.current_size) + + if self.reference_size == max_size: + # create a reference subsample with a size equal to the current + subsample_reference = ( + self.spark_session.createDataFrame( + self.reference.rdd.takeSample( + withReplacement=True, num=self.current_size, seed=1990 + ) + ) + .rdd.flatMap(lambda x: x) + .zipWithIndex() + .toDF(tuple(self.reference.columns + ["id"])) + ) + self.current = ( + self.current.rdd.flatMap(lambda x: x) + .zipWithIndex() + .toDF(tuple(self.current.columns + ["id"])) + ) + concatenated_data = subsample_reference.join( + self.current, subsample_reference.id == self.current.id, how="inner" + ) + else: + # create a current subsample with a size equal to the reference + subsample_current = ( + self.spark_session.createDataFrame( + self.current.rdd.takeSample( + withReplacement=True, num=self.reference_size, seed=1990 + ) + ) + .rdd.flatMap(lambda x: x) + .zipWithIndex() + .toDF(tuple(self.current.columns + ["id"])) + ) + self.reference = ( + self.reference.rdd.flatMap(lambda x: x) + .zipWithIndex() + .toDF(tuple(self.reference.columns + ["id"])) + ) + concatenated_data = subsample_current.join( + self.reference, + subsample_current.id == self.reference.id, + how="inner", + ) + + return concatenated_data + + def __numeric_casting(self, concatenated_data) -> pyspark.sql.DataFrame: + """ + Performs numeric casting on the concatenated data. + + Parameters: + - concatenated_data (pyspark.sql.DataFrame): The concatenated DataFrame. + + Returns: + - pyspark.sql.DataFrame: The DataFrame with numeric casting applied. + """ + indexers = [ + StringIndexer(inputCol=column, outputCol=column + "_index").fit( + concatenated_data + ) + for column in [self.reference_column, self.current_column] + ] + pipeline = Pipeline(stages=indexers) + return ( + pipeline.fit(concatenated_data) + .transform(concatenated_data) + .drop(self.reference_column, self.current_column) + .withColumnRenamed(self.reference_column + "_index", self.reference_column) + .withColumnRenamed(self.current_column + "_index", self.current_column) + ) + + def __current_column_to_vector(self, data) -> pyspark.sql.DataFrame: + """ + Converts the current column data to a vector using VectorAssembler. + + Parameters: + - data (pyspark.sql.DataFrame): The DataFrame containing the data. + + Returns: + - pyspark.sql.DataFrame: The DataFrame with the current column data converted to a vector. + """ + vector_assembler = VectorAssembler( + inputCols=[self.current_column], outputCol=f"{self.current_column}_vector" + ) + return vector_assembler.transform(data).select( + self.reference_column, f"{self.current_column}_vector" + ) + + def __prepare_data_for_test(self) -> pyspark.sql.DataFrame: + """ + Prepares the data for the chi-square test by concatenating columns, performing numeric casting, and converting + the current column data to a vector. + + Returns: + - pyspark.sql.DataFrame: The prepared DataFrame for the chi-square test. + """ + concatenated_data = self.__concatenate_columns() + numeric_concatenated_data = self.__numeric_casting( + concatenated_data=concatenated_data + ) + vector_data = self.__current_column_to_vector(data=numeric_concatenated_data) + return vector_data.select( + self.reference_column, f"{self.current_column}_vector" + ) + + def test(self, reference_column, current_column) -> Dict: + """ + Performs the chi-square test of independence. + + Parameters: + - reference_column (string): The column name in the reference DataFrame to test + - current_column (string): The column name in the current DataFrame to test + + Returns: + - dict: A dictionary containing the test results including p-value, degrees of freedom, and statistic. + """ + self.reference = ( + self.reference_data.select(reference_column) + .withColumnRenamed(reference_column, f"{reference_column}_reference") + .drop(*[reference_column]) + .na.drop() + ) + self.current = ( + self.current_data.select(current_column) + .withColumnRenamed(current_column, f"{current_column}_current") + .drop(*[current_column]) + .na.drop() + ) + self.reference_column = f"{reference_column}_reference" + self.current_column = f"{current_column}_current" + self.reference_size = self.reference.count() + self.current_size = self.current.count() + result = ChiSquareTest.test( + self.__prepare_data_for_test(), + f"{self.current_column}_vector", + self.reference_column, + True, + ) + + return { + "pValue": result.select("pValue").collect()[0][0], + "degreesOfFreedom": result.select("degreesOfFreedom").collect()[0][0], + "statistic": result.select("statistic").collect()[0][0], + } diff --git a/spark/jobs/utils/current.py b/spark/jobs/utils/current.py new file mode 100644 index 00000000..3d596353 --- /dev/null +++ b/spark/jobs/utils/current.py @@ -0,0 +1,803 @@ +from typing import List, Dict + +import numpy as np +from numpy import inf +from pyspark.ml.evaluation import ( + BinaryClassificationEvaluator, + MulticlassClassificationEvaluator, +) +from pyspark.ml.feature import Bucketizer +from pyspark.sql import DataFrame, SparkSession +from pyspark.sql.functions import count, when, isnan, col +import pyspark.sql.functions as f +from pyspark.sql.types import IntegerType + +from .data_quality import ( + NumericalFeatureMetrics, + CategoricalFeatureMetrics, + ClassMetrics, + BinaryClassDataQuality, + Histogram, +) +from .models import ModelOut, Granularity +from .ks import KolmogorovSmirnovTest +from .chi2 import Chi2Test + + +class CurrentMetricsService: + # Statistics + N_VARIABLES = "n_variables" + N_OBSERVATION = "n_observations" + MISSING_CELLS = "missing_cells" + MISSING_CELLS_PERC = "missing_cells_perc" + DUPLICATE_ROWS = "duplicate_rows" + DUPLICATE_ROWS_PERC = "duplicate_rows_perc" + NUMERIC = "numeric" + CATEGORICAL = "categorical" + DATETIME = "datetime" + + # Model Quality + model_quality_binary_classificator = { + "areaUnderROC": "area_under_roc", + "areaUnderPR": "area_under_pr", + } + + model_quality_multiclass_classificator = { + "f1": "f1", + "accuracy": "accuracy", + "weightedPrecision": "weighted_precision", + "weightedRecall": "weighted_recall", + "weightedTruePositiveRate": "weighted_true_positive_rate", + "weightedFalsePositiveRate": "weighted_false_positive_rate", + "weightedFMeasure": "weighted_f_measure", + "truePositiveRateByLabel": "true_positive_rate", + "falsePositiveRateByLabel": "false_positive_rate", + "precisionByLabel": "precision", + "recallByLabel": "recall", + "fMeasureByLabel": "f_measure", + } + + def __init__( + self, + spark_session: SparkSession, + current: DataFrame, + reference: DataFrame, + model: ModelOut, + ): + self.spark_session = spark_session + self.current = current + self.reference = reference + self.model = model + + # FIXME use pydantic struct like data quality + def calculate_statistics(self) -> dict[str, float]: + number_of_variables = len(self.model.get_all_variables_current()) + number_of_observations = self.current.count() + number_of_numerical = len(self.model.get_numerical_variables_current()) + number_of_categorical = len(self.model.get_categorical_variables_current()) + number_of_datetime = len(self.model.get_datetime_variables_current()) + current_columns = self.current.columns + + stats = ( + self.current.select( + [ + count(when(col(c).isNull() | isnan(c), c)).alias(c) + if t not in ("datetime", "date", "timestamp", "bool", "boolean") + else f.count(f.when(col(c).isNull(), c)).alias(c) + for c, t in self.current.dtypes + ] + ) + .withColumn(self.MISSING_CELLS, sum([f.col(c) for c in current_columns])) + .withColumn( + self.MISSING_CELLS_PERC, + ( + f.col(self.MISSING_CELLS) + / (number_of_variables * number_of_observations) + ) + * 100, + ) + .withColumn( + self.DUPLICATE_ROWS, + f.lit( + number_of_observations + - self.current.drop(self.model.timestamp.name) + .dropDuplicates( + [c for c in current_columns if c != self.model.timestamp.name] + ) + .count() + ), + ) + .withColumn( + self.DUPLICATE_ROWS_PERC, + (f.col(self.DUPLICATE_ROWS) / number_of_observations) * 100, + ) + .withColumn(self.N_VARIABLES, f.lit(number_of_variables)) + .withColumn(self.N_OBSERVATION, f.lit(number_of_observations)) + .withColumn(self.NUMERIC, f.lit(number_of_numerical)) + .withColumn(self.CATEGORICAL, f.lit(number_of_categorical)) + .withColumn(self.DATETIME, f.lit(number_of_datetime)) + .select( + *[ + self.MISSING_CELLS, + self.MISSING_CELLS_PERC, + self.DUPLICATE_ROWS, + self.DUPLICATE_ROWS_PERC, + self.N_VARIABLES, + self.N_OBSERVATION, + self.NUMERIC, + self.CATEGORICAL, + self.DATETIME, + ] + ) + .toPandas() + .to_dict(orient="records")[0] + ) + + return stats + + def calculate_data_quality_numerical(self) -> List[NumericalFeatureMetrics]: + numerical_features = [ + numerical.name for numerical in self.model.get_numerical_features() + ] + + def check_not_null(x): + return f.when(f.col(x).isNotNull() & ~f.isnan(x), f.col(x)) + + def split_dict(dictionary): + cleaned_dict = dict() + for k, v in dictionary.items(): + feature, metric = tuple(k.rsplit("-", 1)) + cleaned_dict.setdefault(feature, dict())[metric] = v + return cleaned_dict + + mean_agg = [ + (f.mean(check_not_null(x))).alias(f"{x}-mean") for x in numerical_features + ] + + max_agg = [ + (f.max(check_not_null(x))).alias(f"{x}-max") for x in numerical_features + ] + + min_agg = [ + (f.min(check_not_null(x))).alias(f"{x}-min") for x in numerical_features + ] + + median_agg = [ + (f.median(check_not_null(x))).alias(f"{x}-median") + for x in numerical_features + ] + + perc_25_agg = [ + (f.percentile(check_not_null(x), 0.25)).alias(f"{x}-perc_25") + for x in numerical_features + ] + + perc_75_agg = [ + (f.percentile(check_not_null(x), 0.75)).alias(f"{x}-perc_75") + for x in numerical_features + ] + + std_agg = [ + (f.std(check_not_null(x))).alias(f"{x}-std") for x in numerical_features + ] + + missing_values_agg = [ + (f.count(f.when(f.col(x).isNull() | f.isnan(x), x))).alias( + f"{x}-missing_values" + ) + for x in numerical_features + ] + + # FIXME maybe don't self.current.count() + missing_values_perc_agg = [ + ( + ( + f.count(f.when(f.col(x).isNull() | f.isnan(x), x)) + / self.current.count() + ) + * 100 + ).alias(f"{x}-missing_values_perc") + for x in numerical_features + ] + + count_agg = [ + (f.count(f.when(f.col(x).isNotNull() & ~f.isnan(x), True))).alias( + f"{x}-count" + ) + for x in numerical_features + ] + + # FIXME don't use self.current.count() + freq_agg = [ + ( + f.count(f.when(f.col(x).isNotNull() & ~f.isnan(x), True)) + / self.current.count() + ).alias(f"{x}-frequency") + for x in numerical_features + ] + + # Global + global_stat = self.current.select(numerical_features).agg( + *( + mean_agg + + max_agg + + min_agg + + median_agg + + perc_25_agg + + perc_75_agg + + std_agg + + missing_values_agg + + missing_values_perc_agg + ) + ) + + global_dict = global_stat.toPandas().iloc[0].to_dict() + global_data_quality = split_dict(global_dict) + + # TODO here we don't have target, for now we put prediction, we need to understand + # By Target + by_target = ( + self.current.select( + numerical_features + [self.model.outputs.prediction.name] + ) + .groupby(self.model.outputs.prediction.name) + .agg( + *( + mean_agg + + max_agg + + min_agg + + median_agg + + perc_25_agg + + perc_75_agg + + count_agg + + freq_agg + ) + ) + ) + + # TODO must refactor everything below + target_true = ( + by_target.filter(col(self.model.outputs.prediction.name) == 1.0) + .drop(self.model.outputs.prediction.name) + .toPandas() + ) + + if not target_true.empty: + target_true_data_quality = split_dict(target_true.iloc[0].to_dict()) + else: + target_true_data_quality = { + feature_name: { + "mean": 0.0, + "median": 0.0, + "perc_25": 0.0, + "perc_75": 0.0, + } + for feature_name, metrics in global_data_quality.items() + } + + target_false = ( + by_target.filter(col(self.model.outputs.prediction.name) == 0.0) + .drop(self.model.outputs.prediction.name) + .toPandas() + ) + + if not target_false.empty: + target_false_data_quality = split_dict(target_false.iloc[0].to_dict()) + else: + target_false_data_quality = { + feature_name: { + "mean": 0.0, + "median": 0.0, + "perc_25": 0.0, + "perc_75": 0.0, + } + for feature_name, metrics in global_data_quality.items() + } + + numerical_features_histogram = self.calculate_combined_histogram() + + numerical_features_metrics = [ + NumericalFeatureMetrics.from_dict( + feature_name, + metrics, + true_feature_dict=target_true_data_quality.get(feature_name), + false_feature_dict=target_false_data_quality.get(feature_name), + histogram=numerical_features_histogram.get(feature_name), + ) + for feature_name, metrics in global_data_quality.items() + ] + + return numerical_features_metrics + + def calculate_data_quality_categorical(self) -> List[CategoricalFeatureMetrics]: + categorical_features = [ + categorical.name for categorical in self.model.get_categorical_features() + ] + + def check_not_null(x): + return f.when(f.col(x).isNotNull(), f.col(x)) + + def split_dict(dictionary): + cleaned_dict = dict() + for k, v in dictionary.items(): + feature, metric = tuple(k.rsplit("-", 1)) + cleaned_dict.setdefault(feature, dict())[metric] = v + return cleaned_dict + + missing_values_agg = [ + (f.count(f.when(f.col(x).isNull(), x))).alias(f"{x}-missing_values") + for x in categorical_features + ] + + # FIXME maybe don't self.current.count() + missing_values_perc_agg = [ + ( + (f.count(f.when(f.col(x).isNull(), x)) / self.current.count()) * 100 + ).alias(f"{x}-missing_values_perc") + for x in categorical_features + ] + + distinct_values = [ + (f.countDistinct(check_not_null(x))).alias(f"{x}-distinct_values") + for x in categorical_features + ] + + global_stat = self.current.select(categorical_features).agg( + *(missing_values_agg + missing_values_perc_agg + distinct_values) + ) + + global_dict = global_stat.toPandas().iloc[0].to_dict() + global_data_quality = split_dict(global_dict) + + # FIXME by design this is not efficient + # FIXME understand if we want to divide by whole or by number of not null + # FIXME don't use self.reference.count() + + count_distinct_categories = { + column: dict( + self.current.select(column) + .filter(f.isnotnull(column)) + .groupBy(column) + .agg(*[f.count(check_not_null(column)).alias("count")]) + .withColumn( + "freq", + f.col("count") / self.current.count(), + ) + .toPandas() + .set_index(column) + .to_dict() + ) + for column in categorical_features + } + + categorical_features_metrics = [ + CategoricalFeatureMetrics.from_dict( + feature_name=feature_name, + global_metrics=metrics, + categories_metrics=count_distinct_categories.get(feature_name), + ) + for feature_name, metrics in global_data_quality.items() + ] + + return categorical_features_metrics + + def calculate_class_metrics(self) -> List[ClassMetrics]: + predictions = self.current.select([self.model.outputs.prediction.name]).orderBy( + self.model.outputs.prediction.name + ) + + rdd = predictions.rdd.map(tuple) + number_true_and_false = ( + rdd.map(lambda x: (x[0], 1)).reduceByKey(lambda x, y: x + y).collectAsMap() + ) + number_of_true = number_true_and_false.get(1.0, 0) + number_of_false = number_true_and_false.get(0.0, 0) + + number_of_observations = self.current.count() + + return [ + ClassMetrics( + name="true", + count=number_of_true, + percentage=(number_of_true / number_of_observations) * 100, + ), + ClassMetrics( + name="false", + count=number_of_false, + percentage=(number_of_false / number_of_observations) * 100, + ), + ] + + def calculate_data_quality(self) -> BinaryClassDataQuality: + feature_metrics = [] + if self.model.get_numerical_features(): + feature_metrics.extend(self.calculate_data_quality_numerical()) + if self.model.get_categorical_features(): + feature_metrics.extend(self.calculate_data_quality_categorical()) + return BinaryClassDataQuality( + n_observations=self.current.count(), + class_metrics=self.calculate_class_metrics(), + feature_metrics=feature_metrics, + ) + + def calculate_combined_histogram(self) -> Dict[str, Histogram]: + numerical_features = [ + numerical.name for numerical in self.model.get_numerical_features() + ] + current = self.current.withColumn("type", f.lit("current")) + reference = self.reference.withColumn("type", f.lit("reference")) + + def create_histogram(feature: str): + reference_and_current = current.select([feature, "type"]).unionByName( + reference.select([feature, "type"]) + ) + + max_value = reference_and_current.agg( + f.max( + f.when( + f.col(feature).isNotNull() & ~f.isnan(feature), f.col(feature) + ) + ) + ).collect()[0][0] + min_value = reference_and_current.agg( + f.min( + f.when( + f.col(feature).isNotNull() & ~f.isnan(feature), f.col(feature) + ) + ) + ).collect()[0][0] + + buckets_spacing = np.linspace(min_value, max_value, 11).tolist() + lookup = set() + generated_buckets = [ + x for x in buckets_spacing if x not in lookup and lookup.add(x) is None + ] + # workaround if all values are the same to not have errors + if len(generated_buckets) == 1: + buckets_spacing = [generated_buckets[0], generated_buckets[0]] + buckets = [-float(inf), generated_buckets[0], float(inf)] + else: + buckets = generated_buckets + + bucketizer = Bucketizer( + splits=buckets, inputCol=feature, outputCol="bucket" + ) + result = bucketizer.setHandleInvalid("keep").transform( + reference_and_current + ) + + current_df = ( + result.filter(f.col("type") == "current") + .groupBy("bucket") + .agg(f.count(f.col(feature)).alias("curr_count")) + ) + reference_df = ( + result.filter(f.col("type") == "reference") + .groupBy("bucket") + .agg(f.count(f.col(feature)).alias("ref_count")) + ) + + buckets_number = list(range(10)) + bucket_df = self.spark_session.createDataFrame( + buckets_number, IntegerType() + ).withColumnRenamed("value", "bucket") + tot_df = ( + bucket_df.join(current_df, on=["bucket"], how="left") + .join(reference_df, on=["bucket"], how="left") + .fillna(0) + .orderBy("bucket") + ) + # workaround if all values are the same to not have errors + if len(generated_buckets) == 1: + tot_df = tot_df.filter(f.col("bucket") == 1) + cur = tot_df.select("curr_count").rdd.flatMap(lambda x: x).collect() + ref = tot_df.select("ref_count").rdd.flatMap(lambda x: x).collect() + return Histogram( + buckets=buckets_spacing, reference_values=ref, current_values=cur + ) + + return {feature: create_histogram(feature) for feature in numerical_features} + + # FIXME use pydantic struct like data quality + def __calc_bc_metrics(self) -> dict[str, float]: + return { + label: self.__evaluate_binary_classification(self.current, name) + for (name, label) in self.model_quality_binary_classificator.items() + } + + # FIXME use pydantic struct like data quality + def __calc_mc_metrics(self) -> dict[str, float]: + return { + label: self.__evaluate_multi_class_classification(self.current, name) + for (name, label) in self.model_quality_multiclass_classificator.items() + } + + def __evaluate_binary_classification( + self, dataset: DataFrame, metric_name: str + ) -> float: + try: + return BinaryClassificationEvaluator( + metricName=metric_name, + labelCol=self.model.target.name, + rawPredictionCol=self.model.outputs.prediction_proba.name, + ).evaluate(dataset) + except Exception: + return float("nan") + + def __evaluate_multi_class_classification( + self, dataset: DataFrame, metric_name: str + ) -> float: + # metricLabel=1 is required otherwise this will take 0 as the positive label, with errors in calculations + # because this is used as binary classificator even if it is a multiclass + try: + return MulticlassClassificationEvaluator( + metricName=metric_name, + predictionCol=self.model.outputs.prediction.name, + labelCol=self.model.target.name, + metricLabel=1, + ).evaluate(dataset) + except Exception: + return float("nan") + + def calculate_multiclass_model_quality_group_by_timestamp(self): + def create_time_format(granularity: Granularity): + match granularity: + case Granularity.HOUR: + return "yyyy-MM-dd HH" + case Granularity.DAY: + return "yyyy-MM-dd" + case Granularity.WEEK: + return "yyyy-MM-dd" + case Granularity.MONTH: + return "yyyy-MM" + + if self.model.granularity == Granularity.WEEK: + dataset_with_group = self.current.select( + [ + self.model.outputs.prediction.name, + self.model.target.name, + f.date_format( + f.to_timestamp( + f.date_sub( + f.next_day( + f.date_format( + self.model.timestamp.name, + create_time_format(self.model.granularity), + ), + "sunday", + ), + 7, + ) + ), + "yyyy-MM-dd HH:mm:ss", + ).alias("time_group"), + ] + ) + else: + dataset_with_group = self.current.select( + [ + self.model.outputs.prediction.name, + self.model.target.name, + f.date_format( + f.to_timestamp( + f.date_format( + self.model.timestamp.name, + create_time_format(self.model.granularity), + ) + ), + "yyyy-MM-dd HH:mm:ss", + ).alias("time_group"), + ] + ) + + list_of_time_group = ( + dataset_with_group.select("time_group") + .distinct() + .orderBy(f.col("time_group").asc()) + .rdd.flatMap(lambda x: x) + .collect() + ) + array_of_groups = [ + dataset_with_group.where(f.col("time_group") == x) + for x in list_of_time_group + ] + + return { + label: [ + { + "timestamp": group, + "value": self.__evaluate_multi_class_classification( + group_dataset, name + ), + } + for group, group_dataset in zip(list_of_time_group, array_of_groups) + ] + for name, label in self.model_quality_multiclass_classificator.items() + } + + def calculate_binary_class_model_quality_group_by_timestamp(self): + def create_time_format(granularity: Granularity): + match granularity: + case Granularity.HOUR: + return "yyyy-MM-dd HH" + case Granularity.DAY: + return "yyyy-MM-dd" + case Granularity.WEEK: + return "yyyy-MM-dd" + case Granularity.MONTH: + return "yyyy-MM" + + if self.model.granularity == Granularity.WEEK: + dataset_with_group = self.current.select( + [ + self.model.outputs.prediction_proba.name, + self.model.target.name, + f.date_format( + f.to_timestamp( + f.date_sub( + f.next_day( + f.date_format( + self.model.timestamp.name, + create_time_format(self.model.granularity), + ), + "sunday", + ), + 7, + ) + ), + "yyyy-MM-dd HH:mm:ss", + ).alias("time_group"), + ] + ) + else: + dataset_with_group = self.current.select( + [ + self.model.outputs.prediction_proba.name, + self.model.target.name, + f.date_format( + f.to_timestamp( + f.date_format( + self.model.timestamp.name, + create_time_format(self.model.granularity), + ) + ), + "yyyy-MM-dd HH:mm:ss", + ).alias("time_group"), + ] + ) + + list_of_time_group = ( + dataset_with_group.select("time_group") + .distinct() + .orderBy(f.col("time_group").asc()) + .rdd.flatMap(lambda x: x) + .collect() + ) + array_of_groups = [ + dataset_with_group.where(f.col("time_group") == x) + for x in list_of_time_group + ] + + return { + label: [ + { + "timestamp": group, + "value": self.__evaluate_binary_classification(group_dataset, name), + } + for group, group_dataset in zip(list_of_time_group, array_of_groups) + ] + for name, label in self.model_quality_binary_classificator.items() + } + + def calculate_confusion_matrix(self) -> dict[str, float]: + prediction_and_label = ( + self.current.select( + [self.model.outputs.prediction.name, self.model.target.name] + ) + .withColumn(self.model.target.name, f.col(self.model.target.name)) + .orderBy(self.model.target.name) + ) + + tp = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 1) + & (col(self.model.target.name) == 1) + ).count() + tn = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 0) + & (col(self.model.target.name) == 0) + ).count() + fp = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 1) + & (col(self.model.target.name) == 0) + ).count() + fn = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 0) + & (col(self.model.target.name) == 1) + ).count() + + return { + "true_positive_count": tp, + "false_positive_count": fp, + "true_negative_count": tn, + "false_negative_count": fn, + } + + # FIXME use pydantic struct like data quality + def calculate_model_quality_with_group_by_timestamp(self): + metrics = dict() + metrics["global_metrics"] = self.__calc_mc_metrics() + metrics["grouped_metrics"] = ( + self.calculate_multiclass_model_quality_group_by_timestamp() + ) + metrics["global_metrics"].update(self.calculate_confusion_matrix()) + if self.model.outputs.prediction_proba is not None: + metrics["global_metrics"].update(self.__calc_bc_metrics()) + binary_class_metrics = ( + self.calculate_binary_class_model_quality_group_by_timestamp() + ) + metrics["grouped_metrics"].update(binary_class_metrics) + return metrics + + def calculate_drift(self): + drift_result = dict() + drift_result["feature_metrics"] = [] + + ref_count = self.reference.count() + cur_count = self.current.count() + + categorical_features = [ + categorical.name for categorical in self.model.get_categorical_features() + ] + chi2 = Chi2Test( + spark_session=self.spark_session, + reference_data=self.reference, + current_data=self.current, + ) + + for column in categorical_features: + feature_dict_to_append = { + "feature_name": column, + "drift_calc": { + "type": "CHI2", + }, + } + if ref_count > 5 and cur_count > 5: + result_tmp = chi2.test(column, column) + feature_dict_to_append["drift_calc"]["value"] = float( + result_tmp["pValue"] + ) + feature_dict_to_append["drift_calc"]["has_drift"] = bool( + result_tmp["pValue"] >= 0.05 + ) + else: + feature_dict_to_append["drift_calc"]["value"] = None + feature_dict_to_append["drift_calc"]["has_drift"] = False + drift_result["feature_metrics"].append(feature_dict_to_append) + + numerical_features = [ + numerical.name for numerical in self.model.get_numerical_features() + ] + ks = KolmogorovSmirnovTest( + reference_data=self.reference, + current_data=self.current, + alpha=0.05, + beta=0.000001, + ) + + for column in numerical_features: + feature_dict_to_append = { + "feature_name": column, + "drift_calc": { + "type": "KS", + }, + } + result_tmp = ks.test(column, column) + feature_dict_to_append["drift_calc"]["value"] = float( + result_tmp["ks_Statistic"] + ) + feature_dict_to_append["drift_calc"]["has_drift"] = bool( + result_tmp["ks_Statistic"] > result_tmp["critical_value"] + ) + drift_result["feature_metrics"].append(feature_dict_to_append) + + return drift_result diff --git a/spark/jobs/utils/data_quality.py b/spark/jobs/utils/data_quality.py new file mode 100644 index 00000000..258f76fd --- /dev/null +++ b/spark/jobs/utils/data_quality.py @@ -0,0 +1,152 @@ +from typing import List, Dict, Optional + +from pydantic import BaseModel, ConfigDict + + +class MedianMetrics(BaseModel): + perc_25: float + median: float + perc_75: float + + model_config = ConfigDict(ser_json_inf_nan="null") + + +class MissingValue(BaseModel): + count: int + percentage: float + + model_config = ConfigDict(ser_json_inf_nan="null") + + +class ClassMedianMetrics(BaseModel): + name: str + mean: float + median_metrics: MedianMetrics + + model_config = ConfigDict(ser_json_inf_nan="null") + + +class FeatureMetrics(BaseModel): + feature_name: str + type: str + missing_value: MissingValue + + +class Histogram(BaseModel): + buckets: List[float] + reference_values: List[int] + current_values: Optional[List[int]] = None + + model_config = ConfigDict(ser_json_inf_nan="null") + + +class NumericalFeatureMetrics(FeatureMetrics): + type: str = "numerical" + mean: float + std: float + min: float + max: float + median_metrics: MedianMetrics + class_median_metrics: List[ClassMedianMetrics] + histogram: Histogram + + model_config = ConfigDict(ser_json_inf_nan="null") + + @classmethod + def from_dict( + cls, + feature_name: str, + global_dict: Dict, + true_feature_dict: Dict, + false_feature_dict: Dict, + histogram: Histogram, + ) -> "NumericalFeatureMetrics": + return NumericalFeatureMetrics( + feature_name=feature_name, + missing_value=MissingValue( + count=global_dict.get("missing_values"), + percentage=global_dict.get("missing_values_perc"), + ), + mean=global_dict.get("mean"), + std=global_dict.get("std"), + min=global_dict.get("min"), + max=global_dict.get("max"), + median_metrics=MedianMetrics( + median=global_dict.get("median"), + perc_25=global_dict.get("perc_25"), + perc_75=global_dict.get("perc_75"), + ), + class_median_metrics=[ + ClassMedianMetrics( + name="true", + mean=true_feature_dict.get("mean"), + median_metrics=MedianMetrics( + median=true_feature_dict.get("median"), + perc_25=true_feature_dict.get("perc_25"), + perc_75=true_feature_dict.get("perc_75"), + ), + ), + ClassMedianMetrics( + name="false", + mean=false_feature_dict.get("mean"), + median_metrics=MedianMetrics( + median=false_feature_dict.get("median"), + perc_25=false_feature_dict.get("perc_25"), + perc_75=false_feature_dict.get("perc_75"), + ), + ), + ], + histogram=histogram, + ) + + +class CategoryFrequency(BaseModel): + name: str + count: int + frequency: float + + model_config = ConfigDict(ser_json_inf_nan="null") + + +class CategoricalFeatureMetrics(FeatureMetrics): + type: str = "categorical" + category_frequency: List[CategoryFrequency] + distinct_value: int + + model_config = ConfigDict(ser_json_inf_nan="null") + + @classmethod + def from_dict( + cls, feature_name: str, global_metrics: Dict, categories_metrics: Dict + ) -> "CategoricalFeatureMetrics": + count: Dict = categories_metrics.get("count") + freq: Dict = categories_metrics.get("freq") + return CategoricalFeatureMetrics( + feature_name=feature_name, + missing_value=MissingValue( + count=global_metrics.get("missing_values"), + percentage=global_metrics.get("missing_values_perc"), + ), + distinct_value=global_metrics.get("distinct_values"), + category_frequency=[ + CategoryFrequency( + name=str(k), count=count.get(k), frequency=freq.get(k) + ) + for k in count.keys() + ], + ) + + +# Number and percentage of true and false +class ClassMetrics(BaseModel): + name: str + count: int + percentage: float + + model_config = ConfigDict(ser_json_inf_nan="null") + + +class BinaryClassDataQuality(BaseModel): + n_observations: int + class_metrics: List[ClassMetrics] + feature_metrics: List[FeatureMetrics] diff --git a/spark/jobs/utils/db.py b/spark/jobs/utils/db.py new file mode 100644 index 00000000..006260bd --- /dev/null +++ b/spark/jobs/utils/db.py @@ -0,0 +1,46 @@ +import os +from typing import Dict + +from pyspark.sql import SparkSession +from pyspark.sql.types import StructType + +import psycopg2 + +# TODO Define connection details in a better way, this comes from env secrets +db_host = os.getenv("POSTGRES_HOST") +db_port = os.getenv("POSTGRES_PORT") +db_name = os.getenv("POSTGRES_DB") +user = os.getenv("POSTGRES_USER") +password = os.getenv("POSTGRES_PASSWORD") + +url = f"jdbc:postgresql://{db_host}:{db_port}/{db_name}" + + +def update_job_status(file_uuid: str, status: str, table_name: str): + # Use psycopg2 to update the job status + with psycopg2.connect( + host=db_host, dbname=db_name, user=user, password=password, port=db_port + ) as conn: + with conn.cursor() as cur: + cur.execute( + f""" + UPDATE {table_name} + SET "STATUS" = %s + WHERE "UUID" = %s + """, + (status, file_uuid), + ) + conn.commit() + + +def write_to_db( + spark_session: SparkSession, record: Dict, schema: StructType, table_name: str +): + out_df = spark_session.createDataFrame(data=[record], schema=schema) + + # stringtype is needed for jsonb + out_df.write.format("jdbc").option("url", url).option( + "stringtype", "unspecified" + ).option("driver", "org.postgresql.Driver").option("user", user).option( + "password", password + ).option("dbtable", table_name).mode("append").save() diff --git a/spark/jobs/utils/ks.py b/spark/jobs/utils/ks.py new file mode 100644 index 00000000..e6b2cc80 --- /dev/null +++ b/spark/jobs/utils/ks.py @@ -0,0 +1,103 @@ +import numpy as np +from math import ceil, sqrt +from numpy import linspace, interp + + +class KolmogorovSmirnovTest: + """ + This class implements the Kolmogorov-Smirnov test as described in the paper: https://arxiv.org/pdf/2312.09380. + It is designed to compare two sample distributions and determine if they differ significantly. + """ + + def __init__(self, reference_data, current_data, alpha, beta) -> None: + """ + Initializes the KolmogorovSmirnovTest with the provided data and parameters. + + Parameters: + - reference_data (DataFrame): The reference data as a Spark DataFrame. + - current_data (DataFrame): The current data as a Spark DataFrame. + - alpha (float): The significance level for the hypothesis test. + """ + self.reference_data = reference_data + self.current_data = current_data + self.alpha = alpha + self.beta = beta + self.reference_size = self.reference_data.count() + self.current_size = self.current_data.count() + + @staticmethod + def __eps45(n, delta) -> float: + """Select value of epsilon at the elbow of unit slope. + Return 0, for no approximation if delta < 0""" + + eps = max(0.0, delta - sqrt(delta / n)) + return eps + + @staticmethod + def __num_probs(n, delta: float, epsilon: float) -> int: + """Calculate number of probability points for approx + quantiles; at most this is the number of data points. + Returns: + - int_ the number of probability points + """ + + a = 1 / (delta - epsilon) + 1 + return min(ceil(a), n) + + def __critical_value_2(self, _alpha): + """Compute the critical value for the KS test at a given alpha level.""" + + return np.sqrt(-0.5 * np.log(_alpha / 2)) * np.sqrt( + (self.reference_size + self.current_size) + / (self.reference_size * self.current_size) + ) + + def __compute_phi(self, alpha, beta): + """Compute the value of phi for the given parameters.""" + + D_crit = self.__critical_value_2(self.alpha) + D_crit_upper = self.__critical_value_2(alpha + beta) + D_crit_lower = self.__critical_value_2(alpha - beta) + + # Compute the absolute differences + delta_upper = abs(D_crit_upper - D_crit) + delta_lower = abs(D_crit_lower - D_crit) + + # Phi is the minimum of these differences + phi = min(delta_upper, delta_lower) + return phi + + def test(self, reference_column, current_column) -> dict: + """Approximates two-sample KS distance with precision + phi between columns of Spark DataFrames. + + Parameters: + - reference_column (str): The column name in the reference data. + - current_column (str): The column name in the current data. + """ + + phi = self.__compute_phi(alpha=self.alpha, beta=self.beta) + delta = phi / 2 + eps45x = self.__eps45(delta, self.reference_size) + eps45y = self.__eps45(delta, self.current_size) + ax = self.__num_probs(self.reference_size, delta, eps45x) + ay = self.__num_probs(self.current_size, delta, eps45y) + pxi = linspace(1 / self.reference_size, 1, ax) + pyj = linspace(1 / self.current_size, 1, ay) + xi = self.reference_data.approxQuantile(reference_column, list(pxi), eps45x) + yj = self.current_data.approxQuantile(current_column, list(pyj), eps45y) + f_xi = pxi + f_yi = interp(xi, yj, pyj) + f_yj = pyj + f_xj = interp(yj, xi, pxi) + d_i = max(abs(f_xi - f_yi)) + d_j = max(abs(f_xj - f_yj)) + d_ks = max(d_i, d_j) + critical_value = self.__critical_value_2(_alpha=self.alpha) + + return { + "critical_value": critical_value, + "ks_Statistic": round(d_ks, 10), + "alpha": self.alpha, + "phi": phi, + } diff --git a/spark/jobs/utils/models.py b/spark/jobs/utils/models.py new file mode 100644 index 00000000..32267319 --- /dev/null +++ b/spark/jobs/utils/models.py @@ -0,0 +1,209 @@ +from enum import Enum +from typing import Optional, List +from uuid import UUID + +from pydantic import BaseModel +from pyspark.sql.types import ( + StructType, + StructField, + StringType, + DoubleType, + IntegerType, + TimestampType, +) + + +class JobStatus(str, Enum): + IMPORTING = "IMPORTING" + SUCCEEDED = "SUCCEEDED" + ERROR = "ERROR" + + +class SupportedTypes(str, Enum): + string = "string" + int = "int" + float = "float" + bool = "bool" + datetime = "datetime" + + +class ModelType(str, Enum): + REGRESSION = "REGRESSION" + BINARY = "BINARY" + MULTI_CLASS = "MULTI_CLASS" + + +class DataType(str, Enum): + TABULAR = "TABULAR" + TEXT = "TEXT" + IMAGE = "IMAGE" + + +class Granularity(str, Enum): + HOUR = "HOUR" + DAY = "DAY" + WEEK = "WEEK" + MONTH = "MONTH" + + +class ColumnDefinition(BaseModel): + name: str + type: SupportedTypes + + def is_numerical(self) -> bool: + return self.type == SupportedTypes.float or self.type == SupportedTypes.int + + def is_categorical(self) -> bool: + return self.type == SupportedTypes.string or self.type == SupportedTypes.bool + + def is_datetime(self) -> bool: + return self.type == SupportedTypes.datetime + + +class OutputType(BaseModel): + prediction: ColumnDefinition + prediction_proba: Optional[ColumnDefinition] = None + output: List[ColumnDefinition] + + +class ModelOut(BaseModel): + uuid: UUID + name: str + description: Optional[str] + model_type: ModelType + data_type: DataType + granularity: Granularity + features: List[ColumnDefinition] + outputs: OutputType + target: ColumnDefinition + timestamp: ColumnDefinition + frameworks: Optional[str] + algorithm: Optional[str] + created_at: str + updated_at: str + + @staticmethod + def convert_types(t: str): + match t: + case SupportedTypes.string: + return StringType() + case SupportedTypes.float: + return DoubleType() + case SupportedTypes.int: + return IntegerType() + case SupportedTypes.bool: + return StringType() + # TODO maybe we want to discriminate between DateType (only the date without the time) and Timestamp + case SupportedTypes.datetime: + return TimestampType() + + def to_reference_spark_schema(self): + """ + This will enforce float for target, prediction and prediction_proba + :return: the spark scheme of the reference dataset + """ + + all_features = ( + self.features + [self.target] + [self.timestamp] + self.outputs.output + ) + if self.outputs.prediction_proba: + enforce_float = [ + self.target.name, + self.outputs.prediction.name, + self.outputs.prediction_proba.name, + ] + else: + enforce_float = [self.target.name, self.outputs.prediction.name] + return StructType( + [ + StructField( + name=feature.name, + dataType=self.convert_types(feature.type), + nullable=False, + ) + if feature.name not in enforce_float + else StructField( + name=feature.name, + dataType=DoubleType(), + nullable=False, + ) + for feature in all_features + ] + ) + + # FIXME this must exclude target when we will have separate current and ground truth + def to_current_spark_schema(self): + """ + This will enforce float for target, prediction and prediction_proba + :return: the spark scheme of the current dataset (in the future without target) + """ + + all_features = ( + self.features + [self.target] + [self.timestamp] + self.outputs.output + ) + if self.outputs.prediction_proba: + enforce_float = [ + self.target.name, + self.outputs.prediction.name, + self.outputs.prediction_proba.name, + ] + else: + enforce_float = [self.target.name, self.outputs.prediction.name] + return StructType( + [ + StructField( + name=feature.name, + dataType=self.convert_types(feature.type), + nullable=False, + ) + if feature.name not in enforce_float + else StructField( + name=feature.name, + dataType=DoubleType(), + nullable=False, + ) + for feature in all_features + ] + ) + + def get_numerical_variables_reference(self) -> List[ColumnDefinition]: + all_features = ( + self.features + [self.target] + [self.timestamp] + self.outputs.output + ) + return [feature for feature in all_features if feature.is_numerical()] + + def get_categorical_variables_reference(self) -> List[ColumnDefinition]: + all_features = ( + self.features + [self.target] + [self.timestamp] + self.outputs.output + ) + return [feature for feature in all_features if feature.is_categorical()] + + def get_datetime_variables_reference(self) -> List[ColumnDefinition]: + all_features = ( + self.features + [self.target] + [self.timestamp] + self.outputs.output + ) + return [feature for feature in all_features if feature.is_datetime()] + + def get_all_variables_reference(self) -> List[ColumnDefinition]: + return self.features + [self.target] + [self.timestamp] + self.outputs.output + + def get_numerical_variables_current(self) -> List[ColumnDefinition]: + all_features = self.features + [self.timestamp] + self.outputs.output + return [feature for feature in all_features if feature.is_numerical()] + + def get_categorical_variables_current(self) -> List[ColumnDefinition]: + all_features = self.features + [self.timestamp] + self.outputs.output + return [feature for feature in all_features if feature.is_categorical()] + + def get_datetime_variables_current(self) -> List[ColumnDefinition]: + all_features = self.features + [self.timestamp] + self.outputs.output + return [feature for feature in all_features if feature.is_datetime()] + + def get_all_variables_current(self) -> List[ColumnDefinition]: + return self.features + [self.timestamp] + self.outputs.output + + def get_numerical_features(self) -> List[ColumnDefinition]: + return [feature for feature in self.features if feature.is_numerical()] + + def get_categorical_features(self) -> List[ColumnDefinition]: + return [feature for feature in self.features if feature.is_categorical()] diff --git a/spark/jobs/utils/reference.py b/spark/jobs/utils/reference.py new file mode 100644 index 00000000..36dac983 --- /dev/null +++ b/spark/jobs/utils/reference.py @@ -0,0 +1,495 @@ +from typing import List + +from pyspark.sql import DataFrame +from pyspark.ml.evaluation import ( + BinaryClassificationEvaluator, + MulticlassClassificationEvaluator, +) +from pyspark.sql.functions import count, when, isnan, col +import pyspark.sql.functions as f + +from .data_quality import ( + NumericalFeatureMetrics, + CategoricalFeatureMetrics, + ClassMetrics, + BinaryClassDataQuality, + Histogram, +) +from .models import ModelOut + + +class ReferenceMetricsService: + # Statistics + N_VARIABLES = "n_variables" + N_OBSERVATION = "n_observations" + MISSING_CELLS = "missing_cells" + MISSING_CELLS_PERC = "missing_cells_perc" + DUPLICATE_ROWS = "duplicate_rows" + DUPLICATE_ROWS_PERC = "duplicate_rows_perc" + NUMERIC = "numeric" + CATEGORICAL = "categorical" + DATETIME = "datetime" + + # Model Quality + model_quality_binary_classificator = { + "areaUnderROC": "area_under_roc", + "areaUnderPR": "area_under_pr", + } + + model_quality_multiclass_classificator = { + "f1": "f1", + "accuracy": "accuracy", + "weightedPrecision": "weighted_precision", + "weightedRecall": "weighted_recall", + "weightedTruePositiveRate": "weighted_true_positive_rate", + "weightedFalsePositiveRate": "weighted_false_positive_rate", + "weightedFMeasure": "weighted_f_measure", + "truePositiveRateByLabel": "true_positive_rate", + "falsePositiveRateByLabel": "false_positive_rate", + "precisionByLabel": "precision", + "recallByLabel": "recall", + "fMeasureByLabel": "f_measure", + } + + def __init__(self, reference: DataFrame, model: ModelOut): + self.model = model + self.reference = reference + + def __evaluate_binary_classification( + self, dataset: DataFrame, metric_name: str + ) -> float: + try: + return BinaryClassificationEvaluator( + metricName=metric_name, + labelCol=self.model.target.name, + rawPredictionCol=self.model.outputs.prediction_proba.name, + ).evaluate(dataset) + except Exception: + return float("nan") + + def __evaluate_multi_class_classification( + self, dataset: DataFrame, metric_name: str + ) -> float: + # metricLabel=1 is required otherwise this will take 0 as the positive label, with errors in calculations + # because this is used as binary classificator even if it is a multiclass + try: + return MulticlassClassificationEvaluator( + metricName=metric_name, + predictionCol=self.model.outputs.prediction.name, + labelCol=self.model.target.name, + metricLabel=1, + ).evaluate(dataset) + except Exception: + return float("nan") + + # FIXME use pydantic struct like data quality + def __calc_bc_metrics(self) -> dict[str, float]: + return { + label: self.__evaluate_binary_classification(self.reference, name) + for (name, label) in self.model_quality_binary_classificator.items() + } + + # FIXME use pydantic struct like data quality + def __calc_mc_metrics(self) -> dict[str, float]: + return { + label: self.__evaluate_multi_class_classification(self.reference, name) + for (name, label) in self.model_quality_multiclass_classificator.items() + } + + # FIXME use pydantic struct like data quality + def calculate_statistics(self) -> dict[str, float]: + number_of_variables = len(self.model.get_all_variables_reference()) + number_of_observations = self.reference.count() + number_of_numerical = len(self.model.get_numerical_variables_reference()) + number_of_categorical = len(self.model.get_categorical_variables_reference()) + number_of_datetime = len(self.model.get_datetime_variables_reference()) + reference_columns = self.reference.columns + + stats = ( + self.reference.select( + [ + count(when(isnan(c) | col(c).isNull(), c)).alias(c) + if t not in ("datetime", "date", "timestamp", "bool", "boolean") + else f.count(f.when(col(c).isNull(), c)).alias(c) + for c, t in self.reference.dtypes + ] + ) + .withColumn(self.MISSING_CELLS, sum([f.col(c) for c in reference_columns])) + .withColumn( + self.MISSING_CELLS_PERC, + ( + f.col(self.MISSING_CELLS) + / (number_of_variables * number_of_observations) + ) + * 100, + ) + .withColumn( + self.DUPLICATE_ROWS, + f.lit( + number_of_observations + - self.reference.dropDuplicates( + [c for c in reference_columns if c != self.model.timestamp.name] + ).count() + ), + ) + .withColumn( + self.DUPLICATE_ROWS_PERC, + (f.col(self.DUPLICATE_ROWS) / number_of_observations) * 100, + ) + .withColumn(self.N_VARIABLES, f.lit(number_of_variables)) + .withColumn(self.N_OBSERVATION, f.lit(number_of_observations)) + .withColumn(self.NUMERIC, f.lit(number_of_numerical)) + .withColumn(self.CATEGORICAL, f.lit(number_of_categorical)) + .withColumn(self.DATETIME, f.lit(number_of_datetime)) + .select( + *[ + self.MISSING_CELLS, + self.MISSING_CELLS_PERC, + self.DUPLICATE_ROWS, + self.DUPLICATE_ROWS_PERC, + self.N_VARIABLES, + self.N_OBSERVATION, + self.NUMERIC, + self.CATEGORICAL, + self.DATETIME, + ] + ) + .toPandas() + .to_dict(orient="records")[0] + ) + + return stats + + # FIXME use pydantic struct like data quality + def calculate_model_quality(self) -> dict[str, float]: + metrics = self.__calc_mc_metrics() + metrics.update(self.calculate_confusion_matrix()) + if self.model.outputs.prediction_proba is not None: + metrics.update(self.__calc_bc_metrics()) + + return metrics + + # FIXME use pydantic struct like data quality + def calculate_confusion_matrix(self) -> dict[str, float]: + prediction_and_label = ( + self.reference.select( + [self.model.outputs.prediction.name, self.model.target.name] + ) + .withColumn(self.model.target.name, f.col(self.model.target.name)) + .orderBy(self.model.target.name) + ) + + tp = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 1) + & (col(self.model.target.name) == 1) + ).count() + tn = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 0) + & (col(self.model.target.name) == 0) + ).count() + fp = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 1) + & (col(self.model.target.name) == 0) + ).count() + fn = prediction_and_label.filter( + (col(self.model.outputs.prediction.name) == 0) + & (col(self.model.target.name) == 1) + ).count() + + return { + "true_positive_count": tp, + "false_positive_count": fp, + "true_negative_count": tn, + "false_negative_count": fn, + } + + def calculate_data_quality_numerical(self) -> List[NumericalFeatureMetrics]: + numerical_features = [ + numerical.name for numerical in self.model.get_numerical_features() + ] + + def check_not_null(x): + return f.when(f.col(x).isNotNull() & ~f.isnan(x), f.col(x)) + + def split_dict(dictionary): + cleaned_dict = dict() + for k, v in dictionary.items(): + feature, metric = tuple(k.rsplit("-", 1)) + cleaned_dict.setdefault(feature, dict())[metric] = v + return cleaned_dict + + mean_agg = [ + (f.mean(check_not_null(x))).alias(f"{x}-mean") for x in numerical_features + ] + + max_agg = [ + (f.max(check_not_null(x))).alias(f"{x}-max") for x in numerical_features + ] + + min_agg = [ + (f.min(check_not_null(x))).alias(f"{x}-min") for x in numerical_features + ] + + median_agg = [ + (f.median(check_not_null(x))).alias(f"{x}-median") + for x in numerical_features + ] + + perc_25_agg = [ + (f.percentile(check_not_null(x), 0.25)).alias(f"{x}-perc_25") + for x in numerical_features + ] + + perc_75_agg = [ + (f.percentile(check_not_null(x), 0.75)).alias(f"{x}-perc_75") + for x in numerical_features + ] + + std_agg = [ + (f.std(check_not_null(x))).alias(f"{x}-std") for x in numerical_features + ] + + missing_values_agg = [ + (f.count(f.when(f.col(x).isNull() | f.isnan(x), x))).alias( + f"{x}-missing_values" + ) + for x in numerical_features + ] + + # FIXME maybe don't self.reference.count() + missing_values_perc_agg = [ + ( + ( + f.count(f.when(f.col(x).isNull() | f.isnan(x), x)) + / self.reference.count() + ) + * 100 + ).alias(f"{x}-missing_values_perc") + for x in numerical_features + ] + + count_agg = [ + (f.count(f.when(f.col(x).isNotNull() & ~f.isnan(x), True))).alias( + f"{x}-count" + ) + for x in numerical_features + ] + + # FIXME don't use self.reference.count() + freq_agg = [ + ( + f.count(f.when(f.col(x).isNotNull() & ~f.isnan(x), True)) + / self.reference.count() + ).alias(f"{x}-frequency") + for x in numerical_features + ] + + # Global + global_stat = self.reference.select(numerical_features).agg( + *( + mean_agg + + max_agg + + min_agg + + median_agg + + perc_25_agg + + perc_75_agg + + std_agg + + missing_values_agg + + missing_values_perc_agg + ) + ) + + global_dict = global_stat.toPandas().iloc[0].to_dict() + global_data_quality = split_dict(global_dict) + + # By Target + by_target = ( + self.reference.select(numerical_features + [self.model.target.name]) + .groupby(self.model.target.name) + .agg( + *( + mean_agg + + max_agg + + min_agg + + median_agg + + perc_25_agg + + perc_75_agg + + count_agg + + freq_agg + ) + ) + ) + + # TODO must refactor everything below + target_true = ( + by_target.filter(col(self.model.target.name) == 1.0) + .drop(self.model.target.name) + .toPandas() + ) + + if not target_true.empty: + target_true_data_quality = split_dict(target_true.iloc[0].to_dict()) + else: + target_true_data_quality = { + feature_name: { + "mean": 0.0, + "median": 0.0, + "perc_25": 0.0, + "perc_75": 0.0, + } + for feature_name, metrics in global_data_quality.items() + } + + target_false = ( + by_target.filter(col(self.model.target.name) == 0.0) + .drop(self.model.target.name) + .toPandas() + ) + + if not target_false.empty: + target_false_data_quality = split_dict(target_false.iloc[0].to_dict()) + else: + target_false_data_quality = { + feature_name: { + "mean": 0.0, + "median": 0.0, + "perc_25": 0.0, + "perc_75": 0.0, + } + for feature_name, metrics in global_data_quality.items() + } + + # TODO probably not so efficient but I haven't found another way + histograms = { + column: self.reference.select(column).rdd.flatMap(lambda x: x).histogram(10) + for column in numerical_features + } + + dict_of_hist = { + k: Histogram(buckets=v[0], reference_values=v[1]) + for k, v in histograms.items() + } + + numerical_features_metrics = [ + NumericalFeatureMetrics.from_dict( + feature_name, + metrics, + true_feature_dict=target_true_data_quality.get(feature_name), + false_feature_dict=target_false_data_quality.get(feature_name), + histogram=dict_of_hist.get(feature_name), + ) + for feature_name, metrics in global_data_quality.items() + ] + + return numerical_features_metrics + + def calculate_data_quality_categorical(self) -> List[CategoricalFeatureMetrics]: + categorical_features = [ + categorical.name for categorical in self.model.get_categorical_features() + ] + + def check_not_null(x): + return f.when(f.col(x).isNotNull(), f.col(x)) + + def split_dict(dictionary): + cleaned_dict = dict() + for k, v in dictionary.items(): + feature, metric = tuple(k.rsplit("-", 1)) + cleaned_dict.setdefault(feature, dict())[metric] = v + return cleaned_dict + + missing_values_agg = [ + (f.count(f.when(f.col(x).isNull(), x))).alias(f"{x}-missing_values") + for x in categorical_features + ] + + # FIXME maybe don't self.reference.count() + missing_values_perc_agg = [ + ( + (f.count(f.when(f.col(x).isNull(), x)) / self.reference.count()) * 100 + ).alias(f"{x}-missing_values_perc") + for x in categorical_features + ] + + distinct_values = [ + (f.countDistinct(check_not_null(x))).alias(f"{x}-distinct_values") + for x in categorical_features + ] + + global_stat = self.reference.select(categorical_features).agg( + *(missing_values_agg + missing_values_perc_agg + distinct_values) + ) + + global_dict = global_stat.toPandas().iloc[0].to_dict() + global_data_quality = split_dict(global_dict) + + # FIXME by design this is not efficient + # FIXME understand if we want to divide by whole or by number of not null + # FIXME don't use self.reference.count() + + count_distinct_categories = { + column: dict( + self.reference.select(column) + .filter(f.isnotnull(column)) + .groupBy(column) + .agg(*[f.count(check_not_null(column)).alias("count")]) + .withColumn( + "freq", + f.col("count") / self.reference.count(), + ) + .toPandas() + .set_index(column) + .to_dict() + ) + for column in categorical_features + } + + categorical_features_metrics = [ + CategoricalFeatureMetrics.from_dict( + feature_name=feature_name, + global_metrics=metrics, + categories_metrics=count_distinct_categories.get(feature_name), + ) + for feature_name, metrics in global_data_quality.items() + ] + + return categorical_features_metrics + + def calculate_class_metrics(self) -> List[ClassMetrics]: + predictions = self.reference.select( + [self.model.outputs.prediction.name] + ).orderBy(self.model.outputs.prediction.name) + + rdd = predictions.rdd.map(tuple) + number_true_and_false = ( + rdd.map(lambda x: (x[0], 1)).reduceByKey(lambda x, y: x + y).collectAsMap() + ) + number_of_true = number_true_and_false.get(1.0, 0) + number_of_false = number_true_and_false.get(0.0, 0) + + number_of_observations = self.reference.count() + + return [ + ClassMetrics( + name="true", + count=number_of_true, + percentage=(number_of_true / number_of_observations) * 100, + ), + ClassMetrics( + name="false", + count=number_of_false, + percentage=(number_of_false / number_of_observations) * 100, + ), + ] + + def calculate_data_quality(self) -> BinaryClassDataQuality: + feature_metrics = [] + if self.model.get_numerical_features(): + feature_metrics.extend(self.calculate_data_quality_numerical()) + if self.model.get_categorical_features(): + feature_metrics.extend(self.calculate_data_quality_categorical()) + return BinaryClassDataQuality( + n_observations=self.reference.count(), + class_metrics=self.calculate_class_metrics(), + feature_metrics=feature_metrics, + ) diff --git a/spark/jobs/utils/spark.py b/spark/jobs/utils/spark.py new file mode 100644 index 00000000..16f371a9 --- /dev/null +++ b/spark/jobs/utils/spark.py @@ -0,0 +1,7 @@ +from pyspark.sql.functions import col + + +def apply_schema_to_dataframe(df, schema): + for field in schema.fields: + df = df.withColumn(field.name, col(field.name).cast(field.dataType)) + return df diff --git a/spark/poetry.lock b/spark/poetry.lock new file mode 100644 index 00000000..9e86d23d --- /dev/null +++ b/spark/poetry.lock @@ -0,0 +1,1639 @@ +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. + +[[package]] +name = "annotated-types" 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["Radicalbit "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.11" +pyspark = "^3.5.1" +pydantic = "^2.7.3" +numpy = "^1.26.4" +pandas = "^2.2.2" +poetry = "^1.8.3" +psycopg2 = "^2.9.9" +orjson = "^3.10.5" +scipy = "^1.13.1" + + +[tool.poetry.group.dev.dependencies] +pytest = "^8.2.1" +ruff = "^0.4.7" +deepdiff = "^7.0.1" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/spark/tests/__init__.py b/spark/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/spark/tests/current_test.py b/spark/tests/current_test.py new file mode 100644 index 00000000..b7db313c --- /dev/null +++ b/spark/tests/current_test.py @@ -0,0 +1,3434 @@ +import datetime +import uuid +from pathlib import Path + +import deepdiff +import pytest +from pyspark.sql import SparkSession + +from jobs.utils.current import CurrentMetricsService +from jobs.utils.models import ( + ModelOut, + ModelType, + DataType, + OutputType, + ColumnDefinition, + SupportedTypes, + Granularity, +) +from jobs.utils.spark import apply_schema_to_dataframe +from tests.utils.pytest_utils import my_approx + +test_resource_path = Path(__file__).resolve().parent / "resources" + + +@pytest.fixture() +def spark_fixture(): + spark = SparkSession.builder.appName("Current PyTest").getOrCreate() + yield spark + + +@pytest.fixture() +def dataset(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def complete_dataset(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/complete_dataset.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/complete_dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def current_joined(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/current_joined.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/reference_joined.csv", header=True + ), + ) + + +@pytest.fixture() +def easy_dataset(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/easy_dataset.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/easy_dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def dataset_cat_missing(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_cat_missing.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset_cat_missing.csv", header=True + ), + ) + + +@pytest.fixture() +def dataset_with_datetime(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_with_datetime.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset_with_datetime.csv", header=True + ), + ) + + +@pytest.fixture() +def easy_dataset_bucket_test(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/easy_dataset_bucket_test.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/easy_dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def dataset_for_hour(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_for_hour.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def dataset_for_day(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_for_day.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def dataset_for_week(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_for_week.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def dataset_for_month(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_for_month.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +def test_calculation(spark_fixture, dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + model_quality = metrics_service.calculate_model_quality_with_group_by_timestamp() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 4.285714285714286, + "n_observations": 10, + "n_variables": 7, + "numeric": 4, + } + ) + + assert not deepdiff.DeepDiff( + model_quality, + { + "global_metrics": { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + "grouped_metrics": { + "f1": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.901010101010101} + ], + "accuracy": [{"timestamp": "2024-06-16 00:00:00", "value": 0.9}], + "weighted_precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.9199999999999999} + ], + "weighted_recall": [{"timestamp": "2024-06-16 00:00:00", "value": 0.9}], + "weighted_true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.9} + ], + "weighted_false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.06666666666666667} + ], + "weighted_f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.901010101010101} + ], + "true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.8333333333333334} + ], + "false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0} + ], + "precision": [{"timestamp": "2024-06-16 00:00:00", "value": 1.0}], + "recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.8333333333333334} + ], + "f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.9090909090909091} + ], + "area_under_roc": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.41666666666666663} + ], + "area_under_pr": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.5652116402116403} + ], + }, + }, + ignore_order=True, + significant_digits=6, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_current_joined(spark_fixture, current_joined): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="age", type=SupportedTypes.int), + ColumnDefinition(name="sex", type=SupportedTypes.string), + ColumnDefinition(name="chest_pain_type", type=SupportedTypes.int), + ColumnDefinition(name="resting_blood_pressure", type=SupportedTypes.int), + ColumnDefinition(name="cholesterol", type=SupportedTypes.int), + ColumnDefinition(name="fasting_blood_sugar", type=SupportedTypes.int), + ColumnDefinition(name="resting_ecg", type=SupportedTypes.int), + ColumnDefinition(name="max_heart_rate_achieved", type=SupportedTypes.int), + ColumnDefinition(name="exercise_induced_angina", type=SupportedTypes.int), + ColumnDefinition(name="st_depression", type=SupportedTypes.float), + ColumnDefinition(name="st_slope", type=SupportedTypes.int), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = current_joined + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "categorical": 1, + "datetime": 1, + "duplicate_rows": 11, + "duplicate_rows_perc": 4.621848739495799, + "missing_cells": 0, + "missing_cells_perc": 0.0, + "n_observations": 238, + "n_variables": 14, + "numeric": 12, + } + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 238, + "class_metrics": [ + {"name": "true", "count": 133, "percentage": 55.88235294117647}, + {"name": "false", "count": 105, "percentage": 44.11764705882353}, + ], + "feature_metrics": [ + { + "feature_name": "age", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 53.34873949579832, + "std": 9.050737112869957, + "min": 28.0, + "max": 74.0, + "median_metrics": { + "perc_25": 47.0, + "median": 54.0, + "perc_75": 60.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 54.857142857142854, + "median_metrics": { + "perc_25": 50.0, + "median": 56.0, + "perc_75": 60.0, + }, + }, + { + "name": "false", + "mean": 51.43809523809524, + "median_metrics": { + "perc_25": 45.0, + "median": 52.0, + "perc_75": 57.0, + }, + }, + ], + "histogram": { + "buckets": [ + 28.0, + 32.6, + 37.2, + 41.8, + 46.4, + 51.0, + 55.599999999999994, + 60.199999999999996, + 64.8, + 69.4, + 74.0, + ], + "reference_values": [4, 7, 14, 29, 26, 59, 48, 23, 24, 4], + "current_values": [4, 7, 14, 29, 26, 59, 48, 23, 24, 4], + }, + }, + { + "feature_name": "chest_pain_type", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 3.235294117647059, + "std": 0.9205197793554797, + "min": 1.0, + "max": 4.0, + "median_metrics": {"perc_25": 3.0, "median": 4.0, "perc_75": 4.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 3.6240601503759398, + "median_metrics": { + "perc_25": 4.0, + "median": 4.0, + "perc_75": 4.0, + }, + }, + { + "name": "false", + "mean": 2.742857142857143, + "median_metrics": { + "perc_25": 2.0, + "median": 3.0, + "perc_75": 3.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.0, + 1.3, + 1.6, + 1.9, + 2.2, + 2.5, + 2.8, + 3.1, + 3.4, + 3.6999999999999997, + 4.0, + ], + "reference_values": [12, 0, 0, 43, 0, 0, 60, 0, 0, 123], + "current_values": [12, 0, 0, 43, 0, 0, 60, 0, 0, 123], + }, + }, + { + "feature_name": "resting_blood_pressure", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 132.85294117647058, + "std": 18.16286527113178, + "min": 94.0, + "max": 192.0, + "median_metrics": { + "perc_25": 120.0, + "median": 130.0, + "perc_75": 140.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 134.65413533834587, + "median_metrics": { + "perc_25": 122.0, + "median": 131.0, + "perc_75": 150.0, + }, + }, + { + "name": "false", + "mean": 130.57142857142858, + "median_metrics": { + "perc_25": 120.0, + "median": 130.0, + "perc_75": 140.0, + }, + }, + ], + "histogram": { + "buckets": [ + 94.0, + 103.8, + 113.6, + 123.4, + 133.2, + 143.0, + 152.8, + 162.60000000000002, + 172.4, + 182.2, + 192.0, + ], + "reference_values": [5, 25, 54, 56, 43, 26, 17, 4, 5, 3], + "current_values": [5, 25, 54, 56, 43, 26, 17, 4, 5, 3], + }, + }, + { + "feature_name": "cholesterol", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 212.2436974789916, + "std": 107.54541510599883, + "min": 0.0, + "max": 564.0, + "median_metrics": { + "perc_25": 186.25, + "median": 234.0, + "perc_75": 277.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 192.66165413533835, + "median_metrics": { + "perc_25": 0.0, + "median": 230.0, + "perc_75": 281.0, + }, + }, + { + "name": "false", + "mean": 237.04761904761904, + "median_metrics": { + "perc_25": 205.0, + "median": 235.0, + "perc_75": 275.0, + }, + }, + ], + "histogram": { + "buckets": [ + 0.0, + 56.4, + 112.8, + 169.2, + 225.6, + 282.0, + 338.4, + 394.8, + 451.2, + 507.59999999999997, + 564.0, + ], + "reference_values": [38, 0, 7, 63, 73, 44, 9, 1, 1, 2], + "current_values": [38, 0, 7, 63, 73, 44, 9, 1, 1, 2], + }, + }, + { + "feature_name": "fasting_blood_sugar", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 0.20588235294117646, + "std": 0.4051970646565134, + "min": 0.0, + "max": 1.0, + "median_metrics": {"perc_25": 0.0, "median": 0.0, "perc_75": 0.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 0.3082706766917293, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.0761904761904762, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": { + "buckets": [ + 0.0, + 0.1, + 0.2, + 0.30000000000000004, + 0.4, + 0.5, + 0.6000000000000001, + 0.7000000000000001, + 0.8, + 0.9, + 1.0, + ], + "reference_values": [189, 0, 0, 0, 0, 0, 0, 0, 0, 49], + "current_values": [189, 0, 0, 0, 0, 0, 0, 0, 0, 49], + }, + }, + { + "feature_name": "resting_ecg", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 0.7016806722689075, + "std": 0.8710518587532667, + "min": 0.0, + "max": 2.0, + "median_metrics": {"perc_25": 0.0, "median": 0.0, "perc_75": 2.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 0.7218045112781954, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 2.0, + }, + }, + { + "name": "false", + "mean": 0.6761904761904762, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 2.0, + }, + }, + ], + "histogram": { + "buckets": [ + 0.0, + 0.2, + 0.4, + 0.6000000000000001, + 0.8, + 1.0, + 1.2000000000000002, + 1.4000000000000001, + 1.6, + 1.8, + 2.0, + ], + "reference_values": [136, 0, 0, 0, 0, 37, 0, 0, 0, 65], + "current_values": [136, 0, 0, 0, 0, 37, 0, 0, 0, 65], + }, + }, + { + "feature_name": "max_heart_rate_achieved", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 138.84453781512605, + "std": 26.31962319212335, + "min": 63.0, + "max": 195.0, + "median_metrics": { + "perc_25": 120.0, + "median": 140.0, + "perc_75": 159.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 128.54135338345864, + "median_metrics": { + "perc_25": 112.0, + "median": 128.0, + "perc_75": 145.0, + }, + }, + { + "name": "false", + "mean": 151.89523809523808, + "median_metrics": { + "perc_25": 140.0, + "median": 155.0, + "perc_75": 165.0, + }, + }, + ], + "histogram": { + "buckets": [ + 63.0, + 76.2, + 89.4, + 102.6, + 115.8, + 129.0, + 142.2, + 155.39999999999998, + 168.6, + 181.8, + 195.0, + ], + "reference_values": [3, 5, 16, 22, 41, 38, 43, 37, 23, 10], + "current_values": [3, 5, 16, 22, 41, 38, 43, 37, 23, 10], + }, + }, + { + "feature_name": "exercise_induced_angina", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 0.42857142857142855, + "std": 0.4959145933585413, + "min": 0.0, + "max": 1.0, + "median_metrics": {"perc_25": 0.0, "median": 0.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 0.6616541353383458, + "median_metrics": { + "perc_25": 0.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.13333333333333333, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": { + "buckets": [ + 0.0, + 0.1, + 0.2, + 0.30000000000000004, + 0.4, + 0.5, + 0.6000000000000001, + 0.7000000000000001, + 0.8, + 0.9, + 1.0, + ], + "reference_values": [136, 0, 0, 0, 0, 0, 0, 0, 0, 102], + "current_values": [136, 0, 0, 0, 0, 0, 0, 0, 0, 102], + }, + }, + { + "feature_name": "st_depression", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 0.9920168067226889, + "std": 1.0415317183799289, + "min": -1.1, + "max": 4.0, + "median_metrics": { + "perc_25": 0.0, + "median": 1.0, + "perc_75": 1.6749999999999998, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4180451127819549, + "median_metrics": { + "perc_25": 0.5, + "median": 1.4, + "perc_75": 2.0, + }, + }, + { + "name": "false", + "mean": 0.4523809523809524, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 1.0, + }, + }, + ], + "histogram": { + "buckets": [ + -1.1, + -0.5900000000000001, + -0.08000000000000007, + 0.42999999999999994, + 0.94, + 1.4499999999999997, + 1.96, + 2.47, + 2.98, + 3.4899999999999998, + 4.0, + ], + "reference_values": [2, 1, 97, 17, 40, 32, 19, 15, 12, 3], + "current_values": [2, 1, 97, 17, 40, 32, 19, 15, 12, 3], + }, + }, + { + "feature_name": "st_slope", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 1.6428571428571428, + "std": 0.5905116752253559, + "min": 1.0, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 2.0, "perc_75": 2.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.9323308270676691, + "median_metrics": { + "perc_25": 2.0, + "median": 2.0, + "perc_75": 2.0, + }, + }, + { + "name": "false", + "mean": 1.276190476190476, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.0, + 1.2, + 1.4, + 1.6, + 1.8, + 2.0, + 2.2, + 2.4000000000000004, + 2.6, + 2.8, + 3.0, + ], + "reference_values": [99, 0, 0, 0, 0, 125, 0, 0, 0, 14], + "current_values": [99, 0, 0, 0, 0, 125, 0, 0, 0, 14], + }, + }, + { + "feature_name": "sex", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "F", "count": 49, "frequency": 0.20588235294117646}, + {"name": "M", "count": 189, "frequency": 0.7941176470588235}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_complete(spark_fixture, complete_dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.bool) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = complete_dataset + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 0, + "missing_cells_perc": 0.0, + "duplicate_rows": 0, + "duplicate_rows_perc": 0.0, + "n_variables": 7, + "n_observations": 7, + "numeric": 4, + "categorical": 2, + "datetime": 1, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 7, + "class_metrics": [ + {"name": "true", "count": 7, "percentage": 100.0}, + {"name": "false", "count": 0, "percentage": 0.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 1.0, + "std": 0.0, + "min": 1.0, + "max": 1.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.0, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.0, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": { + "buckets": [1.0, 1.0], + "reference_values": [7], + "current_values": [7], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 100.0, + "std": 0.0, + "min": 100.0, + "max": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + { + "name": "false", + "mean": 0.0, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": { + "buckets": [100.0, 100.0], + "reference_values": [7], + "current_values": [7], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_easy_dataset(spark_fixture, easy_dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = easy_dataset + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 0, + "missing_cells_perc": 0.0, + "duplicate_rows": 0, + "duplicate_rows_perc": 0.0, + "n_variables": 7, + "n_observations": 7, + "numeric": 4, + "categorical": 2, + "datetime": 1, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 7, + "class_metrics": [ + {"name": "true", "count": 6, "percentage": 85.71428571428571}, + {"name": "false", "count": 1, "percentage": 14.285714285714285}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 1.0, + "std": 0.0, + "min": 1.0, + "max": 1.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.0, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 1.0, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + ], + "histogram": { + "buckets": [1.0, 1.0], + "reference_values": [7], + "current_values": [7], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 100.0, + "std": 0.0, + "min": 100.0, + "max": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + { + "name": "false", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + ], + "histogram": { + "buckets": [100.0, 100.0], + "reference_values": [7], + "current_values": [7], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_dataset_cat_missing(spark_fixture, dataset_cat_missing): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset_cat_missing + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 5, + "missing_cells_perc": 7.142857142857142, + "duplicate_rows": 2, + "duplicate_rows_perc": 20.0, + "n_variables": 7, + "n_observations": 10, + "numeric": 4, + "categorical": 2, + "datetime": 1, + } + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 1, "percentage": 10.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 3, "frequency": 0.3}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 1, "percentage": 10.0}, + "category_frequency": [ + {"name": "X", "count": 8, "frequency": 0.8}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_dataset_with_datetime(spark_fixture, dataset_with_datetime): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset_with_datetime + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 4.285714285714286, + "n_observations": 10, + "n_variables": 7, + "numeric": 4, + } + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_easy_dataset_bucket_test(spark_fixture, easy_dataset_bucket_test): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = easy_dataset_bucket_test + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 0, + "missing_cells_perc": 0.0, + "duplicate_rows": 0, + "duplicate_rows_perc": 0.0, + "n_variables": 7, + "n_observations": 7, + "numeric": 4, + "categorical": 2, + "datetime": 1, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 7, + "class_metrics": [ + {"name": "true", "count": 6, "percentage": 85.71428571428571}, + {"name": "false", "count": 1, "percentage": 14.285714285714285}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": -1.1428571428571429e-05, + "std": 3.7796447300922724e-06, + "min": -2e-05, + "max": -1e-05, + "median_metrics": { + "perc_25": -1e-05, + "median": -1e-05, + "perc_75": -1e-05, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": -1.1666666666666668e-05, + "median_metrics": { + "perc_25": -1e-05, + "median": -1e-05, + "perc_75": -1e-05, + }, + }, + { + "name": "false", + "mean": -1e-05, + "median_metrics": { + "perc_25": -1e-05, + "median": -1e-05, + "perc_75": -1e-05, + }, + }, + ], + "histogram": { + "buckets": [ + -2e-05, + 0.09998199999999999, + 0.199984, + 0.299986, + 0.39998799999999995, + 0.49998999999999993, + 0.599992, + 0.6999939999999999, + 0.7999959999999999, + 0.899998, + 1.0, + ], + "reference_values": [0, 0, 0, 0, 0, 0, 0, 0, 0, 7], + "current_values": [7, 0, 0, 0, 0, 0, 0, 0, 0, 0], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 100.00000014285715, + "std": 3.779644720549587e-07, + "min": 100.0, + "max": 100.000001, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 100.00000016666667, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + { + "name": "false", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + ], + "histogram": { + "buckets": [ + 100.0, + 100.0000001, + 100.0000002, + 100.0000003, + 100.0000004, + 100.0000005, + 100.00000059999999, + 100.0000007, + 100.0000008, + 100.0000009, + 100.000001, + ], + "reference_values": [7, 0, 0, 0, 0, 0, 0, 0, 0, 0], + "current_values": [6, 0, 0, 0, 0, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_for_hour(spark_fixture, dataset_for_hour): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset_for_hour + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + model_quality = metrics_service.calculate_model_quality_with_group_by_timestamp() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 4.285714285714286, + "n_observations": 10, + "n_variables": 7, + "numeric": 4, + } + ) + + assert not deepdiff.DeepDiff( + model_quality, + { + "global_metrics": { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + "grouped_metrics": { + "f1": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.5333333333333333}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "accuracy": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "weighted_precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.4444444444444444}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "weighted_recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "weighted_true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "weighted_false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-16 03:00:00", "value": float("nan")}, + {"timestamp": "2024-06-16 04:00:00", "value": float("nan")}, + ], + "weighted_f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.5333333333333333}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 03:00:00", "value": float("nan")}, + {"timestamp": "2024-06-16 04:00:00", "value": float("nan")}, + ], + "precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "area_under_roc": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 01:00:00", "value": 0.5}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.0}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + "area_under_pr": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.25}, + {"timestamp": "2024-06-16 01:00:00", "value": 0.5}, + {"timestamp": "2024-06-16 02:00:00", "value": 0.16666666666666666}, + {"timestamp": "2024-06-16 03:00:00", "value": 1.0}, + {"timestamp": "2024-06-16 04:00:00", "value": 1.0}, + ], + }, + }, + ignore_order=True, + significant_digits=6, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_for_day(spark_fixture, dataset_for_day): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.DAY + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset_for_day + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + model_quality = metrics_service.calculate_model_quality_with_group_by_timestamp() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 4.285714285714286, + "n_observations": 10, + "n_variables": 7, + "numeric": 4, + } + ) + + assert not deepdiff.DeepDiff( + model_quality, + { + "global_metrics": { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + "grouped_metrics": { + "f1": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.5333333333333333}, + {"timestamp": "2024-06-18 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "accuracy": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-18 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "weighted_precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.4444444444444444}, + {"timestamp": "2024-06-18 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "weighted_recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-18 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "weighted_true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-18 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "weighted_false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-06-18 00:00:00", "value": float("nan")}, + {"timestamp": "2024-06-19 00:00:00", "value": float("nan")}, + ], + "weighted_f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.5333333333333333}, + {"timestamp": "2024-06-18 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-18 00:00:00", "value": float("nan")}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-18 00:00:00", "value": float("nan")}, + {"timestamp": "2024-06-19 00:00:00", "value": float("nan")}, + ], + "precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-18 00:00:00", "value": float("nan")}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-18 00:00:00", "value": float("nan")}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-18 00:00:00", "value": float("nan")}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "area_under_roc": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.5}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-18 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + "area_under_pr": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.7916666666666666}, + {"timestamp": "2024-06-17 00:00:00", "value": 0.16666666666666666}, + {"timestamp": "2024-06-18 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-19 00:00:00", "value": 1.0}, + ], + }, + }, + ignore_order=True, + significant_digits=6, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_for_week(spark_fixture, dataset_for_week): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.WEEK + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset_for_week + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + model_quality = metrics_service.calculate_model_quality_with_group_by_timestamp() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 4.285714285714286, + "n_observations": 10, + "n_variables": 7, + "numeric": 4, + } + ) + + assert not deepdiff.DeepDiff( + model_quality, + { + "global_metrics": { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + "grouped_metrics": { + "f1": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.7666666666666667}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "accuracy": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.75}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "weighted_precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.875}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "weighted_recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.75}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "weighted_true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.75}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "weighted_false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.08333333333333333}, + {"timestamp": "2024-07-14 00:00:00", "value": float("nan")}, + ], + "weighted_f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.7666666666666667}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "true_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "false_positive_rate": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.0}, + {"timestamp": "2024-07-14 00:00:00", "value": float("nan")}, + ], + "precision": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "recall": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "f_measure": [ + {"timestamp": "2024-06-16 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 1.0}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.8}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "area_under_roc": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.0}, + {"timestamp": "2024-06-23 00:00:00", "value": 0.5}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.3333333333333333}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + "area_under_pr": [ + {"timestamp": "2024-06-16 00:00:00", "value": 0.16666666666666666}, + {"timestamp": "2024-06-23 00:00:00", "value": 0.5}, + {"timestamp": "2024-06-30 00:00:00", "value": 0.6805555555555556}, + {"timestamp": "2024-07-14 00:00:00", "value": 1.0}, + ], + }, + }, + ignore_order=True, + significant_digits=6, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_for_month(spark_fixture, dataset_for_month): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.MONTH + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = dataset_for_month + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + stats = metrics_service.calculate_statistics() + data_quality = metrics_service.calculate_data_quality() + model_quality = metrics_service.calculate_model_quality_with_group_by_timestamp() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 4.285714285714286, + "n_observations": 10, + "n_variables": 7, + "numeric": 4, + } + ) + + assert not deepdiff.DeepDiff( + model_quality, + { + "global_metrics": { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + "grouped_metrics": { + "f1": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.5333333333333333}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "accuracy": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "weighted_precision": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.4444444444444444}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "weighted_recall": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "weighted_true_positive_rate": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "weighted_false_positive_rate": [ + {"timestamp": "2024-06-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.6666666666666666}, + {"timestamp": "2024-08-01 00:00:00", "value": float("nan")}, + ], + "weighted_f_measure": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.5333333333333333}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "true_positive_rate": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "false_positive_rate": [ + {"timestamp": "2024-06-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-08-01 00:00:00", "value": float("nan")}, + ], + "precision": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "recall": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "f_measure": [ + {"timestamp": "2024-06-01 00:00:00", "value": 1.0}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "area_under_roc": [ + {"timestamp": "2024-06-01 00:00:00", "value": 0.375}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.0}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + "area_under_pr": [ + {"timestamp": "2024-06-01 00:00:00", "value": 0.4583333333333333}, + {"timestamp": "2024-07-01 00:00:00", "value": 0.16666666666666666}, + {"timestamp": "2024-08-01 00:00:00", "value": 1.0}, + ], + }, + }, + ignore_order=True, + significant_digits=6, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + "current_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 324.28000000000003, + "median_metrics": { + "perc_25": 123.0, + "median": 499.0, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + "current_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) diff --git a/spark/tests/drift_test.py b/spark/tests/drift_test.py new file mode 100644 index 00000000..f6b2c873 --- /dev/null +++ b/spark/tests/drift_test.py @@ -0,0 +1,484 @@ +import datetime +import uuid +from pathlib import Path + +import deepdiff +import pytest +from pyspark.sql import SparkSession + +from jobs.utils.current import CurrentMetricsService +from jobs.utils.models import ( + ModelOut, + ModelType, + DataType, + OutputType, + ColumnDefinition, + SupportedTypes, + Granularity, +) +from jobs.utils.spark import apply_schema_to_dataframe + +test_resource_path = Path(__file__).resolve().parent / "resources" + + +@pytest.fixture() +def spark_fixture(): + spark = SparkSession.builder.appName("Drift PyTest").getOrCreate() + yield spark + + +@pytest.fixture() +def drift_dataset(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/drift_dataset.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def drift_small_dataset(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/drift_small_dataset.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +@pytest.fixture() +def drift_dataset_bool(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/dataset_bool_missing.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset_bool_missing.csv", header=True + ), + ) + + +@pytest.fixture() +def drift_dataset_bigger_file(spark_fixture): + yield ( + spark_fixture.read.csv( + f"{test_resource_path}/current/drift_dataset_bigger_file.csv", header=True + ), + spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ), + ) + + +def test_drift(spark_fixture, drift_dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = drift_dataset + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + + drift = metrics_service.calculate_drift() + + assert not deepdiff.DeepDiff( + drift, + { + "feature_metrics": [ + { + "feature_name": "cat1", + "drift_calc": { + "type": "CHI2", + "value": 0.0004993992273872871, + "has_drift": False, + }, + }, + { + "feature_name": "cat2", + "drift_calc": { + "type": "CHI2", + "value": 0.49015296041582523, + "has_drift": True, + }, + }, + { + "feature_name": "num1", + "drift_calc": {"type": "KS", "value": 0.9, "has_drift": True}, + }, + { + "feature_name": "num2", + "drift_calc": {"type": "KS", "value": 0.3, "has_drift": False}, + }, + ] + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_drift_small(spark_fixture, drift_small_dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = drift_small_dataset + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + + drift = metrics_service.calculate_drift() + assert not deepdiff.DeepDiff( + drift, + { + "feature_metrics": [ + { + "feature_name": "cat1", + "drift_calc": {"type": "CHI2", "value": None, "has_drift": False}, + }, + { + "feature_name": "cat2", + "drift_calc": {"type": "CHI2", "value": None, "has_drift": False}, + }, + { + "feature_name": "num1", + "drift_calc": {"type": "KS", "value": 0.75, "has_drift": False}, + }, + { + "feature_name": "num2", + "drift_calc": {"type": "KS", "value": 0.7, "has_drift": False}, + }, + ] + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_drift_boolean(spark_fixture, drift_dataset_bool): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="bool1", type=SupportedTypes.bool), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = drift_dataset_bool + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + + drift = metrics_service.calculate_drift() + + print(drift) + + assert not deepdiff.DeepDiff( + drift, + { + "feature_metrics": [ + { + "feature_name": "cat1", + "drift_calc": { + "type": "CHI2", + "value": 0.0012340980408668267, + "has_drift": False, + }, + }, + { + "feature_name": "bool1", + "drift_calc": { + "type": "CHI2", + "value": 0.002699796063260207, + "has_drift": False, + }, + }, + { + "feature_name": "num1", + "drift_calc": {"type": "KS", "value": 0.4, "has_drift": False}, + }, + { + "feature_name": "num2", + "drift_calc": {"type": "KS", "value": 0.3, "has_drift": False}, + }, + ] + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_drift_bigger_file(spark_fixture, drift_dataset_bigger_file): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + current_dataset, reference_dataset = drift_dataset_bigger_file + current_dataset = apply_schema_to_dataframe( + current_dataset, model.to_current_spark_schema() + ) + current_dataset = current_dataset.select( + *[ + c + for c in model.to_current_spark_schema().names + if c in current_dataset.columns + ] + ) + reference_dataset = apply_schema_to_dataframe( + reference_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in current_dataset.columns + ] + ) + metrics_service = CurrentMetricsService( + spark_session=spark_fixture, + current=current_dataset, + reference=reference_dataset, + model=model, + ) + + drift = metrics_service.calculate_drift() + + assert not deepdiff.DeepDiff( + drift, + { + "feature_metrics": [ + { + "feature_name": "cat1", + "drift_calc": { + "type": "CHI2", + "value": 0.26994857272252293, + "has_drift": True, + }, + }, + { + "feature_name": "cat2", + "drift_calc": { + "type": "CHI2", + "value": 0.3894236957350261, + "has_drift": True, + }, + }, + { + "feature_name": "num1", + "drift_calc": { + "type": "KS", + "value": 0.9230769231, + "has_drift": True, + }, + }, + { + "feature_name": "num2", + "drift_calc": { + "type": "KS", + "value": 0.5384615385, + "has_drift": False, + }, + }, + ] + }, + ignore_order=True, + significant_digits=6, + ) diff --git a/spark/tests/reference_test.py b/spark/tests/reference_test.py new file mode 100644 index 00000000..6d5e2fa8 --- /dev/null +++ b/spark/tests/reference_test.py @@ -0,0 +1,2718 @@ +import datetime +import uuid +from pathlib import Path + +import deepdiff + +import pytest +from pyspark.sql import SparkSession + +from jobs.utils.models import ( + ModelOut, + ModelType, + DataType, + OutputType, + ColumnDefinition, + SupportedTypes, + Granularity, +) +from jobs.utils.reference import ReferenceMetricsService +from jobs.utils.spark import apply_schema_to_dataframe +from tests.utils.pytest_utils import my_approx + +test_resource_path = Path(__file__).resolve().parent / "resources" + + +@pytest.fixture() +def spark_fixture(): + spark = SparkSession.builder.appName("Reference PyTest").getOrCreate() + yield spark + + +@pytest.fixture() +def dataset(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset.csv", header=True + ) + + +@pytest.fixture() +def complete_dataset(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/complete_dataset.csv", header=True + ) + + +@pytest.fixture() +def reference_joined(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/reference_joined.csv", header=True + ) + + +@pytest.fixture() +def easy_dataset(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/easy_dataset.csv", header=True + ) + + +@pytest.fixture() +def dataset_cat_missing(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset_cat_missing.csv", header=True + ) + + +@pytest.fixture() +def dataset_with_datetime(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset_with_datetime.csv", header=True + ) + + +@pytest.fixture() +def enhanced_data(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/enhanced_data.csv", header=True + ) + + +@pytest.fixture() +def dataset_bool_missing(spark_fixture): + yield spark_fixture.read.csv( + f"{test_resource_path}/reference/dataset_bool_missing.csv", header=True + ) + + +def test_calculation(spark_fixture, dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 3.75, + "n_observations": 10, + "n_variables": 8, + "numeric": 5, + } + ) + assert model_quality == my_approx( + { + "accuracy": 0.9, + "area_under_pr": 0.5652116402116403, + "area_under_roc": 0.41666666666666663, + "f1": 0.901010101010101, + "f_measure": 0.9090909090909091, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "true_positive_rate": 0.8333333333333334, + "weighted_f_measure": 0.901010101010101, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + } + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 303.56666666666666, + "median_metrics": { + "perc_25": 142.25, + "median": 349.5, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_reference_joined(spark_fixture, reference_joined): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="age", type=SupportedTypes.int), + ColumnDefinition(name="sex", type=SupportedTypes.string), + ColumnDefinition(name="chest_pain_type", type=SupportedTypes.int), + ColumnDefinition(name="resting_blood_pressure", type=SupportedTypes.int), + ColumnDefinition(name="cholesterol", type=SupportedTypes.int), + ColumnDefinition(name="fasting_blood_sugar", type=SupportedTypes.int), + ColumnDefinition(name="resting_ecg", type=SupportedTypes.int), + ColumnDefinition(name="max_heart_rate_achieved", type=SupportedTypes.int), + ColumnDefinition(name="exercise_induced_angina", type=SupportedTypes.int), + ColumnDefinition(name="st_depression", type=SupportedTypes.float), + ColumnDefinition(name="st_slope", type=SupportedTypes.int), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + reference_joined, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "categorical": 1, + "datetime": 1, + "duplicate_rows": 11, + "duplicate_rows_perc": 4.621848739495799, + "missing_cells": 0, + "missing_cells_perc": 0.0, + "n_observations": 238, + "n_variables": 15, + "numeric": 13, + } + ) + assert model_quality == my_approx( + { + "accuracy": 0.9495798319327731, + "area_under_pr": 0.48119821761196413, + "area_under_roc": 0.4314403938075195, + "f1": 0.949532986436427, + "f_measure": 0.9545454545454546, + "false_positive_rate": 0.06542056074766354, + "precision": 0.9473684210526315, + "recall": 0.9618320610687023, + "true_positive_rate": 0.9618320610687023, + "weighted_f_measure": 0.949532986436427, + "weighted_false_positive_rate": 0.053168331611734364, + "weighted_precision": 0.9496219540447758, + "weighted_recall": 0.9495798319327731, + "weighted_true_positive_rate": 0.9495798319327731, + "true_positive_count": 126, + "false_positive_count": 7, + "true_negative_count": 100, + "false_negative_count": 5, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 238, + "class_metrics": [ + {"name": "true", "count": 133, "percentage": 55.88235294117647}, + {"name": "false", "count": 105, "percentage": 44.11764705882353}, + ], + "feature_metrics": [ + { + "feature_name": "age", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 53.34873949579832, + "std": 9.050737112869957, + "min": 28.0, + "max": 74.0, + "median_metrics": { + "perc_25": 47.0, + "median": 54.0, + "perc_75": 60.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 54.85496183206107, + "median_metrics": { + "perc_25": 50.0, + "median": 56.0, + "perc_75": 60.5, + }, + }, + { + "name": "false", + "mean": 51.504672897196265, + "median_metrics": { + "perc_25": 45.0, + "median": 52.0, + "perc_75": 57.0, + }, + }, + ], + "histogram": { + "buckets": [ + 28.0, + 32.6, + 37.2, + 41.8, + 46.4, + 51.0, + 55.599999999999994, + 60.199999999999996, + 64.8, + 69.4, + 74.0, + ], + "reference_values": [4, 7, 14, 29, 26, 59, 48, 23, 24, 4], + }, + }, + { + "feature_name": "chest_pain_type", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 3.235294117647059, + "std": 0.9205197793554797, + "min": 1.0, + "max": 4.0, + "median_metrics": {"perc_25": 3.0, "median": 4.0, "perc_75": 4.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 3.6106870229007635, + "median_metrics": { + "perc_25": 4.0, + "median": 4.0, + "perc_75": 4.0, + }, + }, + { + "name": "false", + "mean": 2.7757009345794392, + "median_metrics": { + "perc_25": 2.0, + "median": 3.0, + "perc_75": 3.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.0, + 1.3, + 1.6, + 1.9, + 2.2, + 2.5, + 2.8, + 3.1, + 3.4, + 3.6999999999999997, + 4.0, + ], + "reference_values": [12, 0, 0, 43, 0, 0, 60, 0, 0, 123], + }, + }, + { + "feature_name": "resting_blood_pressure", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 132.85294117647058, + "std": 18.16286527113178, + "min": 94.0, + "max": 192.0, + "median_metrics": { + "perc_25": 120.0, + "median": 130.0, + "perc_75": 140.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 134.55725190839695, + "median_metrics": { + "perc_25": 120.0, + "median": 130.0, + "perc_75": 145.5, + }, + }, + { + "name": "false", + "mean": 130.7663551401869, + "median_metrics": { + "perc_25": 120.0, + "median": 130.0, + "perc_75": 140.0, + }, + }, + ], + "histogram": { + "buckets": [ + 94.0, + 103.8, + 113.6, + 123.4, + 133.2, + 143.0, + 152.8, + 162.60000000000002, + 172.4, + 182.2, + 192.0, + ], + "reference_values": [5, 25, 54, 56, 43, 26, 17, 4, 5, 3], + }, + }, + { + "feature_name": "cholesterol", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 212.2436974789916, + "std": 107.54541510599883, + "min": 0.0, + "max": 564.0, + "median_metrics": { + "perc_25": 186.25, + "median": 234.0, + "perc_75": 277.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 193.2290076335878, + "median_metrics": { + "perc_25": 0.0, + "median": 237.0, + "perc_75": 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0.4959145933585413, + "min": 0.0, + "max": 1.0, + "median_metrics": {"perc_25": 0.0, "median": 0.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 0.6564885496183206, + "median_metrics": { + "perc_25": 0.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.14953271028037382, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": { + "buckets": [ + 0.0, + 0.1, + 0.2, + 0.30000000000000004, + 0.4, + 0.5, + 0.6000000000000001, + 0.7000000000000001, + 0.8, + 0.9, + 1.0, + ], + "reference_values": [136, 0, 0, 0, 0, 0, 0, 0, 0, 102], + }, + }, + { + "feature_name": "st_depression", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 0.9920168067226889, + "std": 1.0415317183799289, + "min": -1.1, + "max": 4.0, + "median_metrics": { + "perc_25": 0.0, + "median": 1.0, + "perc_75": 1.6749999999999998, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.3854961832061068, + "median_metrics": { + "perc_25": 0.30000000000000004, + "median": 1.4, + "perc_75": 2.0, + }, + }, + { + "name": "false", + "mean": 0.5102803738317757, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 1.0, + }, + }, + ], + "histogram": { + "buckets": [ + -1.1, + -0.5900000000000001, + -0.08000000000000007, + 0.42999999999999994, + 0.94, + 1.4499999999999997, + 1.96, + 2.47, + 2.98, + 3.4899999999999998, + 4.0, + ], + "reference_values": [2, 1, 97, 17, 40, 32, 19, 15, 12, 3], + }, + }, + { + "feature_name": "st_slope", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 1.6428571428571428, + "std": 0.5905116752253559, + "min": 1.0, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 2.0, "perc_75": 2.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.900763358778626, + "median_metrics": { + "perc_25": 2.0, + "median": 2.0, + "perc_75": 2.0, + }, + }, + { + "name": "false", + "mean": 1.3271028037383177, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 2.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.0, + 1.2, + 1.4, + 1.6, + 1.8, + 2.0, + 2.2, + 2.4000000000000004, + 2.6, + 2.8, + 3.0, + ], + "reference_values": [99, 0, 0, 0, 0, 125, 0, 0, 0, 14], + }, + }, + { + "feature_name": "sex", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "F", "count": 49, "frequency": 0.20588235294117646}, + {"name": "M", "count": 189, "frequency": 0.7941176470588235}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_complete(spark_fixture, complete_dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.bool) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + complete_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 0, + "missing_cells_perc": 0.0, + "duplicate_rows": 0, + "duplicate_rows_perc": 0.0, + "n_variables": 8, + "n_observations": 7, + "numeric": 4, + "categorical": 3, + "datetime": 1, + }, + ) + + assert model_quality == my_approx( + { + "accuracy": 1.0, + "area_under_pr": 1.0, + "area_under_roc": 1.0, + "f1": 1.0, + "f_measure": 1.0, + "false_positive_rate": float("nan"), + "precision": 1.0, + "recall": 1.0, + "true_positive_rate": 1.0, + "weighted_f_measure": 1.0, + "weighted_false_positive_rate": float("nan"), + "weighted_precision": 1.0, + "weighted_recall": 1.0, + "weighted_true_positive_rate": 1.0, + "true_positive_count": 7, + "false_positive_count": 0, + "true_negative_count": 0, + "false_negative_count": 0, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 7, + "class_metrics": [ + {"name": "true", "count": 7, "percentage": 100.0}, + {"name": "false", "count": 0, "percentage": 0.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 1.0, + "std": 0.0, + "min": 1.0, + "max": 1.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.0, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.0, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": {"buckets": [1.0, 1.0], "reference_values": [7]}, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 100.0, + "std": 0.0, + "min": 100.0, + "max": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + { + "name": "false", + "mean": 0.0, + "median_metrics": { + "perc_25": 0.0, + "median": 0.0, + "perc_75": 0.0, + }, + }, + ], + "histogram": {"buckets": [100.0, 100.0], "reference_values": [7]}, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_easy_dataset(spark_fixture, easy_dataset): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + easy_dataset, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 0, + "missing_cells_perc": 0.0, + "duplicate_rows": 0, + "duplicate_rows_perc": 0.0, + "n_variables": 8, + "n_observations": 7, + "numeric": 5, + "categorical": 2, + "datetime": 1, + }, + ) + assert model_quality == my_approx( + { + "area_under_roc": 0.5, + "area_under_pr": 0.8571428571428572, + "f1": 0.7142857142857143, + "accuracy": 0.7142857142857143, + "weighted_precision": 0.7142857142857143, + "weighted_recall": 0.7142857142857143, + "weighted_true_positive_rate": 0.7142857142857143, + "weighted_false_positive_rate": 0.8809523809523809, + "weighted_f_measure": 0.7142857142857143, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 1.0, + "precision": 0.8333333333333334, + "recall": 0.8333333333333334, + "f_measure": 0.8333333333333334, + "true_positive_count": 5, + "false_positive_count": 1, + "true_negative_count": 0, + "false_negative_count": 1, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 7, + "class_metrics": [ + {"name": "true", "count": 6, "percentage": 85.71428571428571}, + {"name": "false", "count": 1, "percentage": 14.285714285714285}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 1.0, + "std": 0.0, + "min": 1.0, + "max": 1.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.0, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 1.0, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + ], + "histogram": {"buckets": [1.0, 1.0], "reference_values": [7]}, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 0, "percentage": 0.0}, + "mean": 100.0, + "std": 0.0, + "min": 100.0, + "max": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + { + "name": "false", + "mean": 100.0, + "median_metrics": { + "perc_25": 100.0, + "median": 100.0, + "perc_75": 100.0, + }, + }, + ], + "histogram": {"buckets": [100.0, 100.0], "reference_values": [7]}, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 1, "frequency": 0.14285714285714285}, + {"name": "B", "count": 1, "frequency": 0.14285714285714285}, + {"name": "C", "count": 1, "frequency": 0.14285714285714285}, + {"name": "D", "count": 1, "frequency": 0.14285714285714285}, + {"name": "E", "count": 1, "frequency": 0.14285714285714285}, + {"name": "F", "count": 1, "frequency": 0.14285714285714285}, + {"name": "G", "count": 1, "frequency": 0.14285714285714285}, + ], + "distinct_value": 7, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_dataset_cat_missing(spark_fixture, dataset_cat_missing): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + dataset_cat_missing, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 5, + "missing_cells_perc": 6.25, + "duplicate_rows": 2, + "duplicate_rows_perc": 20.0, + "n_variables": 8, + "n_observations": 10, + "numeric": 5, + "categorical": 2, + "datetime": 1, + } + ) + assert model_quality == my_approx( + { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 303.56666666666666, + "median_metrics": { + "perc_25": 142.25, + "median": 349.5, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 1, "percentage": 10.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 3, "frequency": 0.3}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 1, "percentage": 10.0}, + "category_frequency": [ + {"name": "X", "count": 8, "frequency": 0.8}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_dataset_with_datetime(spark_fixture, dataset_with_datetime): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="cat2", type=SupportedTypes.string), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + dataset_with_datetime, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "categorical": 2, + "datetime": 1, + "duplicate_rows": 3, + "duplicate_rows_perc": 30.0, + "missing_cells": 3, + "missing_cells_perc": 3.75, + "n_observations": 10, + "n_variables": 8, + "numeric": 5, + } + ) + assert model_quality == my_approx( + { + "accuracy": 0.9, + "area_under_pr": 0.5652116402116403, + "area_under_roc": 0.41666666666666663, + "f1": 0.901010101010101, + "f_measure": 0.9090909090909091, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "true_positive_rate": 0.8333333333333334, + "weighted_f_measure": 0.901010101010101, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + } + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 303.56666666666666, + "median_metrics": { + "perc_25": 142.25, + "median": 349.5, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 4, "frequency": 0.4}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "cat2", + "type": "categorical", + "missing_value": {"count": 0, "percentage": 0.0}, + "category_frequency": [ + {"name": "X", "count": 9, "frequency": 0.9}, + {"name": "Y", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_enhanced_data(spark_fixture, enhanced_data): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="feature_0", type=SupportedTypes.float), + ColumnDefinition(name="feature_1", type=SupportedTypes.float), + ColumnDefinition(name="feature_2", type=SupportedTypes.float), + ColumnDefinition(name="feature_3", type=SupportedTypes.float), + ColumnDefinition(name="feature_4", type=SupportedTypes.float), + ColumnDefinition(name="feature_5", type=SupportedTypes.float), + ColumnDefinition(name="feature_6", type=SupportedTypes.float), + ColumnDefinition(name="feature_7", type=SupportedTypes.float), + ColumnDefinition(name="feature_8", type=SupportedTypes.float), + ColumnDefinition(name="feature_9", type=SupportedTypes.float), + ColumnDefinition(name="cat_1", type=SupportedTypes.string), + ColumnDefinition(name="cat_2", type=SupportedTypes.string), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + enhanced_data, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 2996, + "missing_cells_perc": 0.6241666666666668, + "duplicate_rows": 0, + "duplicate_rows_perc": 0.0, + "n_variables": 16, + "n_observations": 30000, + "numeric": 13, + "categorical": 2, + "datetime": 1, + } + ) + assert model_quality == my_approx( + { + "f1": 0.33436585801489166, + "accuracy": 0.49983333333333335, + "weighted_precision": 0.7502755141767055, + "weighted_recall": 0.4998333333333333, + "weighted_true_positive_rate": 0.4998333333333333, + "weighted_false_positive_rate": 0.49763889258323357, + "weighted_f_measure": 0.33436585801489166, + "true_positive_rate": 1.0, + "false_positive_rate": 0.9978055592499002, + "precision": 0.4992825441318784, + "recall": 1.0, + "f_measure": 0.6660286229384139, + "true_positive_count": 14962, + "false_positive_count": 15005, + "true_negative_count": 33, + "false_negative_count": 0, + "area_under_roc": 0.4979357845301016, + "area_under_pr": 0.24960748683012762, + } + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 30000, + "class_metrics": [ + {"name": "true", "count": 29967, "percentage": 99.89}, + {"name": "false", "count": 33, "percentage": 0.11}, + ], + "feature_metrics": [ + { + "feature_name": "feature_0", + "type": "numerical", + "missing_value": {"count": 306, "percentage": 1.02}, + "mean": -0.19787382089724936, + "std": 1.5851074081724228, + "min": -8.922759660331181, + "max": 9.024875913426545, + "median_metrics": { + "perc_25": -1.0840126970135682, + "median": -0.2502794169949083, + "perc_75": 0.5933410153121773, + }, + 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"distinct_value": 3, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) + + +def test_calculation_dataset_bool_missing(spark_fixture, dataset_bool_missing): + output = OutputType( + prediction=ColumnDefinition(name="prediction", type=SupportedTypes.float), + prediction_proba=ColumnDefinition( + name="prediction_proba", type=SupportedTypes.float + ), + output=[ + ColumnDefinition(name="prediction", type=SupportedTypes.float), + ColumnDefinition(name="prediction_proba", type=SupportedTypes.float), + ], + ) + target = ColumnDefinition(name="target", type=SupportedTypes.float) + timestamp = ColumnDefinition(name="datetime", type=SupportedTypes.datetime) + granularity = Granularity.HOUR + features = [ + ColumnDefinition(name="cat1", type=SupportedTypes.string), + ColumnDefinition(name="bool1", type=SupportedTypes.bool), + ColumnDefinition(name="num1", type=SupportedTypes.float), + ColumnDefinition(name="num2", type=SupportedTypes.float), + ] + model = ModelOut( + uuid=uuid.uuid4(), + name="model", + description="description", + model_type=ModelType.BINARY, + data_type=DataType.TABULAR, + timestamp=timestamp, + granularity=granularity, + outputs=output, + target=target, + features=features, + frameworks="framework", + algorithm="algorithm", + created_at=str(datetime.datetime.now()), + updated_at=str(datetime.datetime.now()), + ) + + reference_dataset = apply_schema_to_dataframe( + dataset_bool_missing, model.to_reference_spark_schema() + ) + reference_dataset = reference_dataset.select( + *[ + c + for c in model.to_reference_spark_schema().names + if c in reference_dataset.columns + ] + ) + metrics_service = ReferenceMetricsService(reference_dataset, model=model) + stats = metrics_service.calculate_statistics() + model_quality = metrics_service.calculate_model_quality() + data_quality = metrics_service.calculate_data_quality() + + assert stats == my_approx( + { + "missing_cells": 5, + "missing_cells_perc": 6.25, + "duplicate_rows": 2, + "duplicate_rows_perc": 20.0, + "n_variables": 8, + "n_observations": 10, + "numeric": 5, + "categorical": 2, + "datetime": 1, + } + ) + assert model_quality == my_approx( + { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "true_positive_rate": 0.8333333333333334, + "false_positive_rate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "true_positive_count": 5, + "false_positive_count": 0, + "true_negative_count": 4, + "false_negative_count": 1, + "area_under_roc": 0.41666666666666663, + "area_under_pr": 0.5652116402116403, + }, + ) + + assert not deepdiff.DeepDiff( + data_quality.model_dump(serialize_as_any=True, exclude_none=True), + { + "n_observations": 10, + "class_metrics": [ + {"name": "true", "count": 5, "percentage": 50.0}, + {"name": "false", "count": 5, "percentage": 50.0}, + ], + "feature_metrics": [ + { + "feature_name": "num1", + "type": "numerical", + "missing_value": {"count": 1, "percentage": 10.0}, + "mean": 1.1666666666666667, + "std": 0.7500000000000001, + "min": 0.5, + "max": 3.0, + "median_metrics": {"perc_25": 1.0, "median": 1.0, "perc_75": 1.0}, + "class_median_metrics": [ + { + "name": "true", + "mean": 1.4, + "median_metrics": { + "perc_25": 1.0, + "median": 1.0, + "perc_75": 1.0, + }, + }, + { + "name": "false", + "mean": 0.875, + "median_metrics": { + "perc_25": 0.5, + "median": 0.75, + "perc_75": 1.125, + }, + }, + ], + "histogram": { + "buckets": [ + 0.5, + 0.75, + 1.0, + 1.25, + 1.5, + 1.75, + 2.0, + 2.25, + 2.5, + 2.75, + 3.0, + ], + "reference_values": [2, 0, 5, 0, 1, 0, 0, 0, 0, 1], + }, + }, + { + "feature_name": "num2", + "type": "numerical", + "missing_value": {"count": 2, "percentage": 20.0}, + "mean": 277.675, + "std": 201.88635947695215, + "min": 1.4, + "max": 499.0, + "median_metrics": { + "perc_25": 117.25, + "median": 250.0, + "perc_75": 499.0, + }, + "class_median_metrics": [ + { + "name": "true", + "mean": 303.56666666666666, + "median_metrics": { + "perc_25": 142.25, + "median": 349.5, + "perc_75": 499.0, + }, + }, + { + "name": "false", + "mean": 200.0, + "median_metrics": { + "perc_25": 150.0, + "median": 200.0, + "perc_75": 250.0, + }, + }, + ], + "histogram": { + "buckets": [ + 1.4, + 51.160000000000004, + 100.92000000000002, + 150.68000000000004, + 200.44000000000003, + 250.20000000000002, + 299.96000000000004, + 349.72, + 399.48, + 449.24, + 499.0, + ], + "reference_values": [1, 1, 1, 1, 0, 0, 1, 0, 0, 3], + }, + }, + { + "feature_name": "cat1", + "type": "categorical", + "missing_value": {"count": 1, "percentage": 10.0}, + "category_frequency": [ + {"name": "A", "count": 5, "frequency": 0.5}, + {"name": "B", "count": 3, "frequency": 0.3}, + {"name": "C", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 3, + }, + { + "feature_name": "bool1", + "type": "categorical", + "missing_value": {"count": 1, "percentage": 10.0}, + "category_frequency": [ + {"name": "true", "count": 8, "frequency": 0.8}, + {"name": "false", "count": 1, "frequency": 0.1}, + ], + "distinct_value": 2, + }, + ], + }, + ignore_order=True, + significant_digits=6, + ) diff --git a/spark/tests/resources/current/complete_dataset.csv b/spark/tests/resources/current/complete_dataset.csv new file mode 100644 index 00000000..c1879698 --- /dev/null +++ b/spark/tests/resources/current/complete_dataset.csv @@ -0,0 +1,8 @@ +id,cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +1,A,A,1,100,1,1,1,2024-06-16 00:01:00-05:00 +2,B,B,1,100,1,1,1,2024-06-16 00:02:00-05:00 +3,C,C,1,100,1,1,1,2024-06-16 00:03:00-05:00 +4,D,D,1,100,1,1,1,2024-06-16 00:04:00-05:00 +5,E,E,1,100,1,1,1,2024-06-16 00:05:00-05:00 +6,F,F,1,100,1,1,1,2024-06-16 00:06:00-05:00 +7,G,G,1,100,1,1,1,2024-06-16 00:07:00-05:00 \ No newline at end of file diff --git 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+A,X,1.0,499.0,1,1.0,1,2024-06-16 00:09:00 +A,X,1.0,499.0,1,1.0,1,2024-06-16 00:10:00 diff --git a/spark/tests/resources/current/dataset_bool_missing.csv b/spark/tests/resources/current/dataset_bool_missing.csv new file mode 100644 index 00000000..99e46c51 --- /dev/null +++ b/spark/tests/resources/current/dataset_bool_missing.csv @@ -0,0 +1,11 @@ +id,cat1,bool1,num1,num2,prediction,prediction_proba,target,datetime +1,A,true,1.0,1.4,1,0.9,1,2024-06-16 00:01:00-05:00 +2,B,true,1.5,100.0,0,0.95,0,2024-06-16 00:02:00-05:00 +3,A,false,3.0,123.0,1,1.0,1,2024-06-16 00:03:00-05:00 +4,B,true,0.5,,0,1.0,0,2024-06-16 00:04:00-05:00 +5,,true,0.5,,0,1.0,0,2024-06-16 00:05:00-05:00 +6,B,true,,200.0,0,0.8,1,2024-06-16 00:06:00-05:00 +7,C,,1.0,300.0,0,1.0,0,2024-06-16 00:07:00-05:00 +8,A,true,1.0,499.0,1,1.0,1,2024-06-16 00:08:00-05:00 +9,A,true,1.0,499.0,1,1.0,1,2024-06-16 00:09:00-05:00 +10,A,true,1.0,499.0,1,1.0,1,2024-06-16 00:10:00-05:00 \ No newline at end of file diff --git a/spark/tests/resources/current/dataset_cat_missing.csv b/spark/tests/resources/current/dataset_cat_missing.csv new file mode 100644 index 00000000..8200dac7 --- /dev/null +++ b/spark/tests/resources/current/dataset_cat_missing.csv @@ -0,0 +1,11 @@ +id,cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +1,A,X,1.0,1.4,1,0.9,1,2024-06-16 00:01:00-05:00 +2,B,X,1.5,100.0,0,0.95,0,2024-06-16 00:02:00-05:00 +3,A,Y,3.0,123.0,1,1.0,1,2024-06-16 00:03:00-05:00 +4,B,X,0.5,,0,1.0,0,2024-06-16 00:04:00-05:00 +5,,X,0.5,,0,1.0,0,2024-06-16 00:05:00-05:00 +6,B,X,,200.0,0,0.8,1,2024-06-16 00:06:00-05:00 +7,C,,1.0,300.0,0,1.0,0,2024-06-16 00:07:00-05:00 +8,A,X,1.0,499.0,1,1.0,1,2024-06-16 00:08:00-05:00 +9,A,X,1.0,499.0,1,1.0,1,2024-06-16 00:09:00-05:00 +10,A,X,1.0,499.0,1,1.0,1,2024-06-16 00:10:00-05:00 diff --git a/spark/tests/resources/current/dataset_for_day.csv b/spark/tests/resources/current/dataset_for_day.csv new file mode 100644 index 00000000..9df02f51 --- /dev/null +++ b/spark/tests/resources/current/dataset_for_day.csv @@ -0,0 +1,11 @@ +cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +A,X,1.0,1.4,1,0.9,1,2024-06-16 00:01:00 +B,X,1.5,100.0,0,0.95,0,2024-06-16 00:02:00 +A,Y,3.0,123.0,1,1.0,1,2024-06-16 01:03:00 +B,X,0.5,,0,1.0,0,2024-06-17 01:04:00 +B,X,0.5,,0,1.0,0,2024-06-17 02:05:00 +B,X,,200.0,0,0.8,1,2024-06-17 02:06:00 +C,X,1.0,300.0,0,1.0,0,2024-06-18 02:07:00 +A,X,1.0,499.0,1,1.0,1,2024-06-19 03:08:00 +A,X,1.0,499.0,1,1.0,1,2024-06-19 03:09:00 +A,X,1.0,499.0,1,1.0,1,2024-06-19 04:10:00 diff --git a/spark/tests/resources/current/dataset_for_hour.csv b/spark/tests/resources/current/dataset_for_hour.csv new file mode 100644 index 00000000..3adb184a --- /dev/null +++ b/spark/tests/resources/current/dataset_for_hour.csv @@ -0,0 +1,11 @@ +cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +A,X,1.0,1.4,1,0.9,1,2024-06-16 00:01:00 +B,X,1.5,100.0,0,0.95,0,2024-06-16 00:02:00 +A,Y,3.0,123.0,1,1.0,1,2024-06-16 01:03:00 +B,X,0.5,,0,1.0,0,2024-06-16 01:04:00 +B,X,0.5,,0,1.0,0,2024-06-16 02:05:00 +B,X,,200.0,0,0.8,1,2024-06-16 02:06:00 +C,X,1.0,300.0,0,1.0,0,2024-06-16 02:07:00 +A,X,1.0,499.0,1,1.0,1,2024-06-16 03:08:00 +A,X,1.0,499.0,1,1.0,1,2024-06-16 03:09:00 +A,X,1.0,499.0,1,1.0,1,2024-06-16 04:10:00 diff --git a/spark/tests/resources/current/dataset_for_month.csv b/spark/tests/resources/current/dataset_for_month.csv new file mode 100644 index 00000000..20627094 --- /dev/null +++ b/spark/tests/resources/current/dataset_for_month.csv @@ -0,0 +1,11 @@ +cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +A,X,1.0,1.4,1,0.9,1,2024-06-16 00:01:00 +B,X,1.5,100.0,0,0.95,0,2024-06-16 00:02:00 +A,Y,3.0,123.0,1,1.0,1,2024-06-16 01:03:00 +B,X,0.5,,0,1.0,0,2024-06-16 01:04:00 +B,X,0.5,,0,1.0,0,2024-07-16 02:05:00 +B,X,,200.0,0,0.8,1,2024-07-16 02:06:00 +C,X,1.0,300.0,0,1.0,0,2024-07-16 02:07:00 +A,X,1.0,499.0,1,1.0,1,2024-08-16 03:08:00 +A,X,1.0,499.0,1,1.0,1,2024-08-16 03:09:00 +A,X,1.0,499.0,1,1.0,1,2024-08-16 04:10:00 diff --git a/spark/tests/resources/current/dataset_for_week.csv b/spark/tests/resources/current/dataset_for_week.csv new file mode 100644 index 00000000..83dd0149 --- /dev/null +++ b/spark/tests/resources/current/dataset_for_week.csv @@ -0,0 +1,11 @@ +cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +A,X,1.0,1.4,1,0.9,1,2024-06-16 00:01:00 +B,X,1.5,100.0,0,0.95,0,2024-06-16 00:02:00 +A,Y,3.0,123.0,1,1.0,1,2024-06-26 01:03:00 +B,X,0.5,,0,1.0,0,2024-06-27 01:04:00 +B,X,0.5,,0,1.0,0,2024-06-16 02:05:00 +B,X,,200.0,0,0.8,1,2024-07-01 02:06:00 +C,X,1.0,300.0,0,1.0,0,2024-07-02 02:07:00 +A,X,1.0,499.0,1,1.0,1,2024-07-03 03:08:00 +A,X,1.0,499.0,1,1.0,1,2024-07-04 03:09:00 +A,X,1.0,499.0,1,1.0,1,2024-07-16 04:10:00 diff --git a/spark/tests/resources/current/dataset_with_datetime.csv b/spark/tests/resources/current/dataset_with_datetime.csv new file mode 100644 index 00000000..3957f599 --- /dev/null +++ b/spark/tests/resources/current/dataset_with_datetime.csv @@ -0,0 +1,11 @@ +id,datetime,cat1,cat2,num1,num2,prediction,prediction_proba,target +1,2024-06-06 12:05:56,A,X,1,1.4,1,0.9,1 +2,2024-06-06 13:05:56,B,X,1.5,100,0,0.95,0 +3,2024-06-06 14:05:56,A,Y,3,123,1,1,1 +4,2024-06-06 15:05:56,B,X,0.5,,0,1,0 +5,2024-06-06 16:05:56,B,X,0.5,,0,1,0 +6,2024-06-06 17:05:56,B,X,,200,0,0.8,1 +7,2024-06-06 18:05:56,C,X,1,300,0,1,0 +8,2024-06-06 19:05:56,A,X,1,499,1,1,1 +9,2024-06-06 20:05:56,A,X,1,499,1,1,1 +10,2024-06-06 21:05:56,A,X,1,499,1,1,1 \ No newline at end of file diff --git a/spark/tests/resources/current/drift_dataset.csv b/spark/tests/resources/current/drift_dataset.csv new file mode 100644 index 00000000..ffd1e52e --- /dev/null +++ b/spark/tests/resources/current/drift_dataset.csv @@ -0,0 +1,11 @@ +cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +A,X,8.0,1.4,1,0.9,1,2024-06-16 00:01:00 +B,X,8.5,100.0,0,0.95,0,2024-06-16 00:02:00 +A,Y,8.0,123.0,1,1.0,1,2024-06-16 00:03:00 +B,Y,8.5,,0,1.0,0,2024-06-16 00:04:00 +B,Y,8.5,,0,1.0,0,2024-06-16 00:05:00 +B,Y,,200.0,0,0.8,1,2024-06-16 00:06:00 +C,Y,18.0,300.0,0,1.0,0,2024-06-16 00:07:00 +A,Y,18.0,499.0,1,1.0,1,2024-06-16 00:08:00 +A,Y,18.0,499.0,1,1.0,1,2024-06-16 00:09:00 +A,X,18.0,499.0,1,1.0,1,2024-06-16 00:10:00 diff --git a/spark/tests/resources/current/drift_dataset_bigger_file.csv b/spark/tests/resources/current/drift_dataset_bigger_file.csv new file mode 100644 index 00000000..e9392da0 --- /dev/null +++ b/spark/tests/resources/current/drift_dataset_bigger_file.csv @@ -0,0 +1,14 @@ +cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +A,X,8.0,1.4,1,0.9,1,2024-06-16 00:01:00 +B,X,8.5,100.0,0,0.95,0,2024-06-16 00:02:00 +A,Y,8.0,123.0,1,1.0,1,2024-06-16 00:03:00 +B,Y,8.5,,0,1.0,0,2024-06-16 00:04:00 +B,Y,8.5,,0,1.0,0,2024-06-16 00:05:00 +B,Y,,200.0,0,0.8,1,2024-06-16 00:06:00 +C,Y,18.0,300.0,0,1.0,0,2024-06-16 00:07:00 +A,Y,18.0,499.0,1,1.0,1,2024-06-16 00:08:00 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+id,cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +1,A,A,1,100,1,1,1,2024-06-16 00:01:00-05:00 +2,B,B,1,100,1,1,1,2024-06-16 00:02:00-05:00 +3,C,C,1,100,1,1,1,2024-06-16 00:03:00-05:00 +4,D,D,1,100,1,1,1,2024-06-16 00:04:00-05:00 +5,E,E,1,100,1,1,1,2024-06-16 00:05:00-05:00 +6,F,F,1,100,0,1,1,2024-06-16 00:06:00-05:00 +7,G,G,1,100,1,1,0,2024-06-16 00:07:00-05:00 diff --git a/spark/tests/resources/current/easy_dataset_bucket_test.csv b/spark/tests/resources/current/easy_dataset_bucket_test.csv new file mode 100644 index 00000000..e11968e4 --- /dev/null +++ b/spark/tests/resources/current/easy_dataset_bucket_test.csv @@ -0,0 +1,8 @@ +id,cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +1,A,A,-0.00001,100,1,1,1,2024-06-16 00:01:00-05:00 +2,B,B,-0.00001,100,1,1,1,2024-06-16 00:02:00-05:00 +3,C,C,-0.00001,100,1,1,1,2024-06-16 00:03:00-05:00 +4,D,D,-0.00001,100,1,1,1,2024-06-16 00:04:00-05:00 +5,E,E,-0.00001,100,1,1,1,2024-06-16 00:05:00-05:00 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+5,,X,0.5,,0,1.0,0,2024-06-16 00:05:00-05:00 +6,B,X,,200.0,0,0.8,1,2024-06-16 00:06:00-05:00 +7,C,,1.0,300.0,0,1.0,0,2024-06-16 00:07:00-05:00 +8,A,X,1.0,499.0,1,1.0,1,2024-06-16 00:08:00-05:00 +9,A,X,1.0,499.0,1,1.0,1,2024-06-16 00:09:00-05:00 +10,A,X,1.0,499.0,1,1.0,1,2024-06-16 00:10:00-05:00 diff --git a/spark/tests/resources/reference/dataset_with_datetime.csv b/spark/tests/resources/reference/dataset_with_datetime.csv new file mode 100644 index 00000000..3957f599 --- /dev/null +++ b/spark/tests/resources/reference/dataset_with_datetime.csv @@ -0,0 +1,11 @@ +id,datetime,cat1,cat2,num1,num2,prediction,prediction_proba,target +1,2024-06-06 12:05:56,A,X,1,1.4,1,0.9,1 +2,2024-06-06 13:05:56,B,X,1.5,100,0,0.95,0 +3,2024-06-06 14:05:56,A,Y,3,123,1,1,1 +4,2024-06-06 15:05:56,B,X,0.5,,0,1,0 +5,2024-06-06 16:05:56,B,X,0.5,,0,1,0 +6,2024-06-06 17:05:56,B,X,,200,0,0.8,1 +7,2024-06-06 18:05:56,C,X,1,300,0,1,0 +8,2024-06-06 19:05:56,A,X,1,499,1,1,1 +9,2024-06-06 20:05:56,A,X,1,499,1,1,1 +10,2024-06-06 21:05:56,A,X,1,499,1,1,1 \ No newline at end of file diff --git a/spark/tests/resources/reference/easy_dataset.csv b/spark/tests/resources/reference/easy_dataset.csv new file mode 100644 index 00000000..7c58f728 --- /dev/null +++ b/spark/tests/resources/reference/easy_dataset.csv @@ -0,0 +1,8 @@ +id,cat1,cat2,num1,num2,prediction,prediction_proba,target,datetime +1,A,A,1,100,1,1,1,2024-06-16 00:01:00-05:00 +2,B,B,1,100,1,1,1,2024-06-16 00:02:00-05:00 +3,C,C,1,100,1,1,1,2024-06-16 00:03:00-05:00 +4,D,D,1,100,1,1,1,2024-06-16 00:04:00-05:00 +5,E,E,1,100,1,1,1,2024-06-16 00:05:00-05:00 +6,F,F,1,100,0,1,1,2024-06-16 00:06:00-05:00 +7,G,G,1,100,1,1,0,2024-06-16 00:07:00-05:00 diff --git a/spark/tests/resources/reference/enhanced_data.csv b/spark/tests/resources/reference/enhanced_data.csv new file mode 100644 index 00000000..f1e3954d --- /dev/null +++ b/spark/tests/resources/reference/enhanced_data.csv @@ -0,0 +1,30001 @@ +Unnamed: 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+ + +def my_approx(expected, rel=None, abs=None, nan_ok=True): + """Source: https://stackoverflow.com/questions/56046524/check-if-python-dictionaries-are-equal-allowing-small-difference-for-floats""" + + # TODO Implement a way to be used with list of nested dict + from collections.abc import Mapping + + if isinstance(expected, Mapping): + return ApproxNestedMapping(expected, rel, abs, nan_ok) + return pytest.approx(expected, rel, abs, nan_ok) + + +class ApproxNestedMapping(ApproxMapping): + """Source: https://stackoverflow.com/questions/56046524/check-if-python-dictionaries-are-equal-allowing-small-difference-for-floats""" + + # TODO Implement a way to be used with list of nested dict + def _yield_comparisons(self, actual): + for k in self.expected.keys(): + if isinstance(actual[k], type(self.expected)): + gen = ApproxNestedMapping( + self.expected[k], rel=self.rel, abs=self.abs, nan_ok=self.nan_ok + )._yield_comparisons(actual[k]) + for el in gen: + yield el + else: + yield actual[k], self.expected[k] + + def _check_type(self): + for key, value in self.expected.items(): + if not isinstance(value, type(self.expected)): + super()._check_type() diff --git a/ui/.env.development b/ui/.env.development new file mode 100644 index 00000000..5165ef2c --- /dev/null +++ b/ui/.env.development @@ -0,0 +1 @@ +VITE_BASE_URL=http://localhost:9000/api \ No newline at end of file diff --git a/ui/.eslintrc.cjs b/ui/.eslintrc.cjs new file mode 100644 index 00000000..4662e8d2 --- /dev/null +++ b/ui/.eslintrc.cjs @@ -0,0 +1,122 @@ +const path = require('path'); + +const off = 'off'; +const warn = 'warn'; +const error = 'error'; + +const listOfRules = { + a11y: { + 'jsx-a11y/anchor-is-valid': [warn, { aspects: ['invalidHref'] }], + 'jsx-a11y/click-events-have-key-events': off, + 'jsx-a11y/control-has-associated-label': off, + 'jsx-a11y/label-has-associated-control': off, + 'jsx-a11y/label-has-for': off, + 'jsx-a11y/no-autofocus': off, + 'jsx-a11y/no-static-element-interactions': off, + }, + import: { + 'import/extensions': [error], + 'import/no-cycle': off, + 'import/no-named-as-default': off, + 'import/no-unresolved': [error], + 'import/prefer-default-export': off, + }, + misc: { + 'comma-dangle': [error, 'always-multiline'], + 'max-len': off, + 'no-confusing-arrow': off, + 'no-console': off, + 'no-nested-ternary': off, + 'no-param-reassign': [error, { ignorePropertyModificationsFor: ['draft'], props: true }], + 'no-shadow': warn, + 'no-use-before-define': off, + 'no-underscore-dangle': off, + camelcase: [error], + }, + react: { + 'react-hooks/exhaustive-deps': warn, + 'react-hooks/rules-of-hooks': error, + 'react/destructuring-assignment': off, + 'react/forbid-prop-types': off, + 'react/jsx-filename-extension': off, + 'react/jsx-newline': [error, { prevent: false }], + 'react/jsx-no-duplicate-props': [error, { ignoreCase: false }], + 'react/jsx-no-useless-fragment': error, + 'react/jsx-props-no-spreading': off, + 'react/no-access-state-in-setstate': off, + 'react/no-array-index-key': off, + 'react/prop-types': off, + 'react/require-default-props': off, + 'react/state-in-constructor': off, + 'react/static-property-placement': off, + 'react/react-in-jsx-scope': off, + 'react/jsx-sort-props': [error, { + callbacksLast: false, + shorthandFirst: false, + shorthandLast: false, + ignoreCase: true, + noSortAlphabetically: false, + reservedFirst: ['key'], + }], + 'no-param-reassign': ['error', { props: true, ignorePropertyModificationsFor: ['state', 'draft'] }], + 'react/no-unstable-nested-components':[off] + }, +}; + +const rules = { + ...listOfRules.import, + ...listOfRules.a11y, + ...listOfRules.misc, + ...listOfRules.react, +}; + +module.exports = { + root: true, + extends: [ + 'airbnb', + 'eslint:recommended', + ], + ignorePatterns: ['dist', '.eslintrc.cjs'], + parserOptions: { + ecmaVersion: 11, + sourceType: 'module', + ecmaFeatures: { + jsx: true, + }, + }, + env: { + browser: true, + node: true, + es6: true, + }, + plugins: [ + 'jsx-a11y', + 'react', + 'react-hooks', + ], + + rules, + + settings: { + 'import/resolver': { + alias: { + map: [ + ['@Api', path.resolve(__dirname, './src/api')], + ['@Components', path.resolve(__dirname, './src/components')], + ['@Container', path.resolve(__dirname, './src/container')], + ['@Helpers', path.resolve(__dirname, './src/helpers')], + ['@Hooks', path.resolve(__dirname, './src/hooks')], + ['@Img', path.resolve(__dirname, './src/resources/images')], + ['@Modals', path.resolve(__dirname, './src/components/modals')], + ['@Src', path.resolve(__dirname, './src')], + ['@State', path.resolve(__dirname, './src/store/state')], + ['@Store', path.resolve(__dirname, './src/store')], + ['@Styles', path.resolve(__dirname, './src/styles')], + ], + extensions: ['.js', '.jsx', '.json'], + }, + }, + 'import/extensions': [{ ignorePackages: true }], + }, +} + diff --git a/ui/Dockerfile b/ui/Dockerfile new file mode 100644 index 00000000..b415b1f4 --- /dev/null +++ b/ui/Dockerfile @@ -0,0 +1,16 @@ +FROM node:20.10.0-bullseye AS build + +WORKDIR /app + +COPY . . + +RUN npm install --global --force yarn@1.22.21 && \ + yarn install && \ + yarn build:dev + +FROM nginx:alpine3.19 + +EXPOSE 80 + +COPY --from=build /app/dist /usr/share/nginx/html +COPY nginx.conf /etc/nginx/conf.d/default.conf \ No newline at end of file diff --git a/ui/README.md b/ui/README.md new file mode 100644 index 00000000..4ec71a94 --- /dev/null +++ b/ui/README.md @@ -0,0 +1,9 @@ +# Radicalbit Platform UI + +Running the UI for development purpose +=============== + +* Install dependencies with ```$ yarn``` +* Start dev server ```$ yarn start:local``` +* Start the backend running docker ```$ docker compose up --build``` +* Open the browser on ```http://localhost:5173/``` \ No newline at end of file diff --git a/ui/index.html b/ui/index.html new file mode 100644 index 00000000..9d58457e --- /dev/null +++ b/ui/index.html @@ -0,0 +1,16 @@ + + + + + + + + Radicalbit Platform + + + +
+ + + + \ No newline at end of file diff --git a/ui/jsconfig.json b/ui/jsconfig.json new file mode 100644 index 00000000..110d7dbe --- /dev/null +++ b/ui/jsconfig.json @@ -0,0 +1,25 @@ +{ + "compilerOptions": { + "baseUrl": ".", + "jsx":"react-jsx", + "resolveJsonModule":true, + "paths": { + "@Api/*": ["src/api/*"], + "@Components/*": ["src/components/*"], + "@Container/*": ["src/container/*"], + "@Helpers/*": ["src/helpers/*"], + "@Hooks/*": ["src/hooks/*"], + "@Img/*": ["src/resources/images/*"], + "@Src/*": ["src/*"], + "@State/*": ["src/store/state/*"], + "@Store/*": ["src/store/*"] + } + }, + "exclude": [ + "build", + "dist", + "node_modules", + "public", + "server" + ] +} \ No newline at end of file diff --git a/ui/nginx.conf b/ui/nginx.conf new file mode 100644 index 00000000..e9126961 --- /dev/null +++ b/ui/nginx.conf @@ -0,0 +1,9 @@ +server { + listen 80; + + location / { + root /usr/share/nginx/html/; + include /etc/nginx/mime.types; + try_files $uri $uri/ /index.html; + } +} \ No newline at end of file diff --git a/ui/package.json b/ui/package.json new file mode 100644 index 00000000..cc807c2f --- /dev/null +++ b/ui/package.json @@ -0,0 +1,56 @@ +{ + "name": "radicalbit-ai-monitoring-ui", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "start:local": "NODE_ENV=local && vite --host 0.0.0.0", + "start:dev": "NODE_ENV=development && vite --host 0.0.0.0", + "build:local": "NODE_ENV=local && vite build", + "build:dev": "NODE_ENV=development && vite build", + "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", + "lint:fix": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0 --fix", + "preview": "vite preview" + }, + "dependencies": { + "@fortawesome/free-solid-svg-icons": "^6.5.2", + "@radicalbit/formbit": "1.0.0", + "@radicalbit/radicalbit-design-system": "1.0.0", + "@reduxjs/toolkit": "^2.2.4", + "@vitejs/plugin-react": "^4.2.1", + "ace-builds": "^1.33.2", + "axios": "1.7.2", + "buffer": "^6.0.3", + "echarts-for-react": "^3.0.2", + "echarts": "^5.5.0", + "lodash": "^4.17.21", + "moment": "^2.30.1", + "papaparse": "5.4.1", + "query-string": "^9.0.0", + "react-ace": "^11.0.1", + "react-dom": "^18.2.0", + "react-redux": "^9.1.2", + "react-router-dom": "^6.23.0", + "react-router": "^6.23.0", + "react-virtuoso": "^4.7.11", + "react": "^18.2.0", + "vite-plugin-svgr": "^4.2.0", + "vite": "^5.2.0", + "yup": "^1.4.0" + }, + "devDependencies": { + "autoprefixer": "^10.4.19", + "eslint": "^8.57.0", + "eslint-config-airbnb": "^19.0.4", + "eslint-import-resolver-alias": "^1.1.2", + "eslint-plugin-import": "^2.29.1", + "eslint-plugin-jsx-a11y": "^6.8.0", + "eslint-plugin-react": "^7.34.1", + "eslint-plugin-react-hooks": "^4.6.2", + "eslint-plugin-react-refresh": "^0.4.6", + "less": "^4.2.0", + "less-loader": "^12.2.0", + "postcss": "^8.4.38", + "tailwindcss": "^3.4.3" + } +} diff --git a/ui/postcss.config.cjs b/ui/postcss.config.cjs new file mode 100644 index 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data, + headers, + }); + + if (result.headers['x-total-count'] !== undefined) { + return { + data: { + items: result.data, + xTotalCount: +result.headers['x-total-count'], + }, + }; + } + + return { data: result.data }; + } catch (axiosError) { + const err = axiosError; + + return { + error: { status: err.response?.status, data: err.response?.data }, + }; + } +}; diff --git a/ui/src/components/ErrorPage/index.jsx b/ui/src/components/ErrorPage/index.jsx new file mode 100644 index 00000000..c9210a9d --- /dev/null +++ b/ui/src/components/ErrorPage/index.jsx @@ -0,0 +1,6 @@ +import NotFound from './not-found'; + +export const notFoundRoute = { + path: '/*', + children: [{ path: '*', element: }], +}; diff --git a/ui/src/components/ErrorPage/not-found.jsx b/ui/src/components/ErrorPage/not-found.jsx new file mode 100644 index 00000000..cfb5c7d8 --- /dev/null +++ b/ui/src/components/ErrorPage/not-found.jsx @@ -0,0 +1,20 @@ +import Logo from '@Img/logo.png'; +import { Button, Void } from '@radicalbit/radicalbit-design-system'; +import { useNavigate } from 'react-router-dom'; + +export default function NotFound() { + const navigate = useNavigate(); + + const handleOnClick = () => { + navigate('/'); + }; + + return ( + Go To Home} + description="We are sorry, the URL may be misspelled or the page you are looking for is no longer available" + image={Logo} + title="Oh no, page not found" + /> + ); +} diff --git a/ui/src/components/ErrorPage/something-went-wrong.jsx b/ui/src/components/ErrorPage/something-went-wrong.jsx new file mode 100644 index 00000000..6b986280 --- /dev/null +++ b/ui/src/components/ErrorPage/something-went-wrong.jsx @@ -0,0 +1,27 @@ +import Logo from '@Img/logo.png'; +import { Void } from '@radicalbit/radicalbit-design-system'; +import { memo } from 'react'; + +function SomethingWentWrong() { + return ( + + We are sorry +
+ we are experiencing some errors in our infrastructure + + )} + image={500} + title={( + <> + Oh no! +
+ Something went wrong + + )} + /> + ); +} + +export default memo(SomethingWentWrong); diff --git a/ui/src/components/ImportButton/import-current-button.jsx b/ui/src/components/ImportButton/import-current-button.jsx new file mode 100644 index 00000000..ef49ad28 --- /dev/null +++ b/ui/src/components/ImportButton/import-current-button.jsx @@ -0,0 +1,34 @@ +import { Button, Upload } from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; + +import { modelsApiSlice } from '@State/models/api'; + +const { useImportCurrentDataMutation } = modelsApiSlice; + +function ImportCurrentDatasetButton({ type = 'primary-light' }) { + const { uuid: modelUUID } = useParams(); + + const [triggerImportFeedback, { isLoading, isError }] = useImportCurrentDataMutation({ fixedCacheKey: `imports-reference-data-${modelUUID}` }); + const isSubmitDisabled = isLoading || isError; + + const disableUploadAction = () => false; + + const handleOnChange = async (info) => { + const file = info?.file; + await triggerImportFeedback({ file, modelUUID, successMessage: `Import ${file.name} file success` }); + }; + + return ( + + + + ); +} + +export default ImportCurrentDatasetButton; diff --git a/ui/src/components/ImportButton/import-reference-button.jsx b/ui/src/components/ImportButton/import-reference-button.jsx new file mode 100644 index 00000000..206f9fd3 --- /dev/null +++ b/ui/src/components/ImportButton/import-reference-button.jsx @@ -0,0 +1,34 @@ +import { Button, Upload } from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; + +import { modelsApiSlice } from '@State/models/api'; + +const { useImportReferenceDataMutation } = modelsApiSlice; + +function ImportReferenceButton({ type = 'primary-light' }) { + const { uuid: modelUUID } = useParams(); + + const [triggerImportFeedback, { isLoading, isError }] = useImportReferenceDataMutation({ fixedCacheKey: `imports-reference-data-${modelUUID}` }); + const isSubmitDisabled = isLoading || isError; + + const disableUploadAction = () => false; + + const handleOnChange = async (info) => { + const file = info?.file; + await triggerImportFeedback({ file, modelUUID, successMessage: `Import ${file.name} file success` }); + }; + + return ( + + + + ); +} + +export default ImportReferenceButton; diff --git a/ui/src/components/JobStatus/index.jsx b/ui/src/components/JobStatus/index.jsx new file mode 100644 index 00000000..3fcf697e --- /dev/null +++ b/ui/src/components/JobStatus/index.jsx @@ -0,0 +1,60 @@ +import SomethingWentWrong from '@Components/ErrorPage/something-went-wrong'; +import { JOB_STATUS } from '@Src/constants'; +import { Spinner, Void } from '@radicalbit/radicalbit-design-system'; +// @ts-ignore +import LogoSquared from '@Img/logo-collapsed.svg'; +import ImportReferenceButton from '@Components/ImportButton/import-reference-button'; +import ImportCurrentDatasetButton from '@Components/ImportButton/import-current-button'; + +function JobStatus({ jobStatus }) { + switch (jobStatus) { + case JOB_STATUS.IMPORTING: { + return ( + + Data are being processed +
+ As soon as they are available they will be displayed here + + )} + image={} + modifier="h-full" + title="Processing..." + /> + ); + } + + case JOB_STATUS.ERROR: { + return ( + + ); + } + + case JOB_STATUS.MISSING_REFERENCE: { + return ( + )} + description="Import a reference file to see the outcome" + image={} + title="No reference data imported yet" + /> + ); + } + + case JOB_STATUS.MISSING_CURRENT: { + return ( + )} + description="Import a new dataset to see the outcome" + image={} + title="No current dataset imported yet" + /> + ); + } + + default: return false; + } +} + +export default JobStatus; diff --git a/ui/src/components/JobStatus/job-status-pin.jsx b/ui/src/components/JobStatus/job-status-pin.jsx new file mode 100644 index 00000000..48704290 --- /dev/null +++ b/ui/src/components/JobStatus/job-status-pin.jsx @@ -0,0 +1,38 @@ +import { JOB_STATUS } from '@Src/constants'; +import { Pin, Spinner } from '@radicalbit/radicalbit-design-system'; +import { modelsApiSlice } from '@Src/store/state/models/api'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +function JobStatusPin({ uuid }) { + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const jobStatus = data?.jobStatus; + + switch (jobStatus) { + case JOB_STATUS.IMPORTING: { + return ( + + + ); + } + + case JOB_STATUS.ERROR: { + return ( + {JOB_STATUS.ERROR} + ); + } + + case JOB_STATUS.MISSING_REFERENCE: { + return false; + } + + default: return false; + } +} + +export default JobStatusPin; diff --git a/ui/src/components/JobStatus/job-status-tag.jsx b/ui/src/components/JobStatus/job-status-tag.jsx new file mode 100644 index 00000000..0978079d --- /dev/null +++ b/ui/src/components/JobStatus/job-status-tag.jsx @@ -0,0 +1,35 @@ +import { JOB_STATUS } from '@Src/constants'; +import { Tag } from '@radicalbit/radicalbit-design-system'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { useParams } from 'react-router'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +function JobStatusTag() { + const { uuid } = useParams(); + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const jobStatus = data?.jobStatus; + + switch (jobStatus) { + case JOB_STATUS.IMPORTING: { + return ( + {JOB_STATUS.IMPORTING} + ); + } + + case JOB_STATUS.ERROR: { + return ( + {JOB_STATUS.ERROR} + ); + } + + case JOB_STATUS.MISSING_REFERENCE: { + return false; + } + + default: return false; + } +} + +export default JobStatusTag; diff --git a/ui/src/components/Logo/index.jsx b/ui/src/components/Logo/index.jsx new file mode 100644 index 00000000..68f15fce --- /dev/null +++ b/ui/src/components/Logo/index.jsx @@ -0,0 +1,41 @@ +import LogoSquared from '@Img/logo-collapsed.svg'; +import LogoExpandedForDark from '@Img/logo-expanded-neg.svg'; +import LogoExpandedForLight from '@Img/logo-expanded-pos.svg'; +import { selectors as layoutSelectors } from '@State/layout'; +import { useSelector } from 'react-redux'; + +const { + selectHasLeftColumnCollapsed, + selectIsAllDark, +} = layoutSelectors; + +export default function Logo({ onClick, title }) { + const hasLeftColumnCollapsed = useSelector(selectHasLeftColumnCollapsed); + const isAllDark = useSelector(selectIsAllDark); + + const shape = hasLeftColumnCollapsed ? 'collapsed' : 'expanded'; + const color = isAllDark ? 'light' : 'dark'; + + const logos = { + expanded: { + light: , + dark: , + }, + collapsed: { + light: , + dark: , + }, + }; + + const svg = logos[shape][color]; + + return ( + + {svg} + + ); +} diff --git a/ui/src/components/modals/add-new-model/index.jsx b/ui/src/components/modals/add-new-model/index.jsx new file mode 100644 index 00000000..58d585bf --- /dev/null +++ b/ui/src/components/modals/add-new-model/index.jsx @@ -0,0 +1,154 @@ +import useModals from '@Src/hooks/use-modals'; +import { RbitModal, SectionTitle, Steps } from '@radicalbit/radicalbit-design-system'; +import ModalContextProvider, { useModalContext } from './modal-context-provider'; +import ActionsStepFourth from './step-four/actions'; +import BodyStepFour from './step-four/new-body'; +import ActionsStepOne from './step-one/actions'; +import BodyStepOne from './step-one/body'; +import ActionsStepThree from './step-three/actions'; +import BodyStepThree from './step-three/body'; +import ActionsStepTwo from './step-two/actions'; +import BodyStepTwo from './step-two/body'; + +const { Step } = Steps; + +function AddNewModel() { + return ( + + + + ); +} + +function AddNewModelInner() { + const { setIsMaximize, isMaximize } = useModalContext(); + + const { hideModal } = useModals(); + + const handleOnMaximize = () => { setIsMaximize((b) => !b); }; + + return ( + )} + header={
} + headerType="bold" + isMaximize={isMaximize} + maskClosable={false} + maximizable + onCancel={hideModal} + onMaximize={handleOnMaximize} + open + scrollableBody + width={1000} + > +
+ + + +
+ + ); +} + +function Header() { + const { + useFormbitStepOne, + useFormbitStepTwo, + useFormbitStepThree, + useFormbitStepFour, + step, + } = useModalContext(); + + const { isFormInvalid: isFormInvalidStepOne } = useFormbitStepOne; + const { isFormInvalid: isFormInvalidStepTwo } = useFormbitStepTwo; + const { isFormInvalid: isFormInvalidStepThree } = useFormbitStepThree; + const { isFormInvalid: isFormInvalidStepFour } = useFormbitStepFour; + + const stepStatus = (step === 0 && isFormInvalidStepOne()) + || (step === 1 && isFormInvalidStepTwo()) + || (step === 2 && isFormInvalidStepThree()) + || (step === 3 && isFormInvalidStepFour()) ? 'error' : undefined; + + return ( +
+ + + + + + + + + + + +
+ ); +} + +function Subtitles() { + const { step } = useModalContext(); + + switch (step) { + // step count start form 0 + case 1: + return false; + + case 2: + return ( +
+ Select output fields on the right. Remaining fields will be used as features or ground truth (target). +
+ ); + + case 3: + return ( +
+ Identify ground truth (target), timestamp, prediction, and probability fields. +
+ ); + + default: + return false; + } +} + +function Body() { + const { step } = useModalContext(); + + switch (step) { + // step count start form 0 + case 1: + return ; + + case 2: + return ; + + case 3: + return ; + + default: + return ; + } +} + +function Actions() { + const { step } = useModalContext(); + + switch (step) { + // step count start form 0 + case 1: + return ; + + case 2: + return ; + + case 3: + return ; + + default: + return ; + } +} + +export default AddNewModel; diff --git a/ui/src/components/modals/add-new-model/modal-context-provider.jsx b/ui/src/components/modals/add-new-model/modal-context-provider.jsx new file mode 100644 index 00000000..f8a5382c --- /dev/null +++ b/ui/src/components/modals/add-new-model/modal-context-provider.jsx @@ -0,0 +1,107 @@ +import useFormbit from '@radicalbit/formbit'; +import { + createContext, + useContext, + useMemo, + useState, +} from 'react'; +import { ModelTypeEnum } from '@Src/store/state/models/constants'; +import schemaStepFour from './step-four/schema'; +import schemaStepOne from './step-one/schema'; +import schemaStepThree from './step-three/schema'; +import schemaStepTwo from './step-two/schema'; + +const modalContext = createContext(undefined); + +function ModalContextProvider({ children }) { + const [step, setStep] = useState(0); + const [isMaximize, setIsMaximize] = useState(false); + + const useFormbitStepOne = useFormbit({ + initialValues: { modelType: ModelTypeEnum.BINARY_CLASSIFICATION }, + yup: schemaStepOne, + }); + + const useFormbitStepTwo = useFormbit({ + initialValues: { separator: ',', __metadata: { clearFieldNextStep: true } }, + yup: schemaStepTwo, + }); + + const useFormbitStepThree = useFormbit({ + initialValues: { __metadata: { clearFieldNextStep: true } }, + yup: schemaStepThree, + }); + + const useFormbitStepFour = useFormbit({ + initialValues: {}, + yup: schemaStepFour, + }); + + const value = useMemo(() => { + switch (step) { + case 0: { + return { + isMaximize, + setIsMaximize, + step, + setStep, + useFormbit: useFormbitStepOne, + useFormbitStepOne, + useFormbitStepTwo, + useFormbitStepThree, + useFormbitStepFour, + }; + } + + case 1: { + return { + isMaximize, + setIsMaximize, + step, + setStep, + useFormbit: useFormbitStepTwo, + useFormbitStepOne, + useFormbitStepTwo, + useFormbitStepThree, + useFormbitStepFour, + }; + } + + case 2: { + return { + isMaximize, + setIsMaximize, + step, + setStep, + useFormbit: useFormbitStepThree, + useFormbitStepOne, + useFormbitStepTwo, + useFormbitStepThree, + useFormbitStepFour, + }; + } + + default: { + return { + isMaximize, + setIsMaximize, + step, + setStep, + useFormbit: useFormbitStepFour, + useFormbitStepOne, + useFormbitStepTwo, + useFormbitStepThree, + useFormbitStepFour, + }; } + } + }, [isMaximize, step, useFormbitStepFour, useFormbitStepOne, useFormbitStepThree, useFormbitStepTwo]); + + return ( + + {children} + + ); +} + +export const useModalContext = () => useContext(modalContext); +export default ModalContextProvider; diff --git a/ui/src/components/modals/add-new-model/step-four/actions.jsx b/ui/src/components/modals/add-new-model/step-four/actions.jsx new file mode 100644 index 00000000..f9ad77b2 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-four/actions.jsx @@ -0,0 +1,30 @@ +import { Button } from '@radicalbit/radicalbit-design-system'; +import { useModalContext } from '../modal-context-provider'; +import useHandleOnSubmit from './use-handle-on-submit'; + +function Actions() { + const { setStep } = useModalContext(); + + const { handleOnSubmit, args, isSubmitDisabled } = useHandleOnSubmit(); + + const handleOnPrev = () => { + setStep((s) => s - 1); + }; + + return ( + <> + + + + + ); +} + +export default Actions; diff --git a/ui/src/components/modals/add-new-model/step-four/form-fields.jsx b/ui/src/components/modals/add-new-model/step-four/form-fields.jsx new file mode 100644 index 00000000..a18eafc0 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-four/form-fields.jsx @@ -0,0 +1,308 @@ +import { FormField, Select, Tooltip } from '@radicalbit/radicalbit-design-system'; +import { ModelTypeEnum } from '@Src/store/state/models/constants'; +import { useModalContext } from '../modal-context-provider'; + +function Target() { + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const targets = useGetTargets(); + const timestampName = form?.timestamp?.name; + const value = form?.target?.name; + + const handleOnChange = (val) => { + try { + write('target', JSON.parse(val)); + } catch (e) { + console.error('Error in parsing Select.Option value: ', e); + } + }; + + return ( + + + + ); +} + +function Timestamp() { + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const validTimestampFeatures = useGetTimestapValidFeatures(); + const targetName = form?.target?.name; + const value = form?.timestamp?.name; + + const handleOnChange = (val) => { + try { + write('timestamp', JSON.parse(val)); + } catch (e) { + console.error('Error in parsing Select.Option value: ', e); + } + }; + + return ( + + + + ); +} + +function Prediction() { + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const predictions = useGetPredictions(); + const value = form?.prediction?.name; + const predictionProbaName = form?.predictionProba?.name; + + const handleOnChange = (val) => { + try { + write('prediction', JSON.parse(val)); + } catch (e) { + console.error('Error in parsing Select.Option value: ', e); + } + }; + + return ( + + + + ); +} + +function Probability() { + const { useFormbit } = useModalContext(); + const { + form, error, write, remove, + } = useFormbit; + + const probabilities = useGetProbabilities(); + const predictionName = form?.prediction?.name; + const value = form?.predictionProba?.name; + + const handleOnChange = (val) => { + if (val === undefined) { + remove('predictionProba'); + return; + } + + try { + write('predictionProba', JSON.parse(val)); + } catch (e) { + console.error('Error in parsing Select.Option value: ', e); + } + }; + + return ( + + + + ); +} + +const targetValidTypes = ['int', 'float', 'double']; +const useGetTargets = () => { + const { useFormbit } = useModalContext(); + const { form } = useFormbit; + + return form.features.filter(({ type }) => targetValidTypes.includes(type)); +}; + +const predictionValidTypes = ['int', 'float', 'double']; +const useGetPredictions = () => { + const { useFormbit } = useModalContext(); + const { form } = useFormbit; + + return form.outputs.filter(({ type }) => predictionValidTypes.includes(type)); +}; + +const binaryClassificationProbabilityValidTypes = ['float', 'double']; +const useGetProbabilities = () => { + const { useFormbitStepOne, useFormbit } = useModalContext(); + const { form } = useFormbit; + const { form: formStepOne } = useFormbitStepOne; + + if (formStepOne.modelType === ModelTypeEnum.BINARY_CLASSIFICATION) { + return form.outputs.filter(({ type }) => binaryClassificationProbabilityValidTypes.includes(type)); + } + + return form.outputs; +}; + +const timestampValidTypes = ['datetime']; +const useGetTimestapValidFeatures = () => { + const { useFormbitStepOne, useFormbit } = useModalContext(); + const { form } = useFormbit; + const { form: formStepOne } = useFormbitStepOne; + + if (formStepOne.modelType === ModelTypeEnum.BINARY_CLASSIFICATION) { + return form?.features.filter(({ type }) => timestampValidTypes.includes(type)); + } + + return form.outputs; +}; + +export { + Prediction, Probability, Target, Timestamp, +}; diff --git a/ui/src/components/modals/add-new-model/step-four/new-body.jsx b/ui/src/components/modals/add-new-model/step-four/new-body.jsx new file mode 100644 index 00000000..09646f78 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-four/new-body.jsx @@ -0,0 +1,37 @@ +import { Board } from '@radicalbit/radicalbit-design-system'; +import { + Prediction, Probability, Target, Timestamp, +} from './form-fields'; + +function NewBody() { + return ( +
+ + + + + +
+ )} + width={350} + /> + + + + + + + )} + type="secondary" + width={350} + /> + + + ); +} + +export default NewBody; diff --git a/ui/src/components/modals/add-new-model/step-four/schema.js b/ui/src/components/modals/add-new-model/step-four/schema.js new file mode 100644 index 00000000..f6fb8e2b --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-four/schema.js @@ -0,0 +1,11 @@ +import * as yup from 'yup'; + +const schemaCsv = yup.object().shape({ + target: yup.object().required('Please select the target'), + + prediction: yup.object().required('Please select the prediction'), + + timestamp: yup.object().required('Please select the timestamp'), +}); + +export default schemaCsv; diff --git a/ui/src/components/modals/add-new-model/step-four/use-handle-on-submit.js b/ui/src/components/modals/add-new-model/step-four/use-handle-on-submit.js new file mode 100644 index 00000000..26e132dd --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-four/use-handle-on-submit.js @@ -0,0 +1,67 @@ +import { modelsApiSlice } from '@State/models/api'; +import { useNavigate } from 'react-router'; +import { useSearchParams } from 'react-router-dom'; +import { useModalContext } from '../modal-context-provider'; + +const { useAddNewModelMutation } = modelsApiSlice; + +export default () => { + const navigate = useNavigate(); + const [searchParams] = useSearchParams(); + + const { useFormbit, useFormbitStepOne } = useModalContext(); + + const { isDirty, isFormInvalid, submitForm } = useFormbit; + const { form: formStepOne } = useFormbitStepOne; + + const [triggerAddNewModel, args] = useAddNewModelMutation(); + + const isSubmitDisabled = !isDirty || isFormInvalid(); + + const handleOnSubmit = () => { + if (isSubmitDisabled || args.isLoading) { + return; + } + + submitForm(async ({ + form: { + features, outputs, prediction, predictionProba, target, timestamp, + }, + }, setError) => { + const { + name, algorithm, frameworks, modelType, dataType, granularity, + } = formStepOne; + + const featuresWithoutTarget = features.filter((f) => f.name !== target.name); + const featuresWithoutTimestamp = featuresWithoutTarget.filter((f) => f.name !== timestamp.name); + + const response = await triggerAddNewModel({ + name, + dataType, + modelType, + granularity, + algorithm, + frameworks, + features: featuresWithoutTimestamp, + outputs: { + prediction, + predictionProba, + output: outputs, + }, + timestamp, + target, + }); + + if (response.error) { + console.error(response.error); + setError('silent.backed', response.error); + return; + } + + searchParams.delete('modal'); + navigate({ pathname: `models/${response.data.uuid}`, search: searchParams.toString() }); + }); + }; + + return { handleOnSubmit, args, isSubmitDisabled }; +}; diff --git a/ui/src/components/modals/add-new-model/step-one/actions.jsx b/ui/src/components/modals/add-new-model/step-one/actions.jsx new file mode 100644 index 00000000..a84704a4 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-one/actions.jsx @@ -0,0 +1,22 @@ +import { Button } from '@radicalbit/radicalbit-design-system'; +import useHandleOnNext from './use-handle-on-next'; + +function Actions() { + const { handleOnNext, isSubmitDisabled } = useHandleOnNext(); + + return ( + <> +
+ + + + ); +} + +export default Actions; diff --git a/ui/src/components/modals/add-new-model/step-one/body.jsx b/ui/src/components/modals/add-new-model/step-one/body.jsx new file mode 100644 index 00000000..e08b29c2 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-one/body.jsx @@ -0,0 +1,35 @@ +import { FormField } from '@radicalbit/radicalbit-design-system'; +import { useModalContext } from '../modal-context-provider'; +import { + Algorithm, DataType, Framework, Granularity, ModelType, Name, +} from './form-fields'; + +function Body() { + const { useFormbit } = useModalContext(); + const { error } = useFormbit; + + return ( +
+
+ + +
+ + + +
+ + + + + + + + +
+
+ + ); +} + +export default Body; diff --git a/ui/src/components/modals/add-new-model/step-one/form-fields.jsx b/ui/src/components/modals/add-new-model/step-one/form-fields.jsx new file mode 100644 index 00000000..d4d99c5a --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-one/form-fields.jsx @@ -0,0 +1,138 @@ +import useAutoFocus from '@Src/hooks/use-auto-focus'; +import { + DataTypeEnum, DataTypeEnumLabel, GranularityEnum, GranularityEnumLabel, + ModelTypeEnum, + ModelTypeEnumLabel, +} from '@State/models/constants'; +import { + FormField, + Input, + Select, +} from '@radicalbit/radicalbit-design-system'; +import { useRef } from 'react'; +import { useModalContext } from '../modal-context-provider'; +import useHandleOnNext from './use-handle-on-next'; + +function Name() { + const ref = useRef(null); + + const { handleOnNext } = useHandleOnNext(); + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const handleOnChange = ({ target: { value } }) => { + write('name', value); + }; + + useAutoFocus(ref); + + return ( + + + + ); +} + +function ModelType() { + return ( + + {ModelTypeEnumLabel[ModelTypeEnum.BINARY_CLASSIFICATION]} + + ); +} + +function DataType() { + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const handleOnChange = (value) => { + write('dataType', value); + }; + + return ( + + + + ); +} + +function Granularity() { + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const handleOnChange = (value) => { + write('granularity', value); + }; + + return ( + + + + ); +} + +function Framework() { + const { handleOnNext } = useHandleOnNext(); + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const handleOnChange = ({ target: { value } }) => { + write('frameworks', value); + }; + + return ( + + + + ); +} + +function Algorithm() { + const { handleOnNext } = useHandleOnNext(); + const { useFormbit } = useModalContext(); + const { form, error, write } = useFormbit; + + const handleOnChange = ({ target: { value } }) => { + write('algorithm', value); + }; + + return ( + + + + ); +} + +export { + Algorithm, + DataType, + Framework, + Granularity, + ModelType, + Name, +}; diff --git a/ui/src/components/modals/add-new-model/step-one/schema.js b/ui/src/components/modals/add-new-model/step-one/schema.js new file mode 100644 index 00000000..8685d9f7 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-one/schema.js @@ -0,0 +1,29 @@ +import { DataTypeEnum, GranularityEnum, ModelTypeEnum } from '@State/models/constants'; +import * as yup from 'yup'; + +const schema = yup.object({ + name: yup.string() + .max(25, 'Name max length is 25 characters') + .matches(/^[A-Za-z0-9_\\-]+$/, 'Name can be filled only with letters, numbers, underscores and dashes') + .matches(/^[A-Za-z]/, 'Name must start with a letter') + .required(), + + modelType: yup.string() + .oneOf(Object.values(ModelTypeEnum)) + .required('Model type is required'), + + dataType: yup.string() + .oneOf(Object.values(DataTypeEnum)) + .required('Data type is required'), + + granularity: yup.string() + .oneOf(Object.values(GranularityEnum)) + .required('Granularity is required'), + + framework: yup.string(), + + algorithm: yup.string(), + +}); + +export default schema; diff --git a/ui/src/components/modals/add-new-model/step-one/use-handle-on-next.js b/ui/src/components/modals/add-new-model/step-one/use-handle-on-next.js new file mode 100644 index 00000000..83da493d --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-one/use-handle-on-next.js @@ -0,0 +1,21 @@ +import { useCallback } from 'react'; +import { useModalContext } from '../modal-context-provider'; + +export default () => { + const { useFormbit, setStep, step } = useModalContext(); + const { submitForm, isFormInvalid, isDirty } = useFormbit; + + const isSubmitDisabled = !isDirty || isFormInvalid(); + + const handleOnNext = useCallback(() => { + if (isSubmitDisabled) { + return; + } + + submitForm(() => { + setStep(step + 1); + }); + }, [isSubmitDisabled, setStep, step, submitForm]); + + return { handleOnNext, isSubmitDisabled }; +}; diff --git a/ui/src/components/modals/add-new-model/step-three/actions.jsx b/ui/src/components/modals/add-new-model/step-three/actions.jsx new file mode 100644 index 00000000..b146f853 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-three/actions.jsx @@ -0,0 +1,29 @@ +import { Button } from '@radicalbit/radicalbit-design-system'; +import { memo } from 'react'; +import useHandleOnNext from './use-handle-on-next'; +import { useModalContext } from '../modal-context-provider'; + +function Actions() { + const { setStep } = useModalContext(); + const { handleOnNext, isSubmitDisabled } = useHandleOnNext(); + + const handleOnPrev = () => { + setStep((s) => s - 1); + }; + + return ( + <> + + + + + ); +} + +export default memo(Actions); diff --git a/ui/src/components/modals/add-new-model/step-three/body.jsx b/ui/src/components/modals/add-new-model/step-three/body.jsx new file mode 100644 index 00000000..b61e7ee8 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-three/body.jsx @@ -0,0 +1,76 @@ +import { FormField, Transfer } from '@radicalbit/radicalbit-design-system'; +import { useModalContext } from '../modal-context-provider'; + +function FeatureTargetsLists() { + return (); +} + +function TransfertList() { + const { useFormbit, isMaximize } = useModalContext(); + const { + form, error, write, writeAll, + } = useFormbit; + const variables = form?.variables; + const featureKeys = form?.featureKeys; + const outputKeys = form?.outputKeys; + const dataSource = variables.map(({ name, type }) => ({ key: name, title: name, type })); + + const height = isMaximize ? 700 : 400; + + const filterOption = (inputValue, option) => option.title.indexOf(inputValue) > -1; + + const handleChange = (targetKeys, direction, keys) => { + switch (direction) { + case 'right': { + write('featureKeys', featureKeys.filter((f) => !keys.includes(f))); + break; + } + + case 'left': { + write('featureKeys', featureKeys.concat(keys)); + break; + } + + default: break; + } + + writeAll([ + ['outputKeys', targetKeys], + ['__metadata.clearFieldNextStep', true], + ]); + }; + + return ( + <> + ( +
+
{item.title}
+ + + ( + {item.type} + ) + +
+ )} + showSearch + style={{ height }} + targetKeys={outputKeys} + titles={[

Variables

,

Outputs

]} + type="right-secondary" + /> + + {error('outputKeys') && } + + {error('featureKeys') && } + + ); +} + +export default FeatureTargetsLists; diff --git a/ui/src/components/modals/add-new-model/step-three/schema.js b/ui/src/components/modals/add-new-model/step-three/schema.js new file mode 100644 index 00000000..9f58f486 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-three/schema.js @@ -0,0 +1,8 @@ +import * as yup from 'yup'; + +const schemaFeatureOutput = yup.object().shape({ + outputKeys: yup.array().of(yup.string()).min(1, 'Select at least one output').required(), + featureKeys: yup.array().of(yup.string()).min(1, 'Select at least one feture').required(), +}); + +export default schemaFeatureOutput; diff --git a/ui/src/components/modals/add-new-model/step-three/use-handle-on-next.js b/ui/src/components/modals/add-new-model/step-three/use-handle-on-next.js new file mode 100644 index 00000000..ceb82fbb --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-three/use-handle-on-next.js @@ -0,0 +1,56 @@ +import { useCallback } from 'react'; +import { useModalContext } from '../modal-context-provider'; + +export default () => { + const { + useFormbit, useFormbitStepFour, step, setStep, + } = useModalContext(); + + const { initialize: initializeStepFour } = useFormbitStepFour; + + const { + submitForm, isFormInvalid, form, isDirty, write, + } = useFormbit; + const variables = form?.variables; + const outputKeys = form?.outputKeys; + const featureKeys = form?.featureKeys; + const { clearFieldNextStep } = form.__metadata; + const isSubmitDisabled = isFormInvalid() || !isDirty; + + const handleOnNext = useCallback(() => { + if (isSubmitDisabled) { + return; + } + + submitForm(() => { + const outputs = outputKeys.reduce((acc, element) => { + const el = variables.find((f) => f.name === element); + return acc.concat(el); + }, []); + + const features = featureKeys.reduce((acc, element) => { + const el = variables.find((f) => f.name === element); + return acc.concat(el); + }, []); + + if (clearFieldNextStep) { + write('__metadata.clearFieldNextStep', false); + + initializeStepFour( + { + outputs, + features, + timestamp: undefined, + target: undefined, + prediction: undefined, + predictionProba: undefined, + }, + ); + } + + setStep(step + 1); + }); + }, [clearFieldNextStep, featureKeys, initializeStepFour, isSubmitDisabled, outputKeys, setStep, step, submitForm, variables, write]); + + return { handleOnNext, isSubmitDisabled }; +}; diff --git a/ui/src/components/modals/add-new-model/step-two/actions.jsx b/ui/src/components/modals/add-new-model/step-two/actions.jsx new file mode 100644 index 00000000..fcab31cf --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-two/actions.jsx @@ -0,0 +1,30 @@ +import { Button } from '@radicalbit/radicalbit-design-system'; +import { useModalContext } from '../modal-context-provider'; +import useHandleOnNext from './use-handle-on-next'; + +function Actions() { + const { setStep } = useModalContext(); + + const { handleOnNext, args, isSubmitDisabled } = useHandleOnNext(); + + const handleOnPrev = () => { + setStep((s) => s - 1); + }; + + return ( + <> + + + + + ); +} + +export default Actions; diff --git a/ui/src/components/modals/add-new-model/step-two/body.jsx b/ui/src/components/modals/add-new-model/step-two/body.jsx new file mode 100644 index 00000000..c4cd0681 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-two/body.jsx @@ -0,0 +1,26 @@ +import { + ErrorAlert, Header, Recap, Seperator, UploadButton, +} from './form-fields'; + +function Csv() { + return ( +
+
+ +
+ +
+ + + + + +
+ + +
+
+ ); +} + +export default Csv; diff --git a/ui/src/components/modals/add-new-model/step-two/form-fields.jsx b/ui/src/components/modals/add-new-model/step-two/form-fields.jsx new file mode 100644 index 00000000..a17fe224 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-two/form-fields.jsx @@ -0,0 +1,215 @@ +import { faTriangleExclamation, faUpload } from '@fortawesome/free-solid-svg-icons'; +import { + AlertLegacy, + Button, + FontAwesomeIcon, + FormField, + Radio, + SectionTitle, + Upload, +} from '@radicalbit/radicalbit-design-system'; +import useHandleOnNext from './use-handle-on-next'; +import { useModalContext } from '../modal-context-provider'; + +const RadioGroup = Radio.Group; + +function Header() { + return ( + + Upload your CSV file containing a representative sample of the data you want to monitor. + +
+ + The uploaded file will be used to automatically infer variables names, data types, +
+ and construct the corresponding schema + + )} + title="Upload CSV file" + titleWeight="normal" + /> + ); +} + +function Seperator() { + const { useFormbit } = useModalContext(); + const { form, error, writeAll } = useFormbit; + + const handleOnChangeSeparator = ({ target: { value } }) => { + writeAll([ + ['separator', value], + ['__metadata.clearFieldNextStep', true], + ]); + }; + + return ( + +
+ + + + + + + + + + + +
+ + ); +} + +function UploadButton() { + const { args } = useHandleOnNext(); + + const { useFormbit } = useModalContext(); + const { + form, setError, remove, writeAll, + } = useFormbit; + + const fileList = form.file ? [form.file] : undefined; + + const beforeUpload = (file) => { + const isTooBig = file.size / 1024 > 500; + + if (isTooBig) { + setError('file', 'File must be smaller than 500KB'); + } + + return !isTooBig; + }; + + const handleOnChange = async ({ fileList: currList, file: { originFileObj } }) => { + if (currList.length) { + writeAll([ + [ + 'file', + originFileObj, + { + pathsToValidate: ['file'], + }, + ], + ['__metadata.clearFieldNextStep', true], + ]); + } + }; + + const handleOnRemove = () => { + remove('file'); + setError('file', undefined); + setError('silent.backend', undefined); + }; + + return ( +
+ + + +
+ ); +} + +function Recap() { + return ( +
+ + +
    +
  • + +
    • + +
  • + +
    • + +
  • + +
    • + +
  • + +
    • + +
  • + +
    • + +
  • + +
    • +
+
+ ); +} + +function ErrorAlert() { + const { useFormbit } = useModalContext(); + const { error } = useFormbit; + + if (error('file') || error('silent.backend')) { + const errorsList = (error('file') || error('silent.backend')).split('\n').map((e, index) =>
  • {e}
    • ); + + return ( + } + text={( + <> + The file is not compliant, we found this problems to solve: + +
      + {errorsList} +
    + + )} + type="error" + /> + ); + } + + return false; +} + +export { + ErrorAlert, + Header, + Recap, + Seperator, + UploadButton, +}; diff --git a/ui/src/components/modals/add-new-model/step-two/schema.js b/ui/src/components/modals/add-new-model/step-two/schema.js new file mode 100644 index 00000000..2e347106 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-two/schema.js @@ -0,0 +1,13 @@ +import * as yup from 'yup'; + +const schemaCsv = yup.object().shape({ + file: yup + .mixed() + .required('CSV File is required'), + + separator: yup.string() + .oneOf([',', ';']) + .required('Please insert a separator'), +}); + +export default schemaCsv; diff --git a/ui/src/components/modals/add-new-model/step-two/use-handle-on-next.js b/ui/src/components/modals/add-new-model/step-two/use-handle-on-next.js new file mode 100644 index 00000000..1f4d8587 --- /dev/null +++ b/ui/src/components/modals/add-new-model/step-two/use-handle-on-next.js @@ -0,0 +1,77 @@ +import { modelsApiSlice } from '@State/models/api'; +import { useCallback } from 'react'; +import { useModalContext } from '../modal-context-provider'; + +const { useInferSchemaMutation } = modelsApiSlice; + +const parseErrorMessage = (error) => { + if (error.message) { + return error.message; + } + + if (error.status) { + return `${error.status}: ${error.data}`; + } + + return 'Something went wrong! Try again.'; +}; + +export default () => { + const [triggerInferSchema, args] = useInferSchemaMutation({ fixedCacheKey: 'infer-schema' }); + + const { + useFormbit, useFormbitStepThree, setStep, step, + } = useModalContext(); + const { initialize: initializeStepThree } = useFormbitStepThree; + const { + submitForm, isFormInvalid, write, form, isDirty, + } = useFormbit; + const { clearFieldNextStep } = form.__metadata; + + const isSubmitDisabled = !isDirty || isFormInvalid(); + + const handleOnNext = useCallback(() => { + if (isSubmitDisabled || args.isLoading) { + return; + } + + submitForm(async ({ form: { file, separator } }, setError) => { + try { + const { error, data } = await triggerInferSchema({ file, separator }); + + if (error) { + const parsedErrorMessage = parseErrorMessage(error); + + console.error(error); + setError('silent.backend', parsedErrorMessage); + write('file', { ...form.file, status: 'error', response: parsedErrorMessage }); + + return; + } + + if (clearFieldNextStep) { + write('__metadata.clearFieldNextStep', false); + + initializeStepThree( + { + variables: data.inferred_schema, + featureKeys: data.inferred_schema.map(({ name }) => name), + outputKeys: [], + __metadata: { clearFieldNextStep: true }, + }, + ); + } + + setStep(step + 1); + } catch (e) { + const parsedErrorMessage = parseErrorMessage(e); + console.error(e); + + setError('silent.backend', parsedErrorMessage); + write('file', { ...form.file, status: 'error', response: parsedErrorMessage }); + } + }); + }, [args.isLoading, clearFieldNextStep, form.file, initializeStepThree, isSubmitDisabled, setStep, step, submitForm, triggerInferSchema, write]); + + return { handleOnNext, args, isSubmitDisabled }; +}; diff --git a/ui/src/components/modals/modals-provider.jsx b/ui/src/components/modals/modals-provider.jsx new file mode 100644 index 00000000..1342ee90 --- /dev/null +++ b/ui/src/components/modals/modals-provider.jsx @@ -0,0 +1,19 @@ +import { ModalsEnum } from '@Src/constants'; +import useModals from '@Src/hooks/use-modals'; +import AddNewModel from './add-new-model'; +import CurrentImportsDetailModal from '../../container/models/Details/current-dashboard/imports/current-import-detail-modal'; + +export default function ModalsProvider() { + const { modalPayload: { modalName } } = useModals(); + + switch (modalName) { + case ModalsEnum.ADD_NEW_MODEL: + return ; + + case ModalsEnum.CURRENT_IMPORT_DETAIL: + return ; + + default: + return false; + } +} diff --git a/ui/src/components/smart-table/index.jsx b/ui/src/components/smart-table/index.jsx new file mode 100644 index 00000000..8484c31b --- /dev/null +++ b/ui/src/components/smart-table/index.jsx @@ -0,0 +1,98 @@ +import { pageSize } from '@Src/constants'; +import { selectors as contextConfigurationSelectors, thunks } from '@State/context-configuration'; +import isEmpty from 'lodash/isEmpty'; +import { DataTable } from '@radicalbit/radicalbit-design-system'; +import { useDispatch, useSelector } from 'react-redux'; + +const { changeContextConfiguration } = thunks; + +export default function SmartTable(props) { + const { + argumentsForColumns = [], + columns: getColumns, + namespace, + } = props; + + const contextConfiguration = useSelector((state) => contextConfigurationSelectors.selectContextConfiguration(state, namespace)); + + if (!contextConfiguration || !contextConfiguration.filters || !contextConfiguration.sorter) { + console.error('Context configuration missing'); + return false; + } + + const columns = getColumns(contextConfiguration.filters, contextConfiguration.sorter, ...argumentsForColumns); + + if (!columns || !Array.isArray(columns) || isEmpty(columns)) { + console.error('Columns are not defined'); + return false; + } + + return ; +} + +function SmartTableInner({ + argumentsForColumns = [], + clickable, + columns: getColumns, + components, + dataSource, + hasFixedColumn, + loading, + modifier, + namespace, + onRow, + recordCount, + rowClassName, + rowKey, + rowSelection, +}) { + const dispatch = useDispatch(); + + const contextConfiguration = useSelector((state) => contextConfigurationSelectors.selectContextConfiguration(state, namespace)); + + const columns = getColumns(contextConfiguration.filters, contextConfiguration.sorter, ...argumentsForColumns); + + const handleTableChange = (currPagination, innerFilters, innerSorter) => { + const { columnKey: field, order } = innerSorter; + + const sorterMapped = order && field ? { [field.toString()]: order } : {}; + + const paginationOrElse = !isEmpty(currPagination) ? currPagination : contextConfiguration.pagination; + + const configuration = { + pagination: paginationOrElse, + filters: { ...innerFilters, ...contextConfiguration.filters }, // There might be other filter e.g. right columns search. + sorter: sorterMapped, + }; + + dispatch(changeContextConfiguration({ namespace, configuration })); + }; + + const clonedPagination = contextConfiguration.pagination ? { ...contextConfiguration.pagination } : undefined; + + if (clonedPagination) { + clonedPagination.total = recordCount || (dataSource && dataSource.length); + clonedPagination.pageSize = contextConfiguration.pagination.pageSize || pageSize; + } + + const showPagination = (recordCount || (dataSource && dataSource.length) || 0) > ((clonedPagination && clonedPagination.pageSize) || 0); + + return ( + + ); +} diff --git a/ui/src/components/smart-table/utils.js b/ui/src/components/smart-table/utils.js new file mode 100644 index 00000000..f42ee69b --- /dev/null +++ b/ui/src/components/smart-table/utils.js @@ -0,0 +1,11 @@ +export const columnFactory = ({ + key, + activeFilters, + activeSorter, + ...others +}) => ({ + key, + defaultSortOrder: activeSorter && activeSorter[key], + filteredValue: activeFilters && activeFilters[key], + ...others, +}); diff --git a/ui/src/constants.js b/ui/src/constants.js new file mode 100644 index 00000000..4cdbbabd --- /dev/null +++ b/ui/src/constants.js @@ -0,0 +1,77 @@ +import { FEATURE_TYPE } from '@Container/models/Details/constants'; + +export const pageSize = 20; +export const startPage = 1; +export const MAX_DECIMAL_ROUND = 3; +export const DEFAULT_POLLING_INTERVAL = 3000; +export const STATUS_SELECTOR_MAX_LEN = 10; +export const TRUNCATE_LENGTH = STATUS_SELECTOR_MAX_LEN + 3; + +export const ModalsEnum = { + QUERY_NAME: 'modal', + ADD_NEW_MODEL: 'ADD_NEW_MODEL', + IMPORT_DETAIL: 'IMPORT_DETAIL', + IMPORT_ERRORS_DETAIL: 'IMPORT_ERRORS_DETAIL', + CURRENT_IMPORT_DETAIL: 'CURRENT_IMPORT_DETAIL', +}; + +export const PathsEnum = { + MODELS: 'models', + MODELS_DETAIL: 'models/:uuid', +}; + +export const ExternalPathsEnum = { + DOCUMENTATION: 'https://docs.oss-monitoring.radicalbit.ai', +}; + +export const PageEventsEnum = { + CLEAR_GET_ALL_MODELS_INSTANCES_CACHE: 'clearGetAllModelsInstancesCache', + CLEAR_GET_ALL_ALERTS_CACHE: 'clearGetAllAlertsCache', + IS_COLLAPSED: 'isCollapsed', + IS_OVERALL_TOP_COLLAPSED: 'isOverallTopCollapsed', + CLEAR_GET_ALL_NOTIFICATIONS_CACHE: 'clearGetAllNotificationsCache', +}; + +export const SortOrderEnum = { + ASCEND: 'ascend', + DESCEND: 'descend', +}; + +export const NamespaceEnum = { + MODELS: 'MODELS', + REFERENCE_IMPORT: 'REFERENCE_IMPORT', + CURRENT_IMPORT: 'CURRENT_IMPORT', +}; + +export const JOB_STATUS = { + IMPORTING: 'IMPORTING', + SUCCEEDED: 'SUCCEEDED', + ERROR: 'ERROR', + MISSING_REFERENCE: 'MISSING_REFERENCE', + MISSING_CURRENT: 'MISSING_CURRENT', +}; + +export const NUMBER_FORMATTER_STYLE_ENUM = { + DECIMAL: 'decimal', + PERCENT: 'percent', +}; + +const defaultNumberFormatter = { maximumSignificantDigits: MAX_DECIMAL_ROUND, style: NUMBER_FORMATTER_STYLE_ENUM.DECIMAL }; + +export const numberFormatter = (options = defaultNumberFormatter) => new Intl.NumberFormat('en', options); + +export const DRIFT_TEST_ENUM = { + KS: 'KS', + CHI2: 'CHI2', +}; + +export const DRIFT_TEST_ENUM_LABEL = { + [DRIFT_TEST_ENUM.KS]: 'Kolmogorov-Smirnov', + [DRIFT_TEST_ENUM.CHI2]: 'Chi-Squared Test', +}; + +// FIX: in the future the feature type comes from API +export const DRIFT_FEATURE_TYPE_ENUM = { + KS: FEATURE_TYPE.NUMERICAL, + CHI2: FEATURE_TYPE.CATEGORICAL, +}; diff --git a/ui/src/container/app/bottom-menu/index.jsx b/ui/src/container/app/bottom-menu/index.jsx new file mode 100644 index 00000000..f25d178b --- /dev/null +++ b/ui/src/container/app/bottom-menu/index.jsx @@ -0,0 +1,29 @@ +import { ExternalPathsEnum } from '@Src/constants'; +import { faCircleQuestion } from '@fortawesome/free-solid-svg-icons'; +import { FontAwesomeIcon, Menu } from '@radicalbit/radicalbit-design-system'; + +export default function BottomMenu() { + const handleReadDocumentation = () => { + window.open(`${ExternalPathsEnum.DOCUMENTATION}`, '_blank', 'noopener,noreferrer'); + }; + + const items = [ + { + key: 'Documentation', + label: ( + <> +
    + +
    Documentation
    + ), + onClick: handleReadDocumentation, + }, + ]; + + return ( + + ); +} diff --git a/ui/src/container/app/content-switch/header.jsx b/ui/src/container/app/content-switch/header.jsx new file mode 100644 index 00000000..d99fc19a --- /dev/null +++ b/ui/src/container/app/content-switch/header.jsx @@ -0,0 +1,19 @@ +import { PathsEnum } from '@Src/constants'; +import MainModelsHeader from '@Src/container/models/Details/header'; +import MainListModelsHeader from '@Src/container/models/List/header'; +import { Navigate, Route, Routes } from 'react-router'; + +export default function MainHeaderContentSwitch() { + return ( + + } path={`/${PathsEnum.MODELS}`} /> + + } + path={`/${PathsEnum.MODELS_DETAIL}`} + /> + + } path="*" /> + + ); +} diff --git a/ui/src/container/app/content-switch/secondary-column/content.jsx b/ui/src/container/app/content-switch/secondary-column/content.jsx new file mode 100644 index 00000000..a5ec5c69 --- /dev/null +++ b/ui/src/container/app/content-switch/secondary-column/content.jsx @@ -0,0 +1,14 @@ +import { PathsEnum } from '@Src/constants'; +import SecondaryColumnModelsContent from '@Src/container/models/Details/secondary-column/content'; +import { Route, Routes } from 'react-router'; + +export default function SecondaryContentSwitch() { + return ( + + )} + path={`/${PathsEnum.MODELS_DETAIL}`} + /> + + ); +} diff --git a/ui/src/container/app/content-switch/secondary-column/header.jsx b/ui/src/container/app/content-switch/secondary-column/header.jsx new file mode 100644 index 00000000..a983a44d --- /dev/null +++ b/ui/src/container/app/content-switch/secondary-column/header.jsx @@ -0,0 +1,20 @@ +import { PathsEnum } from '@Src/constants'; + +import SecondaryColumnModelsHeader from '@Src/container/models/Details/secondary-column/header'; +import { + Route, + Routes, +} from 'react-router'; + +export default function SecondaryHeaderContentSwitch() { + return ( + + + )} + path={`/${PathsEnum.MODELS_DETAIL}`} + /> + + + ); +} diff --git a/ui/src/container/app/index.jsx b/ui/src/container/app/index.jsx new file mode 100644 index 00000000..037a59f5 --- /dev/null +++ b/ui/src/container/app/index.jsx @@ -0,0 +1,101 @@ +import SiderBk from '@Img/sider-bk.png'; +import Logo from '@Src/components/Logo'; +import ModalsProvider from '@Src/components/modals/modals-provider'; +import { useContextConfigurationFromUrlEffect } from '@Src/store/state/context-configuration/hooks'; +import { useNotification } from '@Src/store/state/notification/hooks'; +import { actions as layoutActions, selectors as layoutSelectors } from '@State/layout'; +import '@Styles/index.less'; +import '@Styles/tailwind.less'; +import { Layout } from '@radicalbit/radicalbit-design-system'; +import { useDispatch, useSelector } from 'react-redux'; +import { Outlet, useLocation, useNavigate } from 'react-router-dom'; +import { createRoutes } from '../layout'; +import { useLayoutProvider } from '../layout/layout-provider'; +import MainHeaderContentSwitch from './content-switch/header'; +import SecondaryContentSwitch from './content-switch/secondary-column/content'; +import SecondaryHeaderContentSwitch from './content-switch/secondary-column/header'; +import BottomMenu from './bottom-menu'; + +export default function App() { + const dispatch = useDispatch(); + const navigate = useNavigate(); + const { pathname } = useLocation(); + + useLayoutProvider(); + + useNotification(); + useContextConfigurationFromUrlEffect(); + + const isAllDark = useSelector(layoutSelectors.selectIsAllDark); + + const hasHeaderContentDark = useSelector(layoutSelectors.selectHasHeaderContentDark); + + const isMainContentDark = useSelector(layoutSelectors.selectHasMainContentDark); + const hasMainContentDark = isAllDark || isMainContentDark; + + const hasHeader = useSelector(layoutSelectors.selectHasHeader); + const isSecondaryColumn = useSelector(layoutSelectors.selectHasSecondaryColumn); + const isLeftColumnCollapsed = useSelector(layoutSelectors.selectHasLeftColumnCollapsed); + const hasSecondaryContentDark = useSelector(layoutSelectors.selectHasSecondaryContentDark); + const hasHeaderSecondaryContentDark = useSelector(layoutSelectors.selectHasHeaderSecondaryContentDark); + const hasSecondaryColumnCollapsed = useSelector(layoutSelectors.selectHasSecondaryColumnCollapsed); + + const hasSecondaryColumn = isSecondaryColumn; + const hasLeftColumnCollapsed = isLeftColumnCollapsed; + + const showBottomDrawerOnHover = useSelector(layoutSelectors.selectShowBottomDrawerOnHover); + + const handleToggleCollapseLeftColumn = () => { + dispatch(layoutActions.toggleCollapseLeftColumn()); + }; + + const handleToggleCollapseSecondaryColumn = () => { + dispatch(layoutActions.toggleCollapseSecondaryColumn()); + }; + + const goToHomePage = () => { + navigate('/'); + }; + + return ( + <> + + , + backgroundImage: SiderBk, + mainMenu: createRoutes({ currentPath: pathname }), + onLeftColumnCollapse: handleToggleCollapseLeftColumn, + bottomMenu: , + }} + main={{ + hasMainContentDark, + hasHeaderContentDark, + headerContent: , + mainContent: , + showBottomDrawerOnHover, + }} + secondary={{ + headerContent: , + mainContent: , + onSecondaryColumnCollapse: handleToggleCollapseSecondaryColumn, + hasHeaderSecondaryContentDark, + hasSecondaryColumnCollapsed, + hasSecondaryContentDark, + hasSecondaryColumn, + }} + /> + + + + ); +} diff --git a/ui/src/container/layout/index.jsx b/ui/src/container/layout/index.jsx new file mode 100644 index 00000000..b6005905 --- /dev/null +++ b/ui/src/container/layout/index.jsx @@ -0,0 +1,24 @@ +import { PathsEnum } from '@Src/constants'; +import { faRobot } from '@fortawesome/free-solid-svg-icons'; +import { FontAwesomeIcon } from '@radicalbit/radicalbit-design-system'; +import { Link } from 'react-router-dom'; + +export const createRoutes = ({ currentPath }) => { + const routeToCheck = currentPath.split('/')[1]; + const selectedItem = allRoutes.find(({ key }) => (routeToCheck && routeToCheck.includes(key)))?.position; + + return { selectedItem, items: allRoutes }; +}; + +const getLink = (pathname, search) => ; + +const allRoutes = [ + { + position: 1, + title: 'Models', + icon: , + key: PathsEnum.MODELS, + link: getLink(`/${PathsEnum.MODELS}`), + visibility: [], + }, +]; diff --git a/ui/src/container/layout/layout-provider/index.js b/ui/src/container/layout/layout-provider/index.js new file mode 100644 index 00000000..74a9c757 --- /dev/null +++ b/ui/src/container/layout/layout-provider/index.js @@ -0,0 +1,41 @@ +import { PathsEnum } from '@Src/constants'; +import { useEffect } from 'react'; +import { useDispatch } from 'react-redux'; +import { matchPath, useLocation } from 'react-router'; +import { DETAIL_LAYOUT_CONFIGURATION, MAIN_LAYOUT_CONFIGURATION, NOT_FOUND_CONFIGURATION } from './layout-provider-configuration'; + +const allRoutes = [ + { + key: `/${PathsEnum.MODELS}`, + layout: MAIN_LAYOUT_CONFIGURATION, + }, + { + key: `/${PathsEnum.MODELS_DETAIL}`, + layout: DETAIL_LAYOUT_CONFIGURATION, + }, +]; + +export function useLayoutProvider() { + const { pathname } = useLocation(); + const dispatch = useDispatch(); + + useEffect(() => { + if (!allRoutes) { + return; + } + + // Get current route (exact: true) + const layout = getCurrentRoute(allRoutes, pathname)?.layout ?? NOT_FOUND_CONFIGURATION; + + // Execute all the actions + if (layout) { + layout.forEach((action) => dispatch(action())); + } + }, [dispatch, pathname]); + + return null; +} + +const getCurrentRoute = (routes, pathname) => routes.find(({ key: path }) => matchPath(path, pathname)); + +export { allRoutes }; diff --git a/ui/src/container/layout/layout-provider/layout-provider-configuration.js b/ui/src/container/layout/layout-provider/layout-provider-configuration.js new file mode 100644 index 00000000..49cb7bb9 --- /dev/null +++ b/ui/src/container/layout/layout-provider/layout-provider-configuration.js @@ -0,0 +1,19 @@ +import { actions as layoutActions } from '@State/layout'; + +export const MAIN_LAYOUT_CONFIGURATION = [ + layoutActions.hideSecondaryColumn, + layoutActions.darkenMainContent, + layoutActions.darkenMainHeader, + layoutActions.showHeader, +]; + +export const DETAIL_LAYOUT_CONFIGURATION = [ + layoutActions.showSecondaryColumn, + layoutActions.lightenMainContent, + layoutActions.lightenMainHeader, + layoutActions.showHeader, +]; + +export const NOT_FOUND_CONFIGURATION = [ + layoutActions.hideHeader, +]; diff --git a/ui/src/container/models/Details/charts/confusion-matrix-chart/index.jsx b/ui/src/container/models/Details/charts/confusion-matrix-chart/index.jsx new file mode 100644 index 00000000..ef14598d --- /dev/null +++ b/ui/src/container/models/Details/charts/confusion-matrix-chart/index.jsx @@ -0,0 +1,43 @@ +import ReactEchartsCore from 'echarts-for-react/lib/core'; +import { HeatmapChart } from 'echarts/charts'; +import { + GridComponent, + VisualMapComponent, +} from 'echarts/components'; +import * as echarts from 'echarts/lib/echarts'; +import { Board, SectionTitle } from '@radicalbit/radicalbit-design-system'; +import confusionMatrixOptions from './options'; + +echarts.use([ + GridComponent, + HeatmapChart, + VisualMapComponent, +]); + +function ConfusionMatrix({ dataset, labelClass, colors }) { + if (!dataset) return false; + + const handleOnChartReady = (echart) => { + // To handle the second opening of a modal when the rtkq hook read from cache + // and the echart graph will render immediately. + setTimeout(echart.resize); + }; + + return ( + } + main={( + + )} + modifier="min-h-[25rem] h-[25rem]" + size="small" + /> + ); +} + +export default ConfusionMatrix; diff --git a/ui/src/container/models/Details/charts/confusion-matrix-chart/options.js b/ui/src/container/models/Details/charts/confusion-matrix-chart/options.js new file mode 100644 index 00000000..b0b6479b --- /dev/null +++ b/ui/src/container/models/Details/charts/confusion-matrix-chart/options.js @@ -0,0 +1,58 @@ +export default function confusionMatrixOptions(dataset, labelClass, colors) { + let dataMax = 0; + const heatMapData = dataset.toReversed().reduce((accumulator, datas, yIndex) => accumulator.concat(datas.map((data, xIndex) => { + if (data > dataMax) { + dataMax = data; + } + return [xIndex, yIndex, data]; + })), []); + + return { + yAxis: [ + { + type: 'category', + data: labelClass.yAxisLabel, + }, + ], + xAxis: [ + { + type: 'category', + splitLine: { + show: false, + }, + data: labelClass.xAxisLabel, + }, + ], + grid: { + bottom: 80, + top: 0, + left: 64, + right: 0, + }, + visualMap: { + calculable: true, + orient: 'horizontal', + left: 'center', + inRange: { + color: colors, + }, + max: dataMax, + }, + series: [ + { + name: '', + type: 'heatmap', + data: heatMapData, + label: { + show: true, + }, + emphasis: { + itemStyle: { + shadowBlur: 10, + shadowColor: 'rgba(0, 0, 0, 0.5)', + }, + }, + }, + ], + }; +} diff --git a/ui/src/container/models/Details/charts/line-chart/index.jsx b/ui/src/container/models/Details/charts/line-chart/index.jsx new file mode 100644 index 00000000..3d300403 --- /dev/null +++ b/ui/src/container/models/Details/charts/line-chart/index.jsx @@ -0,0 +1,55 @@ +import ReactEchartsCore from 'echarts-for-react/lib/core'; +import { LineChart as LineChartEchart } from 'echarts/charts'; +import { + GridComponent, + LegendComponent, + MarkLineComponent, + MarkPointComponent, + TooltipComponent, +} from 'echarts/components'; +import * as echarts from 'echarts/lib/echarts'; +import { + Board, + SectionTitle, +} from '@radicalbit/radicalbit-design-system'; +import lineChartOptions from './options'; + +echarts.use([ + GridComponent, + MarkPointComponent, + MarkLineComponent, + LegendComponent, + LineChartEchart, + TooltipComponent, +]); + +function LineChart({ + title, color, currentData, referenceData = [], +}) { + const handleOnChartReady = (echart) => { + // To handle the second opening of a modal when the rtkq hook read from cache + // and the echart graph will render immediately. + setTimeout(echart.resize); + }; + + if (!currentData) { + return false; + } + + return ( + )} + main={( + + )} + size="small" + /> + ); +} + +export default LineChart; diff --git a/ui/src/container/models/Details/charts/line-chart/options.js b/ui/src/container/models/Details/charts/line-chart/options.js new file mode 100644 index 00000000..8e5ea881 --- /dev/null +++ b/ui/src/container/models/Details/charts/line-chart/options.js @@ -0,0 +1,75 @@ +import { numberFormatter } from '@Src/constants'; +import moment from 'moment'; +import { CHART_COLOR } from '../../constants'; + +export default function lineChartOptions(title, color, currentDataset, referenceDataset) { + const series = [ + { + name: title, + type: 'line', + lineStyle: { + width: 2, + color: '#73B2E0', + }, + data: currentDataset.map(({ timestamp, value }) => [timestamp, numberFormatter().format(value)]), + symbol: 'none', + }, + ]; + if (referenceDataset) { + series.push({ + name: 'Reference', + type: 'line', + endLabel: { + show: true, + color: CHART_COLOR.REFERENCE, + formatter: ({ value }) => `Reference\n${value[1]}`, + }, + color: CHART_COLOR.REFERENCE, + lineStyle: { + width: 2, + type: 'dotted', + color: CHART_COLOR.REFERENCE, + }, + data: referenceDataset.map(({ timestamp, value }) => [timestamp, numberFormatter().format(value)]), + symbol: 'none', + }); + } + + return { + color: [color], + tooltip: { + trigger: 'axis', + }, + yAxis: [{ + type: 'value', + boundaryGap: true, + axisLabel: { + fontSize: 9, + color: '#9b99a1', + }, + }], + xAxis: [ + { + type: 'time', + axisLabel: { + formatter: (value) => moment(+value).format('DD MMM HH.mm'), + fontSize: 10, + color: '#9b99a1', + }, + axisTick: { show: false }, + axisLine: { show: false }, + splitLine: { show: false }, + + }, + ], + grid: { + bottom: 0, + top: 16, + left: 0, + right: 64, + containLabel: true, + }, + + series, + }; +} diff --git a/ui/src/container/models/Details/constants.js b/ui/src/container/models/Details/constants.js new file mode 100644 index 00000000..c7765b95 --- /dev/null +++ b/ui/src/container/models/Details/constants.js @@ -0,0 +1,50 @@ +export const MODEL_TABS_ENUM = { + OVERVIEW: 'overview', + REFERENCE_DASHBOARD: 'reference_dashboard', + CURRENT_DASHBOARD: 'current_dashboard', +}; + +export const METRICS_TABS = { + DATA_QUALITIY: 'Data Quality', + MODEL_QUALITY: 'Model Quality', + DATA_DRIFT: 'Model Drift', + IMPORT: 'Import', +}; + +export const OVERVIEW_TABS_ENUM = { + SUMMARY: 'summary', + VARIABLES: 'variables', + OUTPUTS: 'outputs', +}; + +export const OVERVIEW_ROW_TYPE = { + PROBABILITY: 'PROBABILITY', + PREDICTION: 'PREDICTION', + GROUND_TRUTH: 'GROUND TRUTH', +}; + +export const FEATURE_TYPE = { + NUMERICAL: 'numerical', + CATEGORICAL: 'categorical', +}; + +export const CHART_COLOR = { + REFERENCE: '#9B99A1', + REFERENCE_LIGHT: '#DBDBDB', + REFERENCE_DARK: '#667', + CURRENT: '#3695d9', + CURRENT_LIGHT: '#C8E4F9', + CURRENT_DARK: '#0A71BB', + WHITE: '#FFFFFF', +}; + +export const MODEL_QUALITY_FIELD = { + ACCURACY: 'Accuracy', + PRECISION: 'Precision', + RECALL: 'Recall', + F1: 'F1', + FALSE_POSITIVE_RATE: 'False positive rate', + TRUE_POSITIVE_RATE: 'True positive rate', + AREA_UNDER_ROC: 'AUC-ROC', + AREA_UNDER_PR: 'PR AUC', +}; diff --git a/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/header/index.jsx b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/header/index.jsx new file mode 100644 index 00000000..673b440e --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/header/index.jsx @@ -0,0 +1,180 @@ +import { DRIFT_TEST_ENUM } from '@Src/constants'; +import { useGetCurrentDrift } from '@State/models/modal-hook'; +import { Board, SectionTitle } from '@radicalbit/radicalbit-design-system'; + +function DataDriftHeader() { + return ( +
    +
    + +
    + +
    + +
    + +
    + +
    +
    + ); +} + +function TotalFeaturesCounter() { + const { data } = useGetCurrentDrift(); + const featureMetrics = data?.drift.featureMetrics.filter((feature) => feature.driftCalc.hasDrift) ?? []; + const featuresWithDriftCounter = featureMetrics.length; + const featuresCounter = data?.drift.featureMetrics.length; + + if (featuresCounter === 0) { + return ( + } + main={( +
    + {/* FIXME: inline style */} +
    --
    + +
    Features with drift
    +
    + )} + modifier="h-full shadow" + size="small" + /> + ); + } + + return ( + } + main={( +
    + {/* FIXME: inline style */} +
    + {featuresWithDriftCounter} + + + / + {featuresCounter} + +
    + +
    Features with drift
    +
    + )} + modifier="h-full shadow" + size="small" + type="primary" + /> + + ); +} + +function CategoricalFeaturesCounter() { + const { data } = useGetCurrentDrift(); + + const featureMetrics = data?.drift.featureMetrics ?? []; + const categoricalWithDriftCounter = featureMetrics.filter((feature) => feature.driftCalc.type === DRIFT_TEST_ENUM.CHI2 && feature.driftCalc.hasDrift).length; + const categoricalCounter = featureMetrics.filter((feature) => feature.driftCalc.type === DRIFT_TEST_ENUM.CHI2).length; + + if (categoricalCounter === 0) { + return ( + } + main={( +
    + + {/* FIXME: inline style */} +
    --
    + +
    Categorical with drift
    +
    + )} + modifier="h-full" + size="small" + /> + ); + } + + return ( + } + main={( +
    +
    + {/* FIXME: inline style */} +
    + {categoricalWithDriftCounter} + + + / + {categoricalCounter} + +
    + +
    + +
    Categorical with drift
    +
    + )} + modifier="h-full" + size="small" + /> + ); +} + +function NumericalFeaturesCounter() { + const { data } = useGetCurrentDrift(); + + const featureMetrics = data?.drift.featureMetrics ?? []; + + const numericalWithDriftCounter = featureMetrics.filter((feature) => feature.driftCalc.type === DRIFT_TEST_ENUM.KS && feature.driftCalc.hasDrift).length; + const numericalCounter = featureMetrics.filter((feature) => feature.driftCalc.type === DRIFT_TEST_ENUM.KS).length; + + if (numericalCounter === 0) { + return ( + } + main={( +
    + + {/* FIXME: inline style */} +
    --
    + +
    Numerical with drift
    +
    + )} + modifier="h-full shadow" + size="small" + /> + ); + } + + return ( + } + main={( +
    +
    + {/* FIXME: inline style */} +
    + {numericalWithDriftCounter} + + + / + {numericalCounter} + +
    + +
    + +
    Numerical with drift
    +
    + )} + modifier="h-full shadow" + size="small" + /> + ); +} + +export default DataDriftHeader; diff --git a/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/index.jsx b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/index.jsx new file mode 100644 index 00000000..bea91b84 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/index.jsx @@ -0,0 +1,47 @@ +import SomethingWentWrong from '@Components/ErrorPage/something-went-wrong'; +import JobStatus from '@Components/JobStatus'; +import { JOB_STATUS } from '@Src/constants'; +import { useGetCurrentDrift } from '@State/models/modal-hook'; +import { useGetCurrentDriftLatestQueryWithPolling } from '@State/models/polling-hook'; +import { FormbitContextProvider } from '@radicalbit/formbit'; +import DataDriftHeader from './header'; +import DataDriftList from './list'; +import SearchFeatureList from './search-filter'; + +const initialValues = { + __metadata: { + selectedFeatures: [], + isNumericalSelected: true, + isCategoricalSelected: true, + }, +}; + +function DataDriftMetrics() { + useGetCurrentDriftLatestQueryWithPolling(); + + const { data, isError } = useGetCurrentDrift(); + + const jobStatus = data?.jobStatus; + + if (isError) { + return ; + } + + if (jobStatus === JOB_STATUS.SUCCEEDED) { + return ( + +
    + + + + + +
    +     + ); + } + + return (); +} + +export default DataDriftMetrics; diff --git a/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/list/index.jsx b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/list/index.jsx new file mode 100644 index 00000000..2bf10cf4 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/list/index.jsx @@ -0,0 +1,114 @@ +import { + DRIFT_FEATURE_TYPE_ENUM, DRIFT_TEST_ENUM, DRIFT_TEST_ENUM_LABEL, numberFormatter, +} from '@Src/constants'; +import { fa1, faC } from '@fortawesome/free-solid-svg-icons'; +import { + Board, + Button, + FontAwesomeIcon, + NewHeader, + Pin, + SectionTitle, + Spinner, + Tag, +} from '@radicalbit/radicalbit-design-system'; +import { Virtuoso } from 'react-virtuoso'; +import useGetFilteredFeatures from '../use-get-filtered-features'; + +function DataDriftList() { + const items = useGetFilteredFeatures(); + + return ( + + + + ()} + totalCount={items.length} + /> + + ); +} + +function CountLabel() { + const items = useGetFilteredFeatures(); + const label = items.length <= 1 ? 'Record' : 'Records'; + + return ( + + ); +} + +function FeatureRow({ item }) { + const pinType = (item.driftCalc.hasDrift) ? 'filled-error' : 'filled'; + const isError = (item.driftCalc.hasDrift) ? 'is-error' : ''; + const value = (item.driftCalc.value > 0) ? numberFormatter().format(item.driftCalc.value) : '--'; + const buttonIcon = getButtonIcon(item.driftCalc.type); + + return ( + + + {DRIFT_TEST_ENUM_LABEL[item.driftCalc.type]} + +

    + + {value} + + {' '} + + +

    +
    + ), + two: ( + + ), + }} + title={( +
    + + + {DRIFT_FEATURE_TYPE_ENUM[item.driftCalc.type].toUpperCase()}} + /> +
    + )} + /> + )} + modifier="my-4 " + size="small" + /> + ); +} + +const getButtonIcon = (value) => { + switch (value) { + case DRIFT_TEST_ENUM.KS: + return fa1; + + case DRIFT_TEST_ENUM.CHI2: + return faC; + + default: + return ''; + } +}; + +export default DataDriftList; diff --git a/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/search-filter/index.jsx b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/search-filter/index.jsx new file mode 100644 index 00000000..4b8f99f4 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/data-drift-metrics/binary-classification-metrics/search-filter/index.jsx @@ -0,0 +1,103 @@ +import { useGetCurrentDrift } from '@State/models/modal-hook'; +import { fa1, faC, faSearch } from '@fortawesome/free-solid-svg-icons'; +import { useFormbitContext } from '@radicalbit/formbit'; +import { + Button, FontAwesomeIcon, FormField, Select, Toggle, + Tooltip, +} from '@radicalbit/radicalbit-design-system'; + +function SearchFeatureList() { + const { write, form } = useFormbitContext(); + const { __metadata: { isNumericalSelected, isCategoricalSelected } } = form; + + const { data } = useGetCurrentDrift(); + const items = data?.drift.featureMetrics ?? []; + const options = items + .filter((i) => { + if (isNumericalSelected && i.type === 'categorical') { + return false; + } + + if (isCategoricalSelected && i.type === 'numerical') { + return false; + } + + return true; + }) + .map((i) => ({ label: i.featureName, value: i.featureName })); + + const handleOnSelect = (value) => { + write('__metadata.selectedFeatures', value); + }; + + return ( +
    +
    + + } + style={{ width: '100%' }} + /> + +
    + + + + +
    + ); +} + +function NumericalFilter() { + const { form, write } = useFormbitContext(); + const { __metadata: { isNumericalSelected } } = form; + + const type = isNumericalSelected ? 'primary' : 'secondary'; + const title = isNumericalSelected ? 'Numerical' : 'Show numerical'; + + const handleOnClick = () => { + write('__metadata.isNumericalSelected', !isNumericalSelected); + }; + + return ( + + + + + + ); +} + +function CategoricalFilter() { + const { form, write } = useFormbitContext(); + const { __metadata: { isCategoricalSelected } } = form; + + const type = isCategoricalSelected ? 'primary' : 'secondary'; + const title = isCategoricalSelected ? 'Categorical' : 'Show categorical'; + + const handleOnClick = () => { + write('__metadata.isCategoricalSelected', !isCategoricalSelected); + }; + + return ( + + + + + + ); +} + +export default SearchFeatureList; diff --git a/ui/src/container/models/Details/current-dashboard/data-quality-metrics/binary-classification-metrics/use-get-filtered-features.js b/ui/src/container/models/Details/current-dashboard/data-quality-metrics/binary-classification-metrics/use-get-filtered-features.js new file mode 100644 index 00000000..5794266c --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/data-quality-metrics/binary-classification-metrics/use-get-filtered-features.js @@ -0,0 +1,64 @@ +import { FEATURE_TYPE } from '@Container/models/Details/constants'; +import { useFormbitContext } from '@radicalbit/formbit'; +import { useGetCurrentDataQuality } from '@State/models/modal-hook'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { useParams } from 'react-router'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +export default () => { + const { uuid } = useParams(); + + const { data: currentData } = useGetCurrentDataQuality(); + const items = currentData?.dataQuality?.featureMetrics ?? []; + + const { data: referenceData } = useGetReferenceDataQualityQuery({ uuid }); + const referenceItems = referenceData?.dataQuality?.featureMetrics ?? []; + + const { form: { __metadata: { isNumericalSelected, isCategoricalSelected, selectedFeatures } } } = useFormbitContext(); + + if (!currentData) { + return []; + } + + if (!isNumericalSelected && !isCategoricalSelected) { + return []; + } + + const filteredFeatures = selectedFeatures?.length > 0 + ? items.filter(({ featureName, type }) => { + const isSelected = selectedFeatures.includes(featureName); + const isNumerical = isNumericalSelected && type === FEATURE_TYPE.NUMERICAL; + const isCategorical = isCategoricalSelected && type === FEATURE_TYPE.CATEGORICAL; + + return isSelected && (isNumerical || isCategorical); + }) + : items.filter(({ type }) => { + const isNumerical = isNumericalSelected && type === FEATURE_TYPE.NUMERICAL; + const isCategorical = isCategoricalSelected && type === FEATURE_TYPE.CATEGORICAL; + + return isNumerical || isCategorical; + }); + + return filteredFeatures.map((feature) => { + if (feature.type === FEATURE_TYPE.CATEGORICAL) { + const referenceCategoryFrequency = referenceItems?.find((r) => r.type === FEATURE_TYPE.CATEGORICAL && r.featureName === feature.featureName)?.categoryFrequency; + const categoryFrequencyUpdated = feature.categoryFrequency.map((m) => { + const rFounded = referenceCategoryFrequency.find((r) => r.name === m.name); + + return { + ...m, + referenceCount: rFounded?.count, + referenceFrequency: rFounded?.frequency, + }; + }); + + return { + ...feature, + categoryFrequency: categoryFrequencyUpdated, + }; + } + + return feature; + }); +}; diff --git a/ui/src/container/models/Details/current-dashboard/data-quality-metrics/index.jsx b/ui/src/container/models/Details/current-dashboard/data-quality-metrics/index.jsx new file mode 100644 index 00000000..75cfea50 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/data-quality-metrics/index.jsx @@ -0,0 +1,24 @@ +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { ModelTypeEnum } from '@State/models/constants'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import BinaryClassificationMetrics from './binary-classification-metrics'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function DataQualityMetrics() { + const { uuid } = useParams(); + const { data } = useGetModelByUUIDQuery({ uuid }); + + const modelType = data?.modelType; + + switch (modelType) { + case ModelTypeEnum.BINARY_CLASSIFICATION: + return ; + + default: + return false; + } +} + +export default memo(DataQualityMetrics); diff --git a/ui/src/container/models/Details/current-dashboard/imports/columns.jsx b/ui/src/container/models/Details/current-dashboard/imports/columns.jsx new file mode 100644 index 00000000..48a5b05f --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/imports/columns.jsx @@ -0,0 +1,66 @@ +import { columnFactory } from '@Components/smart-table/utils'; +import useModals from '@Hooks/use-modals'; +import { JOB_STATUS, ModalsEnum } from '@Src/constants'; +import { faExternalLink, faTriangleExclamation } from '@fortawesome/free-solid-svg-icons'; +import moment from 'moment'; +import { DataTableAction, FontAwesomeIcon, Spinner } from '@radicalbit/radicalbit-design-system'; + +export const getColumns = (activeFilters, activeSorter) => [ + columnFactory({ + title: 'File name', + dataIndex: 'fileName', + key: 'fileName', + activeFilters, + activeSorter, + }), + columnFactory({ + title: 'File path', + dataIndex: 'path', + key: 'path', + activeFilters, + activeSorter, + }), + columnFactory({ + title: 'Imported at', + dataIndex: 'date', + key: 'date', + activeFilters, + activeSorter, + sorter: true, + render: (date) => moment(date).format('DD MMM YYYY HH:mm:ss').toString(), + }), + columnFactory({ + title: '', + key: 'status', + activeFilters, + activeSorter, + render: (data) => { + switch (data.status) { + case JOB_STATUS.IMPORTING: + return (); + + case JOB_STATUS.ERROR: + return (); + + case JOB_STATUS.SUCCEEDED: + return (); + + default: + return false; + } + }, + + }), + +]; + +function ImportActions({ data }) { + const { showModal } = useModals(); + const showImportDetailModal = () => showModal(ModalsEnum.CURRENT_IMPORT_DETAIL, data); + + return ( +
    + +
    + ); +} diff --git a/ui/src/container/models/Details/current-dashboard/imports/current-import-detail-modal/current-dashboard-modal.jsx b/ui/src/container/models/Details/current-dashboard/imports/current-import-detail-modal/current-dashboard-modal.jsx new file mode 100644 index 00000000..c96be0be --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/imports/current-import-detail-modal/current-dashboard-modal.jsx @@ -0,0 +1,51 @@ +import { Tabs } from '@radicalbit/radicalbit-design-system'; +import { useSearchParams } from 'react-router-dom'; +import { METRICS_TABS } from '@Container/models/Details/constants'; +import DataDriftMetrics from '../../data-drift-metrics'; +import DataQualityMetrics from '../../data-quality-metrics'; +import ModelQualityMetrics from '../../model-quality-metrics'; + +const tabs = [ + { + label: METRICS_TABS.DATA_QUALITIY, + key: METRICS_TABS.DATA_QUALITIY, + children: , + }, + { + label: METRICS_TABS.MODEL_QUALITY, + key: METRICS_TABS.MODEL_QUALITY, + children: , + }, + { + label: METRICS_TABS.DATA_DRIFT, + key: METRICS_TABS.DATA_DRIFT, + children: , + }, +]; + +export default function CurrentDashboardModal() { + const [searchParams, setSearchParams] = useSearchParams(); + + const activeTab = searchParams.get('modal-tab-metrics') || METRICS_TABS.METRICS; + + const setTab = (value) => { + searchParams.set('modal-tab-metrics', value); + setSearchParams(searchParams); + }; + + const onChangeTab = (e) => { + setTab(e); + }; + + return ( + +
    + +
    + ); +} diff --git a/ui/src/container/models/Details/current-dashboard/imports/current-import-detail-modal/index.jsx b/ui/src/container/models/Details/current-dashboard/imports/current-import-detail-modal/index.jsx new file mode 100644 index 00000000..1eb1e5f8 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/imports/current-import-detail-modal/index.jsx @@ -0,0 +1,151 @@ +import useModals from '@Hooks/use-modals'; +import { STATUS_SELECTOR_MAX_LEN, TRUNCATE_LENGTH } from '@Src/constants'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { DataTypeEnumLabel, GranularityEnumLabel, ModelTypeEnumLabel } from '@Src/store/state/models/constants'; +import { faArrowLeft } from '@fortawesome/free-solid-svg-icons'; +import { truncate } from 'lodash'; +import moment from 'moment'; +import { + FontAwesomeIcon, + NewHeader, + RbitModal, + SectionTitle, + StatusSelector, + Tooltip, +} from '@radicalbit/radicalbit-design-system'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import { useSearchParams } from 'react-router-dom'; +import CurrentDashboardModal from './current-dashboard-modal'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function CurrentImportDetailModal() { + const { hideModal } = useModals(); + const [searchParams, setSearchParams] = useSearchParams(); + + const handleOnCancel = () => { + searchParams.delete('modal-tab-metrics'); + setSearchParams(searchParams); + hideModal(); + }; + + return ( + } + headerType="light" + maximize + onCancel={handleOnCancel} + open + > +
    + +
    +     + ); +} + +function Header() { + const { uuid } = useParams(); + const [searchParams, setSearchParams] = useSearchParams(); + const { hideModal, modalPayload: { data } } = useModals(); + + const { data: model } = useGetModelByUUIDQuery({ uuid }); + const modelType = model?.modelType ? ModelTypeEnumLabel[model.modelType] : '--'; + const dataType = model?.dataType ? DataTypeEnumLabel[model.dataType] : '--'; + const granularity = model?.granularity ? GranularityEnumLabel[model.granularity] : '--'; + + const fileName = data?.fileName ?? ''; + + const updateTime = data?.date ?? ''; + const subtitle = `updated at ${moment(updateTime).format('DD MMM YYYY HH:mm:ss').toString()}`; + + const handleOnCancel = () => { + searchParams.delete('modal-tab-metrics'); + setSearchParams(searchParams); + hideModal(); + }; + + return ( + + + + + + + + + + + + ), + }} + prefix={} + title={( + + )} + /> + ); +} + +function Framework() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const framework = data?.frameworks ?? '--'; + + if (framework.length > STATUS_SELECTOR_MAX_LEN) { + return ( + {truncate(framework, { length: TRUNCATE_LENGTH })} }} + title="Framework" + /> + ); + } + + return ( + + ); +} + +function Algorithm() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const algorithm = data?.algorithm ?? '--'; + + if (algorithm.length > STATUS_SELECTOR_MAX_LEN) { + return ( + {truncate(algorithm, { length: TRUNCATE_LENGTH })} }} + title="Algorithm" + /> + ); + } + + return ( + + ); +} +export default memo(CurrentImportDetailModal); diff --git a/ui/src/container/models/Details/current-dashboard/imports/index.jsx b/ui/src/container/models/Details/current-dashboard/imports/index.jsx new file mode 100644 index 00000000..f4aa4e5a --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/imports/index.jsx @@ -0,0 +1,99 @@ +import SmartTable from '@Components/smart-table'; +// @ts-ignore +import ImportCurrentDatasetButton from '@Components/ImportButton/import-current-button'; +import LogoSquared from '@Img/logo-collapsed.svg'; +import { NamespaceEnum } from '@Src/constants'; +import { useGetCurrentImportsQueryWithPolling } from '@Src/store/state/models/polling-hook'; +import { modelsApiSlice } from '@State/models/api'; +import { Spin, Void } from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; +import { useSelector } from 'react-redux'; +import { selectors as contextConfigurationSelectors } from '@State/context-configuration'; +import { getColumns } from './columns'; + +const { useGetCurrentImportsQuery } = modelsApiSlice; + +export default function Imports() { + useGetCurrentImportsQueryWithPolling(); + + const { uuid } = useParams(); + const { data, isLoading } = useGetCurrentImportsQuery({ uuid }); + const importList = data?.items ?? []; + + if (isLoading) { + return (); + } + + if (importList.length === 0) { + return ( + + )} + description={( + <> + Ther is no data available +
    + + {'Import a dataset or with Python following these '} + + instructions + + )} + image={} + title="No current dataset imported yet" + /> + ); + } + + return ( +
    + + + +
    + ); +} + +function FeedbackTable() { + const { uuid: modelUUID } = useParams(); + const queryParams = useSelector((state) => contextConfigurationSelectors.selectQueryParamsSelector(state, NamespaceEnum.CURRENT_IMPORT)); + + const { data } = useGetCurrentImportsQuery({ uuid: modelUUID, queryParams }); + const importList = data?.items.map((item) => ({ + ...item, + fileName: item.path.split('current/')[1], + path: `${item.path.split('current/')[0]}current/`, + errorEntries: 0, + entries: 100, + })) ?? []; + const recordCount = data?.total; + + return ( + `${uuid}`} + /> + + ); +} + +function FeedBackHeader() { + const { uuid } = useParams(); + + const { data } = useGetCurrentImportsQuery({ uuid }); + const totalCounter = data?.total; + + return ( +
    +
    + {`${totalCounter} Dataset`} +
    + + +
    + ); +} diff --git a/ui/src/container/models/Details/current-dashboard/index.jsx b/ui/src/container/models/Details/current-dashboard/index.jsx new file mode 100644 index 00000000..3f13f47f --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/index.jsx @@ -0,0 +1,71 @@ +import JobStatus from '@Components/JobStatus'; +import { JOB_STATUS } from '@Src/constants'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { Tabs } from '@radicalbit/radicalbit-design-system'; +import { useParams, useSearchParams } from 'react-router-dom'; +import { METRICS_TABS } from '../constants'; +import DataDriftMetrics from './data-drift-metrics/binary-classification-metrics'; +import DataQualityMetrics from './data-quality-metrics'; +import Imports from './imports'; +import ModelQualityMetrics from './model-quality-metrics'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +const tabs = [ + { + label: METRICS_TABS.DATA_QUALITIY, + key: METRICS_TABS.DATA_QUALITIY, + children: , + }, + { + label: METRICS_TABS.MODEL_QUALITY, + key: METRICS_TABS.MODEL_QUALITY, + children: , + }, + { + label: METRICS_TABS.DATA_DRIFT, + key: METRICS_TABS.DATA_DRIFT, + children: , + }, + { + label: METRICS_TABS.IMPORT, + key: METRICS_TABS.IMPORT, + children: , + }, + +]; + +export default function CurrentDashboard() { + const { uuid } = useParams(); + const [searchParams, setSearchParams] = useSearchParams(); + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const jobStatus = data?.jobStatus; + + const activeTab = searchParams.get('tab-metrics') || METRICS_TABS.METRICS; + + const setTab = (value) => { + searchParams.set('tab-metrics', value); + setSearchParams(searchParams); + }; + + const onChangeTab = (e) => { + setTab(e); + }; + + if (jobStatus === JOB_STATUS.MISSING_REFERENCE) { + return ; + } + + return ( + +
    + +
    + ); +} diff --git a/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/charts.jsx b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/charts.jsx new file mode 100644 index 00000000..3a9e066f --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/charts.jsx @@ -0,0 +1,204 @@ +import LineChart from '@Container/models/Details/charts/line-chart'; +import { CHART_COLOR, MODEL_QUALITY_FIELD } from '@Container/models/Details/constants'; +import { useGetCurrentModelQuality } from '@State/models/modal-hook'; +import { modelsApiSlice } from '@State/models/api'; +import { useParams } from 'react-router'; + +const { useGetReferenceModelQualityQuery } = modelsApiSlice; + +function AccuracyChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceAccuracy = referenceData?.modelQuality?.accuracy; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.accuracy; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceAccuracy })); + + return ( + + ); + } + + return false; +} + +function PrecisionChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referencePrecision = referenceData?.modelQuality?.precision; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.precision; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referencePrecision })); + + return ( + + ); + } + return false; +} + +function RecallChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceRecall = referenceData?.modelQuality?.recall; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.recall; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceRecall })); + + return ( + + ); + } + return false; +} + +function F1Chart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceF1 = referenceData?.modelQuality?.f1; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.f1; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceF1 })); + + return ( + + ); + } + return false; +} + +function FalsePositiveRateChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceFalsePositiveRate = referenceData?.modelQuality?.falsePositiveRate; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.falsePositiveRate; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceFalsePositiveRate })); + + return ( + + ); + } + + return false; +} + +function TruePositiveRateChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceTruePositiveRate = referenceData?.modelQuality?.truePositiveRate; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.truePositiveRate; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceTruePositiveRate })); + + return ( + + ); + } + + return false; +} + +function AreaUnderRocChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceAreaUnderRoc = referenceData?.modelQuality?.areaUnderRoc; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.areaUnderRoc; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceAreaUnderRoc })); + + return ( + + ); + } + return false; +} +function AreaUnderPrChart() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceAreaUnderPr = referenceData?.modelQuality?.areaUnderPr; + const currentSeries = currentData?.modelQuality?.groupedMetrics?.areaUnderPr; + + if (currentSeries && currentSeries !== null) { + const referenceSeries = currentSeries.map((o) => ({ ...o, value: referenceAreaUnderPr })); + + return ( + + ); + } + return false; +} + +export { + AccuracyChart, + PrecisionChart, + RecallChart, + F1Chart, + FalsePositiveRateChart, + TruePositiveRateChart, + AreaUnderRocChart, + AreaUnderPrChart, +}; diff --git a/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/columns.jsx b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/columns.jsx new file mode 100644 index 00000000..af9e84cf --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/columns.jsx @@ -0,0 +1,25 @@ +import { numberFormatter } from '@Src/constants'; + +export default [ + { + title: '', + key: 'label', + dataIndex: 'label', + render: (label) =>
    {label}
    , + }, + { + title: 'Current', + key: 'currentValue', + dataIndex: 'currentValue', + align: 'right', + render: (currentValue) => numberFormatter().format(currentValue), + }, + { + title: 'Reference', + key: 'referenceValue', + dataIndex: 'referenceValue', + align: 'right', + render: (referenceValue) => (referenceValue) ? numberFormatter().format(referenceValue) : '--', + }, + +]; diff --git a/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/index.jsx b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/index.jsx new file mode 100644 index 00000000..e3158ea2 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/binary-classification-metrics/index.jsx @@ -0,0 +1,181 @@ +import SomethingWentWrong from '@Components/ErrorPage/something-went-wrong'; +import JobStatus from '@Components/JobStatus'; +import ConfusionMatrix from '@Container/models/Details/charts/confusion-matrix-chart'; +import { CHART_COLOR, MODEL_QUALITY_FIELD } from '@Container/models/Details/constants'; +import { JOB_STATUS } from '@Src/constants'; +import { modelsApiSlice } from '@State/models/api'; +import { + Board, DataTable, SectionTitle, Spinner, +} from '@radicalbit/radicalbit-design-system'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import { useGetCurrentModelQualityLatestQueryWithPolling } from '@Src/store/state/models/polling-hook'; +import { useGetCurrentModelQuality } from '@State/models/modal-hook'; +import { + AccuracyChart, AreaUnderPrChart, AreaUnderRocChart, F1Chart, FalsePositiveRateChart, PrecisionChart, RecallChart, + TruePositiveRateChart, +} from './charts'; +import columns from './columns'; + +const { useGetReferenceModelQualityQuery } = modelsApiSlice; + +function BinaryClassificationMetrics() { + useGetCurrentModelQualityLatestQueryWithPolling(); + + const { data, isLoading, isError } = useGetCurrentModelQuality(); + + const jobStatus = data?.jobStatus; + + if (isError) { + return ; + } + + if (jobStatus === JOB_STATUS.SUCCEEDED) { + const confusionMatrixLabel = { + xAxisLabel: ['Predicted: 1', 'Predicted: 0'], + yAxisLabel: ['Actual: 0', 'Actual: 1'], + }; + + const confusionMatrixData = [ + [data?.modelQuality.globalMetrics.truePositiveCount, data?.modelQuality.globalMetrics.falseNegativeCount], + [data?.modelQuality.globalMetrics.falsePositiveCount, data?.modelQuality.globalMetrics.trueNegativeCount], + ]; + + return ( + +
    + + + + + + + + + + + + + + + + + + + +
    +     + ); + } + + return (); +} + +function PerformanceBoard() { + const { uuid } = useParams(); + const { data: currentData } = useGetCurrentModelQuality(); + const { data: referenceData } = useGetReferenceModelQualityQuery({ uuid }); + + const referenceAccuracy = referenceData?.modelQuality?.accuracy; + const referencePrecision = referenceData?.modelQuality?.precision; + const referenceRecall = referenceData?.modelQuality?.recall; + const referenceF1 = referenceData?.modelQuality?.f1; + const referenceFalsePositiveRate = referenceData?.modelQuality?.falsePositiveRate; + const referenceTruePositiveRate = referenceData?.modelQuality?.truePositiveRate; + const referenceAreaUnderRoc = referenceData?.modelQuality?.areaUnderRoc; + const referenceAreaUnderPr = referenceData?.modelQuality?.areaUnderPr; + + const leftTableData = currentData ? [ + { + label: MODEL_QUALITY_FIELD.ACCURACY, + referenceValue: referenceAccuracy, + currentValue: currentData.modelQuality.globalMetrics.accuracy, + }, + { + label: MODEL_QUALITY_FIELD.PRECISION, + referenceValue: referencePrecision, + currentValue: currentData.modelQuality.globalMetrics.precision, + }, + { + label: MODEL_QUALITY_FIELD.RECALL, + referenceValue: referenceRecall, + currentValue: currentData.modelQuality.globalMetrics.recall, + }, + { + label: MODEL_QUALITY_FIELD.F1, + referenceValue: referenceF1, + currentValue: currentData.modelQuality.globalMetrics.f1, + }, + ] : []; + + const centerTableData = currentData ? [ + { + label: MODEL_QUALITY_FIELD.FALSE_POSITIVE_RATE, + referenceValue: referenceFalsePositiveRate, + currentValue: currentData.modelQuality.globalMetrics.falsePositiveRate, + }, + { + label: MODEL_QUALITY_FIELD.TRUE_POSITIVE_RATE, + referenceValue: referenceTruePositiveRate, + currentValue: currentData.modelQuality.globalMetrics.truePositiveRate, + }, + ] : []; + + const rightTableData = currentData ? [ + { + label: MODEL_QUALITY_FIELD.AREA_UNDER_ROC, + referenceValue: referenceAreaUnderRoc, + currentValue: currentData.modelQuality.globalMetrics.areaUnderRoc, + }, + { + label: MODEL_QUALITY_FIELD.AREA_UNDER_PR, + referenceValue: referenceAreaUnderPr, + currentValue: currentData.modelQuality.globalMetrics.areaUnderPr, + }, + ] : []; + + return ( + } + main={( +
    + label} + size="small" + /> + + label} + size="small" + /> + + label} + size="small" + /> +
    + )} + modifier="shadow" + size="small" + type="primary-light" + /> + ); +} + +export default memo(BinaryClassificationMetrics); diff --git a/ui/src/container/models/Details/current-dashboard/model-quality-metrics/index.jsx b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/index.jsx new file mode 100644 index 00000000..2bb85b42 --- /dev/null +++ b/ui/src/container/models/Details/current-dashboard/model-quality-metrics/index.jsx @@ -0,0 +1,24 @@ +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { ModelTypeEnum } from '@State/models/constants'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import BinaryClassificationMetrics from './binary-classification-metrics'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function ModelQualityMetrics() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const modelType = data?.modelType; + + switch (modelType) { + case ModelTypeEnum.BINARY_CLASSIFICATION: + return ; + + default: + return false; + } +} + +export default memo(ModelQualityMetrics); diff --git a/ui/src/container/models/Details/header.jsx b/ui/src/container/models/Details/header.jsx new file mode 100644 index 00000000..e68895cb --- /dev/null +++ b/ui/src/container/models/Details/header.jsx @@ -0,0 +1,178 @@ +import JobStatusTag from '@Components/JobStatus/job-status-tag'; +import { STATUS_SELECTOR_MAX_LEN, TRUNCATE_LENGTH } from '@Src/constants'; +import { DataTypeEnumLabel, GranularityEnumLabel, ModelTypeEnumLabel } from '@Src/store/state/models/constants'; +import { modelsApiSlice } from '@State/models/api'; +import { faEllipsisH } from '@fortawesome/free-solid-svg-icons'; +import truncate from 'lodash/truncate'; +import { + Dropdown, + FontAwesomeIcon, + NewHeader, Popconfirm, RelativeDateTime, SectionTitle, StatusSelector, + Tooltip, +} from '@radicalbit/radicalbit-design-system'; +import { useNavigate, useParams } from 'react-router-dom'; + +const { useGetModelByUUIDQuery, useDeleteModelMutation } = modelsApiSlice; + +export default function MainModelsHeader() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const modelType = data?.modelType ? ModelTypeEnumLabel[data.modelType] : '--'; + const dataType = data?.dataType ? DataTypeEnumLabel[data.dataType] : '--'; + const granularity = data?.granularity ? GranularityEnumLabel[data.granularity] : '--'; + + return ( + , key: 'delete-model' }, + ], + }} + > + + + ), + }} + details={{ + one: ( + <> + + + + + + + + + + + ), + }} + title={( + } + title={} + titleSuffix={<JobStatusTag />} + /> + )} + /> + ); +} + +function Title() { + const { uuid } = useParams(); + const { data } = useGetModelByUUIDQuery({ uuid }); + + const name = data?.name; + + return name || ''; +} + +function Subtitle() { + const { uuid } = useParams(); + const { data } = useGetModelByUUIDQuery({ uuid }); + + const createdAt = data?.createdAt ?? 0; + const updatedAt = data?.updatedAt ?? 0; + + return ( + <> + {'Created: '} + + <RelativeDateTime threshold={3} timestamp={createdAt} withTooltip /> + + {' • Updated: '} + + <RelativeDateTime threshold={3} timestamp={updatedAt} withTooltip /> + + </> + ); +} + +function Framework() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const framework = data?.frameworks ?? '--'; + + if (framework.length > STATUS_SELECTOR_MAX_LEN) { + return ( + <StatusSelector + status={{ current: <Tooltip title={framework}>{truncate(framework, { length: TRUNCATE_LENGTH })}</Tooltip> }} + title="Framework" + /> + ); + } + + return ( + <StatusSelector + status={{ current: framework }} + title="Framework" + /> + ); +} + +function Algorithm() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const algorithm = data?.algorithm ?? '--'; + + if (algorithm.length > STATUS_SELECTOR_MAX_LEN) { + return ( + <StatusSelector + status={{ current: <Tooltip title={algorithm}>{truncate(algorithm, { length: TRUNCATE_LENGTH })}</Tooltip> }} + title="Algorithm" + /> + ); + } + + return ( + <StatusSelector + status={{ current: algorithm }} + title="Algorithm" + /> + ); +} + +function DeleteButton() { + const { uuid } = useParams(); + const navigate = useNavigate(); + + const [triggerDeleteModel] = useDeleteModelMutation(); + const handleOnClick = async () => { + const response = await triggerDeleteModel({ uuid }); + + if (response.error) { + console.error(response.error); + return; + } + + navigate('/models'); + }; + + return ( + <Popconfirm + label={<div className="is-error">Delete</div>} + okText="Delete" + okType="error-light" + onCancel={null} + onConfirm={handleOnClick} + title=" Are you sure you want to delete this model? " + /> + ); +} diff --git a/ui/src/container/models/Details/index.jsx b/ui/src/container/models/Details/index.jsx new file mode 100644 index 00000000..7aae2850 --- /dev/null +++ b/ui/src/container/models/Details/index.jsx @@ -0,0 +1,35 @@ +import { useParams, useSearchParams } from 'react-router-dom'; +import { modelsApiSlice } from '@State/models/api'; +import NotFound from '@Components/ErrorPage/not-found'; +import { MODEL_TABS_ENUM } from './constants'; +import CurrentDashboard from './current-dashboard'; +import Overview from './overview'; +import ReferenceDashboard from './reference-dashboard'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +export function ModelDetails() { + const { uuid } = useParams(); + + const [searchParams] = useSearchParams(); + const activeKey = searchParams.get('tab') || MODEL_TABS_ENUM.OVERVIEW; + + const { error } = useGetModelByUUIDQuery({ uuid }); + const status = error?.status; + + if (status === 404) { + return <NotFound />; + } + + if (activeKey === MODEL_TABS_ENUM.OVERVIEW) { + return (<Overview />); + } + + if (activeKey === MODEL_TABS_ENUM.REFERENCE_DASHBOARD) { + return (<ReferenceDashboard />); + } + + if (activeKey === MODEL_TABS_ENUM.CURRENT_DASHBOARD) { + return (<CurrentDashboard />); + } +} diff --git a/ui/src/container/models/Details/overview/index.jsx b/ui/src/container/models/Details/overview/index.jsx new file mode 100644 index 00000000..832898e1 --- /dev/null +++ b/ui/src/container/models/Details/overview/index.jsx @@ -0,0 +1,46 @@ +import { + Tabs, +} from '@radicalbit/radicalbit-design-system'; +import { useSearchParams } from 'react-router-dom'; +import { MODEL_TABS_ENUM, OVERVIEW_TABS_ENUM } from '../constants'; +import OutputsTab from './outputs-tab'; +import SummaryTab from './summary-tab'; +import VariablesTab from './variables-tab'; + +function Overview() { + const [searchParams, setSearchParams] = useSearchParams(); + + const activeKey = useGetTabParam(); + + const handleOnChange = (key) => { + searchParams.set(MODEL_TABS_ENUM.OVERVIEW, key); + setSearchParams(searchParams); + }; + + const tabs = [ + { label: 'Summary', key: OVERVIEW_TABS_ENUM.SUMMARY, children: <SummaryTab /> }, + { label: 'Variables', key: OVERVIEW_TABS_ENUM.VARIABLES, children: <VariablesTab /> }, + { label: 'Outputs', key: OVERVIEW_TABS_ENUM.OUTPUTS, children: <OutputsTab /> }, + ]; + + return ( + <Tabs + activeKey={activeKey} + animated={false} + fullHeight + items={tabs} + modifier="py-4 px-4" + onChange={handleOnChange} + /> + ); +} + +const useGetTabParam = () => { + const [searchParams] = useSearchParams(); + + const tab = searchParams.get(MODEL_TABS_ENUM.OVERVIEW); + + return tab ? OVERVIEW_TABS_ENUM[tab.toUpperCase()] : OVERVIEW_TABS_ENUM.SUMMARY; +}; + +export default Overview; diff --git a/ui/src/container/models/Details/overview/outputs-tab/columns.jsx b/ui/src/container/models/Details/overview/outputs-tab/columns.jsx new file mode 100644 index 00000000..b5b21909 --- /dev/null +++ b/ui/src/container/models/Details/overview/outputs-tab/columns.jsx @@ -0,0 +1,36 @@ +import { Tag } from '@radicalbit/radicalbit-design-system'; +import { OVERVIEW_ROW_TYPE } from '../../constants'; + +const outputsColumns = (dataSource) => [ + { + title: '', + key: 'index', + width: '30px', + render: (_, record) => <label>{dataSource.indexOf(record) + 1}</label>, + }, { + title: 'Name', + dataIndex: 'name', + key: 'name', + }, { + title: 'Type', + dataIndex: 'type', + key: 'type', + }, { + title: '', + dataIndex: 'outputType', + key: 'outputType', + render: (_, record) => { + if (record.outputType.length > 0) { + const tagType = record.outputType === OVERVIEW_ROW_TYPE.PREDICTION ? 'full' : ''; + return ( + <div className="flex justify-end"> + <Tag type={tagType}>{record.outputType}</Tag> + </div> + ); + } + + return false; + }, + }, +]; +export default outputsColumns; diff --git a/ui/src/container/models/Details/overview/outputs-tab/index.jsx b/ui/src/container/models/Details/overview/outputs-tab/index.jsx new file mode 100644 index 00000000..dadfdc5f --- /dev/null +++ b/ui/src/container/models/Details/overview/outputs-tab/index.jsx @@ -0,0 +1,46 @@ +import { DataTable } from '@radicalbit/radicalbit-design-system'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import { modelsApiSlice } from '@Store/state/models/api'; +import { OVERVIEW_ROW_TYPE } from '../../constants'; +import outputsColumns from './columns'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function OutputsTab() { + const { uuid } = useParams(); + const { data } = useGetModelByUUIDQuery({ uuid }); + + const predictionProba = data?.outputs.predictionProba; + const prediction = data?.outputs.prediction; + + const outputs = data?.outputs.output.map((output) => { + const rowOutputType = (function getRowType({ name }) { + if (name === predictionProba?.name) { + return OVERVIEW_ROW_TYPE.PROBABILITY; + } + + if (name === prediction.name) { + return OVERVIEW_ROW_TYPE.PREDICTION; + } + + return ''; + }(output)); + + return { ...output, outputType: rowOutputType }; + }) ?? []; + + const handleRowClassName = ({ name }) => (name === predictionProba?.name) || (name === prediction.name) ? DataTable.ROW_PRIMARY_LIGHT : ''; + + return ( + <DataTable + columns={outputsColumns(outputs)} + dataSource={outputs.sort((a, b) => b.outputType.length - a.outputType.length)} + pagination={{ pageSize: 200, hideOnSinglePage: true }} + rowClassName={handleRowClassName} + rowKey={({ name }) => name} + /> + ); +} + +export default memo(OutputsTab); diff --git a/ui/src/container/models/Details/overview/summary-tab/columns.jsx b/ui/src/container/models/Details/overview/summary-tab/columns.jsx new file mode 100644 index 00000000..e04664a0 --- /dev/null +++ b/ui/src/container/models/Details/overview/summary-tab/columns.jsx @@ -0,0 +1,107 @@ +import { numberFormatter } from '@Src/constants'; + +const currentColumns = [{ + title: '', + key: 'label', + dataIndex: 'label', + render: (label) => <div className="font-[var(--coo-font-weight-bold)]">{label}</div>, +}, { + title: 'Current', + key: 'currentValue', + dataIndex: 'currentValue', + align: 'right', + render: (value) => numberFormatter().format(value), +}]; + +const referenceColumns = [{ + title: '', + key: 'label', + dataIndex: 'label', + render: (label) => <div className="font-[var(--coo-font-weight-bold)]">{label}</div>, +}, { + title: 'Reference', + key: 'referenceValue', + dataIndex: 'referenceValue', + align: 'right', + render: (value) => numberFormatter().format(value), +}]; + +const columnsComparison = [{ + title: '', + key: 'label', + dataIndex: 'label', + render: (label) => <div className="font-[var(--coo-font-weight-bold)]">{label}</div>, +}, +{ + title: 'Current', + key: 'currentValue', + dataIndex: 'currentValue', + align: 'right', + render: (currentValue) => numberFormatter().format(currentValue), +}, +{ + title: 'Reference', + key: 'referenceValue', + dataIndex: 'referenceValue', + align: 'right', + render: (referenceValue) => numberFormatter().format(referenceValue), +}]; + +const leftDataSourceTable = ({ reference, current }) => [ + { + label: 'Number of variables', + referenceValue: reference ? reference.statistics.nVariables : undefined, + currentValue: current ? current.statistics?.nVariables : undefined, + }, + { + label: 'Number of observations', + referenceValue: reference ? reference.statistics.nObservations : undefined, + currentValue: current ? current.statistics?.nObservations : undefined, + }, + { + label: 'Missing cells', + referenceValue: reference ? reference.statistics.missingCells : undefined, + currentValue: current ? current.statistics?.missingCells : undefined, + }, + { + label: 'Missing cells (%)', + referenceValue: reference ? reference.statistics.missingCellsPerc : undefined, + currentValue: current ? current.statistics?.missingCellsPerc : undefined, + }, + { + label: 'Duplicated rows', + referenceValue: reference ? reference.statistics.duplicateRows : undefined, + currentValue: current ? current.statistics?.duplicateRows : undefined, + }, + { + label: 'Duplicated rows (%)', + referenceValue: reference ? reference.statistics.duplicateRowsPerc : undefined, + currentValue: current ? current.statistics?.duplicateRowsPerc : undefined, + }, +]; + +const rigthDataSourceTable = ({ reference, current }) => [ + { + label: 'Numerical', + referenceValue: reference ? reference.statistics.numeric : undefined, + currentValue: current ? current.statistics?.numeric : undefined, + }, + { + label: 'Categorical', + referenceValue: reference ? reference.statistics.categorical : undefined, + currentValue: current ? current.statistics?.categorical : undefined, + }, + { + label: 'Datetime', + referenceValue: reference ? reference.statistics.datetime : undefined, + currentValue: current ? current.statistics?.datetime : undefined, + }, +]; + +export { + currentColumns, + referenceColumns, + columnsComparison, + leftDataSourceTable, + rigthDataSourceTable, +}; diff --git a/ui/src/container/models/Details/overview/summary-tab/index.jsx b/ui/src/container/models/Details/overview/summary-tab/index.jsx new file mode 100644 index 00000000..15be5049 --- /dev/null +++ b/ui/src/container/models/Details/overview/summary-tab/index.jsx @@ -0,0 +1,187 @@ +import JobStatus from '@Components/JobStatus'; +import { JOB_STATUS } from '@Src/constants'; +import { useGetReferenceStatisticsQueryWithPolling } from '@State/models/polling-hook'; +import { modelsApiSlice } from '@Store/state/models/api'; +import moment from 'moment'; +import { + Collapse, + DataTable, + Spinner, +} from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; +import { Virtuoso } from 'react-virtuoso'; +import { + columnsComparison, + currentColumns, + leftDataSourceTable, + referenceColumns, + rigthDataSourceTable, +} from './columns'; + +const { Panel } = Collapse; +const { + useGetReferenceStatisticsQuery, + useGetCurrentImportsQuery, + useGetCurrentStatisticsByUUIDQuery, + useGetCurrentStatisticsLatestQuery, +} = modelsApiSlice; + +function SummaryTab() { + const { uuid } = useParams(); + + useGetReferenceStatisticsQueryWithPolling(); + + const { data } = useGetReferenceStatisticsQuery({ uuid }); + + const { data: currents } = useGetCurrentImportsQuery({ uuid }); + + const [, ...rest] = currents?.items || []; + + const jobStatus = data?.jobStatus; + + if (jobStatus === JOB_STATUS.SUCCEEDED) { + return ( + <Spinner> + <ReferenceCurrentLatestComparison /> + + <Virtuoso + className="mt-4" + data={rest} + itemContent={(_, { uuid: currentUUID }) => (<Currents currentUUID={currentUUID} />)} + totalCount={rest.length} + /> + </Spinner> + ); + } + + return (<JobStatus jobStatus={jobStatus} />); +} + +function ReferenceCurrentLatestComparison() { + const { uuid } = useParams(); + + const { data: reference, isSuccess: isReferenceSuccess } = useGetReferenceStatisticsQuery({ uuid }); + const date = reference?.date; + + const { data: latestCurrent, isSuccess: isLatestCurrentSuccess } = useGetCurrentStatisticsLatestQuery({ uuid }); + const latestStatistics = latestCurrent?.statistics; + + if (!isReferenceSuccess || !isLatestCurrentSuccess) { + return false; + } + + if (latestStatistics) { + return ( + <Collapse + collapsible="header" + defaultActiveKey={date} + expandIconPosition="end" + modifier="pb-4 mt-4" + type="primary-light" + > + <Panel key={date} header="Reference vs current overview"> + <div className="flex flex-row gap-4"> + <DataTable + columns={columnsComparison} + dataSource={leftDataSourceTable({ reference, current: latestCurrent })} + modifier="basis-1/2" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={columnsComparison} + dataSource={rigthDataSourceTable({ reference, current: latestCurrent })} + modifier="basis-1/2" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + </div> + </Panel> + </Collapse> + ); + } + + return ( + <Collapse + collapsible="header" + defaultActiveKey={date} + expandIconPosition="end" + modifier="pb-4 mt-4" + type="secondary-medium" + > + <Panel key={date} header="Reference overview"> + <div className="flex flex-row gap-4"> + <DataTable + columns={referenceColumns} + dataSource={leftDataSourceTable({ reference })} + modifier="basis-1/2" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={referenceColumns} + dataSource={rigthDataSourceTable({ reference })} + modifier="basis-1/2" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + </div> + </Panel> + </Collapse> + ); +} + +function Currents({ currentUUID }) { + const { uuid } = useParams(); + + const { data: current, isSuccess } = useGetCurrentStatisticsByUUIDQuery({ uuid, currentUUID }); + const date = current?.date; + + if (!isSuccess) { + return false; + } + + return ( + <Collapse + collapsible="header" + expandIconPosition="end" + modifier="pb-4" + > + <Panel key={date} header={`Current - ${moment(date).format('YYYY.MM.DD HH.mm')}`}> + <div className="flex flex-row gap-4"> + <DataTable + columns={currentColumns} + dataSource={leftDataSourceTable({ current })} + modifier="basis-1/2" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={currentColumns} + dataSource={rigthDataSourceTable({ current })} + modifier="basis-1/2" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + </div> + </Panel> + </Collapse> + ); +} + +export default SummaryTab; diff --git a/ui/src/container/models/Details/overview/variables-tab/columns.jsx b/ui/src/container/models/Details/overview/variables-tab/columns.jsx new file mode 100644 index 00000000..eae59cad --- /dev/null +++ b/ui/src/container/models/Details/overview/variables-tab/columns.jsx @@ -0,0 +1,35 @@ +import { Tag } from '@radicalbit/radicalbit-design-system'; + +const featuresColumns = (dataSource) => [ + { + title: '', + key: 'index', + width: '30px', + render: (_, record) => <label>{dataSource.indexOf(record) + 1}</label>, + }, { + title: 'Name', + dataIndex: 'name', + key: 'name', + }, { + title: 'Type', + dataIndex: 'type', + key: 'type', + }, + { + title: '', + dataIndex: 'type', + key: 'type', + render: (_, record) => { + if (record.rowType) { + return ( + <div className="flex justify-end"> + <Tag type="full">{record.rowType}</Tag> + </div> + ); + } + return false; + }, + }, +]; + +export default featuresColumns; diff --git a/ui/src/container/models/Details/overview/variables-tab/index.jsx b/ui/src/container/models/Details/overview/variables-tab/index.jsx new file mode 100644 index 00000000..46800cb4 --- /dev/null +++ b/ui/src/container/models/Details/overview/variables-tab/index.jsx @@ -0,0 +1,34 @@ +import { DataTable } from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; +import { memo } from 'react'; +import { modelsApiSlice } from '@Store/state/models/api'; +import featuresColumns from './columns'; +import { OVERVIEW_ROW_TYPE } from '../../constants'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function VariablesTab() { + const { uuid } = useParams(); + const { data } = useGetModelByUUIDQuery({ uuid }); + + const features = data?.features ?? []; + const target = data?.target ?? []; + const variables = [target].concat(features).map((f) => ({ + ...f, + rowType: f.name === target.name ? OVERVIEW_ROW_TYPE.GROUND_TRUTH : '', + })); + + const handleRowClassName = ({ rowType }) => rowType.length > 0 ? DataTable.ROW_PRIMARY_LIGHT : ''; + + return ( + <DataTable + columns={featuresColumns(variables)} + dataSource={variables.sort((a, b) => b.rowType.length - a.rowType.length)} + pagination={{ pageSize: 200, hideOnSinglePage: true }} + rowClassName={handleRowClassName} + rowKey={({ name }) => name} + /> + ); +} + +export default memo(VariablesTab); diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-point-distribution/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-point-distribution/index.jsx new file mode 100644 index 00000000..f99a6ec4 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-point-distribution/index.jsx @@ -0,0 +1,122 @@ +import { modelsApiSlice } from '@Src/store/state/models/api'; +import ReactEchartsCore from 'echarts-for-react/lib/core'; +import { BarChart } from 'echarts/charts'; +import { + GridComponent, + LegendComponent, + MarkLineComponent, + MarkPointComponent, +} from 'echarts/components'; +import * as echarts from 'echarts/lib/echarts'; +import { + Board, + SectionTitle, +} from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; +import chartOptions from './options'; + +echarts.use([ + GridComponent, + MarkPointComponent, + MarkLineComponent, + LegendComponent, + BarChart, +]); + +const { useGetReferenceDataQualityQuery, useGetModelByUUIDQuery } = modelsApiSlice; + +const numberFormatter = (value) => new Intl.NumberFormat('it-IT').format(value); + +const numberCompactFormatter = (value, maximumSignificantDigits) => { + const str = Intl.NumberFormat('en-EN', { notation: 'compact', maximumSignificantDigits }).format(value); + + const re = /(\d*\.?\d+)([a-zA-Z]*)/; + const [, figures, letter] = re.exec(str); + + return { figures, letter }; +}; + +function DataPointDistribution() { + return ( + <div className="flex flex-row gap-4"> + <div className="basis-1/5"> + <DataPointDistributionCounter /> + </div> + + <DataPointDistributionChart /> + + </div> + ); +} + +function DataPointDistributionCounter() { + const { uuid } = useParams(); + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const nObservations = data?.dataQuality.nObservations ?? 0; + + const { figures, letter } = numberCompactFormatter(nObservations); + const fullNumber = numberFormatter(nObservations); + + return ( + <Board + header={<SectionTitle size="small" title="Reference" />} + main={( + <div className="flex flex-col h-full items-center justify-center gap-4"> + <div className="flex flex-row items-end "> + + {/* FIXME: inline style */} + <div className="font-bold text-6xl" style={{ fontFamily: 'var(--coo-header-font)' }}>{figures}</div> + + <div className="text-3xl">{letter}</div> + </div> + + <label> + <p>{`${fullNumber} data point`}</p> + </label> + + </div> + )} + modifier="h-full shadow" + size="small" + type="secondary" + /> + ); +} + +function DataPointDistributionChart() { + const { uuid } = useParams(); + + const { data: model } = useGetModelByUUIDQuery({ uuid }); + const title = model?.target.name; + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + + const classMetrics = data?.dataQuality.classMetrics ?? {}; + + const handleOnChartReady = (echart) => { + // To handle the second opening of a modal when the rtkq hook read from cache + // and the echart graph will render immediately. + setTimeout(echart.resize); + }; + + return ( + <Board + header={<SectionTitle size="small" title={title} />} + main={( + <div> + <ReactEchartsCore + echarts={echarts} + onChartReady={handleOnChartReady} + option={chartOptions(title, classMetrics)} + style={{ height: '100%' }} + /> + </div> + )} + modifier="w-full h-full shadow" + size="small" + /> + ); +} + +export default DataPointDistribution; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-point-distribution/options.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-point-distribution/options.jsx new file mode 100644 index 00000000..d42874d0 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-point-distribution/options.jsx @@ -0,0 +1,58 @@ +import { CHART_COLOR } from '@Container/models/Details/constants'; +import { numberFormatter } from '@Src/constants'; + +export default function chartOptions(title, dataset) { + const yAxisLabel = dataset.map(({ name }) => name); + + return { + grid: { + left: 0, + right: 20, + bottom: 0, + top: 0, + containLabel: true, + }, + xAxis: { + type: 'value', + boundaryGap: true, + axisLabel: { + fontSize: 9, + color: '#9b99a1', + }, + }, + yAxis: { + type: 'category', + data: yAxisLabel, + boundaryGap: true, + axisTick: { show: false }, + axisLine: { show: false }, + splitLine: { show: false }, + axisLabel: { + fontSize: 10, + }, + }, + emphasis: { + disabled: true, + }, + barCategoryGap: '21%', + overflow: 'truncate', + lineOverflow: 'truncate', + series: [ + { + name: title, + type: 'bar', + color: CHART_COLOR.REFERENCE_LIGHT, + emphasis: { + focus: 'series', + }, + label: { + show: true, + position: 'insideRight', + fontWeight: 'bold', + formatter: (el) => (el.data.count > 0) ? `${el.data.count} (${numberFormatter().format(el.data.percentage)}%)` : '', + }, + data: dataset.map(({ count, percentage }) => ({ percentage, count, value: count })), + }, + ], + }; +} diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/left-table/columns.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/left-table/columns.jsx new file mode 100644 index 00000000..6c96de48 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/left-table/columns.jsx @@ -0,0 +1,16 @@ +const columns = [ + { + title: '', + key: 'label', + dataIndex: 'label', + render: (label) => <div className="font-[var(--coo-font-weight-bold)]">{label}</div>, + }, + { + title: '', + key: 'value', + dataIndex: 'value', + align: 'right', + }, +]; + +export default columns; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/left-table/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/left-table/index.jsx new file mode 100644 index 00000000..ba1d5f08 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/left-table/index.jsx @@ -0,0 +1,25 @@ +import { DataTable } from '@radicalbit/radicalbit-design-system'; +import { numberFormatter } from '@Src/constants'; +import columns from './columns'; + +function CategoricalLeftTable({ data }) { + const dataSource = (el) => [ + { label: 'Miss_val', value: el.missingValue?.count ?? '--' }, + { label: '%_miss_val', value: el.missingValue?.percentage ?? '--' }, + { label: 'Dist_val', value: el?.distinctValue ?? '--' }, + ].map((o) => ({ ...o, value: (o.value !== '--') ? numberFormatter().format(o.value) : '--' })); + + return ( + <DataTable + columns={columns} + dataSource={dataSource(data)} + noHead + pagination={false} + rowClassName={DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + ); +} + +export default CategoricalLeftTable; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/right-table/columns.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/right-table/columns.jsx new file mode 100644 index 00000000..243ffe33 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/right-table/columns.jsx @@ -0,0 +1,33 @@ +import { BarChart } from '@radicalbit/radicalbit-design-system'; + +const columns = [ + { + title: 'Name', + key: 'name', + dataIndex: 'name', + }, + { + title: 'Count', + key: 'count', + width: '8rem', + dataIndex: 'count', + }, + { + title: 'Frequency (%)', + key: 'frequency', + width: '12rem', + render: ({ frequency }) => { + const formattedFrequency = Math.floor(frequency * 100); + return ( + <BarChart + content={`${formattedFrequency}%`} + type="secondary" + value={formattedFrequency} + width="100%" + /> + ); + }, + }, +]; + +export default columns; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/right-table/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/right-table/index.jsx new file mode 100644 index 00000000..554be63e --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/categorical/right-table/index.jsx @@ -0,0 +1,23 @@ +import { DataTable } from '@radicalbit/radicalbit-design-system'; +import columns from './columns'; + +function CategoricalRightTable({ data }) { + if (!data) { + return false; + } + + return ( + <DataTable + columns={columns} + dataSource={data} + modifier="w-full" + pagination={false} + rowClassName={() => DataTable.ROW_NOT_CLICKABLE} + rowKey={({ name }) => name} + scroll={{ y: '16rem' }} + size="small" + /> + ); +} + +export default CategoricalRightTable; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/index.jsx new file mode 100644 index 00000000..c082aee4 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/index.jsx @@ -0,0 +1,152 @@ +import { FEATURE_TYPE } from '@Container/models/Details/constants'; +import { + fa1, + faC, +} from '@fortawesome/free-solid-svg-icons'; +import { + Board, + Button, + FontAwesomeIcon, + NewHeader, + SectionTitle, + Spinner, + Tag, +} from '@radicalbit/radicalbit-design-system'; +import { Virtuoso } from 'react-virtuoso'; +import useGetFilteredFeatures from '../use-get-filtered-features'; +import CategoricalLeftTable from './categorical/left-table/index'; +import CategoricalRightTable from './categorical/right-table'; +import NumericalBarChart from './numerical/chart/index'; +import NumericalTable from './numerical/table/index'; + +function DataQualityList() { + const items = useGetFilteredFeatures(); + + return ( + <Spinner fullHeight fullWidth> + <CountLabel /> + + <Virtuoso + data={items} + itemContent={(index, item) => { + switch (item.type) { + case FEATURE_TYPE.NUMERICAL: + return (<NumericalFeature key={index} item={item} />); + + case FEATURE_TYPE.CATEGORICAL: + return (<CategoricalFeature key={index} item={item} />); + + default: + return false; + } + }} + totalCount={items.length} + /> + </Spinner> + ); +} + +function CountLabel() { + const items = useGetFilteredFeatures(); + const label = items.length <= 1 ? 'Record' : 'Records'; + + return ( + <label> + {`${label} ${items.length}`} + </label> + ); +} + +function NumericalFeature({ item }) { + const dataset = item?.histogram ?? []; + + return ( + <Board + key={item.featureName} + header={( + <NewHeader + details={{ + one: ( + <Button + shape="circle" + size="small" + type="secondary-light" + > + <FontAwesomeIcon icon={fa1} /> + </Button> + ), + }} + title={( + <SectionTitle + size="small" + title={item.featureName} + titleSuffix={<Tag mode="text" type="secondary-light">{item.type.toUpperCase()}</Tag>} + /> + )} + /> + )} + main={( + <div className="flex flex-row gap-12"> + <div className="basis-2/5 "> + <NumericalTable data={item} /> + </div> + + <div className="basis-3/5 "> + <NumericalBarChart dataset={dataset} /> + + </div> + </div> + )} + modifier="my-4 " + size="small" + + /> + ); +} + +function CategoricalFeature({ item }) { + const dataset = item?.categoryFrequency ?? []; + + return ( + <Board + key={item.featureName} + header={( + <NewHeader + details={{ + one: ( + <Button + shape="circle" + size="small" + type="secondary-light" + > + <FontAwesomeIcon icon={faC} /> + </Button> + ), + }} + title={( + <SectionTitle + size="small" + title={item.featureName} + titleSuffix={<Tag mode="text" type="secondary-light">{item.type.toUpperCase()}</Tag>} + /> + )} + /> + )} + main={( + <div className="flex flex-row gap-12"> + <div className="basis-2/5"> + <CategoricalLeftTable data={item} /> + </div> + + <div className="basis-3/5"> + <CategoricalRightTable data={dataset} /> + </div> + </div> + )} + modifier="my-4 " + size="small" + /> + ); +} + +export default DataQualityList; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/chart/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/chart/index.jsx new file mode 100644 index 00000000..ae1c2973 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/chart/index.jsx @@ -0,0 +1,43 @@ +import { CHART_COLOR } from '@Container/models/Details/constants'; +import ReactEchartsCore from 'echarts-for-react/lib/core'; +import { BarChart } from 'echarts/charts'; +import { + GridComponent, + MarkLineComponent, + MarkPointComponent, +} from 'echarts/components'; +import * as echarts from 'echarts/lib/echarts'; +import { memo } from 'react'; +import chartOptions from './options'; + +echarts.use([ + GridComponent, + MarkPointComponent, + MarkLineComponent, + BarChart, +]); + +function NumericalBarChart({ dataset }) { + const handleOnChartReady = (echart) => { + // To handle the second opening of a modal when the rtkq hook read from cache + // and the echart graph will render immediately. + setTimeout(echart.resize); + }; + + if (!dataset) { + return false; + } + + return ( + <div className="w-full h-full"> + <ReactEchartsCore + echarts={echarts} + onChartReady={handleOnChartReady} + option={chartOptions(dataset, CHART_COLOR.REFERENCE)} + scroll={{ y: '16rem' }} + /> + </div> + ); +} + +export default memo(NumericalBarChart); diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/chart/options.js b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/chart/options.js new file mode 100644 index 00000000..8b164a76 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/chart/options.js @@ -0,0 +1,44 @@ +import { numberFormatter } from '@Src/constants'; + +export default function chartOptions(dataset, color) { + const dataFormatted = dataset.buckets.map((value) => numberFormatter().format(value)); + const lastElementData = dataFormatted.pop(); + const xAxisData = dataFormatted.map((el, idx) => `[${dataFormatted[idx]}${(idx < dataFormatted.length - 1) ? `-${dataFormatted[idx + 1]})` : (idx === dataFormatted.length - 1) ? `-${lastElementData}]` : ''} `); + + return { + grid: { + left: 0, + right: 20, + bottom: 0, + top: 10, + containLabel: true, + }, + xAxis: { + type: 'category', + data: xAxisData, + axisTick: { show: false }, + axisLine: { show: false }, + splitLine: { show: false }, + axisLabel: { + fontSize: 12, + interval: 0, + rotate: 20, + color: '#9b99a1', + }, + }, + yAxis: { + type: 'value', + axisLabel: { + fontSize: 9, + color: '#9b99a1', + }, + }, + series: [ + { + data: dataset.referenceValues, + type: 'bar', + itemStyle: { color }, + }, + ], + }; +} diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/table/columns.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/table/columns.jsx new file mode 100644 index 00000000..6c96de48 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/table/columns.jsx @@ -0,0 +1,16 @@ +const columns = [ + { + title: '', + key: 'label', + dataIndex: 'label', + render: (label) => <div className="font-[var(--coo-font-weight-bold)]">{label}</div>, + }, + { + title: '', + key: 'value', + dataIndex: 'value', + align: 'right', + }, +]; + +export default columns; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/table/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/table/index.jsx new file mode 100644 index 00000000..31753a25 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/data-quality-list/numerical/table/index.jsx @@ -0,0 +1,66 @@ +import { DataTable } from '@radicalbit/radicalbit-design-system'; +import { numberFormatter } from '@Src/constants'; +import columns from './columns'; + +function NumericalTable({ data }) { + if (!data) { + return false; + } + + const leftTableData = (el) => [ + { label: 'AVG', value: el?.mean ?? '--' }, + { label: 'STD', value: el?.std ?? '--' }, + { label: 'Min', value: el?.min ?? '--' }, + { label: 'Max', value: el?.max ?? '--' }, + ].map((o) => ({ ...o, value: (o.value !== '--') ? numberFormatter().format(o.value) : '--' })); + + const centerTableData = (el) => [ + { label: 'Perc_25', value: el?.medianMetrics?.perc25 ?? '--' }, + { label: 'Median', value: el?.medianMetrics?.median ?? '--' }, + { label: 'Perc_75', value: el?.medianMetrics?.perc75 ?? '--' }, + ].map((o) => ({ ...o, value: (o.value !== '--') ? numberFormatter().format(o.value) : '--' })); + + const rigthTableData = (el) => [ + { label: 'Miss_val', value: el?.missingValue?.count ?? '--' }, + { label: '%_miss_val', value: el?.missingValue?.percentage ?? '--' }, + ].map((o) => ({ ...o, value: (o.value !== '--') ? numberFormatter().format(o.value) : '--' })); + + return ( + <div className="flex flex-row gap-4"> + <DataTable + columns={columns} + dataSource={leftTableData(data)} + modifier="basis-1/3" + noHead + pagination={false} + rowClassName={DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={columns} + dataSource={centerTableData(data)} + modifier="basis-1/3" + noHead + pagination={false} + rowClassName={DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={columns} + dataSource={rigthTableData(data)} + modifier="basis-1/3" + noHead + pagination={false} + rowClassName={DataTable.ROW_NOT_CLICKABLE} + rowKey={({ label }) => label} + size="small" + /> + </div> + ); +} + +export default NumericalTable; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/index.jsx new file mode 100644 index 00000000..2f9979c7 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/index.jsx @@ -0,0 +1,52 @@ +import SomethingWentWrong from '@Components/ErrorPage/something-went-wrong'; +import JobStatus from '@Components/JobStatus'; +import { JOB_STATUS } from '@Src/constants'; +import { modelsApiSlice } from '@State/models/api'; +import { useGetReferenceDataQualityQueryWithPolling } from '@State/models/polling-hook'; +import { FormbitContextProvider } from '@radicalbit/formbit'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import DataPointDistribution from './data-point-distribution'; +import DataQualityList from './data-quality-list'; +import SearchFeatureList from './search-filter'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +const initialValues = { + __metadata: { + selectedFeatures: [], + isNumericalSelected: true, + isCategoricalSelected: true, + }, +}; + +function BinaryClassificationMetrics() { + useGetReferenceDataQualityQueryWithPolling(); + const { uuid } = useParams(); + const { data, isError } = useGetReferenceDataQualityQuery({ uuid }); + const jobStatus = data?.jobStatus; + + if (isError) { + return <SomethingWentWrong />; + } + + if (jobStatus === JOB_STATUS.SUCCEEDED) { + return ( + <FormbitContextProvider initialValues={initialValues}> + + <div className="flex flex-col gap-4 py-4 h-full"> + <DataPointDistribution /> + + <SearchFeatureList /> + + <DataQualityList /> + </div> + + </FormbitContextProvider> + ); + } + + return (<JobStatus jobStatus={jobStatus} />); +} + +export default memo(BinaryClassificationMetrics); diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/search-filter/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/search-filter/index.jsx new file mode 100644 index 00000000..544fca4d --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/search-filter/index.jsx @@ -0,0 +1,95 @@ +import { modelsApiSlice } from '@State/models/api'; +import { fa1, faC, faSearch } from '@fortawesome/free-solid-svg-icons'; +import { useFormbitContext } from '@radicalbit/formbit'; +import { + Button, FontAwesomeIcon, FormField, Select, Toggle, + Tooltip, +} from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +function SearchFeatureList() { + const { uuid } = useParams(); + const { write } = useFormbitContext(); + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const items = data?.dataQuality.featureMetrics ?? []; + const options = items.map((i) => ({ label: i.featureName, value: i.featureName })); + + const handleOnSelect = (value) => { + write('__metadata.selectedFeatures', value); + }; + + return ( + <div className="flex flex-row w-full gap-4 mt-4"> + <div className="w-full"> + <FormField> + <Select + mode="multiple" + onChange={handleOnSelect} + options={options} + placeholder={<FontAwesomeIcon icon={faSearch} />} + /> + </FormField> + </div> + + <NumericalFilter /> + + <CategoricalFilter /> + </div> + ); +} + +function NumericalFilter() { + const { form, write } = useFormbitContext(); + const { __metadata: { isNumericalSelected } } = form; + + const type = isNumericalSelected ? 'primary' : 'secondary'; + const title = isNumericalSelected ? 'Numerical' : 'Show numerical'; + + const handleOnClick = () => { + write('__metadata.isNumericalSelected', !isNumericalSelected); + }; + + return ( + <Tooltip title={title}> + <Toggle checked={isNumericalSelected} onClick={handleOnClick}> + <Button + onClick={handleOnClick} + shape="circle" + type={type} + > + <FontAwesomeIcon icon={fa1} /> + </Button> + </Toggle> + </Tooltip> + ); +} + +function CategoricalFilter() { + const { form, write } = useFormbitContext(); + const { __metadata: { isCategoricalSelected } } = form; + + const type = isCategoricalSelected ? 'primary' : 'secondary'; + const title = isCategoricalSelected ? 'Categorical' : 'Show categorical'; + + const handleOnClick = () => { + write('__metadata.isCategoricalSelected', !isCategoricalSelected); + }; + + return ( + <Tooltip title={title}> + <Toggle checked={isCategoricalSelected} onClick={handleOnClick}> + <Button + shape="circle" + type={type} + > + <FontAwesomeIcon icon={faC} /> + </Button> + </Toggle> + </Tooltip> + ); +} + +export default SearchFeatureList; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/use-get-filtered-features.js b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/use-get-filtered-features.js new file mode 100644 index 00000000..18b20b4f --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/binary-classification-metrics/use-get-filtered-features.js @@ -0,0 +1,38 @@ +import { FEATURE_TYPE } from '@Container/models/Details/constants'; +import { useFormbitContext } from '@radicalbit/formbit'; +import { useParams } from 'react-router'; +import { modelsApiSlice } from '@State/models/api'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +export default () => { + const { uuid } = useParams(); + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const items = data?.dataQuality?.featureMetrics ?? []; + + const { form: { __metadata: { isNumericalSelected, isCategoricalSelected, selectedFeatures } } } = useFormbitContext(); + + if (!data) { + return []; + } + + if (!isNumericalSelected && !isCategoricalSelected) { + return []; + } + + return selectedFeatures?.length > 0 + ? items.filter(({ featureName, type }) => { + const isSelected = selectedFeatures.includes(featureName); + const isNumerical = isNumericalSelected && type === FEATURE_TYPE.NUMERICAL; + const isCategorical = isCategoricalSelected && type === FEATURE_TYPE.CATEGORICAL; + + return isSelected && (isNumerical || isCategorical); + }) + : items.filter(({ type }) => { + const isNumerical = isNumericalSelected && type === FEATURE_TYPE.NUMERICAL; + const isCategorical = isCategoricalSelected && type === FEATURE_TYPE.CATEGORICAL; + + return isNumerical || isCategorical; + }); +}; diff --git a/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/index.jsx b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/index.jsx new file mode 100644 index 00000000..75cfea50 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/data-quality-metrics/index.jsx @@ -0,0 +1,24 @@ +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { ModelTypeEnum } from '@State/models/constants'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import BinaryClassificationMetrics from './binary-classification-metrics'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function DataQualityMetrics() { + const { uuid } = useParams(); + const { data } = useGetModelByUUIDQuery({ uuid }); + + const modelType = data?.modelType; + + switch (modelType) { + case ModelTypeEnum.BINARY_CLASSIFICATION: + return <BinaryClassificationMetrics />; + + default: + return false; + } +} + +export default memo(DataQualityMetrics); diff --git a/ui/src/container/models/Details/reference-dashboard/imports/columns.jsx b/ui/src/container/models/Details/reference-dashboard/imports/columns.jsx new file mode 100644 index 00000000..237feefe --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/imports/columns.jsx @@ -0,0 +1,50 @@ +import { columnFactory } from '@Components/smart-table/utils'; +import { JOB_STATUS } from '@Src/constants'; +import { faTriangleExclamation } from '@fortawesome/free-solid-svg-icons'; +import moment from 'moment'; +import { FontAwesomeIcon, Spinner } from '@radicalbit/radicalbit-design-system'; + +export const getColumns = (activeFilters, activeSorter) => [ + columnFactory({ + title: 'File name', + dataIndex: 'fileName', + key: 'fileName', + activeFilters, + activeSorter, + }), + columnFactory({ + title: 'File path', + dataIndex: 'path', + key: 'path', + activeFilters, + activeSorter, + }), + columnFactory({ + title: 'Imported at', + dataIndex: 'date', + key: 'date', + activeFilters, + activeSorter, + render: (date) => moment(date).format('DD MMM YYYY HH:mm:ss').toString(), + }), + columnFactory({ + title: '', + key: 'status', + dataIndex: 'status', + activeFilters, + activeSorter, + render: (status) => { + switch (status) { + case JOB_STATUS.IMPORTING: + return (<Spinner spinning={status === JOB_STATUS.IMPORTING} />); + + case JOB_STATUS.ERROR: + return (<FontAwesomeIcon icon={faTriangleExclamation} type="error" />); + + default: + return false; + } + }, + + }), +]; diff --git a/ui/src/container/models/Details/reference-dashboard/imports/index.jsx b/ui/src/container/models/Details/reference-dashboard/imports/index.jsx new file mode 100644 index 00000000..dbe91663 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/imports/index.jsx @@ -0,0 +1,66 @@ +import SmartTable from '@Components/smart-table'; +// @ts-ignore +import ImportReferenceButton from '@Components/ImportButton/import-reference-button'; +import LogoSquared from '@Img/logo-collapsed.svg'; +import { modelsApiSlice } from '@State/models/api'; +import { useGetReferenceImportsQueryWithPolling } from '@State/models/polling-hook'; +import { Spin, Void } from '@radicalbit/radicalbit-design-system'; +import { useParams } from 'react-router'; +import { NamespaceEnum } from '@Src/constants'; +import { getColumns } from './columns'; + +const { useGetReferenceImportsQuery } = modelsApiSlice; + +export default function Imports() { + useGetReferenceImportsQueryWithPolling(); + + const { uuid } = useParams(); + + const { data, isLoading } = useGetReferenceImportsQuery({ uuid }); + const importList = data?.items ?? []; + + if (isLoading) { + return (<Spin spinning />); + } + + if (importList.length === 0) { + return ( + <Void + actions={<ImportReferenceButton type="primary" />} + description="Import a reference file to see the outcome" + image={<LogoSquared />} + title="No reference data imported yet" + /> + ); + } + + return ( + <FeedbackTable /> + ); +} + +function FeedbackTable() { + const { uuid: modelUUID } = useParams(); + + const { data } = useGetReferenceImportsQuery({ uuid: modelUUID }); + const importList = data?.items.map((item) => ({ + ...item, + fileName: item.path.split('reference/')[1], + path: `${item.path.split('reference/')[0]}reference/`, + errorEntries: 0, + entries: 100, + })) ?? []; + const recordCount = data?.total; + + return ( + <SmartTable + columns={getColumns} + dataSource={importList} + modifier="w-full pt-4" + namespace={NamespaceEnum.REFERENCE_IMPORT} + recordCount={recordCount} + rowKey={({ uuid }) => `${uuid}`} + /> + + ); +} diff --git a/ui/src/container/models/Details/reference-dashboard/index.jsx b/ui/src/container/models/Details/reference-dashboard/index.jsx new file mode 100644 index 00000000..b97c1b4b --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/index.jsx @@ -0,0 +1,64 @@ +import JobStatus from '@Components/JobStatus'; +import { JOB_STATUS } from '@Src/constants'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { Tabs } from '@radicalbit/radicalbit-design-system'; +import { useParams, useSearchParams } from 'react-router-dom'; +import { METRICS_TABS } from '../constants'; +import DataQualityMetrics from './data-quality-metrics'; +import Imports from './imports'; +import ModelQualityMetrics from './model-quality-metrics'; + +const { useGetReferenceDataQualityQuery } = modelsApiSlice; + +const tabs = [ + { + label: METRICS_TABS.DATA_QUALITIY, + key: METRICS_TABS.DATA_QUALITIY, + children: <DataQualityMetrics />, + }, + { + label: METRICS_TABS.MODEL_QUALITY, + key: METRICS_TABS.MODEL_QUALITY, + children: <ModelQualityMetrics />, + }, + { + label: METRICS_TABS.IMPORT, + key: METRICS_TABS.IMPORT, + children: <Imports />, + }, + +]; + +export default function ReferenceDashboard() { + const { uuid } = useParams(); + const [searchParams, setSearchParams] = useSearchParams(); + + const { data } = useGetReferenceDataQualityQuery({ uuid }); + const jobStatus = data?.jobStatus; + + const activeTab = searchParams.get('tab-metrics') || METRICS_TABS.METRICS; + + const setTab = (value) => { + searchParams.set('tab-metrics', value); + setSearchParams(searchParams); + }; + + const onChangeTab = (e) => { + setTab(e); + }; + + if (jobStatus === JOB_STATUS.MISSING_REFERENCE) { + return <JobStatus jobStatus={jobStatus} />; + } + + return ( + <div className="px-4 pt-4 h-full"> + <Tabs + activeKey={activeTab} + fullHeight + items={tabs} + onChange={onChangeTab} + /> + </div> + ); +} diff --git a/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/binary-classification-metrics/columns.jsx b/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/binary-classification-metrics/columns.jsx new file mode 100644 index 00000000..bc485a55 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/binary-classification-metrics/columns.jsx @@ -0,0 +1,17 @@ +import { numberFormatter } from '@Src/constants'; + +export default [ + { + title: '', + key: 'label', + dataIndex: 'label', + render: (label) => <div className="font-[var(--coo-font-weight-bold)]">{label}</div>, + }, + { + title: 'Reference', + key: 'value', + dataIndex: 'value', + align: 'right', + render: (value) => numberFormatter().format(value), + }, +]; diff --git a/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/binary-classification-metrics/index.jsx b/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/binary-classification-metrics/index.jsx new file mode 100644 index 00000000..c6daa712 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/binary-classification-metrics/index.jsx @@ -0,0 +1,103 @@ +import JobStatus from '@Components/JobStatus'; +import ConfusionMatrix from '@Container/models/Details/charts/confusion-matrix-chart'; +import { CHART_COLOR, MODEL_QUALITY_FIELD } from '@Container/models/Details/constants'; +import { JOB_STATUS } from '@Src/constants'; +import { modelsApiSlice } from '@State/models/api'; +import { useGetReferenceModelQualityQueryWithPolling } from '@State/models/polling-hook'; +import { + Board, DataTable, SectionTitle, Spinner, +} from '@radicalbit/radicalbit-design-system'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import columns from './columns'; + +const { useGetReferenceModelQualityQuery } = modelsApiSlice; + +function BinaryClassificationMetrics() { + useGetReferenceModelQualityQueryWithPolling(); + + const { uuid } = useParams(); + const { data, isLoading } = useGetReferenceModelQualityQuery({ uuid }); + const jobStatus = data?.jobStatus; + + if (jobStatus === JOB_STATUS.SUCCEEDED) { + const leftTableData = data ? [ + { label: MODEL_QUALITY_FIELD.ACCURACY, value: data.modelQuality.accuracy }, + { label: MODEL_QUALITY_FIELD.PRECISION, value: data.modelQuality.precision }, + { label: MODEL_QUALITY_FIELD.RECALL, value: data.modelQuality.recall }, + { label: MODEL_QUALITY_FIELD.F1, value: data.modelQuality.f1 }, + ] : []; + + const centerTableData = data ? [ + { label: 'False positive rate', value: data.modelQuality.falsePositiveRate }, + { label: 'True positive rate', value: data.modelQuality.truePositiveRate }, + ] : []; + + const rightTableData = data ? [ + { label: MODEL_QUALITY_FIELD.AREA_UNDER_ROC, value: data.modelQuality.areaUnderRoc }, + { label: MODEL_QUALITY_FIELD.AREA_UNDER_PR, value: data.modelQuality.areaUnderPr }, + ] : []; + + const confusionMatrixLabel = { + xAxisLabel: ['Predicted: 1', 'Predicted: 0'], + yAxisLabel: ['Actual: 0', 'Actual: 1'], + }; + + const confusionMatrixData = [ + [data.modelQuality.truePositiveCount, data.modelQuality.falsePositiveCount], + [data.modelQuality.falseNegativeCount, data.modelQuality.trueNegativeCount], + ]; + + return ( + <Spinner spinning={isLoading}> + <div className="flex flex-col gap-4 py-4"> + <Board + header={<SectionTitle size="small" title="Performance metrics" />} + main={( + <div className="flex flew-row gap-4"> + <DataTable + columns={columns} + dataSource={leftTableData} + modifier="basis-1/3" + pagination={false} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={columns} + dataSource={centerTableData} + modifier="basis-1/3" + pagination={false} + rowKey={({ label }) => label} + size="small" + /> + + <DataTable + columns={columns} + dataSource={rightTableData} + modifier="basis-1/3" + pagination={false} + rowKey={({ label }) => label} + size="small" + /> + </div> + )} + size="small" + type="secondary" + /> + + <ConfusionMatrix + colors={[CHART_COLOR.WHITE, CHART_COLOR.REFERENCE]} + dataset={confusionMatrixData} + labelClass={confusionMatrixLabel} + /> + </div> + </Spinner> + ); + } + + return (<JobStatus jobStatus={jobStatus} />); +} + +export default memo(BinaryClassificationMetrics); diff --git a/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/index.jsx b/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/index.jsx new file mode 100644 index 00000000..2bb85b42 --- /dev/null +++ b/ui/src/container/models/Details/reference-dashboard/model-quality-metrics/index.jsx @@ -0,0 +1,24 @@ +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { ModelTypeEnum } from '@State/models/constants'; +import { memo } from 'react'; +import { useParams } from 'react-router'; +import BinaryClassificationMetrics from './binary-classification-metrics'; + +const { useGetModelByUUIDQuery } = modelsApiSlice; + +function ModelQualityMetrics() { + const { uuid } = useParams(); + + const { data } = useGetModelByUUIDQuery({ uuid }); + const modelType = data?.modelType; + + switch (modelType) { + case ModelTypeEnum.BINARY_CLASSIFICATION: + return <BinaryClassificationMetrics />; + + default: + return false; + } +} + +export default memo(ModelQualityMetrics); diff --git a/ui/src/container/models/Details/secondary-column/content.jsx b/ui/src/container/models/Details/secondary-column/content.jsx new file mode 100644 index 00000000..d44a46c3 --- /dev/null +++ b/ui/src/container/models/Details/secondary-column/content.jsx @@ -0,0 +1,115 @@ +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { Menu } from '@radicalbit/radicalbit-design-system'; +import { useEffect, useState } from 'react'; +import { + useNavigate, useParams, useSearchParams, +} from 'react-router-dom'; +import { selectors as layoutSelectors } from '@State/layout'; +import { useSelector } from 'react-redux'; +import JobStatusPin from '@Components/JobStatus/job-status-pin'; +import { selectors as contextConfigurationSelectors } from '@State/context-configuration'; +import { NamespaceEnum } from '@Src/constants'; +import { MODEL_TABS_ENUM } from '../constants'; + +const { useGetModelsQuery } = modelsApiSlice; + +const { selectQueryParamsSelector } = contextConfigurationSelectors; + +const commonChildrenMenu = [ + { label: 'Overview', key: MODEL_TABS_ENUM.OVERVIEW }, + { label: 'Reference', key: MODEL_TABS_ENUM.REFERENCE_DASHBOARD }, + { label: 'Current', key: MODEL_TABS_ENUM.CURRENT_DASHBOARD }, +]; + +const { selectHasSecondaryColumnCollapsed } = layoutSelectors; + +export default function SecondaryColumnModelsContent() { + const { uuid } = useParams(); + const [searchParams] = useSearchParams(); + const navigate = useNavigate(); + + const isSecondaryColumnCollapsed = useSelector(selectHasSecondaryColumnCollapsed); + + const queryParams = useSelector((state) => selectQueryParamsSelector(state, NamespaceEnum.MODELS)); + + const { data } = useGetModelsQuery({ queryParams }); + const modelList = data?.items ?? []; + const modelListMenuItem = modelList.map(({ uuid: modelUUID, name }) => ( + { + label: ( + <div className="flex gap-2 items-center"> + <div>{name}</div> + + <JobStatusPin uuid={modelUUID} /> + </div>), + key: modelUUID, + children: commonChildrenMenu, + className: uuid === modelUUID ? Menu.HIDE_EXPAND_ICON : '', + } + )); + + const [openKeys, setOpenKeys] = useState([uuid]); + const rootSubmenuKeys = modelListMenuItem.map(({ key }) => (key)); + + const onOpenChange = (keys) => { + const validKeys = (keys.length === 0) ? openKeys : keys; + const latestOpenKey = validKeys.find((key) => openKeys.indexOf(key) === -1); + if (!isSecondaryColumnCollapsed) { + if (rootSubmenuKeys.indexOf(latestOpenKey) === -1) { + setOpenKeys(validKeys); + } else { + setOpenKeys(latestOpenKey ? [latestOpenKey] : []); + } + } + + if (latestOpenKey !== undefined && uuid !== latestOpenKey) { + navigate(`/models/${latestOpenKey}?tab=${MODEL_TABS_ENUM.OVERVIEW}`); + } + }; + + const selectedKeys = searchParams.get('tab') || MODEL_TABS_ENUM.OVERVIEW; + + const handleOnTabsClick = (t) => { + const modelUUID = t.keyPath[1]; + const modelTab = t.keyPath[0]; + navigate(`/models/${modelUUID}?tab=${modelTab}`); + }; + + useAvoidGlitchWhileCollapsingColumn(setOpenKeys); + useAvoidGlitchWhileExpandingColumn(setOpenKeys); + + return ( + <Menu + items={modelListMenuItem} + mode="inline" + onClick={handleOnTabsClick} + onOpenChange={onOpenChange} + openKeys={openKeys} + selectedKeys={selectedKeys} + theme="dark" + /> + ); +} + +const useAvoidGlitchWhileCollapsingColumn = (setOpenKeys) => { + const isSecondaryColumnCollapsed = useSelector(selectHasSecondaryColumnCollapsed); + + useEffect(() => { + if (isSecondaryColumnCollapsed) { + setOpenKeys([]); + } + }, [isSecondaryColumnCollapsed, setOpenKeys]); +}; + +const useAvoidGlitchWhileExpandingColumn = (setOpenKeys) => { + const { uuid } = useParams(); + const isSecondaryColumnCollapsed = useSelector(selectHasSecondaryColumnCollapsed); + + useEffect(() => { + if (!isSecondaryColumnCollapsed) { + setTimeout(() => { setOpenKeys([uuid]); }); + } + + return () => clearTimeout(); + }, [isSecondaryColumnCollapsed, setOpenKeys, uuid]); +}; diff --git a/ui/src/container/models/Details/secondary-column/header.jsx b/ui/src/container/models/Details/secondary-column/header.jsx new file mode 100644 index 00000000..a65ece89 --- /dev/null +++ b/ui/src/container/models/Details/secondary-column/header.jsx @@ -0,0 +1,41 @@ +import { NamespaceEnum } from '@Src/constants'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { selectors as contextConfigurationSelectors } from '@State/context-configuration'; +import { SectionTitle } from '@radicalbit/radicalbit-design-system'; +import { useSelector } from 'react-redux'; +import { Link } from 'react-router-dom'; + +const { useGetModelsQuery } = modelsApiSlice; + +const { selectQueryParamsSelector } = contextConfigurationSelectors; + +export default function SecondaryColumnModelsHeader() { + return ( + <Link to="/models"> + <SectionTitle + subtitle={<Subtitle />} + title="Models" + /> + </Link> + ); +} + +function Subtitle() { + const queryParams = useSelector((state) => selectQueryParamsSelector(state, NamespaceEnum.MODELS)); + + const { data, isLoading, isError } = useGetModelsQuery({ queryParams }); + + const count = data?.total; + + const label = count <= 1 ? 'Model' : 'Models'; + + if (isLoading) { + return false; + } + + if (isError) { + return false; + } + + return `${count} ${label}`; +} diff --git a/ui/src/container/models/List/columns.jsx b/ui/src/container/models/List/columns.jsx new file mode 100644 index 00000000..4e19f8fc --- /dev/null +++ b/ui/src/container/models/List/columns.jsx @@ -0,0 +1,63 @@ +import { columnFactory } from '@Src/components/smart-table/utils'; +import { DataTypeEnumLabel, ModelTypeEnumLabel } from '@Src/store/state/models/constants'; +import { RelativeDateTime } from '@radicalbit/radicalbit-design-system'; + +export const getColumns = ( + activeFilters, + activeSorter, +) => [ + columnFactory({ + title: 'Name', + dataIndex: 'name', + key: 'name', + activeFilters, + activeSorter, + width: 250, + render: (name) => (<div className="font-[var(--coo-font-weight-bold)]">{name}</div>), + }), + + columnFactory({ + title: 'Model Type', + dataIndex: 'modelType', + key: 'modelType', + activeFilters, + activeSorter, + align: 'left', + width: 200, + render: (type) => <div className="font-[var(--coo-font-weight-bold)]">{ModelTypeEnumLabel[type]}</div>, + }), + + columnFactory({ + title: 'Data Type', + dataIndex: 'dataType', + key: 'dataType', + activeFilters, + activeSorter, + align: 'left', + width: 200, + render: (type) => <div className="font-[var(--coo-font-weight-bold)]">{DataTypeEnumLabel[type]}</div>, + }), + + columnFactory({ + title: 'Created', + dataIndex: 'createdAt', + key: 'createdAt', + activeFilters, + activeSorter, + align: 'right', + width: '15%', + render: (date) => date && <RelativeDateTime timestamp={date} withTooltip />, + }), + + columnFactory({ + title: 'Updated', + dataIndex: 'updatedAt', + key: 'updatedAt', + activeFilters, + activeSorter, + sorter: true, + align: 'right', + width: '15%', + render: (date) => date && <RelativeDateTime timestamp={date} withTooltip />, + }), +]; diff --git a/ui/src/container/models/List/header.jsx b/ui/src/container/models/List/header.jsx new file mode 100644 index 00000000..c87194ed --- /dev/null +++ b/ui/src/container/models/List/header.jsx @@ -0,0 +1,60 @@ +import { ModalsEnum, NamespaceEnum } from '@Src/constants'; +import useModals from '@Src/hooks/use-modals'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { selectors as contextConfigurationSelectors } from '@State/context-configuration'; +import { faPlus } from '@fortawesome/free-solid-svg-icons'; +import { + Button, + FontAwesomeIcon, + NewHeader, + SectionTitle, +} from '@radicalbit/radicalbit-design-system'; +import { useSelector } from 'react-redux'; + +const { useGetModelsQuery } = modelsApiSlice; + +const { selectQueryParamsSelector } = contextConfigurationSelectors; + +export default function MainListModelsHeader() { + return ( + <NewHeader + details={{ + one: <AddNewModel />, + }} + title={<SectionTitle subtitle={<Subtitle />} title="Models" />} + /> + ); +} + +function Subtitle() { + const queryParams = useSelector((state) => selectQueryParamsSelector(state, NamespaceEnum.MODELS)); + const { data, isLoading, isError } = useGetModelsQuery({ queryParams }); + + const count = data?.total; + + const label = count <= 1 ? 'Model' : 'Models'; + + if (isLoading) { + return false; + } + + if (isError) { + return false; + } + + return `${count} ${label}`; +} + +function AddNewModel() { + const { showModal } = useModals(); + + const onClick = () => { + showModal(ModalsEnum.ADD_NEW_MODEL); + }; + + return ( + <Button onClick={onClick} shape="circle"> + <FontAwesomeIcon icon={faPlus} /> + </Button> + ); +} diff --git a/ui/src/container/models/List/index.jsx b/ui/src/container/models/List/index.jsx new file mode 100644 index 00000000..75a1d497 --- /dev/null +++ b/ui/src/container/models/List/index.jsx @@ -0,0 +1,82 @@ +import SmartTable from '@Components/smart-table'; +import LogoSquared from '@Img/logo-collapsed.svg'; +import { ModalsEnum, NamespaceEnum } from '@Src/constants'; +import useModals from '@Src/hooks/use-modals'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { Button, Spinner, Void } from '@radicalbit/radicalbit-design-system'; +import { useLocation, useNavigate } from 'react-router-dom'; +import SomethingWentWrong from '@Components/ErrorPage/something-went-wrong'; +import { useSelector } from 'react-redux'; +import { selectors as contextConfigurationSelectors } from '@State/context-configuration'; +import { getColumns } from './columns'; + +const { useGetModelsQuery } = modelsApiSlice; + +const { selectQueryParamsSelector } = contextConfigurationSelectors; + +export function ModelsList() { + const navigate = useNavigate(); + const { search } = useLocation(); + + const queryParams = useSelector((state) => selectQueryParamsSelector(state, NamespaceEnum.MODELS)); + + const { data, isLoading, isError } = useGetModelsQuery({ queryParams }); + + const models = data?.items || []; + const count = data?.total || 0; + + const modifier = models?.length ? '' : 'c-spinner--centered'; + + if (isError) { + return <SomethingWentWrong />; + } + + return ( + <Spinner + fullHeight + hideChildren + modifier={modifier} + spinning={isLoading} + > + {!models.length && ( + <Void + actions={<AddNewModel />} + description="No models are available." + image={<LogoSquared />} + title="Empty Models list" + /> + )} + + {!!models.length && ( + <SmartTable + clickable + columns={getColumns} + dataSource={models} + namespace={NamespaceEnum.MODELS} + onRow={({ uuid }) => ({ + onClick: () => navigate({ + pathname: `${uuid}`, + search, + }), + })} + recordCount={count} + rowKey={({ uuid }) => uuid} + /> + )} + </Spinner> + ); +} + +function AddNewModel() { + const { showModal } = useModals(); + + const onClick = () => { + showModal(ModalsEnum.ADD_NEW_MODEL); + }; + + return ( + <Button onClick={onClick} type="primary"> + New Model + </Button> + ); +} diff --git a/ui/src/container/models/routes.jsx b/ui/src/container/models/routes.jsx new file mode 100644 index 00000000..37fb637d --- /dev/null +++ b/ui/src/container/models/routes.jsx @@ -0,0 +1,10 @@ +import { ModelDetails } from './Details'; +import { ModelsList } from './List'; + +export const modelsRoutes = { + path: 'models', + children: [ + { path: '', element: <ModelsList /> }, + { path: ':uuid', element: <ModelDetails /> }, + ], +}; diff --git a/ui/src/helpers/base-64.js b/ui/src/helpers/base-64.js new file mode 100644 index 00000000..9e8e85fb --- /dev/null +++ b/ui/src/helpers/base-64.js @@ -0,0 +1,5 @@ +import { Buffer } from 'buffer'; + +export const encode = (data) => Buffer.from(JSON.stringify(data), 'utf8').toString('base64'); + +export const decode = (data) => Buffer.from(data, 'base64').toString('utf8'); diff --git a/ui/src/helpers/notificationUtils.js b/ui/src/helpers/notificationUtils.js new file mode 100644 index 00000000..e710b28a --- /dev/null +++ b/ui/src/helpers/notificationUtils.js @@ -0,0 +1,29 @@ +import { DefaultTitle, NotificationEnum } from '@State/notification/constants'; + +export const isGenericError = (e) => typeof e === 'object' && e !== null && 'message' in e; + +export const notificationErrorJson = (e) => { + if (!isGenericError(e)) { + return { + type: NotificationEnum.ERROR, + title: DefaultTitle.ERROR, + content: `Unknown ${DefaultTitle.ERROR.toLowerCase()}`, + }; + } + + const titleStatus = e.status ? `${e.status}` : ''; + const titleStatusText = e.statusText ? `${e.statusText}` : DefaultTitle.ERROR; + const title = `${titleStatus} ${titleStatusText}`; + + return { type: NotificationEnum.ERROR, title, content: e.message }; +}; + +export const notificationSuccessJson = ( + title = DefaultTitle.SUCCESS, + content = DefaultTitle.SUCCESS.toLowerCase(), +) => ({ type: NotificationEnum.SUCCESS, title, content }); + +export const notificationWarningJson = ( + title = DefaultTitle.WARNING, + content = DefaultTitle.WARNING.toLowerCase(), +) => ({ type: NotificationEnum.WARNING, title, content }); diff --git a/ui/src/helpers/queryParams.js b/ui/src/helpers/queryParams.js new file mode 100644 index 00000000..2529010f --- /dev/null +++ b/ui/src/helpers/queryParams.js @@ -0,0 +1,35 @@ +const qs = (param) => new URLSearchParams(window.location.search).get(param); + +const qsContextConfiguration = () => { + const value = qs('configuration'); + + return value ? `configuration=${value}` : ''; +}; + +const qsSetEncode64JSON = (param, json) => { + const encode64 = btoa(JSON.stringify(json)); + const newQS = new URLSearchParams(window.location.search); + newQS.set(param, encode64); + + return newQS.toString(); +}; + +const qsEncode64JSON = (search, param) => { + const qsParam = new URLSearchParams(search).get(param); + const qsAtob = atob(qsParam ?? ''); + + try { + return JSON.parse(qsAtob); + } catch (e) { + console.warn('Error in parsing qsEncode64JSON: ', e); + return {}; + } +}; + +export default qs; + +export { + qsContextConfiguration, + qsEncode64JSON, + qsSetEncode64JSON, +}; diff --git a/ui/src/hooks/use-auto-focus.js b/ui/src/hooks/use-auto-focus.js new file mode 100644 index 00000000..7e825ee0 --- /dev/null +++ b/ui/src/hooks/use-auto-focus.js @@ -0,0 +1,7 @@ +import { useEffect } from 'react'; + +export default (ref) => { + useEffect(() => { + ref.current?.focus(); + }, [ref]); +}; diff --git a/ui/src/hooks/use-modals.js b/ui/src/hooks/use-modals.js new file mode 100644 index 00000000..261f3f14 --- /dev/null +++ b/ui/src/hooks/use-modals.js @@ -0,0 +1,52 @@ +import { useNavigate } from 'react-router'; +import qs from 'query-string'; +import { useCallback } from 'react'; +import { ModalsEnum } from '@Src/constants'; +import { decode, encode } from '@Src/helpers/base-64'; + +const handleQueryString = (search, key, value) => { + const queryString = qs.parse(search); + + if (value) { + queryString[key] = value; + } else if (queryString[key]) { + delete queryString[key]; + } + + return qs.stringify(queryString); +}; + +export const getModal = (search) => { + const { modal } = qs.parse(search); + + return (modal && typeof modal === 'string') + ? JSON.parse(decode(modal)) + : {}; +}; + +export default () => { + const navigate = useNavigate(); + + const showModal = useCallback((modalName, data = {}) => { + const parsedSearch = handleQueryString( + window.location.search, + ModalsEnum.QUERY_NAME, + encode({ modalName, data }), + ); + + navigate(`?${parsedSearch}`); + }, [navigate]); + + const hideModal = useCallback(({ qpToDelete = [] } = {}) => { + const params = new URLSearchParams(window.location.search); + + params.delete(ModalsEnum.QUERY_NAME); + qpToDelete.forEach((qp) => params.delete(qp)); + + navigate(`?${params.toString()}`); + }, [navigate]); + + const modalPayload = getModal(window.location.search); + + return { showModal, hideModal, modalPayload }; +}; diff --git a/ui/src/main.jsx b/ui/src/main.jsx new file mode 100644 index 00000000..3ba75116 --- /dev/null +++ b/ui/src/main.jsx @@ -0,0 +1,31 @@ +import React, { StrictMode, Suspense } from 'react'; +import ReactDOM from 'react-dom/client'; +import { Provider } from 'react-redux'; +import { RouterProvider, createBrowserRouter } from 'react-router-dom'; +import { store } from './store/configureStore'; +import { modelsRoutes } from './container/models/routes'; +import App from './container/app'; +import { notFoundRoute } from './components/ErrorPage'; + +const router = createBrowserRouter([ + { + path: '/', + element: <App />, + children: [ + modelsRoutes, + notFoundRoute, + ], + }, +]); + +ReactDOM.createRoot(document.getElementById('root')).render( + <React.StrictMode> + <Provider store={store}> + <Suspense fallback={<div />}> + <StrictMode> + <RouterProvider router={router} /> + </StrictMode> + </Suspense> + </Provider> + </React.StrictMode>, +); diff --git a/ui/src/resources/images/404.png b/ui/src/resources/images/404.png new file mode 100644 index 0000000000000000000000000000000000000000..2f5d162c79daa07abab4fc0e679f4883f5d3ce5b GIT binary patch literal 75275 zcmbTd1yqz>7cV~a&_jcCgVNodLk|dobc1xa#Ly)$0#ee5NGKpBAuULQAYIZ3NcaE2 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b/ui/src/store/apis.js @@ -0,0 +1,19 @@ +import { customBaseQuery } from '@Api/utils'; +import { createApi } from '@reduxjs/toolkit/query/react'; + +export const API_TAGS = { + MODELS: 'Models', + MODEL: 'Model', + REFERENCE_IMPORT: 'REFERENCE_IMPORT', + CURRENT_IMPORT: 'CURRENT_IMPORT', +}; + +export const apiService = createApi({ + reducerPath: 'api', + baseQuery: customBaseQuery(), + tagTypes: [ + API_TAGS.MODELS, + API_TAGS.MODEL, + ], + endpoints: () => ({}), +}); diff --git a/ui/src/store/configureStore.js b/ui/src/store/configureStore.js new file mode 100644 index 00000000..0a6d9ca3 --- /dev/null +++ b/ui/src/store/configureStore.js @@ -0,0 +1,21 @@ +import contextConfigurationSlice from '@State/context-configuration'; +import notificationSlice from '@State/notification'; +import { apiService } from '@Store/apis'; +import { configureStore } from '@reduxjs/toolkit'; +import { rtkQueryErrorLogger, rtkQueryMutationSuccessLogger } from './middlewares'; +import layoutSlice from './state/layout'; + +const reducer = { + contextConfiguration: contextConfigurationSlice, + layout: layoutSlice, + notification: notificationSlice, + [apiService.reducerPath]: apiService.reducer, +}; + +export const store = configureStore({ + reducer, + middleware: (getDefaultMiddleware) => getDefaultMiddleware() + .concat(apiService.middleware) + .concat(rtkQueryErrorLogger) + .concat(rtkQueryMutationSuccessLogger), +}); diff --git a/ui/src/store/middlewares.js b/ui/src/store/middlewares.js new file mode 100644 index 00000000..890b3df0 --- /dev/null +++ b/ui/src/store/middlewares.js @@ -0,0 +1,63 @@ +import { notificationErrorJson, notificationSuccessJson } from '@Helpers/notificationUtils'; +import { actions as notificationActions } from '@State/notification'; +import { isFulfilled, isRejectedWithValue } from '@reduxjs/toolkit'; + +const { setNotificationMessage } = notificationActions; + +const errorWhiteList = { + inferSchema: 404, +}; + +const successWhiteList = {}; + +export const rtkQueryErrorLogger = ({ dispatch }) => (next) => (action) => { + if (!isRejectedWithValue(action)) { + return next(action); + } + + if (action?.payload?.data) { + console.error(action?.payload?.data); + } + + const endpointName = action?.meta?.arg?.endpointName; + const status = action?.payload?.status; + + if (endpointName && status && (errorWhiteList[endpointName] || errorWhiteList[endpointName]?.[status])) { + return next(action); + } + + const showNotification = action?.payload && status; + + if (showNotification) { + const error1 = action.payload?.data?.message; + const error2 = action.payload?.data?.error?.message; // likes models-repo errors + const error3 = action.payload?.data; + const message = error1 || error2 || error3 || 'generic error'; + const notificationMessage = notificationErrorJson({ status, statusText: message }); + + dispatch(setNotificationMessage(notificationMessage)); + } + + return next(action); +}; + +export const rtkQueryMutationSuccessLogger = ({ dispatch }) => (next) => (action) => { + const endpointName = action?.meta?.arg?.endpointName; + + if (endpointName && successWhiteList[endpointName]) { + return next(action); + } + + const showNotification = isFulfilled(action) + && action?.meta?.arg?.type === 'mutation' + && action?.meta?.arg?.originalArgs + && action.meta.arg.originalArgs.successMessage; + + if (showNotification) { + const message = action.meta?.arg?.originalArgs?.successMessage; + const notificationMessage = notificationSuccessJson(message); + dispatch(setNotificationMessage(notificationMessage)); + } + + return next(action); +}; diff --git a/ui/src/store/state/context-configuration/hooks.js b/ui/src/store/state/context-configuration/hooks.js new file mode 100644 index 00000000..1d29d421 --- /dev/null +++ b/ui/src/store/state/context-configuration/hooks.js @@ -0,0 +1,20 @@ +import { useEffect } from 'react'; +import { useLocation } from 'react-router-dom'; +import { actions as contextConfigurationActions } from '@State/context-configuration'; +import { useDispatch } from 'react-redux'; +import { qsEncode64JSON } from '@Helpers/queryParams'; + +const { setRawConfiguration } = contextConfigurationActions; + +const useContextConfigurationFromUrlEffect = () => { + const { search } = useLocation(); + const dispatch = useDispatch(); + + useEffect(() => { + const override = qsEncode64JSON(search, 'configuration'); + + dispatch(setRawConfiguration({ override })); + }, [dispatch, search]); +}; + +export { useContextConfigurationFromUrlEffect }; diff --git a/ui/src/store/state/context-configuration/index.js b/ui/src/store/state/context-configuration/index.js new file mode 100644 index 00000000..e9ddd793 --- /dev/null +++ b/ui/src/store/state/context-configuration/index.js @@ -0,0 +1,13 @@ +import contextConfigurationSelectors from './selectors'; +import slice, { actions as contextConfigurationActions, initialState as contextConfigurationInitialState } from './slice'; +import contextConfigurationThunks from './thunks'; + +export const selectors = { ...contextConfigurationSelectors }; + +export const actions = { ...contextConfigurationActions }; + +export const thunks = { ...contextConfigurationThunks }; + +export const initialState = { ...contextConfigurationInitialState }; + +export default slice; diff --git a/ui/src/store/state/context-configuration/selectors.js b/ui/src/store/state/context-configuration/selectors.js new file mode 100644 index 00000000..023c8df2 --- /dev/null +++ b/ui/src/store/state/context-configuration/selectors.js @@ -0,0 +1,42 @@ +import { SortOrderEnum, startPage } from '@Src/constants'; +import { createDraftSafeSelector } from '@reduxjs/toolkit'; +import flatten from 'lodash/flatten'; +import isEmpty from 'lodash/isEmpty'; + +const selectQueryParamsSelector = createDraftSafeSelector( + ({ contextConfiguration }, namespace) => contextConfiguration[namespace].pagination, + ({ contextConfiguration }, namespace) => contextConfiguration[namespace].sorter, + ({ contextConfiguration }, namespace) => contextConfiguration[namespace].filters, + (_, __, fn) => fn, + + (pagination, sorter, filters) => { + const paginationQuery = !pagination ? '' + : `_page=${pagination.current || startPage}${pagination.pageSize ? `&_limit=${pagination.pageSize}` : ''}`; + + const sorterKey = sorter && Object.keys(sorter)[0]; + const sorterDirection = sorterKey && sorter[sorterKey]; + + const sorterQuery = !sorterKey || !sorterDirection ? '' + : `&_sort=${sorterKey}&_order=${sorterDirection.toLowerCase() === SortOrderEnum.ASCEND ? 'asc' : 'desc'}`; + + const filterQuery = isEmpty(filters) ? '' : `&${flatten( + Object.keys(filters) + .map((key) => (filters[key] ?? []) + .map((x) => ({ [key]: x }))), + ) + .map((x) => `${Object.keys(x)[0]}=${Object.values(x)[0]}`) + .join('&')}`; + + return `${paginationQuery}${sorterQuery}${filterQuery}`; + }, +); + +const selectContextConfiguration = ( + { contextConfiguration }, + namespace, +) => contextConfiguration[namespace]; + +export default { + selectQueryParamsSelector, + selectContextConfiguration, +}; diff --git a/ui/src/store/state/context-configuration/slice.js b/ui/src/store/state/context-configuration/slice.js new file mode 100644 index 00000000..caefc1b4 --- /dev/null +++ b/ui/src/store/state/context-configuration/slice.js @@ -0,0 +1,86 @@ +import { + NamespaceEnum, + SortOrderEnum, + pageSize, startPage, +} from '@Src/constants'; +import { createSlice } from '@reduxjs/toolkit'; +import { isEmpty } from 'lodash'; +import { queryString2configuration } from './utils'; +import thunks from './thunks'; + +const { changeContextConfiguration } = thunks; + +const defaultState = ( + customPageSize = pageSize, + sorter = { updatedAt: SortOrderEnum.DESCEND }, + filters = {}, +) => ({ + pagination: { + current: startPage, + pageSize: customPageSize, + total: 0, + showQuickJumper: true, + }, + sorter, + filters, +}); + +export const initialState = { + [NamespaceEnum.MODELS]: defaultState(), + [NamespaceEnum.CURRENT_IMPORT]: defaultState(pageSize, { date: SortOrderEnum.DESCEND }), + [NamespaceEnum.REFERENCE_IMPORT]: defaultState(), +}; + +export const contextConfigurationSlice = createSlice({ + name: 'contextConfiguration', + initialState, + reducers: { + clearPagination: (state, { payload }) => ({ + ...state, + [payload.namespace]: + { + ...state[payload.namespace], + pagination: defaultState().pagination, + }, + }), + + clearFilters: (state, { payload }) => ({ + ...state, + [payload.namespace]: { + ...state[payload.namespace], + filters: defaultState().filters, + }, + }), + + clearSorter: (state, { payload }) => ({ + ...state, + [payload.namespace]: { + ...state[payload.namespace], + sorter: defaultState().sorter, + }, + }), + + setRawConfiguration: (state, { payload }) => isEmpty(payload.override) + ? { ...initialState } + : { ...state, ...payload.override }, + + setRawConfigurationFromQueryString: (state, { payload }) => ({ + ...state, + [payload.namespace]: queryString2configuration(payload.namespace, payload.queryString), + }), + }, + extraReducers: (builder) => { + builder + .addCase(changeContextConfiguration.pending, () => {}) + .addCase(changeContextConfiguration.fulfilled, (state, { payload }) => { + if (payload) { + Object.assign(state, { ...state, ...payload }); + } + }) + .addCase(changeContextConfiguration.rejected, () => {}); + }, +}); + +export const { actions } = contextConfigurationSlice; + +export default contextConfigurationSlice.reducer; diff --git a/ui/src/store/state/context-configuration/thunks.js b/ui/src/store/state/context-configuration/thunks.js new file mode 100644 index 00000000..bdabbb72 --- /dev/null +++ b/ui/src/store/state/context-configuration/thunks.js @@ -0,0 +1,53 @@ +import { notificationErrorJson } from '@Helpers/notificationUtils'; +import { qsSetEncode64JSON } from '@Helpers/queryParams'; +import { actions as notificationActions } from '@State/notification'; +import { createAsyncThunk } from '@reduxjs/toolkit'; +import { isEqual } from 'lodash'; +import contextConfigurationSelectors from './selectors'; + +const { selectContextConfiguration } = contextConfigurationSelectors; + +const { setNotificationMessage } = notificationActions; + +const storeConfigInUrl = (configuration) => { + const newQS = configuration ? qsSetEncode64JSON('configuration', configuration) : ''; + const newUrl = `${window.location.pathname}?${newQS}`; + + window.history.pushState({ path: newUrl }, '', newUrl); +}; + +const changeContextConfiguration = createAsyncThunk( + 'contextConfiguration/changeContextConfiguration', + async ({ namespace, configuration }, { + getState, fulfillWithValue, dispatch, rejectWithValue, + }) => { + try { + const { + pagination, sorter, filters, + } = configuration; + + const old = selectContextConfiguration(getState(), namespace); + + const filtersChanged = !isEqual(filters, old?.filters); + + const newConfigurationForNamespace = { + pagination: filtersChanged ? { ...pagination, current: 1 } : pagination, + sorter, + filters, + }; + const newConfiguration = { [namespace]: newConfigurationForNamespace }; + + storeConfigInUrl(newConfiguration); + + return fulfillWithValue(newConfiguration); + } catch (e) { + console.error(e); + const notificationMessage = notificationErrorJson(e); + dispatch(setNotificationMessage(notificationMessage)); + + return rejectWithValue(e); + } + }, +); + +export default { changeContextConfiguration }; diff --git a/ui/src/store/state/context-configuration/utils.js b/ui/src/store/state/context-configuration/utils.js new file mode 100644 index 00000000..7cca3251 --- /dev/null +++ b/ui/src/store/state/context-configuration/utils.js @@ -0,0 +1,85 @@ +import { SortOrderEnum } from '@Src/constants'; +import { initialState } from '@State/context-configuration'; +import isArray from 'lodash/isArray'; +import isEmpty from 'lodash/isEmpty'; +import qs from 'query-string'; + +const CURRENT_PAGE = '_page'; +const PAGE_SIZE = '_limit'; +const SORT = '_sort'; +const SORT_ORDER_PARAM = '_order'; + +export const applyPaginationFiltersAndSorterToItem = ( + items, + pagination, + filters, + sorter, +) => { + const filtersKeys = Object.keys(filters); + const sortKey = !isEmpty(sorter) && Object.keys(sorter)[0]; + const sortOrder = sortKey ? sorter[sortKey] : SortOrderEnum.ASCEND; + + const filtered = filtersKeys.length + ? items + .filter((item) => filtersKeys.reduce( + (acc, key) => !(filters[key] ?? []).length + ? acc && true + : acc && (filters[key] ?? []).includes(item[key]), + true, + )) + : items; + + const sortered = sortKey + ? filtered.sort((a, b) => { + const aL = a[sortKey].toString(); + const bL = b[sortKey].toString(); + const numeric = typeof a[sortKey] !== 'string'; + const sensitivity = 'base'; + return sortOrder?.toString().toLowerCase() === SortOrderEnum.ASCEND + ? aL.localeCompare(bL, undefined, { numeric, sensitivity }) + : bL.localeCompare(aL, undefined, { numeric, sensitivity }); + }) + : filtered; + + const { current = 1, pageSize = 20 } = pagination; + + const start = (current - 1) * pageSize; + const end = (current * pageSize); + return sortered.slice(start, end); +}; + +export const queryString2configuration = (namespace, queryString) => { + if (!queryString) { + return initialState[namespace]; + } + + const parsed = qs.parse(queryString); + const { + [CURRENT_PAGE]: current, + [PAGE_SIZE]: pageSize, + [SORT]: sortName, + [SORT_ORDER_PARAM]: sortOrder, + ...other + } = parsed; + + const pagination = current && pageSize && typeof current === 'string' && typeof pageSize === 'string' + ? { + current: parseInt(current, 10), + pageSize: parseInt(pageSize, 10), + } + : initialState[namespace].pagination; + + const filters = Object.keys(other).reduce( + (acc, key) => { + const val = isArray(other[key]) ? other[key] : [other[key]]; + return { ...acc, [key]: val }; + }, + {}, + ); + + const sorter = sortName && sortOrder && typeof sortName === 'string' && typeof sortOrder === 'string' + ? { [sortName]: sortOrder.toLowerCase() === 'asc' ? SortOrderEnum.ASCEND : SortOrderEnum.DESCEND } + : initialState[namespace].sorter; + + return { pagination, filters, sorter }; +}; diff --git a/ui/src/store/state/layout/index.js b/ui/src/store/state/layout/index.js new file mode 100644 index 00000000..41e64917 --- /dev/null +++ b/ui/src/store/state/layout/index.js @@ -0,0 +1,8 @@ +import layoutSelectors from './selectors'; +import slice, { actions as layoutActions } from './slice'; + +export const selectors = { ...layoutSelectors }; + +export const actions = { ...layoutActions }; + +export default slice; diff --git a/ui/src/store/state/layout/selectors.js b/ui/src/store/state/layout/selectors.js new file mode 100644 index 00000000..47d8e82f --- /dev/null +++ b/ui/src/store/state/layout/selectors.js @@ -0,0 +1,31 @@ +const selectHasHeader = (state) => state.layout.hasHeader; +const selectHasLeftColumn = (state) => state.layout.hasLeftColumn; +const selectHasLeftColumnCollapsed = (state) => state.layout.hasLeftColumnCollapsed; +const selectHasMainContentDark = (state) => state.layout.hasMainContentDark; +const selectHasRightColumn = (state) => state.layout.hasRightColumn; +const selectHasRightColumnCollapsed = (state) => state.layout.hasRightColumnCollapsed; +const selectHasRightContentDark = (state) => state.layout.hasRightContentDark; +const selectHasSecondaryColumn = (state) => state.layout.hasSecondaryColumn; +const selectHasSecondaryColumnCollapsed = (state) => state.layout.hasSecondaryColumnCollapsed; +const selectHasSecondaryContentDark = (state) => state.layout.hasSecondaryContentDark; +const selectHasHeaderSecondaryContentDark = (state) => state.layout.hasHeaderSecondaryContentDark; +const selectIsAllDark = (state) => state.layout.isAllDark; +const selectShowBottomDrawerOnHover = (state) => state.layout.showBottomDrawerOnHover; +const selectHasHeaderContentDark = (state) => state.layout.hasHeaderContentDark; + +export default { + selectHasLeftColumnCollapsed, + selectHasRightColumnCollapsed, + selectHasSecondaryColumnCollapsed, + selectHasRightColumn, + selectHasLeftColumn, + selectHasSecondaryColumn, + selectHasHeader, + selectHasRightContentDark, + selectHasMainContentDark, + selectHasSecondaryContentDark, + selectHasHeaderSecondaryContentDark, + selectShowBottomDrawerOnHover, + selectIsAllDark, + selectHasHeaderContentDark, +}; diff --git a/ui/src/store/state/layout/slice.js b/ui/src/store/state/layout/slice.js new file mode 100644 index 00000000..4a4d01b9 --- /dev/null +++ b/ui/src/store/state/layout/slice.js @@ -0,0 +1,83 @@ +import { createAction, createSlice } from '@reduxjs/toolkit'; + +const initialState = { + hasHeader: true, + hasLeftColumn: true, + hasLeftColumnCollapsed: true, + hasMainContentDark: true, + hasRightColumn: false, + hasRightColumnCollapsed: false, + hasRightContentDark: false, + hasSecondaryColumn: false, + hasSecondaryColumnCollapsed: false, + hasSecondaryContentDark: true, + hasHeaderSecondaryContentDark: true, + isAllDark: false, + showBottomDrawerOnHover: false, + hasHeaderContentDark: true, +}; + +const layoutActions = { + collapseLeftColumn: createAction('COLLAPSE_LEFT_COLUMN'), + darkenMainContent: createAction('DARKEN_MAIN_CONTENT'), + darkenMainHeader: createAction('DARKEN_MAIN_HEADER'), + darkenRightColumn: createAction('DARKEN_RIGHT_COLUMN'), + expandLeftColumn: createAction('EXPAND_LEFT_COLUMN'), + hideHeader: createAction('HIDE_HEADER'), + hideRightColumn: createAction('HIDE_RIGHT_COLUMN'), + hideSecondaryColumn: createAction('HIDE_SECONDARY_COLUMN'), + lightenMainContent: createAction('LIGHTEN_MAIN_CONTENT'), + lightenMainHeader: createAction('LIGHTEN_MAIN_HEADER'), + showHeader: createAction('SHOW_HEADER'), + showLeftColumn: createAction('SHOW_LEFT_COLUMN'), + showRightColumn: createAction('SHOW_RIGHT_COLUMN'), + showSecondaryColumn: createAction('SHOW_SECONDARY_COLUMN'), + toggleCollapseLeftColumn: createAction('TOGGLE_COLLAPSE_LEFT_COLUMN'), + toggleCollapseSecondaryColumn: createAction('TOGGLE_COLLAPSE_SECONDARY_COLUMN'), +}; + +export const layoutSlice = createSlice({ + name: 'layout', + initialState, + reducers: {}, + extraReducers: (builder) => { + builder.addCase(layoutActions.toggleCollapseSecondaryColumn, (state) => ({ ...state, hasSecondaryColumnCollapsed: !state.hasSecondaryColumnCollapsed })); + + builder.addCase(layoutActions.toggleCollapseLeftColumn, (state) => ({ ...state, hasLeftColumnCollapsed: !state.hasLeftColumnCollapsed })); + + builder.addCase(layoutActions.expandLeftColumn, (state) => ({ ...state, hasLeftColumnCollapsed: false })); + + builder.addCase(layoutActions.collapseLeftColumn, (state) => ({ ...state, hasLeftColumnCollapsed: true })); + + builder.addCase(layoutActions.showHeader, (state) => ({ ...state, hasHeader: true })); + + builder.addCase(layoutActions.showLeftColumn, (state) => ({ ...state, hasLeftColumn: true })); + + builder.addCase(layoutActions.showRightColumn, (state) => ({ ...state, hasRightColumn: true })); + + builder.addCase(layoutActions.showSecondaryColumn, (state) => ({ ...state, hasSecondaryColumn: true })); + + builder.addCase(layoutActions.hideHeader, (state) => ({ ...state, hasHeader: false })); + + builder.addCase(layoutActions.hideRightColumn, (state) => ({ ...state, hasLeftColumnCollapsed: false })); + + builder.addCase(layoutActions.hideSecondaryColumn, (state) => ({ ...state, hasSecondaryColumn: false })); + + builder.addCase(layoutActions.darkenRightColumn, (state) => ({ ...state, hasRightContentDark: false })); + + builder.addCase(layoutActions.darkenMainContent, (state) => ({ ...state, hasMainContentDark: true, hasRightContentDark: true })); + + builder.addCase(layoutActions.darkenMainHeader, (state) => ({ ...state, hasHeaderContentDark: true })); + + builder.addCase(layoutActions.lightenMainContent, (state) => ({ ...state, hasMainContentDark: false })); + + builder.addCase(layoutActions.lightenMainHeader, (state) => ({ ...state, hasHeaderContentDark: false })); + }, +}); + +export const actions = { + ...layoutSlice.actions, + ...layoutActions, +}; + +export default layoutSlice.reducer; diff --git a/ui/src/store/state/models/api.js b/ui/src/store/state/models/api.js new file mode 100644 index 00000000..3c5d1d52 --- /dev/null +++ b/ui/src/store/state/models/api.js @@ -0,0 +1,233 @@ +import { API_TAGS, apiService } from '@Src/store/apis'; + +export const modelsApiSlice = apiService.injectEndpoints({ + endpoints: (builder) => ({ + getModelByUUID: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.MODEL, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}`, + method: 'get', + }), + }), + + addNewModel: builder.mutation({ + invalidatesTags: (result) => { + if (result) { + return [API_TAGS.MODELS]; + } + + return []; + }, + query: (data) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: '/models', + method: 'post', + data, + }), + }), + + inferSchema: builder.mutation({ + query: ({ file, separator }) => { + const data = new FormData(); + + data.append('data_file', new File([file], file.name, { type: 'text/csv' })); + data.append('separator', separator); + + return { + baseUrl: import.meta.env.VITE_BASE_URL, + url: '/schema/infer-schema', + method: 'post', + data, + }; + }, + }), + + deleteModel: builder.mutation({ + invalidatesTags: [API_TAGS.MODELS], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}`, + method: 'delete', + }), + }), + + getModels: builder.query({ + providesTags: [API_TAGS.MODELS], + query: ({ queryParams }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models${queryParams ? `?${queryParams}` : ''}`, + method: 'get', + }), + }), + + getReferenceDataQuality: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.REFERENCE_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/reference/data-quality`, + method: 'get', + }), + }), + + getReferenceModelQuality: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.REFERENCE_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/reference/model-quality`, + method: 'get', + }), + }), + + getReferenceImports: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.REFERENCE_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/reference`, + method: 'get', + }), + }), + + importReferenceData: builder.mutation({ + query: ({ file, modelUUID }) => { + const data = new FormData(); + + data.append('model_uuid', modelUUID); + data.append('csv_file', file); + + return ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${modelUUID}/reference/upload`, + method: 'post', + data, + formData: true, + }); + }, + invalidatesTags: (result, __, { modelUUID }) => { + if (result) { + return [ + { type: API_TAGS.REFERENCE_IMPORT, id: modelUUID }, + ]; + } + return []; + }, + }), + + getReferenceStatistics: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.REFERENCE_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/reference/statistics`, + method: 'get', + }), + }), + + getCurrentStatisticsByUUID: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid, currentUUID }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/${currentUUID}/statistics`, + method: 'get', + }), + }), + + getCurrentDataQuality: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid, currentUUID }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/${currentUUID}/data-quality`, + method: 'get', + }), + }), + + getCurrentModelQuality: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid, currentUUID }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/${currentUUID}/model-quality`, + method: 'get', + }), + }), + + getCurrentImports: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid, queryParams }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current${queryParams ? `?${queryParams}` : ''}`, + method: 'get', + }), + }), + + importCurrentData: builder.mutation({ + query: ({ file, modelUUID }) => { + const data = new FormData(); + + data.append('model_uuid', modelUUID); + data.append('csv_file', file); + + return ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${modelUUID}/current/upload`, + method: 'post', + data, + formData: true, + }); + }, + invalidatesTags: (result, __, { modelUUID }) => { + if (result) { + return [ + { type: API_TAGS.CURRENT_IMPORT, id: modelUUID }, + ]; + } + return []; + }, + }), + + getCurrentDrift: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid, currentUUID }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/${currentUUID}/drift`, + method: 'get', + }), + }), + + getCurrentDataQualityLatest: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/latest/data-quality`, + method: 'get', + }), + }), + + getCurrentModelQualityLatest: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/latest/model-quality`, + method: 'get', + }), + }), + + getCurrentDriftLatest: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/latest/drift`, + method: 'get', + }), + }), + + getCurrentStatisticsLatest: builder.query({ + providesTags: (_, __, { uuid }) => [{ type: API_TAGS.CURRENT_IMPORT, id: uuid }], + query: ({ uuid }) => ({ + baseUrl: import.meta.env.VITE_BASE_URL, + url: `/models/${uuid}/current/latest/statistics`, + method: 'get', + }), + }), + + }), + +}); diff --git a/ui/src/store/state/models/constants.js b/ui/src/store/state/models/constants.js new file mode 100644 index 00000000..125868a8 --- /dev/null +++ b/ui/src/store/state/models/constants.js @@ -0,0 +1,37 @@ +export const ModelTypeEnum = { + REGRESSION: 'REGRESSION', + BINARY_CLASSIFICATION: 'BINARY', + MULTI_CLASSIFICATION: 'MULTI_CLASS', +}; + +export const DataTypeEnum = { + TABULAR: 'TABULAR', + TEXT: 'TEXT', + IMAGE: 'IMAGE', +}; + +export const GranularityEnum = { + HOUR: 'HOUR', + DAY: 'DAY', + WEEK: 'WEEK', + MONTH: 'MONTH', +}; + +export const ModelTypeEnumLabel = { + [ModelTypeEnum.REGRESSION]: 'Regression', + [ModelTypeEnum.BINARY_CLASSIFICATION]: 'Binary classification', + [ModelTypeEnum.MULTI_CLASSIFICATION]: 'Multi Classification', +}; + +export const DataTypeEnumLabel = { + [DataTypeEnum.TABULAR]: 'Tabular', + [DataTypeEnum.TEXT]: 'Text', + [DataTypeEnum.IMAGE]: 'Image', +}; + +export const GranularityEnumLabel = { + [GranularityEnum.HOUR]: 'Hour', + [GranularityEnum.DAY]: 'Day', + [GranularityEnum.WEEK]: 'Week', + [GranularityEnum.MONTH]: 'Month', +}; diff --git a/ui/src/store/state/models/mock/current_data_quality.json b/ui/src/store/state/models/mock/current_data_quality.json new file mode 100644 index 00000000..10f870d2 --- /dev/null +++ b/ui/src/store/state/models/mock/current_data_quality.json @@ -0,0 +1,130 @@ +{ + "nObservations": 2400, + "classMetrics": [ + {"name": "True", "count": 110, "percentage": 45.0}, + {"name": "False", "count": 90, "percentage": 55.0} + ], + "featureMetrics": [ + { + "featureName": "age", + "type": "numerical", + "mean": 29.5, + "std": 5.2, + "min": 18, + "max": 45, + "medianMetrics": {"perc_25": 25.0, "median": 29.0, "perc_75": 34.0}, + "missingValue": {"count": 2, "percentage": 0.02}, + "classMedianMetrics": [ + { + "name": "classA", + "mean": 30.0, + "medianMetrics": {"perc_25": 27.0, "median": 30.0, "perc_75": 33.0} + }, + { + "name": "classB", + "mean": 29.0, + "medianMetrics": {"perc_25": 24.0, "median": 28.0, "perc_75": 32.0} + } + ], + "histogram":{ + "buckets": [ + 28, + 32.6, + 37.2, + 41.8, + 46.4, + 51, + 55.599999999999994, + 60.199999999999996, + 64.8, + 69.4, + 74 + ], + "referenceValues": [ + 4, + 7, + 14, + 29, + 26, + 59, + 48, + 23, + 24, + 4 + ], + "currentValues": [ + 4, + 7, + 14, + 29, + 26, + 59, + 48, + 23, + 24, + 4 + ] + } + }, + { + "featureName": "target", + "type": "numerical", + "mean": 29.5, + "std": 5.2, + "min": 18, + "max": 45, + "medianMetrics": {"perc_25": 25.0, "median": 29.0, "perc_75": 34.0}, + "missingValue": {"count": 2, "percentage": 0.02}, + "classMedianMetrics": [ + { + "name": "classA", + "mean": 30.0, + "medianMetrics": {"perc_25": 27.0, "median": 30.0, "perc_75": 33.0} + }, + { + "name": "classB", + "mean": 29.0, + "medianMetrics": {"perc_25": 24.0, "median": 28.0, "perc_75": 32.0} + } + ], + "histogram":{ + "buckets": [ + 28, + 32.6, + 37.2, + 41.8, + 46.4, + 51, + 55.599999999999994, + 60.199999999999996, + 64.8, + 69.4, + 74 + ], + "referenceValues": null, + "currentValues": [ + 4, + 7, + 14, + 29, + 26, + 59, + 48, + 23, + 24, + 4 + ] + } + }, + { + "featureName": "gender", + "type": "categorical", + "distinctValue": 2, + "categoryFrequency": [ + {"name": "male", "count": 90, "frequency": 0.45}, + {"name": "female", "count": 110, "frequency": 0.55} + ], + "missingValue": {"count": 0, "percentage": 0.0} + } + ] +} diff --git a/ui/src/store/state/models/mock/current_drift.json b/ui/src/store/state/models/mock/current_drift.json new file mode 100644 index 00000000..5d4e6cbe --- /dev/null +++ b/ui/src/store/state/models/mock/current_drift.json @@ -0,0 +1,23 @@ +{ + "jobStatus": "IMPORTING", + "dataQuality": { + "featureMetrics": [ + { + "featureName": "age", + "driftCalc": { + "type": "CHI2", + "value": 0, + "hasDrift": false + } + }, + { + "featureName": "name", + "driftCalc": { + "type": "KS", + "value": 502.7, + "hasDrift": true + } + } + ] + } + } \ No newline at end of file diff --git a/ui/src/store/state/models/mock/current_imports.json b/ui/src/store/state/models/mock/current_imports.json new file mode 100644 index 00000000..dcb787f1 --- /dev/null +++ b/ui/src/store/state/models/mock/current_imports.json @@ -0,0 +1,48 @@ +{ + "items": [ + { + "uuid": "43b6d06f-4708-46a4-9747-ca7eb3f56c9e", + "modelUuid": "e3a7c517-8072-4621-baf1-df2531a2841f", + "path": "s3://test-bucket/e3a7c517-8072-4621-baf1-df2531a2841f/current/easy_dataset.csv", + "date": "2024-06-14T10:48:43.591531+00:00", + "correlationIdColumn": "", + "status": "IMPORTING" + }, + { + "uuid": "abe39df4-5e02-4dd0-9814-9fb6069e25e3", + "modelUuid": "e3a7c517-8072-4621-baf1-df2531a2841f", + "path": "s3://test-bucket/e3a7c517-8072-4621-baf1-df2531a2841f/current/easy_dataset.csv", + "date": "2024-06-14T10:48:48.458642+00:00", + "correlationIdColumn": "", + "status": "IMPORTING" + }, + { + "uuid": "9904f64e-20cd-4543-97f5-0148a50004f3", + "modelUuid": "e3a7c517-8072-4621-baf1-df2531a2841f", + "path": "s3://test-bucket/e3a7c517-8072-4621-baf1-df2531a2841f/current/easy_dataset.csv", + "date": "2024-06-14T10:48:50.815947+00:00", + "correlationIdColumn": "", + "status": "IMPORTING" + }, + { + "uuid": "5abb4e52-2aca-4353-96d3-71ecb8069516", + "modelUuid": "e3a7c517-8072-4621-baf1-df2531a2841f", + "path": "s3://test-bucket/e3a7c517-8072-4621-baf1-df2531a2841f/current/easy_dataset.csv", + "date": "2024-06-14T10:48:51.931372+00:00", + "correlationIdColumn": "", + "status": "IMPORTING" + }, + { + "uuid": "5abb4e52-2aca-4353-96d3-71ecb8069516", + "modelUuid": "e3a7c517-8072-4621-baf1-df2531a2841f", + "path": "s3://test-bucket/e3a7c517-8072-4621-baf1-df2531a2841f/current/easy_dataset.csv", + "date": "2024-06-14T10:48:51.931374+00:00", + "correlationIdColumn": "", + "status": "IMPORTING" + } + ], + "total": 4, + "page": 1, + "size": 50, + "pages": 1 +} \ No newline at end of file diff --git a/ui/src/store/state/models/mock/current_model_quality.json b/ui/src/store/state/models/mock/current_model_quality.json new file mode 100644 index 00000000..e446818d --- /dev/null +++ b/ui/src/store/state/models/mock/current_model_quality.json @@ -0,0 +1,348 @@ +{ + "global": + { + "f1": 0.901010101010101, + "accuracy": 0.9, + "weighted_precision": 0.9199999999999999, + "weighted_recall": 0.9, + "weighted_true_positive_rate": 0.9, + "weighted_false_positive_rate": 0.06666666666666667, + "weighted_f_measure": 0.901010101010101, + "truePositiveRate": 0.8333333333333334, + "falsePositiveRate": 0.0, + "precision": 1.0, + "recall": 0.8333333333333334, + "f_measure": 0.9090909090909091, + "truePositiveCount": 5, + "falsePositiveCount": 0, + "trueNegativeCount": 4, + "falseNegativeCount": 1, + "areaUnderRoc": 0.41666666666666663, + "areaUnderPr": 0.5652116402116403 + }, + "grouped": + { + "f1": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.5333333333333333 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "accuracy": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.6666666666666666 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "weighted_precision": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.4444444444444444 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "weighted_recall": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.6666666666666666 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "weighted_true_positive_rate": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.6666666666666666 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "weighted_false_positive_rate": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.6666666666666666 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": "NaN" + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": "NaN" + } + ], + "weighted_f_measure": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.5333333333333333 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "truePositiveRate": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "falsePositiveRate": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": "NaN" + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": "NaN" + } + ], + "precision": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "recall": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "f_measure": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "areaUnderRoc": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 0.5 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.0 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ], + "areaUnderPr": + [ + { + "timestamp": "2024-06-16 00:00:00", + "value": 0.25 + }, + { + "timestamp": "2024-06-16 01:00:00", + "value": 0.5 + }, + { + "timestamp": "2024-06-16 02:00:00", + "value": 0.16666666666666666 + }, + { + "timestamp": "2024-06-16 03:00:00", + "value": 1.0 + }, + { + "timestamp": "2024-06-16 04:00:00", + "value": 1.0 + } + ] + } +} \ No newline at end of file diff --git a/ui/src/store/state/models/mock/reference_data_quality.json b/ui/src/store/state/models/mock/reference_data_quality.json new file mode 100644 index 00000000..e5b1cf3e --- /dev/null +++ b/ui/src/store/state/models/mock/reference_data_quality.json @@ -0,0 +1,75 @@ +{ + "nObservations": 2400, + "classMetrics": [ + {"name": "True", "count": 90, "percentage": 55.0}, + {"name": "False", "count": 110, "percentage": 45.0} + ], + "featureMetrics": [ + { + "featureName": "age", + "type": "numerical", + "mean": 29.5, + "std": 5.2, + "min": 18, + "max": 45, + "medianMetrics": {"perc_25": 25.0, "median": 29.0, "perc_75": 34.0}, + "missingValue": {"count": 2, "percentage": 0.02}, + "classMedianMetrics": [ + { + "name": "classA", + "mean": 30.0, + "medianMetrics": {"perc_25": 27.0, "median": 30.0, "perc_75": 33.0} + }, + { + "name": "classB", + "mean": 29.0, + "medianMetrics": {"perc_25": 24.0, "median": 28.0, "perc_75": 32.0} + } + ], + "series":[ + { + "counter":"0", + "value":"0" + }, + { + "counter":"1", + "value":"30" + }, + { + "counter":"2", + "value":"30" + }, + { + "counter":"3", + "value":"25" + }, + { + "counter":"4", + "value":"20" + }, + { + "counter":"5", + "value":"10" + }, + { + "counter":"6", + "value":"40" + }, + { + "counter":"7", + "value":"5" + } + ] + }, + { + "featureName": "gender", + "type": "categorical", + "distinctValue": 2, + "categoryFrequency": [ + {"name": "male", "count": 90, "frequency": 0.45}, + {"name": "female", "count": 110, "frequency": 0.55} + ], + "missingValue": {"count": 0, "percentage": 0.0} + } + ] +} diff --git a/ui/src/store/state/models/mock/reference_model_quality.json b/ui/src/store/state/models/mock/reference_model_quality.json new file mode 100644 index 00000000..22bd8088 --- /dev/null +++ b/ui/src/store/state/models/mock/reference_model_quality.json @@ -0,0 +1,17 @@ +{ + "accuracy":0.9496, + "precision":0.9524, + "recall":0.9495, + "f1":0.9495, + "falsePositive":0.0382, + "truePositive":0.9348, + "areaUnderRoc":0.4314, + "areaUnderPr":0.4812, + "confusionMatrix": { + "data_type": "int64", + "data": [ + [23.0,5.0 ], + [11.0,18.0] + ] + } +} \ No newline at end of file diff --git a/ui/src/store/state/models/mock/summary_statistics_data.json b/ui/src/store/state/models/mock/summary_statistics_data.json new file mode 100644 index 00000000..702fc083 --- /dev/null +++ b/ui/src/store/state/models/mock/summary_statistics_data.json @@ -0,0 +1,14 @@ +{ + "updateTime":"2024-05-23T13:38:03.783460Z", + "statistics": { + "nVariables": 12, + "nObservations": 1190, + "missingCells": 0, + "missingCellsPerc": 0, + "duplicateRows": 272, + "duplicateRowsPerc": 22.9, + "numeric": 5, + "categorical": 7, + "datetime" : 10 + } +} \ No newline at end of file diff --git a/ui/src/store/state/models/modal-hook.js b/ui/src/store/state/models/modal-hook.js new file mode 100644 index 00000000..8e1baa8c --- /dev/null +++ b/ui/src/store/state/models/modal-hook.js @@ -0,0 +1,54 @@ +import useModals from '@Hooks/use-modals'; +import { modelsApiSlice } from '@Src/store/state/models/api'; +import { useParams } from 'react-router'; + +const { + useGetCurrentDataQualityLatestQuery, + useGetCurrentDataQualityQuery, + useGetCurrentDriftLatestQuery, + useGetCurrentDriftQuery, + useGetCurrentModelQualityLatestQuery, + useGetCurrentModelQualityQuery, +} = modelsApiSlice; + +const useGetCurrentDataQuality = () => { + const { uuid } = useParams(); + const { modalPayload: { data } } = useModals(); + + const currentUUID = data?.uuid; + + const currentLatestResponse = useGetCurrentDataQualityLatestQuery({ uuid }, { skip: currentUUID }); + const currentResponse = useGetCurrentDataQualityQuery({ uuid, currentUUID }, { skip: !currentUUID }); + + return (currentUUID) ? currentResponse : currentLatestResponse; +}; + +const useGetCurrentModelQuality = () => { + const { uuid } = useParams(); + const { modalPayload: { data } } = useModals(); + + const currentUUID = data?.uuid; + + const currentLatestResponse = useGetCurrentModelQualityLatestQuery({ uuid }, { skip: currentUUID }); + const currentResponse = useGetCurrentModelQualityQuery({ uuid, currentUUID }, { skip: !currentUUID }); + + return currentUUID ? currentResponse : currentLatestResponse; +}; + +const useGetCurrentDrift = () => { + const { uuid } = useParams(); + const { modalPayload: { data } } = useModals(); + + const currentUUID = data?.uuid; + + const currentLatestResponse = useGetCurrentDriftLatestQuery({ uuid }, { skip: currentUUID }); + const currentResponse = useGetCurrentDriftQuery({ uuid, currentUUID }, { skip: !currentUUID }); + + return (currentUUID) ? currentResponse : currentLatestResponse; +}; + +export { + useGetCurrentDataQuality, + useGetCurrentModelQuality, + useGetCurrentDrift, +}; diff --git a/ui/src/store/state/models/polling-hook.js b/ui/src/store/state/models/polling-hook.js new file mode 100644 index 00000000..fb42fa8b --- /dev/null +++ b/ui/src/store/state/models/polling-hook.js @@ -0,0 +1,192 @@ +import { DEFAULT_POLLING_INTERVAL, JOB_STATUS, NamespaceEnum } from '@Src/constants'; +import { API_TAGS } from '@Src/store/apis'; +import { selectors as contextConfigurationSelectors } from '@State/context-configuration'; +import { useEffect, useState } from 'react'; +import { useDispatch, useSelector } from 'react-redux'; +import { useParams } from 'react-router'; +import { modelsApiSlice } from './api'; + +const { + useGetReferenceImportsQuery, + useGetReferenceDataQualityQuery, + useGetReferenceModelQualityQuery, + useGetReferenceStatisticsQuery, + useGetCurrentImportsQuery, + useGetCurrentDataQualityLatestQuery, + useGetCurrentModelQualityLatestQuery, + useGetCurrentStatisticsLatestQuery, + useGetCurrentDriftLatestQuery, +} = modelsApiSlice; + +const useGetReferenceImportsQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const dispatch = useDispatch(); + const { uuid } = useParams(); + const { data } = useGetReferenceImportsQuery({ uuid }, { pollingInterval }); + const status = data?.items[0]?.status; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + dispatch(modelsApiSlice.util.invalidateTags([{ type: API_TAGS.REFERENCE_IMPORT, id: uuid }])); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval, dispatch, uuid]); +}; + +const useGetReferenceDataQualityQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetReferenceDataQualityQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +const useGetReferenceModelQualityQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetReferenceModelQualityQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +const useGetReferenceStatisticsQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetReferenceStatisticsQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +const useGetCurrentImportsQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const dispatch = useDispatch(); + + const queryParams = useSelector((state) => contextConfigurationSelectors.selectQueryParamsSelector(state, NamespaceEnum.CURRENT_IMPORT)); + + const { uuid } = useParams(); + const { data } = useGetCurrentImportsQuery({ uuid, queryParams }, { pollingInterval }); + const isCurrentImporting = data?.items.filter((i) => i.status === JOB_STATUS.IMPORTING).length > 0; + + useEffect(() => { + if (isCurrentImporting && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + dispatch(modelsApiSlice.util.invalidateTags([{ type: API_TAGS.CURRENT_IMPORT, id: uuid }])); + } + if (!isCurrentImporting) { + setPollingInterval(0); + } + }, [isCurrentImporting, pollingInterval, setPollingInterval, dispatch, uuid]); +}; + +const useGetCurrentDataQualityLatestQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetCurrentDataQualityLatestQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +const useGetCurrentModelQualityLatestQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetCurrentModelQualityLatestQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +const useGetCurrentStatisticsLatestQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetCurrentStatisticsLatestQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +const useGetCurrentDriftLatestQueryWithPolling = () => { + const [pollingInterval, setPollingInterval] = useState(0); + const { uuid } = useParams(); + const { data } = useGetCurrentDriftLatestQuery({ uuid }, { pollingInterval }); + const status = data?.jobStatus; + + useEffect(() => { + if (status) { + if (status === JOB_STATUS.IMPORTING && pollingInterval === 0) { + setPollingInterval(DEFAULT_POLLING_INTERVAL); + } + if (status !== JOB_STATUS.IMPORTING) { + setPollingInterval(0); + } + } + }, [status, pollingInterval, setPollingInterval]); +}; + +export { + useGetCurrentDataQualityLatestQueryWithPolling, useGetCurrentImportsQueryWithPolling, useGetCurrentModelQualityLatestQueryWithPolling, + useGetCurrentStatisticsLatestQueryWithPolling, useGetReferenceDataQualityQueryWithPolling, useGetReferenceImportsQueryWithPolling, useGetReferenceModelQualityQueryWithPolling, + useGetReferenceStatisticsQueryWithPolling, useGetCurrentDriftLatestQueryWithPolling, +}; diff --git a/ui/src/store/state/notification/constants.js b/ui/src/store/state/notification/constants.js new file mode 100644 index 00000000..47ed491a --- /dev/null +++ b/ui/src/store/state/notification/constants.js @@ -0,0 +1,13 @@ +export const NotificationEnum = { + SUCCESS: 'success', + WARNING: 'warning', + ERROR: 'error', + LOADING: 'loading', + INFO: 'info', +}; + +export const DefaultTitle = { + SUCCESS: 'Success', + ERROR: 'Error', + WARNING: 'Warning', +}; diff --git a/ui/src/store/state/notification/hooks.js b/ui/src/store/state/notification/hooks.js new file mode 100644 index 00000000..2e28a4d9 --- /dev/null +++ b/ui/src/store/state/notification/hooks.js @@ -0,0 +1,24 @@ +import { Message } from '@radicalbit/radicalbit-design-system'; +import { useEffect } from 'react'; +import { useDispatch, useSelector } from 'react-redux'; +import { actions as notificationActions, selectors as notificationSelectors } from '@State/notification'; + +const { selectNotificationMessage, selectNotificationShowMessage } = notificationSelectors; +const { resetNotificationMessage } = notificationActions; + +const useNotification = () => { + const dispatch = useDispatch(); + const notificationMessage = useSelector(selectNotificationMessage); + const notificationShowMessage = useSelector(selectNotificationShowMessage); + + useEffect(() => { + if (notificationShowMessage) { + const { type, title } = notificationMessage; + Message[type](title); + + dispatch(resetNotificationMessage()); + } + }, [dispatch, notificationMessage, notificationShowMessage]); +}; + +export { useNotification }; diff --git a/ui/src/store/state/notification/index.js b/ui/src/store/state/notification/index.js new file mode 100644 index 00000000..e5fa2106 --- /dev/null +++ b/ui/src/store/state/notification/index.js @@ -0,0 +1,8 @@ +import notificationSelectors from './selectors'; +import slice, { actions as notificationActions } from './slice'; + +export const selectors = { ...notificationSelectors }; + +export const actions = { ...notificationActions }; + +export default slice; diff --git a/ui/src/store/state/notification/selectors.js b/ui/src/store/state/notification/selectors.js new file mode 100644 index 00000000..951a4bcf --- /dev/null +++ b/ui/src/store/state/notification/selectors.js @@ -0,0 +1,11 @@ +const selectNotificationMessage = ({ notification: { message } }) => message; +const selectNotificationShowMessage = ({ notification: { showMessage } }) => showMessage; +const selectNotificationBox = ({ notification: { box } }) => box; +const selectNotificationShowBox = ({ notification: { showBox } }) => showBox; + +export default { + selectNotificationMessage, + selectNotificationShowMessage, + selectNotificationBox, + selectNotificationShowBox, +}; diff --git a/ui/src/store/state/notification/slice.js b/ui/src/store/state/notification/slice.js new file mode 100644 index 00000000..c7c620f2 --- /dev/null +++ b/ui/src/store/state/notification/slice.js @@ -0,0 +1,55 @@ +import { createSlice } from '@reduxjs/toolkit'; +import { NotificationEnum } from './constants'; + +const initialState = { + showMessage: false, + message: { + type: NotificationEnum.INFO, + title: '', + content: '', + duration: 0, + }, + showBox: false, + box: { + type: null, + key: null, + message: '', + description: '', + placement: 'topRight', + duration: 0, + }, +}; + +export const notificationSlice = createSlice({ + name: 'notification', + initialState, + reducers: { + setNotificationMessage: (state, { payload }) => ({ + ...state, + showMessage: true, + message: payload, + }), + + resetNotificationMessage: (state) => ({ + ...state, + showMessage: false, + message: initialState.message, + }), + + setNotificationBox: (state, { payload }) => ({ + ...state, + showBox: true, + box: payload, + }), + + resetNotificationBox: (state) => ({ + ...state, + showMessage: false, + box: initialState.box, + }), + }, +}); + +export const { actions } = notificationSlice; + +export default notificationSlice.reducer; diff --git a/ui/src/styles/index.less b/ui/src/styles/index.less new file mode 100644 index 00000000..9c88615f --- /dev/null +++ b/ui/src/styles/index.less @@ -0,0 +1,9 @@ +html { + font-size: 13px; + + body { + height: 100%; + overflow: hidden !important; + margin: 0; + } +} diff --git a/ui/src/styles/tailwind.less b/ui/src/styles/tailwind.less new file mode 100644 index 00000000..5b0ba61d --- /dev/null +++ b/ui/src/styles/tailwind.less @@ -0,0 +1,2 @@ +@tailwind components; +@tailwind utilities; \ No newline at end of file diff --git a/ui/tailwind.config.js b/ui/tailwind.config.js new file mode 100644 index 00000000..75c8c3eb --- /dev/null +++ b/ui/tailwind.config.js @@ -0,0 +1,11 @@ +/** @type {import('tailwindcss').Config} */ +export default { + jit: true, + content: [ + './src/**/*.{js,jsx,ts,tsx}', + ], + theme: { + extend: {}, + }, + plugins: [], +}; diff --git a/ui/vite.config.js b/ui/vite.config.js new file mode 100644 index 00000000..f1be9b56 --- /dev/null +++ b/ui/vite.config.js @@ -0,0 +1,24 @@ +import { defineConfig } from 'vite'; +import path from 'path'; +import react from '@vitejs/plugin-react'; +import svgr from 'vite-plugin-svgr'; + +// https://vitejs.dev/config/ +export default defineConfig({ + plugins: [react(), svgr({ include: '**/*.svg' })], + resolve: { + alias: { + '@Api': path.resolve(__dirname, 'src/api/'), + '@Components': path.resolve(__dirname, 'src/components/'), + '@Container': path.resolve(__dirname, 'src/container/'), + '@Helpers': path.resolve(__dirname, 'src/helpers/'), + '@Hooks': path.resolve(__dirname, 'src/hooks/'), + '@Img': path.resolve(__dirname, 'src/resources/images/'), + '@Modals': path.resolve(__dirname, 'src/components/modals'), + '@Src': path.resolve(__dirname, 'src/'), + '@State': path.resolve(__dirname, 'src/store/state'), + '@Store': path.resolve(__dirname, 'src/store/'), + '@Styles': path.resolve(__dirname, 'src/styles/'), + }, + }, +}); diff --git a/ui/yarn.lock b/ui/yarn.lock new file 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