First commit

.env.example

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+# example of file for storing private and user specific environment variables, like keys or system paths
+# rename it to ".env" (excluded from version control by default)
+# .env is loaded by train.py automatically
+# hydra allows you to reference variables in .yaml configs with special syntax: ${oc.env:MY_VAR}
+
+MICROMAMBA_ENV="dem"
+WANDB_ENTITY="jarridrb"

.github/PULL_REQUEST_TEMPLATE.md

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+## What does this PR do?
+
+<!--
+Please include a summary of the change and which issue is fixed.
+Please also include relevant motivation and context.
+List any dependencies that are required for this change.
+List all the breaking changes introduced by this pull request.
+-->
+
+Fixes #\<issue_number>
+
+## Before submitting
+
+- [ ] Did you make sure **title is self-explanatory** and **the description concisely explains the PR**?
+- [ ] Did you make sure your **PR does only one thing**, instead of bundling different changes together?
+- [ ] Did you list all the **breaking changes** introduced by this pull request?
+- [ ] Did you **test your PR locally** with `pytest` command?
+- [ ] Did you **run pre-commit hooks** with `pre-commit run -a` command?
+
+## Did you have fun?
+
+Make sure you had fun coding 🙃

.github/codecov.yml

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+coverage:
+  status:
+    # measures overall project coverage
+    project:
+      default:
+        threshold: 100% # how much decrease in coverage is needed to not consider success
+
+    # measures PR or single commit coverage
+    patch:
+      default:
+        threshold: 100% # how much decrease in coverage is needed to not consider success
+
+
+    # project: off
+    # patch: off

.github/dependabot.yml

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+# To get started with Dependabot version updates, you'll need to specify which
+# package ecosystems to update and where the package manifests are located.
+# Please see the documentation for all configuration options:
+# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates
+
+version: 2
+updates:
+  - package-ecosystem: "pip" # See documentation for possible values
+    directory: "/" # Location of package manifests
+    schedule:
+      interval: "daily"
+    ignore:
+      - dependency-name: "pytorch-lightning"
+        update-types: ["version-update:semver-patch"]
+      - dependency-name: "torchmetrics"
+        update-types: ["version-update:semver-patch"]

.github/release-drafter.yml

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+name-template: "v$RESOLVED_VERSION"
+tag-template: "v$RESOLVED_VERSION"
+
+categories:
+  - title: "🚀 Features"
+    labels:
+      - "feature"
+      - "enhancement"
+  - title: "🐛 Bug Fixes"
+    labels:
+      - "fix"
+      - "bugfix"
+      - "bug"
+  - title: "🧹 Maintenance"
+    labels:
+      - "maintenance"
+      - "dependencies"
+      - "refactoring"
+      - "cosmetic"
+      - "chore"
+  - title: "📝️ Documentation"
+    labels:
+      - "documentation"
+      - "docs"
+
+change-template: "- $TITLE @$AUTHOR (#$NUMBER)"
+change-title-escapes: '\<*_&' # You can add # and @ to disable mentions
+
+version-resolver:
+  major:
+    labels:
+      - "major"
+  minor:
+    labels:
+      - "minor"
+  patch:
+    labels:
+      - "patch"
+  default: patch
+
+template: |
+  ## Changes
+
+  $CHANGES

.github/workflows/code-quality-main.yaml

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+# Same as `code-quality-pr.yaml` but triggered on commit to main branch
+# and runs on all files (instead of only the changed ones)
+
+name: Code Quality Main
+
+on:
+  push:
+    branches: [main]
+
+jobs:
+  code-quality:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v3
+        with:
+          python-version: "3.10"
+
+      - name: Run pre-commits
+        uses: pre-commit/[email protected]

.github/workflows/code-quality-pr.yaml

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+# This workflow finds which files were changed, prints them,
+# and runs `pre-commit` on those files.
+
+# Inspired by the sktime library:
+# https://github.com/alan-turing-institute/sktime/blob/main/.github/workflows/test.yml
+
+name: Code Quality PR
+
+on:
+  pull_request:
+    branches: [main, "release/*", "dev"]
+
+jobs:
+  code-quality:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+
+      - name: Find modified files
+        id: file_changes
+        uses: trilom/[email protected]
+        with:
+          output: " "
+
+      - name: List modified files
+        run: echo '${{ steps.file_changes.outputs.files}}'
+
+      - name: Run pre-commits
+        uses: pre-commit/[email protected]
+        with:
+          extra_args: --files ${{ steps.file_changes.outputs.files}}

.github/workflows/release-drafter.yml

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+name: Release Drafter
+
+on:
+  push:
+    # branches to consider in the event; optional, defaults to all
+    branches:
+      - main
+
+permissions:
+  contents: read
+
+jobs:
+  update_release_draft:
+    permissions:
+      # write permission is required to create a github release
+      contents: write
+      # write permission is required for autolabeler
+      # otherwise, read permission is required at least
+      pull-requests: write
+
+    runs-on: ubuntu-latest
+
+    steps:
+      # Drafts your next Release notes as Pull Requests are merged into "master"
+      - uses: release-drafter/release-drafter@v5
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/test.yml

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+name: Tests
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main, "release/*", "dev"]
+
+jobs:
+  run_tests_ubuntu:
+    runs-on: ${{ matrix.os }}
+
+    strategy:
+      fail-fast: false
+      matrix:
+        os: ["ubuntu-latest"]
+        python-version: ["3.8", "3.9", "3.10"]
+
+    timeout-minutes: 20
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v3
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements.txt
+          pip install pytest
+          pip install sh
+
+      - name: List dependencies
+        run: |
+          python -m pip list
+
+      - name: Run pytest
+        run: |
+          pytest -v
+
+  run_tests_macos:
+    runs-on: ${{ matrix.os }}
+
+    strategy:
+      fail-fast: false
+      matrix:
+        os: ["macos-latest"]
+        python-version: ["3.8", "3.9", "3.10"]
+
+    timeout-minutes: 20
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v3
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements.txt
+          pip install pytest
+          pip install sh
+
+      - name: List dependencies
+        run: |
+          python -m pip list
+
+      - name: Run pytest
+        run: |
+          pytest -v
+
+  run_tests_windows:
+    runs-on: ${{ matrix.os }}
+
+    strategy:
+      fail-fast: false
+      matrix:
+        os: ["windows-latest"]
+        python-version: ["3.8", "3.9", "3.10"]
+
+    timeout-minutes: 20
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v3
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements.txt
+          pip install pytest
+
+      - name: List dependencies
+        run: |
+          python -m pip list
+
+      - name: Run pytest
+        run: |
+          pytest -v
+
+  # upload code coverage report
+  code-coverage:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+
+      - name: Set up Python 3.10
+        uses: actions/setup-python@v2
+        with:
+          python-version: "3.10"
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements.txt
+          pip install pytest
+          pip install pytest-cov[toml]
+          pip install sh
+
+      - name: Run tests and collect coverage
+        run: pytest --cov src # NEEDS TO BE UPDATED WHEN CHANGING THE NAME OF "src" FOLDER
+
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v3