Data Extraction, Training, and Modeling #8
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| name: LSTM GRU Pipeline | |
| on: | |
| push: | |
| branches: | |
| - production | |
| tags: | |
| - '*' | |
| schedule: | |
| - cron: "0 10 * * *" | |
| # 17 - 7 = 10 | |
| jobs: | |
| extraction_train_modeling: | |
| name: Data Extraction, Training, and Modeling | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Set global directory | |
| run: git config --global --add safe.directory /github/workspace | |
| - uses: actions/checkout@v3 | |
| with: | |
| lfs: true | |
| persist-credentials: false | |
| fetch-depth: 1 | |
| - name: Read pipeline schedule date | |
| id: read_schedule | |
| run: | | |
| SCHEDULE_DATE=$(cat schedulers/lstm_gru_schedule.ctl) | |
| echo "schedule_date=${SCHEDULE_DATE}" >> $GITHUB_ENV | |
| - name: Get current date | |
| id: get_date | |
| run: echo "current_date=$(date +'%Y-%m-%d')" >> $GITHUB_ENV | |
| - name: Check if dates match | |
| id: date_check | |
| run: | | |
| if [ "$schedule_date" = "$current_date" ]; then | |
| echo "match=true" >> $GITHUB_ENV | |
| else | |
| echo "match=false" >> $GITHUB_ENV | |
| fi | |
| - name: Scraping Yahoo Finance | |
| if: env.match != 'true' | |
| run: | | |
| mkdir datasets | |
| wget https://raw.githubusercontent.com/tebakaja/tebakaja_cryptocurrency/production/postman/symbols.json \ | |
| -O postman/symbols.json | |
| go run scraper.go | |
| - name: Install Libraries | |
| if: env.match != 'true' | |
| run: pip install -r requirements.txt | |
| - name: Modeling and Training | |
| if: env.match != 'true' | |
| run: | | |
| mkdir models | |
| mkdir pickles | |
| mkdir posttrained | |
| # python training.py --algorithm=LSTM_GRU | |
| - name: Set Pipeline Schedule | |
| if: env.match != 'true' | |
| run: echo "$(date +'%Y-%m-%d')" > schedulers/lstm_gru_schedule.ctl | |
| - name: Zip Posttrained, Models, and Pickles | |
| if: env.match != 'true' | |
| run: | | |
| zip -r models.zip models | |
| zip -r pickles.zip pickles | |
| zip -r datasets.zip datasets | |
| zip -r posttrained.zip posttrained | |
| - name: Store Datasets to Google Drive | |
| if: env.match != 'true' | |
| uses: adityak74/google-drive-upload-git-action@main | |
| with: | |
| credentials: ${{ secrets.GDRIVE_CRED }} | |
| filename: datasets.zip | |
| folderId: ${{ secrets.GDRIVE_LSTM_GRU_ID }} | |
| name: datasets.zip | |
| overwrite: "true" | |
| - name: Store Models to Google Drive | |
| if: env.match != 'true' | |
| uses: adityak74/google-drive-upload-git-action@main | |
| with: | |
| credentials: ${{ secrets.GDRIVE_CRED }} | |
| filename: models.zip | |
| folderId: ${{ secrets.GDRIVE_LSTM_GRU_ID }} | |
| name: models.zip | |
| overwrite: "true" | |
| - name: Store Pickles to Google Drive | |
| if: env.match != 'true' | |
| uses: adityak74/google-drive-upload-git-action@main | |
| with: | |
| credentials: ${{ secrets.GDRIVE_CRED }} | |
| filename: pickles.zip | |
| folderId: ${{ secrets.GDRIVE_LSTM_GRU_ID }} | |
| name: pickles.zip | |
| overwrite: "true" | |
| - name: Store Posttrained to Google Drive | |
| if: env.match != 'true' | |
| uses: adityak74/google-drive-upload-git-action@main | |
| with: | |
| credentials: ${{ secrets.GDRIVE_CRED }} | |
| filename: posttrained.zip | |
| folderId: ${{ secrets.GDRIVE_LSTM_GRU_ID }} | |
| name: posttrained.zip | |
| overwrite: "true" | |
| - name: Remove Temporarary Files and Directories | |
| if: env.match != 'true' | |
| run: | | |
| rm models.zip | |
| rm pickles.zip | |
| rm datasets.zip | |
| rm posttrained.zip | |
| rm -rf models | |
| rm -rf pickles | |
| rm -rf datasets | |
| rm -rf posttrained | |
| - name: Commit changes | |
| if: env.match != 'true' | |
| run: | | |
| git config --local user.email "[email protected]" | |
| git config --local user.name "belajarqywok" | |
| git add -A | |
| git commit -m "Data Extraction, Training, and Modeling" | |
| - name: Push changes | |
| if: env.match != 'true' | |
| uses: ad-m/github-push-action@master | |
| with: | |
| github_token: ${{ secrets.GH_TOKEN }} | |
| branch: production | |
| # model_deployment: | |
| # name: Model Deployment | |
| # runs-on: ubuntu-latest | |
| # needs: extraction_train_modeling | |
| # environment: Production | |
| # env: | |
| # HF_TOKEN: ${{ secrets.HF_TOKEN }} | |
| # SPACE_NAME: cryptocurrency_prediction | |
| # HF_USERNAME: qywok | |
| # steps: | |
| # - name: Set global directory | |
| # run: git config --global --add safe.directory /github/workspace | |
| # - uses: actions/checkout@v3 | |
| # with: | |
| # persist-credentials: false | |
| # fetch-depth: 1000 | |
| # - name: Check git status | |
| # run: git status | |
| # - name: Configure git | |
| # run: | | |
| # git config --local user.email "[email protected]" | |
| # git config --local user.name "qywok" | |
| # - name: Pull changes from remote | |
| # run: | | |
| # git pull https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main || \ | |
| # (git merge --strategy-option theirs) | |
| # - name: Add and commit changes | |
| # run: | | |
| # git add -A | |
| # git diff-index --quiet HEAD || git commit -m "Model Deployment" | |
| # - name: Push to Hugging Face | |
| # run: | | |
| # git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force |