[ update ]: Repair ML Pipeline

.github/workflows/gru_pipeline.yaml

@@ -27,38 +27,16 @@ jobs:
           persist-credentials: false
           fetch-depth: 1
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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
           go run scraper.go \
-            --symbols-file=./postman/symbols_test.json
+            --symbols-file=./postman/symbols.json
 
       - name: Zip Datasets
-        # if: env.match != 'true'
         run: zip -r datasets.zip datasets
 
-      - name: Store Datasets to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Datasets to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_GRU_CRED }}
@@ -68,20 +46,17 @@ jobs:
           overwrite: "true"
 
       - name: Upload Artifact (datasets)
-        # if: env.match != 'true'
         uses: actions/upload-artifact@v3
         with:
           name: datasets
           path: datasets.zip
 
       - name: Remove Temporarary Files and Directories
-        # if: env.match != 'true'
         run: |
           rm datasets.zip
           rm -rf datasets
 
 
-
   preprocessing_training:
     name: Preprocessing and Training 
     runs-on: ubuntu-latest
@@ -98,31 +73,10 @@ jobs:
           persist-credentials: false
           fetch-depth: 1
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Install Libraries
-        # if: env.match != 'true'
         run: pip install -r requirements.txt
 
       - name: Download Artifact (datasets)
-        # if: env.match != 'true'
         uses: actions/download-artifact@v3
         with:
           name: datasets
@@ -130,14 +84,14 @@ jobs:
       - name: Install Cython and Build ML Module
         run: |
           apt-get update && \
-            apt-get install -y gcc python3-dev gnupg
+            apt-get install -y \
+              gcc python3-dev gnupg
 
           pip install cython
           cd training && \
             python setup.py build_ext --inplace && cd ..
 
       - name: Modeling and Training
-        # if: env.match != 'true'
         run: |
           unzip datasets.zip
 
@@ -146,20 +100,18 @@ jobs:
           mkdir posttrained
 
           python trainingcli.py \
-            --epochs=200     \
-            --batchs=32      \
-            --sequences=5    \
+            --epochs=200        \
+            --batchs=32         \
+            --sequences=60      \
             --algorithm=GRU
           
       - name: Zip Posttrained, Models, and Pickles
-        # if: env.match != 'true'
         run: |
           zip -r models.zip models
           zip -r pickles.zip pickles
           zip -r posttrained.zip posttrained
           
-      - name: Store Models to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Models to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_GRU_CRED }}
@@ -168,8 +120,7 @@ jobs:
           name: models.zip
           overwrite: "true"
 
-      - name: Store Pickles to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Pickles to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_GRU_CRED }}
@@ -178,8 +129,7 @@ jobs:
           name: pickles.zip
           overwrite: "true"
 
-      - name: Store Posttrained to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Posttrained to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_GRU_CRED }}
@@ -189,7 +139,6 @@ jobs:
           overwrite: "true"
 
       - name: Remove Temporarary Files and Directories
-        # if: env.match != 'true'
         run: |
           rm models.zip
           rm pickles.zip
@@ -202,16 +151,14 @@ jobs:
           rm -rf posttrained
 
       - name: Flush All Caching Data (Redis)
-        # if: env.match != 'true'
         run: |
           sudo apt install -y redis-tools
           echo "FLUSHALL" | redis-cli --tls \
-            -h ${{ secrets.REDIS_HOST }} \
-            -p ${{ secrets.REDIS_PORT }} \
+            -h ${{ secrets.REDIS_HOST  }}   \
+            -p ${{ secrets.REDIS_PORT  }}   \
             -a ${{ secrets.REDIS_TOKEN }}
 
 
-
   tebakaja_crypto_space-0:
     name: crypto-forecast-svc-0
     runs-on: ubuntu-latest
@@ -232,50 +179,29 @@ jobs:
           persist-credentials: false
           fetch-depth: 1000
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Check git status
+        run: git status
 
       - name: Configure git
-        # if: env.match != 'true'
         run: |
           git config --local user.email "[email protected]"
           git config --local user.name "qywok"
 
       - name: Pull changes from remote
-        # if: env.match != 'true'
         run: |
           git pull https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main || \
           (git merge --strategy-option theirs)
 
       - name: Add and commit changes
-        # if: env.match != 'true'
         run: |
           git add -A 
           git diff-index --quiet HEAD || git commit -m "Model Deployment"
 
       - name: Push to Hugging Face
-        # if: env.match != 'true'
         run: |
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-1:
     name: crypto-forecast-svc-1
     runs-on: ubuntu-latest
@@ -296,50 +222,29 @@ jobs:
           persist-credentials: false
           fetch-depth: 1000
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Check git status
+        run: git status
 
       - name: Configure git
-        # if: env.match != 'true'
         run: |
           git config --local user.email "[email protected]"
           git config --local user.name "qywok"
 
       - name: Pull changes from remote
-        # if: env.match != 'true'
         run: |
           git pull https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main || \
           (git merge --strategy-option theirs)
 
       - name: Add and commit changes
-        # if: env.match != 'true'
         run: |
           git add -A 
           git diff-index --quiet HEAD || git commit -m "Model Deployment"
 
       - name: Push to Hugging Face
-        # if: env.match != 'true'
         run: |
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-2:
     name: crypto-forecast-svc-2
     runs-on: ubuntu-latest
@@ -360,50 +265,29 @@ jobs:
           persist-credentials: false
           fetch-depth: 1000
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Check git status
+        run: git status
 
       - name: Configure git
-        # if: env.match != 'true'
         run: |
           git config --local user.email "[email protected]"
           git config --local user.name "qywok"
 
       - name: Pull changes from remote
-        # if: env.match != 'true'
         run: |
           git pull https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main || \
           (git merge --strategy-option theirs)
 
       - name: Add and commit changes
-        # if: env.match != 'true'
         run: |
           git add -A 
           git diff-index --quiet HEAD || git commit -m "Model Deployment"
 
       - name: Push to Hugging Face
-        # if: env.match != 'true'
         run: |
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-3:
     name: crypto-forecast-svc-3
     runs-on: ubuntu-latest
@@ -424,50 +308,29 @@ jobs:
           persist-credentials: false
           fetch-depth: 1000
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Check git status
+        run: git status
 
       - name: Configure git
-        # if: env.match != 'true'
         run: |
           git config --local user.email "[email protected]"
           git config --local user.name "qywok"
 
       - name: Pull changes from remote
-        # if: env.match != 'true'
         run: |
           git pull https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main || \
           (git merge --strategy-option theirs)
 
       - name: Add and commit changes
-        # if: env.match != 'true'
         run: |
           git add -A 
           git diff-index --quiet HEAD || git commit -m "Model Deployment"
 
       - name: Push to Hugging Face
-        # if: env.match != 'true'
         run: |
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-4:
     name: crypto-forecast-svc-4
     runs-on: ubuntu-latest
@@ -488,50 +351,29 @@ jobs:
           persist-credentials: false
           fetch-depth: 1000
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Check git status
+        run: git status
 
       - name: Configure git
-        # if: env.match != 'true'
         run: |
           git config --local user.email "[email protected]"
           git config --local user.name "qywok"
 
       - name: Pull changes from remote
-        # if: env.match != 'true'
         run: |
           git pull https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main || \
           (git merge --strategy-option theirs)
 
       - name: Add and commit changes
-        # if: env.match != 'true'
         run: |
           git add -A 
           git diff-index --quiet HEAD || git commit -m "Model Deployment"
 
       - name: Push to Hugging Face
-        # if: env.match != 'true'
         run: |
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   functional_testing:
     name: Functional Testing
     runs-on: ubuntu-latest
@@ -552,47 +394,8 @@ jobs:
           persist-credentials: false
           fetch-depth: 1
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/gru_schedule.ctl)
-      #     echo "schedule_date=${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: Testing Proxy Endpoints
-        # if: env.match != 'true'
         run: |
           sleep 60
           chmod +x endpoints_test.sh && ./endpoints_test.sh
 
-      # - name: Set Pipeline Schedule
-      #   if: env.match != 'true'
-      #   run: echo "$(date +'%Y-%m-%d')" > schedulers/gru_schedule.ctl
-
-      # - 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: main
-

.github/workflows/lstm_gru_pipeline.yaml

@@ -27,38 +27,16 @@ jobs:
           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
           go run scraper.go \
-            --symbols-file=./postman/symbols_test.json
+            --symbols-file=./postman/symbols.json
 
       - name: Zip Datasets
-        # if: env.match != 'true'
         run: zip -r datasets.zip datasets
 
-      - name: Store Datasets to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Datasets to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_GRU_CRED }}
@@ -68,20 +46,17 @@ jobs:
           overwrite: "true"
 
       - name: Upload Artifact (datasets)
-        # if: env.match != 'true'
         uses: actions/upload-artifact@v3
         with:
           name: datasets
           path: datasets.zip
 
       - name: Remove Temporarary Files and Directories
-        # if: env.match != 'true'
         run: |
           rm datasets.zip
           rm -rf datasets
 
 
-
   preprocessing_training:
     name: Preprocessing and Training 
     runs-on: ubuntu-latest
@@ -98,31 +73,10 @@ jobs:
           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: Install Libraries
-        # if: env.match != 'true'
         run: pip install -r requirements.txt
 
       - name: Download Artifact (datasets)
-        # if: env.match != 'true'
         uses: actions/download-artifact@v3
         with:
           name: datasets
@@ -130,14 +84,14 @@ jobs:
       - name: Install Cython and Build ML Module
         run: |
           apt-get update && \
-            apt-get install -y gcc python3-dev gnupg
+            apt-get install -y \
+              gcc python3-dev gnupg
 
           pip install cython
           cd training && \
             python setup.py build_ext --inplace && cd ..
 
       - name: Modeling and Training
-        # if: env.match != 'true'
         run: |
           unzip datasets.zip
 
@@ -146,24 +100,18 @@ jobs:
           mkdir posttrained
 
           python trainingcli.py \
-            --epochs=200     \
-            --batchs=32      \
-            --sequences=5    \
+            --epochs=200        \
+            --batchs=32         \
+            --sequences=60      \
             --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 posttrained.zip posttrained
           
-      - name: Store Models to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Models to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_GRU_CRED }}
@@ -172,8 +120,7 @@ jobs:
           name: models.zip
           overwrite: "true"
 
-      - name: Store Pickles to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Pickles to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_GRU_CRED }}
@@ -182,8 +129,7 @@ jobs:
           name: pickles.zip
           overwrite: "true"
 
-      - name: Store Posttrained to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Posttrained to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_GRU_CRED }}
@@ -193,7 +139,6 @@ jobs:
           overwrite: "true"
 
       - name: Remove Temporarary Files and Directories
-        # if: env.match != 'true'
         run: |
           rm models.zip
           rm pickles.zip
@@ -205,22 +150,6 @@ jobs:
           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: main 
-
-
 
   tebakaja_crypto_space-0:
     name: crypto-forecast-svc-0
@@ -265,7 +194,6 @@ jobs:
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-1:
     name: crypto-forecast-svc-1
     runs-on: ubuntu-latest
@@ -309,7 +237,6 @@ jobs:
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-2:
     name: crypto-forecast-svc-2
     runs-on: ubuntu-latest
@@ -353,7 +280,6 @@ jobs:
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-3:
     name: crypto-forecast-svc-3
     runs-on: ubuntu-latest
@@ -397,7 +323,6 @@ jobs:
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   tebakaja_crypto_space-4:
     name: crypto-forecast-svc-4
     runs-on: ubuntu-latest
@@ -441,7 +366,6 @@ jobs:
           git push https://$HF_USERNAME:[email protected]/spaces/$HF_USERNAME/$SPACE_NAME main --force
 
 
-
   functional_testing:
     name: Functional Testing
     runs-on: ubuntu-latest

.github/workflows/lstm_pipeline.yaml

@@ -27,38 +27,16 @@ jobs:
           persist-credentials: false
           fetch-depth: 1
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/lstm_schedule.ctl)
-      #     echo "schedule_date=${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
           go run scraper.go \
-            --symbols-file=./postman/symbols_test.json
+            --symbols-file=./postman/symbols.json
 
       - name: Zip Datasets
-        # if: env.match != 'true'
         run: zip -r datasets.zip datasets
 
-      - name: Store Datasets to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Datasets to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_CRED }}
@@ -68,14 +46,12 @@ jobs:
           overwrite: "true"
 
       - name: Upload Artifact (datasets)
-        # if: env.match != 'true'
         uses: actions/upload-artifact@v3
         with:
           name: datasets
           path: datasets.zip
 
       - name: Remove Temporarary Files and Directories
-        # if: env.match != 'true'
         run: |
           rm datasets.zip
           rm -rf datasets
@@ -97,31 +73,10 @@ jobs:
           persist-credentials: false
           fetch-depth: 1
 
-      # - name: Read pipeline schedule date
-      #   id: read_schedule
-      #   run: |
-      #     SCHEDULE_DATE=$(cat schedulers/lstm_schedule.ctl)
-      #     echo "schedule_date=${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: Install Libraries
-        # if: env.match != 'true'
         run: pip install -r requirements.txt
 
       - name: Download Artifact (datasets)
-        # if: env.match != 'true'
         uses: actions/download-artifact@v3
         with:
           name: datasets
@@ -136,7 +91,6 @@ jobs:
             python setup.py build_ext --inplace && cd ..
 
       - name: Modeling and Training
-        # if: env.match != 'true'
         run: |
           unzip datasets.zip
 
@@ -145,24 +99,18 @@ jobs:
           mkdir posttrained
 
           python trainingcli.py \
-            --epochs=200     \
-            --batchs=32      \
-            --sequences=5    \
+            --epochs=200        \
+            --batchs=32         \
+            --sequences=60      \
             --algorithm=LSTM
-
-      # - name: Set Pipeline Schedule
-      #   if: env.match != 'true'
-      #   run: echo "$(date +'%Y-%m-%d')" > schedulers/lstm_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 posttrained.zip posttrained
           
-      - name: Store Models to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Models to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_CRED }}
@@ -171,8 +119,7 @@ jobs:
           name: models.zip
           overwrite: "true"
 
-      - name: Store Pickles to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Pickles to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_CRED }}
@@ -181,8 +128,7 @@ jobs:
           name: pickles.zip
           overwrite: "true"
 
-      - name: Store Posttrained to Google Drive 
-        # if: env.match != 'true'
+      - name: Store Posttrained to Google Drive
         uses: adityak74/google-drive-upload-git-action@main
         with:
           credentials: ${{ secrets.GDRIVE_LSTM_CRED }}
@@ -192,7 +138,6 @@ jobs:
           overwrite: "true"
 
       - name: Remove Temporarary Files and Directories
-        # if: env.match != 'true'
         run: |
           rm models.zip
           rm pickles.zip
@@ -204,21 +149,6 @@ jobs:
           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: main 
-
 
   tebakaja_crypto_space-0:
     name: crypto-forecast-svc-0