Revert action

Signed-off-by: Luke Hinds <[email protected]>

.github/workflows/train_and_inference.yml

@@ -1,36 +1,13 @@
-name: Train and Inference with SLSA
+name: Train and Inference
 
 on:
-  workflow_dispatch:
-    inputs:
-        model_type:
-          description: Name of the model (implies framework)
-          required: true
-          type: choice
-          options:
-          - model.pth
   push:
     branches:
       - main
-    paths-ignore:
-      - '**/*.md'
-      - '*.md'
-
-
-permissions: read-all
-
-defaults:
-  run:
-    shell: bash
 
 jobs:
-  train:
-    name: Train model
-    runs-on: ${{ matrix.os }}
-    strategy:
-        fail-fast: false # Don't cancel other jobs if one fails
-        matrix:
-          os: [ubuntu-latest, macos-latest, windows-latest]
+  train_and_inference:
+    runs-on: ubuntu-latest
 
     steps:
     - name: Checkout repository
@@ -39,54 +16,19 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v2
       with:
-        python-version: 3.12.2
+        python-version: 3.11
 
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
         pip install -r requirements.txt
 
     - name: Generate Dataset
-      run: |
-        python generate_dataset.py
-        tar -czvf dataset.tgz dataset.npz
+      run: python generate_dataset.py
 
     - name: Train Model
       run: python train_model.py
 
-    - name: Generate SLSA Attestation for Dataset
-      run: |
-        checksum=$(sha256sum dataset.tgz | cut -d ' ' -f 1)
-        echo "Dataset checksum: $checksum"
-        # Use the checksum to generate SLSA attestation
-
-    - name: Generate SLSA Attestation for Model
-      run: |
-        checksum=$(sha256sum model.pth | cut -d ' ' -f 1)
-        echo "Model checksum: $checksum"
-        # Use the checksum to generate SLSA attestation
-    - id: hash
-      env:
-       MODEL: ${{ github.event.inputs.model_type }}
-      run: |
-        set -euo pipefail
-        (sha256sum -t "$MODEL" || shasum -a 256 "$MODEL") > checksum
-        echo "hash-${{ matrix.os }}=$(base64 -w0 checksum || base64 checksum)" >> "${GITHUB_OUTPUT}"
+    - name: Run Inference
+      run: python run_inference.py
 
-  provenance:
-    if: ${{ github.event_name != 'pull_request' }}
-    needs: [train]
-    strategy:
-        fail-fast: false # Don't cancel other jobs if one fails
-        matrix:
-          os: [ubuntu-latest, macos-latest, windows-latest]
-    runs-on: ubuntu-latest
-    permissions:
-      actions: read
-      id-token: write
-      contents: write
-    steps:
-      - name: Run SLSA Generator
-        uses: slsa-framework/slsa-github-generator/.github/workflows/[email protected]
-        with:
-          base64-subjects: ${{ needs.train.outputs.hash }}