- qlora_pdf_pipeline.py: 6-step QLoRA fine-tuning pipeline (S3 PDFs → prepare data → train → evaluate → push to Gitea → MLflow) - .gitea/workflows/compile-upload.yaml: auto-compile and upload all pipelines to Kubeflow on push, with ntfy notifications
222 lines
7.8 KiB
YAML
222 lines
7.8 KiB
YAML
name: Compile and Upload Pipelines
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on:
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push:
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branches: [main]
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paths:
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- "**/*_pipeline.py"
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- "**/*pipeline*.py"
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workflow_dispatch:
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env:
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NTFY_URL: http://ntfy.observability.svc.cluster.local:80
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KUBEFLOW_HOST: http://ml-pipeline.kubeflow.svc.cluster.local:8888
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jobs:
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compile-and-upload:
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name: Compile & Upload
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runs-on: ubuntu-latest
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outputs:
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compiled: ${{ steps.compile.outputs.compiled }}
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failed: ${{ steps.compile.outputs.failed }}
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uploaded: ${{ steps.upload.outputs.uploaded }}
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upload_failed: ${{ steps.upload.outputs.failed }}
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version: ${{ steps.upload.outputs.version }}
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uploaded_names: ${{ steps.upload.outputs.uploaded_names }}
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failed_names: ${{ steps.upload.outputs.failed_names }}
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steps:
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- name: Checkout
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uses: actions/checkout@v4
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- name: Set up Python
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uses: actions/setup-python@v5
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with:
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python-version: "3.13"
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- name: Install KFP
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run: pip install kfp==2.12.1
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- name: Discover pipeline files
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id: discover
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run: |
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# Find all pipeline Python files
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FILES=$(find . -maxdepth 1 -name '*_pipeline.py' -o -name '*pipeline*.py' | sort)
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COUNT=$(echo "$FILES" | grep -c '.' || true)
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echo "files<<EOF" >> $GITHUB_OUTPUT
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echo "$FILES" >> $GITHUB_OUTPUT
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echo "EOF" >> $GITHUB_OUTPUT
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echo "count=$COUNT" >> $GITHUB_OUTPUT
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echo "Found $COUNT pipeline files:"
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echo "$FILES"
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- name: Compile pipelines
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id: compile
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run: |
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COMPILED=0
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FAILED=0
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COMPILED_LIST=""
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FAILED_LIST=""
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for py_file in ${{ steps.discover.outputs.files }}; do
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name=$(basename "$py_file" .py)
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echo "::group::Compiling $name"
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if python "$py_file"; then
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yaml_file="${name}.yaml"
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if [ -f "$yaml_file" ]; then
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echo "✓ Compiled $name → $yaml_file"
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COMPILED=$((COMPILED + 1))
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COMPILED_LIST="${COMPILED_LIST}${name}\n"
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else
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echo "✗ $name produced no YAML output"
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FAILED=$((FAILED + 1))
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FAILED_LIST="${FAILED_LIST}${name}\n"
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fi
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else
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echo "✗ Failed to compile $name"
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FAILED=$((FAILED + 1))
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FAILED_LIST="${FAILED_LIST}${name}\n"
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fi
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echo "::endgroup::"
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done
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echo "compiled=$COMPILED" >> $GITHUB_OUTPUT
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echo "failed=$FAILED" >> $GITHUB_OUTPUT
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echo "compiled_list<<EOF" >> $GITHUB_OUTPUT
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echo -e "$COMPILED_LIST" >> $GITHUB_OUTPUT
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echo "EOF" >> $GITHUB_OUTPUT
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echo "failed_list<<EOF" >> $GITHUB_OUTPUT
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echo -e "$FAILED_LIST" >> $GITHUB_OUTPUT
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echo "EOF" >> $GITHUB_OUTPUT
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echo ""
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echo "=== Summary ==="
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echo "Compiled: $COMPILED"
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echo "Failed: $FAILED"
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if [ "$FAILED" -gt 0 ]; then
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echo "::warning::$FAILED pipeline(s) failed to compile"
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fi
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- name: Upload pipelines to Kubeflow
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id: upload
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run: |
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python3 << 'UPLOAD_SCRIPT'
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import os
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import sys
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from pathlib import Path
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from datetime import datetime
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from kfp import Client
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host = os.environ["KUBEFLOW_HOST"]
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print(f"Connecting to Kubeflow at {host}")
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try:
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client = Client(host=host)
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client.list_pipelines(page_size=1)
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print("Connected to Kubeflow Pipelines")
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except Exception as e:
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print(f"ERROR: Cannot connect to Kubeflow: {e}")
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sys.exit(1)
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# Get all compiled YAML files
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yaml_files = sorted(Path(".").glob("*_pipeline.yaml"))
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if not yaml_files:
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yaml_files = sorted(Path(".").glob("*pipeline*.yaml"))
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uploaded = 0
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failed = 0
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uploaded_names = []
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failed_names = []
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version_tag = f"v{datetime.now().strftime('%Y%m%d-%H%M%S')}"
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for yaml_path in yaml_files:
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pipeline_name = yaml_path.stem.replace("_", "-")
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print(f"\n--- {pipeline_name} ---")
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try:
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# Check if pipeline already exists
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existing = None
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all_pipelines = client.list_pipelines(page_size=200)
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if all_pipelines.pipelines:
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for p in all_pipelines.pipelines:
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if p.display_name == pipeline_name:
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existing = p
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break
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if existing:
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print(f" Updating: {pipeline_name} ({existing.pipeline_id})")
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client.upload_pipeline_version(
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pipeline_package_path=str(yaml_path),
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pipeline_version_name=version_tag,
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pipeline_id=existing.pipeline_id,
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)
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else:
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print(f" Creating: {pipeline_name}")
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client.upload_pipeline(
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pipeline_package_path=str(yaml_path),
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pipeline_name=pipeline_name,
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)
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uploaded += 1
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uploaded_names.append(pipeline_name)
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print(f" ✓ Done")
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except Exception as e:
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failed += 1
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failed_names.append(pipeline_name)
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print(f" ✗ Error: {e}")
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# Write outputs
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with open(os.environ["GITHUB_OUTPUT"], "a") as f:
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f.write(f"uploaded={uploaded}\n")
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f.write(f"failed={failed}\n")
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f.write(f"version={version_tag}\n")
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f.write(f"uploaded_names={', '.join(uploaded_names)}\n")
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f.write(f"failed_names={', '.join(failed_names)}\n")
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print(f"\n=== Upload Summary ===")
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print(f"Uploaded: {uploaded}")
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print(f"Failed: {failed}")
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if failed > 0:
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sys.exit(1)
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UPLOAD_SCRIPT
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notify:
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name: Notify
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runs-on: ubuntu-latest
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needs: [compile-and-upload]
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if: always()
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steps:
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- name: Notify on success
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if: needs.compile-and-upload.result == 'success'
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run: |
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curl -s \
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-H "Title: ✅ Pipelines uploaded to Kubeflow" \
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-H "Priority: default" \
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-H "Tags: white_check_mark,rocket" \
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-H "Click: ${{ gitea.server_url }}/${{ gitea.repository }}/actions/runs/${{ gitea.run_id }}" \
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-d "Branch: ${{ gitea.ref_name }}
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Commit: ${{ gitea.event.head_commit.message || gitea.sha }}
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Compiled: ${{ needs.compile-and-upload.outputs.compiled || '?' }} pipeline(s)
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Uploaded: ${{ needs.compile-and-upload.outputs.uploaded || '?' }} pipeline(s)
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Version: ${{ needs.compile-and-upload.outputs.version || 'n/a' }}" \
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${{ env.NTFY_URL }}/gitea-ci
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- name: Notify on failure
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if: needs.compile-and-upload.result == 'failure'
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run: |
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curl -s \
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-H "Title: ❌ Pipeline upload failed" \
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-H "Priority: high" \
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-H "Tags: x,rocket" \
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-H "Click: ${{ gitea.server_url }}/${{ gitea.repository }}/actions/runs/${{ gitea.run_id }}" \
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-d "Branch: ${{ gitea.ref_name }}
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Commit: ${{ gitea.event.head_commit.message || gitea.sha }}
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Compiled: ${{ needs.compile-and-upload.outputs.compiled || '?' }}, Failed compile: ${{ needs.compile-and-upload.outputs.failed || '?' }}
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Upload failures: ${{ needs.compile-and-upload.outputs.failed_names || 'unknown' }}
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Check logs for details." \
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${{ env.NTFY_URL }}/gitea-ci
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