Merge pull request #591 from zackproser/post-how-to-fine-tune-llama-o… #87
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| name: Upsert embeddings for changed MDX files | |
| on: | |
| push: | |
| branches: | |
| - main | |
| jobs: | |
| changed_files: | |
| runs-on: ubuntu-latest | |
| name: Process Changed Blog Embeddings | |
| steps: | |
| - uses: actions/checkout@v4 | |
| with: | |
| fetch-depth: 0 # Ensures a full clone of the repository | |
| - name: Get changed files | |
| id: changed-files | |
| uses: tj-actions/changed-files@v44 | |
| - name: List all changed files | |
| run: | | |
| echo "Changed MDX Files:" | |
| CHANGED_MDX_FILES=$(echo "${{ steps.changed-files.outputs.all_changed_files }}" | grep '\.mdx$') | |
| echo "$CHANGED_MDX_FILES" | |
| echo "CHANGED_MDX_FILES<<EOF" >> $GITHUB_ENV | |
| echo "$CHANGED_MDX_FILES" >> $GITHUB_ENV | |
| echo "EOF" >> $GITHUB_ENV | |
| - name: Set API keys from secrets | |
| run: | | |
| echo "OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY }}" >> $GITHUB_ENV | |
| echo "PINECONE_API_KEY=${{ secrets.PINECONE_API_KEY }}" >> $GITHUB_ENV | |
| - name: Install dependencies | |
| if: env.CHANGED_MDX_FILES | |
| run: | | |
| pip install langchain_community langchain_pinecone langchain_openai langchain unstructured langchainhub | |
| - name: Process and upsert blog embeddings if changed | |
| if: env.CHANGED_MDX_FILES | |
| run: | | |
| python -c " | |
| import os | |
| from langchain_pinecone import PineconeVectorStore | |
| from langchain_openai import OpenAIEmbeddings | |
| from langchain.docstore.document import Document | |
| # Manually load changed documents | |
| changed_files = os.getenv('CHANGED_MDX_FILES').split() | |
| docs = [Document(page_content=open(file, 'r').read(), metadata={'source': 'local', 'name': file}) for file in changed_files if file.endswith('.mdx')] | |
| # Initialize embeddings and vector store | |
| embeddings = OpenAIEmbeddings(model='text-embedding-3-large') | |
| index_name = 'zack-portfolio-3072' | |
| vectorstore = PineconeVectorStore(embedding=embeddings, index_name=index_name) | |
| vectorstore.add_documents(docs) | |
| " | |
| - name: Verify and log vector store status | |
| if: env.CHANGED_MDX_FILES | |
| run: | | |
| python -c " | |
| import os | |
| from pinecone import Pinecone | |
| pc = Pinecone(api_key=os.environ['PINECONE_API_KEY']) | |
| index = pc.Index('zack-portfolio-3072') | |
| print(index.describe_index_stats()) | |
| " |