llm-app
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
Discover how Pathway's multimodal RAG pipeline leverages GPT-4o to extract and index tables and charts from PDFs. Learn about its advanced data extraction and retrieval capabilities.
How to Migrate Existing Pinecone, Weaviate, or Qdrant Vector Database Implementations to PathwayEasily migrate Pinecone, Weaviate, or Qdrant vector databases to Pathway. Replace SDK calls with Pathway's VectorStoreServer and VectorStoreClient for faster ANN and hybrid search.
Key Differences Between question_answering_rag, document_indexing, and adaptive_rag Templates in Pathway LLM-AppUnderstand the key differences between Pathway LLM-App's question_answering_rag, document_indexing, and adaptive_rag templates. Choose the best RAG solution for your needs.
How to Implement Multi-Tenant Isolation in Pathway RAG ApplicationsLearn to implement multi-tenant isolation in Pathway RAG applications by deploying separate pipeline instances per tenant. Secure credentials persistence and network ports for robust isolation.
usearch Vector Indexing Performance at Scale: Handling Millions of Documents in Pathway LLM-AppDiscover usearch vector indexing performance at scale. Pathway LLM-App handles millions of documents with sub-millisecond query latency using HNSW and SIMD acceleration.
How to Customize the REST API Response Schema in QASummaryRestServer: 3 Methods ExplainedLearn to customize the REST API response schema in QASummaryRestServer with 3 methods. Utilize request flags, the answer schema parameter, or subclassing for full control.
Best Practices for Deploying Pathway Apps on Kubernetes and Cloud ContainersDeploy Pathway apps effortlessly on Kubernetes and cloud containers. Discover best practices for seamless application deployment and management. Learn how Pathway containers integrate smoothly.
How Pathway Handles Rate Limiting and Retry Logic for LLM API CallsLearn how Pathway's LLM wrappers manage rate limiting and retry logic with configurable exponential backoff and fixed delay policies. Handle API errors and network failures seamlessly.
How to Implement Real-Time Alerting When Document Content Changes in PathwayImplement real-time alerting for document changes with Pathway. Get instant Slack notifications when query answers change in connected sources like Google Drive using the drive_alert template.
Monitoring and Logging Options in LLM-App: Beyond MonitoringLevel.NONEExplore LLM-App monitoring and logging beyond NONE. Discover BASIC and DETAILED levels for runtime metrics, Prometheus, and OpenTelemetry.
How Pathway Handles Authentication with Google Drive, SharePoint, and S3 Data SourcesLearn how Pathway handles authentication with Google Drive, SharePoint, and S3 data sources using service accounts, client certificates, and AWS credentials for seamless data access.
How to Configure persistence_backend for Distributed Pathway Deployments: A Complete GuideConfigure persistence_backend for distributed Pathway deployments by setting it to shared storage like S3 GCS or PostgreSQL in app.yaml Ensure identical worker configurations for a coherent cluster cache
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