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セマンティック埋め込み

  • GenAI Processors streamlines building generative AI pipelines with customizable data loading, processing, retrieval, and LLM orchestration modules.
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    What is GenAI Processors?
    GenAI Processors provides a library of reusable, configurable processors to build end-to-end generative AI workflows. Developers can ingest documents, break them into semantic chunks, generate embeddings, store and query vectors, apply retrieval strategies, and dynamically construct prompts for large language model calls. Its plug-and-play design allows easy extension of custom processing steps, seamless integration with Google Cloud services or external vector stores, and orchestration of complex RAG pipelines for tasks such as question answering, summarization, and knowledge retrieval.
    GenAI Processors Core Features
    • Document ingestion and parsing
    • Text chunking and semantic segmentation
    • Embedding generation with configurable models
    • Vector store integration (e.g., FAISS, Vertex AI Matching Engine)
    • Retrieval strategies and similarity search
    • Prompt templating and dynamic prompt construction
    • LLM orchestration and API calls
    • Custom processor creation and extension
    • Pipeline orchestration and monitoring
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