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README.md
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short_description: ' Upload PDFs, provide groundtruth, and compare various LLMs'
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short_description: ' Upload PDFs, provide groundtruth, and compare various LLMs'
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## How Pixeltable Makes This Possible
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1. **Unified Data Management**: Pixeltable seamlessly handles various data types - from PDFs to embeddings - in a single, coherent system.
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2. **Automatic Chunking and Indexing**: The DocumentSplitter and embedding indexing functionalities demonstrate Pixeltable's ability to prepare large documents for efficient retrieval.
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3. **Declarative Data Transformations**: Computed columns for context retrieval and prompt creation show how Pixeltable can express complex data operations simply and clearly.
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4. **Seamless Integration with AI Services**: The integration with OpenAI's API illustrates how Pixeltable can incorporate external AI services into data workflows.
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5. **Efficient Querying**: The `top_k` query function demonstrates Pixeltable's powerful querying capabilities, enabling fast similarity searches over large datasets.
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By unifying data management, transformation, and AI model integration, Pixeltable significantly reduces the complexity of building and deploying AI-powered applications like this RAG system.
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