# Pixeltable Documentation ## Docs - [Changelog](https://docs.pixeltable.com/changelog/changelog.md): Release history and updates for Pixeltable - [Agentic Patterns](https://docs.pixeltable.com/howto/cookbooks/agents/agentic-patterns.md) - [Use tool calling and MCP servers with LLMs](https://docs.pixeltable.com/howto/cookbooks/agents/llm-tool-calling.md) - [Build an agent with memory](https://docs.pixeltable.com/howto/cookbooks/agents/pattern-agent-memory.md) - [Look up structured data with retrieval UDFs](https://docs.pixeltable.com/howto/cookbooks/agents/pattern-data-lookup.md) - [Build a RAG pipeline](https://docs.pixeltable.com/howto/cookbooks/agents/pattern-rag-pipeline.md) - [Use a table pipeline as a reusable function](https://docs.pixeltable.com/howto/cookbooks/agents/pattern-table-as-udf.md) - [Extract audio from video](https://docs.pixeltable.com/howto/cookbooks/audio/audio-extract-from-video.md) - [Summarize podcasts and audio](https://docs.pixeltable.com/howto/cookbooks/audio/audio-summarize-podcast.md) - [Convert text to speech](https://docs.pixeltable.com/howto/cookbooks/audio/audio-text-to-speech.md) - [Transcribe audio files with Whisper](https://docs.pixeltable.com/howto/cookbooks/audio/audio-transcribe.md) - [Create custom aggregate functions (UDAs)](https://docs.pixeltable.com/howto/cookbooks/core/custom-aggregates-uda.md) - [Split data into multiple rows with iterators](https://docs.pixeltable.com/howto/cookbooks/core/data-split-rows.md) - [Get fast feedback on transformations](https://docs.pixeltable.com/howto/cookbooks/core/dev-iterative-workflow.md) - [Join tables to combine data](https://docs.pixeltable.com/howto/cookbooks/core/query-join-tables.md) - [Time Zones](https://docs.pixeltable.com/howto/cookbooks/core/time-zones.md) - [Track changes and revert to previous versions](https://docs.pixeltable.com/howto/cookbooks/core/version-control-history.md) - [Configure API keys for AI services](https://docs.pixeltable.com/howto/cookbooks/core/workflow-api-keys.md) - [Extract fields from LLM JSON responses](https://docs.pixeltable.com/howto/cookbooks/core/workflow-json-extraction.md) - [Add unique identifiers to your tables](https://docs.pixeltable.com/howto/cookbooks/core/workflow-uuid-identity.md) - [Export data for ML training](https://docs.pixeltable.com/howto/cookbooks/data/data-export-pytorch.md) - [Upload media to S3 and other cloud storage](https://docs.pixeltable.com/howto/cookbooks/data/data-export-s3.md) - [Export data to SQL databases](https://docs.pixeltable.com/howto/cookbooks/data/data-export-sql.md) - [Import data from CSV files](https://docs.pixeltable.com/howto/cookbooks/data/data-import-csv.md) - [Import data from Excel files](https://docs.pixeltable.com/howto/cookbooks/data/data-import-excel.md) - [Import data from Hugging Face datasets](https://docs.pixeltable.com/howto/cookbooks/data/data-import-huggingface.md) - [Import data from JSON files](https://docs.pixeltable.com/howto/cookbooks/data/data-import-json.md) - [Import data from Parquet files](https://docs.pixeltable.com/howto/cookbooks/data/data-import-parquet.md) - [Load media from S3 and other cloud storage](https://docs.pixeltable.com/howto/cookbooks/data/data-import-s3.md) - [Sample data for training and testing](https://docs.pixeltable.com/howto/cookbooks/data/data-sampling.md) - [Add watermarks to images](https://docs.pixeltable.com/howto/cookbooks/images/img-add-watermarks.md) - [Adjust image opacity](https://docs.pixeltable.com/howto/cookbooks/images/img-adjust-opacity.md) - [Apply image filters](https://docs.pixeltable.com/howto/cookbooks/images/img-apply-filters.md) - [Adjust image brightness and contrast](https://docs.pixeltable.com/howto/cookbooks/images/img-brightness-contrast.md) - [Detect objects in images](https://docs.pixeltable.com/howto/cookbooks/images/img-detect-objects.md) - [Compare object detection and panoptic segmentation](https://docs.pixeltable.com/howto/cookbooks/images/img-detection-vs-segmentation.md) - [Generate captions for images](https://docs.pixeltable.com/howto/cookbooks/images/img-generate-captions.md) - [Transform images with AI-powered editing](https://docs.pixeltable.com/howto/cookbooks/images/img-image-to-image.md) - [Transform images with PIL operations](https://docs.pixeltable.com/howto/cookbooks/images/img-pil-transforms.md) - [Convert color images to grayscale](https://docs.pixeltable.com/howto/cookbooks/images/img-rgb-to-grayscale.md) - [Visualize object detections](https://docs.pixeltable.com/howto/cookbooks/images/img-visualize-detections.md) - [Analyze images in batch with AI vision](https://docs.pixeltable.com/howto/cookbooks/images/vision-batch-analysis.md) - [Extract structured data from images](https://docs.pixeltable.com/howto/cookbooks/images/vision-structured-output.md) - [Create text embeddings with OpenAI](https://docs.pixeltable.com/howto/cookbooks/search/embed-text-openai.md) - [Build semantic search for text](https://docs.pixeltable.com/howto/cookbooks/search/search-semantic-text.md) - [Find similar images with CLIP](https://docs.pixeltable.com/howto/cookbooks/search/search-similar-images.md) - [Split documents into chunks for RAG](https://docs.pixeltable.com/howto/cookbooks/text/doc-chunk-for-rag.md) - [Extract text from PowerPoint, Word, and Excel files](https://docs.pixeltable.com/howto/cookbooks/text/doc-extract-text-from-office-files.md) - [Extract named entities from text](https://docs.pixeltable.com/howto/cookbooks/text/text-extract-entities.md) - [Summarize text with LLMs](https://docs.pixeltable.com/howto/cookbooks/text/text-summarize.md) - [Translate text between languages](https://docs.pixeltable.com/howto/cookbooks/text/text-translate.md) - [Add text overlays to videos](https://docs.pixeltable.com/howto/cookbooks/video/video-add-text-overlay.md) - [Extract frames from videos](https://docs.pixeltable.com/howto/cookbooks/video/video-extract-frames.md) - [Generate videos with AI](https://docs.pixeltable.com/howto/cookbooks/video/video-generate-ai.md) - [Generate thumbnails from videos](https://docs.pixeltable.com/howto/cookbooks/video/video-generate-thumbnails.md) - [Detect scene changes in videos](https://docs.pixeltable.com/howto/cookbooks/video/video-scene-detection.md) - [Infrastructure Setup](https://docs.pixeltable.com/howto/deployment/infrastructure.md): Code organization and storage architecture for Pixeltable deployments - [Monitoring & Performance](https://docs.pixeltable.com/howto/deployment/monitoring.md): Logging, resource monitoring, optimization, and rate limiting - [Production Operations](https://docs.pixeltable.com/howto/deployment/operations.md): Concurrency, error handling, schema evolution, and deployment patterns - [Deployment Overview](https://docs.pixeltable.com/howto/deployment/overview.md): Choose the right deployment strategy for your Pixeltable application - [Security & Backup](https://docs.pixeltable.com/howto/deployment/security.md): Backup strategies, recovery procedures, and security best practices - [Working with Anthropic in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-anthropic.md) - [Working with Bedrock in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-bedrock.md) - [Working with BFL FLUX in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-bfl.md) - [Working with Deepseek in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-deepseek.md) - [Working with Microsoft Fabric](https://docs.pixeltable.com/howto/providers/working-with-fabric.md) - [Working with fal.ai in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-fal.md) - [Working with Fireworks AI in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-fireworks.md) - [Working with Gemini in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-gemini.md) - [Working with Groq in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-groq.md) - [Working with Hugging Face](https://docs.pixeltable.com/howto/providers/working-with-hugging-face.md) - [Working with Jina AI in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-jina.md) - [Working with llama.cpp in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-llama-cpp.md) - [Working with Mistral AI in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-mistralai.md) - [Working with Ollama in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-ollama.md) - [Working with OpenAI in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-openai.md) - [Working with OpenRouter in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-openrouter.md) - [Working with Pydantic in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-pydantic.md) - [Working with Replicate in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-replicate.md) - [Working with Reve in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-reve.md) - [Working with Tigris in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-tigris.md) - [Working with Together AI in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-together.md) - [Working with Twelve Labs in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-twelvelabs.md) - [Working with Voyage AI in Pixeltable](https://docs.pixeltable.com/howto/providers/working-with-voyageai.md) - [Transcribing and Indexing Audio and Video in Pixeltable](https://docs.pixeltable.com/howto/use-cases/audio-transcriptions.md) - [Object Detection in Videos](https://docs.pixeltable.com/howto/use-cases/object-detection-in-videos.md) - [Document Indexing and RAG](https://docs.pixeltable.com/howto/use-cases/rag-demo.md) - [RAG Operations in Pixeltable](https://docs.pixeltable.com/howto/use-cases/rag-operations.md) - [Using Label Studio for Annotations with Pixeltable](https://docs.pixeltable.com/howto/using-label-studio-with-pixeltable.md) - [Working with Voxel51 for Visualization in Pixeltable](https://docs.pixeltable.com/howto/working-with-fiftyone.md) - [Cloud Storage](https://docs.pixeltable.com/integrations/cloud-storage.md): Store and manage media files in cloud storage providers like S3, GCS, Azure, and more - [Embedding Models](https://docs.pixeltable.com/integrations/embedding-model.md): Learn how to integrate custom embedding models with Pixeltable - [Ecosystem](https://docs.pixeltable.com/integrations/frameworks.md): Explore Pixeltable ecosystem of built-in integrations for AI/ML workflows - [Model Hub & Repositories](https://docs.pixeltable.com/integrations/models.md): Explore pre-trained models and integrations available in Pixeltable - [Agent Frameworks](https://docs.pixeltable.com/migrate/from-agent-frameworks.md): How AI agent concepts map from LangGraph, CrewAI, and similar frameworks to Pixeltable - [DIY Data Pipeline](https://docs.pixeltable.com/migrate/from-diy-data-pipeline.md): Replace custom scripts, DVC, Airflow, and manual processing with declarative tables - [RDBMS & Vector DBs](https://docs.pixeltable.com/migrate/from-rdbms-vectordbs.md): Replace Postgres + Pinecone + LangChain RAG stacks with a single declarative system - [Building with LLMs](https://docs.pixeltable.com/overview/building-pixeltable-with-llms.md): Use AI coding tools to build Pixeltable applications faster - [What is Pixeltable?](https://docs.pixeltable.com/overview/pixeltable.md): Data Infrastructure providing a declarative, incremental approach for multimodal AI - [Quick Start](https://docs.pixeltable.com/overview/quick-start.md): The fastest way to get started using Pixeltable - [10-Minute Tour](https://docs.pixeltable.com/overview/ten-minute-tour.md) - [Configuration](https://docs.pixeltable.com/platform/configuration.md): Complete guide to configuring Pixeltable - [Data Sharing](https://docs.pixeltable.com/platform/data-sharing.md) - [Embedding Indices](https://docs.pixeltable.com/platform/embedding-indexes.md) - [External Files](https://docs.pixeltable.com/platform/external-files.md) - [Iterators](https://docs.pixeltable.com/platform/iterators.md): Learn about iterators for processing documents, videos, audio, and images - [Multimodal Type System](https://docs.pixeltable.com/platform/type-system.md): Understanding Pixeltable types for structured data, media, and ML workflows - [UDFs in Pixeltable](https://docs.pixeltable.com/platform/udfs-in-pixeltable.md) - [Version Control and Lineage](https://docs.pixeltable.com/platform/version-control.md): Automatic versioning, time travel queries, and full data lineage tracking - [Views](https://docs.pixeltable.com/platform/views.md): Learn how to create and use virtual derived tables in Pixeltable through views - 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