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[Installation](https://pixeltable.github.io/pixeltable/getting-started/) | [Documentation](https://pixeltable.readme.io/) | [API Reference](https://pixeltable.github.io/pixeltable/) | [Code Samples](https://github.com/pixeltable/pixeltable?tab=readme-ov-file#-code-samples) | [Computer Vision](https://docs.pixeltable.com/docs/object-detection-in-videos) | [LLM](https://docs.pixeltable.com/docs/document-indexing-and-rag)
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Pixeltable is a Python library providing a declarative interface for multimodal data (text, images, audio, video). It features built-in versioning, lineage tracking, and incremental updates, enabling users to **store**, **transform**, **index**, and **iterate** on data for their ML workflows.
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Data transformations, model inference, and custom logic are embedded as **computed columns**.
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- **Load/Query all data types**: Interact with [video data](https://github.com/pixeltable/pixeltable?tab=readme-ov-file#import-media-data-into-pixeltable-videos-images-audio) at the [frame level](https://github.com/pixeltable/pixeltable?tab=readme-ov-file#text-and-image-similarity-search-on-video-frames-with-embedding-indexes) and documents at the [chunk level](https://github.com/pixeltable/pixeltable?tab=readme-ov-file#automate-data-operations-with-views-eg-split-documents-into-chunks)
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- **Incremental updates for data transformation**: Maintain an [embedding index](https://docs.pixeltable.com/docs/embedding-vector-indexes) colocated with your data
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- **Lazy evaluation and cache management**: Eliminates the need for [manual frame extraction](https://docs.pixeltable.com/docs/object-detection-in-videos)
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- **Integrates with any Python libraries**: Use [built-in and custom functions (UDFs)](https://docs.pixeltable.com/docs/user-defined-functions-udfs) without complex pipelines
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- **Data format agnostic and extensibility**: Access tables as Parquet files, [PyTorch datasets](https://pixeltable.github.io/pixeltable/api/data-frame/#pixeltable.DataFrame.to_pytorch_dataset), or [COCO annotations](https://pixeltable.github.io/pixeltable/api/table/#pixeltable.Table.to_coco_dataset)
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## 💾 Installation
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```python
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pip install pixeltable
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```
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**Pixeltable is persistent. Unlike in-memory Python libraries such as Pandas, Pixeltable is a database.**
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## 🧱 Code Samples
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frames_view.order_by(sim, asc=False).limit(5).select(frames_view.frame, sim=sim).collect()
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```
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Learn how to work with [Embedding and Vector Indexes](https://docs.pixeltable.com/docs/embedding-vector-indexes).
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## 🐛 Contributions & Feedback
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Are you experiencing issues or bugs with Pixeltable? File an [Issue](https://github.com/pixeltable/pixeltable/issues).
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</br>Do you want to contribute? Feel free to open a [PR](https://github.com/pixeltable/pixeltable/pulls).
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[Installation](https://pixeltable.github.io/pixeltable/getting-started/) | [Documentation](https://pixeltable.readme.io/) | [API Reference](https://pixeltable.github.io/pixeltable/) | [Code Samples](https://github.com/pixeltable/pixeltable?tab=readme-ov-file#-code-samples) | [Computer Vision](https://docs.pixeltable.com/docs/object-detection-in-videos) | [LLM](https://docs.pixeltable.com/docs/document-indexing-and-rag)
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</div>
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Pixeltable is a Python library providing a declarative interface for multimodal data (text, images, audio, video). It features built-in versioning, lineage tracking, and incremental updates, enabling users to **store**, **transform**, **index**, and **iterate** on data for their ML workflows. Data transformations, model inference, and custom logic are embedded as **computed columns**. **Pixeltable is persistent. Unlike in-memory Python libraries such as Pandas, Pixeltable is a database.**
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## 🧱 Code Samples
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frames_view.order_by(sim, asc=False).limit(5).select(frames_view.frame, sim=sim).collect()
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```
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Learn how to work with [Embedding and Vector Indexes](https://docs.pixeltable.com/docs/embedding-vector-indexes).
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