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# BigCode

BigCode is an open scientific collaboration working on responsible training of large language models for coding applications. You can find more information on the main [website](https://www.bigcode-project.org/) or follow Big Code on [Twitter](https://twitter.com/BigCodeProject). In this organization you can find the artefacts of this collaboration: **StarCoder**, a state-of-the-art language model for code, **OctoPack**, artifacts for instruction tuning large code models, **The Stack**, the largest available pretraining dataset with perimssive code, and **SantaCoder**, a 1.1B parameter model for code.

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<details>
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    <h2>
      💫StarCoder
    </h2>
  </summary>
  StarCoder is a 15.5B parameters language model for code trained for 1T tokens on 80+ programming languages. It uses MQA for efficient generation, has 8,192 tokens context window and can do fill-in-the-middle.
  
  ### Models
  - [Paper](https://arxiv.org/abs/2305.06161): A technical report about StarCoder.
  - [GitHub](https://github.com/bigcode-project/starcoder/tree/main): All you need to know about using or fine-tuning StarCoder.
  - [StarCoder](https://huggingface.co/bigcode/starcoder): StarCoderBase further trained on Python.
  - [StarCoderBase](https://huggingface.co/bigcode/starcoderbase): Trained on 80+ languages from The Stack.
  - [StarCoder+](https://huggingface.co/bigcode/starcoderplus): StarCoderBase further trained on English web data.
  - [StarEncoder](https://huggingface.co/bigcode/starencoder): Encoder model trained on TheStack.
  - [StarPii](https://huggingface.co/bigcode/starpii): StarEncoder based PII detector.
  
  ### Tools & Demos
  - [StarCoder Playground](https://huggingface.co/spaces/bigcode/bigcode-playground): Write with StarCoder Models!
  - [VSCode Extension](https://marketplace.visualstudio.com/items?itemName=HuggingFace.huggingface-vscode): Code with StarCoder!
  - [StarChat](https://huggingface.co/spaces/HuggingFaceH4/starchat-playground): Chat with StarCoder!
  - [Tech Assistant Prompt](https://huggingface.co/datasets/bigcode/ta-prompt): With this prompt you can turn StarCoder into tech assistant.
  - [StarCoder Editor](https://huggingface.co/spaces/bigcode/bigcode-editor): Edit with StarCoder!
  
  ### Data & Governance
  - [Governance Card](https://huggingface.co/datasets/bigcode/governance-card): A card outlining the governance of the model.
  - [StarCoder License Agreement](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement): The model is licensed under the BigCode OpenRAIL-M v1 license agreement.
  - [StarCoder Data](https://huggingface.co/datasets/bigcode/starcoderdata): Pretraining dataset of StarCoder.
  - [StarCoder Search](https://huggingface.co/spaces/bigcode/search): Full-text search code in the pretraining dataset.
  - [StarCoder Membership Test](https://stack.dataportraits.org/): Blazing fast test if code was present in pretraining dataset.
</details>

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## 🐙OctoPack
OctoPack consists of data, evals & models relating to Code LLMs that follow human instructions.

- [Paper](https://arxiv.org/abs/2308.07124): Research paper with details about all components of OctoPack.
- [GitHub](https://github.com/bigcode-project/octopack): All code used for the creation of OctoPack.
- [CommitPack](https://huggingface.co/datasets/bigcode/commitpack): 4TB of Git commits.
- [Am I in the CommitPack](https://huggingface.co/spaces/bigcode/in-the-commitpack): Check if your code is in the CommitPack.
- [CommitPackFT](https://huggingface.co/datasets/bigcode/commitpackft): 2GB of high-quality Git commits that resemble instructions.
- [HumanEvalPack](https://huggingface.co/datasets/bigcode/humanevalpack): Benchmark for Code Fixing/Explaining/Synthesizing across Python/JavaScript/Java/Go/C++/Rust.
- [OctoCoder](https://huggingface.co/bigcode/octocoder): Instruction tuned model of StarCoder by training on CommitPackFT.
- [OctoCoder Demo](https://huggingface.co/spaces/bigcode/OctoCoder-Demo): Play with OctoCoder.
- [OctoGeeX](https://huggingface.co/bigcode/octogeex): Instruction tuned model of CodeGeeX2 by training on CommitPackFT.

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## 📑The Stack
The Stack is a 6.4TB of source code in 358 programming languages from permissive licenses.

- [The Stack](https://huggingface.co/datasets/bigcode/the-stack): Exact deduplicated version of The Stack.
- [The Stack dedup](https://huggingface.co/datasets/bigcode/the-stack-dedup): Near deduplicated version of The Stack (recommended for training).
- [The Stack issues](https://huggingface.co/datasets/bigcode/the-stack-github-issues): Collection of GitHub issues.
- [The Stack Metadata](https://huggingface.co/datasets/bigcode/the-stack-metadata): Metadata of the repositories in The Stack.
- [Am I in the Stack](https://huggingface.co/spaces/bigcode/in-the-stack): Check if your data is in The Stack and request opt-out.

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## 🎅SantaCoder
SantaCoder aka smol StarCoder: same architecture but only trained on Python, Java, JavaScript.

- [SantaCoder](https://huggingface.co/bigcode/santacoder): SantaCoder Model.
- [SantaCoder Demo](https://huggingface.co/spaces/bigcode/santacoder-demo): Write with SantaCoder.
- [SantaCoder Search](https://huggingface.co/spaces/bigcode/santacoder-search): Search code in the pretraining dataset.
- [SantaCoder License](https://huggingface.co/spaces/bigcode/license): The OpenRAIL license for SantaCoder.