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AlchemistCoder

by Shanghai AI Laboratory

About the model:

Open model trained by harmonizing different data sources. Multiple versions exist with different base models.

Model type:

Code

Model performance class:

Full

Link to the model:

https://huggingface.co/internlm/AlchemistCoder-DS-6.7B

Base models:

DeepSeek-Coder-6.7B-Base

End model:

AlchemistCoder-DS-6.7B

End model license:

Apache-2.0

About the organisation:

National-level Chinese research institute.

Link to the organisation:

https://www.shlab.org.cn/

Model release date:

May 2024

Availability

Base Model Data

GitHub is mentioned as a primary source for code data. For the rest the data mixture is left abstract.

https://arxiv.org/pdf/2401.14196

End User Model Data

The model makes use of both regular open-source data and synthetic data. Though the open-source data is outlined in the paper, the synthetic data generated is not provided.

https://arxiv.org/pdf/2405.19265

Base Model Weights

Weights available through HuggingFace.

https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-base

End User Model Weights

Weights available through HuggingFace.

https://huggingface.co/internlm/AlchemistCoder-DS-6.7B

Training Code

A repository exists which purportedly contains source code. However, this repository contains no code.

https://github.com/InternLM/AlchemistCoder/

Documentation

Code Documentation

No code available.

https://github.com/InternLM/AlchemistCoder/

Hardware Architecture

No hardware architecture outlined.

Preprint

Preprint made available on arXiv.

https://arxiv.org/pdf/2405.19265

Paper

Paper published in NIPS.

https://dl.acm.org/doi/abs/10.5555/3737916.3737987

Modelcard

Model card contains some information, mainly describing the model and providing usage instructions.

https://huggingface.co/internlm/AlchemistCoder-DS-6.7B

Datasheet

Data sheets available for some data sources, however synthetic data is not made publicly available.

https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1 https://huggingface.co/datasets/codefuse-ai/CodeExercise-Python-27k https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1

Access

Licenses

Model licensed under Apache-2.0.

https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md

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