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Magicoder

by Intelligent Software Engineering

About the model:

Coder model by student team at UIUC

Model type:

Code

Model performance class:

Full

Link to the model:

https://huggingface.co/ise-uiuc/Magicoder-S-CL-7B

Base models:

Llama-2-7B

End model:

Magicoder-S-CL-7B

End model license:

Llama 2 Community License Agreement

About the organisation:

Student team at University of Illinois Urbana-Champaign.

Link to the organisation:

https://github.com/ise-uiuc

Model release date:

December 2023

Availability

Base Model Data

Data nowhere disclosed or documented, and described only in the vaguest terms in a corporate preprint released by Meta

https://ai.meta.com/research/publications/llama-2-open-foundation-and-fine-tuned-chat-models/

End User Model Data

Datasets for instruct-tuning published on HuggingFace.

https://huggingface.co/datasets/ise-uiuc/Magicoder-OSS-Instruct-75K https://huggingface.co/datasets/ise-uiuc/Magicoder-Evol-Instruct-110K

Base Model Weights

Download only after requesting access; requires signing a consent form

https://ai.meta.com/resources/models-and-libraries/llama-downloads/

End User Model Weights

Model available on HuggingFace.

https://huggingface.co/ise-uiuc/Magicoder-S-CL-7B

Training Code

Repos exists, but only tuning code is available.

https://github.com/meta-llama/codellama https://github.com/ise-uiuc/magicoder

Documentation

Code Documentation

End model training repo sparsely documented.

https://github.com/ise-uiuc/magicoder/blob/main/README.md

Hardware Architecture

Hardware architecture discussed in aggregate and with a low level of detail in the model's paper.

https://arxiv.org/pdf/2308.12950

Preprint

Preprint available through arXiv.

https://arxiv.org/pdf/2312.02120

Paper

Paper published in ICML.

https://dl.acm.org/doi/10.5555/3692070.3694228

Modelcard

Model card provides some information about training and inference, however mostly contains usage instructions.

https://huggingface.co/meta-llama/CodeLlama-70b-Instruct-hf

Datasheet

Datasheets found with scarce detail.

https://huggingface.co/datasets/ise-uiuc/Magicoder-OSS-Instruct-75K https://huggingface.co/datasets/ise-uiuc/Magicoder-OSS-Instruct-75K

Access

Licenses

Llama 2 Community License Agreement, not an OSI-approved license.

https://huggingface.co/meta-llama/CodeLlama-70b-Instruct-hf#model-details

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