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NeuralChat

by Intel

Mistral-based Orca-finetuned chat model.
Text
Full
https://huggingface.co/Intel/neural-chat-7b-v3-3
Mistral-7B-v0.1
Neural-Chat-7B-v3.3
Apache-2.0
Intel, a major chip manufacturer.
https://huggingface.co/Intel
November 2023
Availability
Base Model Data
Mistral has not disclosed anything about its training data.
https://huggingface.co/mistralai/Mistral-7B-v0.1/discussions/8
End User Model Data
Dataset used for fine-tuning is shared and available
https://huggingface.co/datasets/Open-Orca/SlimOrcahttps://huggingface.co/datasets/meta-math/MetaMathQAhttps://huggingface.co/datasets/Intel/orca_dpo_pairs
Base Model Weights
Weights available through HuggingFace.
https://huggingface.co/mistralai/Mistral-7B-v0.1
End User Model Weights
Finetuned model made openly available by Intel.
https://huggingface.co/Intel/neural-chat-7b-v3-3
Training Code
Mistral base model is not open, but repo gives sample code for fine-tuning based on that.
https://github.com/intel/intel-extension-for-transformers/tree/main/intel_extension_for_transformers/neural_chat/examples/finetuning/finetune_neuralchat_v3
Documentation
Code Documentation
Mistral remains closed so only documentation pertains to fine-tuning steps, but that code is quite well documented, so partial.
https://github.com/intel/intel-extension-for-transformers/tree/main/intel_extension_for_transformers/neural_chat/examples/finetuning/finetune_neuralchat_v3#how-to-train-intelneural-chat-7b-v3-1-on-intel-gaudi2
Hardware Architecture
Described on HuggingFace model card and a Medium post.
https://medium.com/intel-analytics-software/the-practice-of-supervised-finetuning-and-direct-preference-optimization-on-habana-gaudi2-a1197d8a3cd3
Preprint
A medium post is apparently the only scientific documentation of this model.
https://medium.com/intel-analytics-software/the-practice-of-supervised-finetuning-and-direct-preference-optimization-on-habana-gaudi2-a1197d8a3cd3
Paper
No peer-reviewed paper found.
Modelcard
Model card provides limited information in desired categories.
https://huggingface.co/Intel/neural-chat-7b-v3-3
Datasheet
Datasheets contain differing amounts of information. No datasheet available for the base model.
https://huggingface.co/datasets/Open-Orca/SlimOrcahttps://huggingface.co/datasets/meta-math/MetaMathQAhttps://huggingface.co/datasets/Intel/orca_dpo_pairs
Access
Licenses
Apache-2.0, an OSI-approved license.
https://huggingface.co/Intel/neural-chat-7b-v3-1#fp32-inference-with-transformers
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