Mixtral-8x7b Model

**Overview**

The Mixtral_8x7b models are large language models (LLMs) developed by Mistral AI. The models provided in this listing are

- [Mixtral_8x7B_v0_1](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1)
- [Mixtral_8x7B_Instruct_v0_1](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1)

The models are packaged using MLflow’s transformers flavor.
- [Mixtral_8x7B_Instruct_v0_1](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1): fine-tuned for dialogue-based use cases.
- [Mixtral_8x7B_v0_1](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1): pretrained generative text model that can be used for further fine-tuning on specific applications.

Mixtral_8x7b models are licensed under the [Apache 2.0 license](https://choosealicense.com/licenses/apache-2.0). By installing this listing, you acknowledge and agree to the license.

For example notebooks of using the mixtral_8x7b model in various use cases on Databricks, refer to [the Databricks ML example repository](https://github.com/databricks/databricks-ml-examples/tree/master/llm-models/mixtral-8x7b).

**Use cases**

[Mixtral_8x7B_Instruct_v0_1](https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1):
- Generating responses to text-based instructions
- Chatbots and conversational AI systems

[Mixtral_8x7B_v0_1](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1):
- Fine-tuning on specific applications.

**Product details**

The pre-trained model can be used for further fine-tuning on specific applications. The fine-tuned model in this listing can be deployed directly to Databricks Model Serving for immediate use, or loaded for fine-tuning or batch inference use cases. For more details, install the listing and view the provided model cards for each model.

搜集汇总

背景与挑战

背景概述

Mixtral-8x7b模型是由Mistral AI开发的大语言模型，包含预训练版本和针对对话任务优化的指令微调版本。该模型采用MLflow打包，适用于生成文本响应、构建聊天机器人以及特定应用的进一步微调，并基于Apache 2.0许可证发布。