Mixtral 8x7B - Mixture of Experts DOMINATES Other Models (Review, Testing, and Tutorial)

1. Mixtral 8x7B is a new model from Mistol AI.

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Mixtral 8x7B is a mixture of experts implementation that combines eight separate models into a single model.

• Mistol AI is the company behind the Mistol 7B model, which is an open source model with 7 billion parameters.
• Mixtral 8x7B outperforms Llama 270B, a 70 billion parameter model, while being four times faster.

2. Mixtral 8x7B is an open weight model.

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The model weights are available for download and can be fine-tuned.

• The model can be used for various tasks, including code generation and multilingual tasks.
• It performs well in science, particularly in mathematics and code generation.

3. Mixtral 8x7B selects two experts for inference.

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During inference, the model selects two experts out of the eight available.

• This selective approach allows the model to achieve high performance while using a smaller subset of the model.
• The model supports a context length of 32,000 tokens.

4. Mixtral 8x7B outperforms GPT 3.5 and Llama 270B on various benchmarks.

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Mixtral 8x7B performs on par with GPT 3.5 and significantly exceeds Llama 270B in most benchmarks.

• It performs particularly well in science, mathematics, and code generation.
• The model's performance is achieved with a smaller inference budget.

5. Mixtral 8x7B is not completely open source.

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The model weights are available for download, but the training code, data sets, and documentation are not provided.

• The release is referred to as an open weights release rather than open source.
• The model can be fine-tuned and used for inference.

6. Mixtral 8x7B requires significant computational resources.

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Running Mixtral 8x7B requires multiple A1 100 GPUs and can be costly.

• The model is resource-intensive and requires a high GPU memory.
• The inference speed is comparable to a 12 billion parameter model.

7. Mixtral 8x7B is the best open source model tested.

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Mixtral 8x7B is the best open source model tested, outperforming other models in terms of speed and performance.

• The model is highly efficient and can be used by a wide range of users.
• The fine-tuned and compressed versions of the model are highly anticipated.

8. Mixtral 8x7B is a game-changer for open source models.

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Mixtral 8x7B is a game-changer for open source models, offering superior performance and compression capabilities.

• The model's compression potential allows for wider accessibility and usage.
• The Monti versions of the model are expected to further enhance its capabilities.

9. Mixtral 8x7B is highly efficient and versatile.

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Mixtral 8x7B is highly efficient and versatile, making it suitable for various applications and user needs.

• The model's performance surpasses expectations and offers a wide range of possibilities.
• The model's compatibility with different hardware configurations makes it accessible to more users.