DrNicefellow
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license: apache-2.0
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license: apache-2.0
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# Mixtral-8x7B--v0.1: Model 7
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## Model Description
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This model is the 7th extracted standalone model from the [mistralai/Mixtral-8x7B-v0.1](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1), using the [Mixtral Model Expert Extractor tool](https://github.com/MeNicefellow/Mixtral-Model-Expert-Extractor) I made. It is constructed by selecting the first expert from each Mixture of Experts (MoE) layer. The extraction of this model is experimental. It is expected to be worse than Mistral-7B.
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## Model Architecture
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The architecture of this model includes:
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- Multi-head attention layers derived from the base Mixtral model.
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- The first expert from each MoE layer, intended to provide a balanced approach to language understanding and generation tasks.
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- Additional layers and components as required to ensure the model's functionality outside the MoE framework.
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### Example
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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model_name = "DrNicefellow/Mistral-3-from-Mixtral-8x7B-v0.1"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name)
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text = "Today is a pleasant"
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input_ids = tokenizer.encode(text, return_tensors='pt')
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output = model.generate(input_ids)
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print(tokenizer.decode(output[0], skip_special_tokens=True))
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```
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## License
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This model is available under the Apache 2.0 License.
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## Discord Server
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Join our Discord server [here](https://discord.gg/xhcBDEM3).
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## License
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This model is open-sourced under the Apache 2.0 License. See the LICENSE file for more details.
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