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  # Llama-2-7b-pruned70-retrained-evolcodealpaca-quant-ds
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- This repo contains a [70% sparse Llama 2 7B](https://huggingface.co/neuralmagic/Llama-2-7b-pruned70-retrained) finetuned for code generation tasks using the [Evolved CodeAlpaca](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1) dataset.
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  It was then quantized to 8-bit weights + activations and exported to deploy with [DeepSparse](https://github.com/neuralmagic/deepsparse), a CPU inference runtime for sparse models.
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  **Authors**: Neural Magic, Cerebras
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  Model evaluation metrics and results.
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- | Benchmark | Metric | Llama-2-7b-instruct | Llama-2-7b-pruned70-retrained-evolcodealpaca-quant-ds |
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  |------------------------------------------------|---------------|-------------|-------------------------------|
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- | [HumanEval](https://arxiv.org/abs/2107.03374) | pass@1 | xxxx | xxxx |
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  ## Help
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  # Llama-2-7b-pruned70-retrained-evolcodealpaca-quant-ds
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+ This repo contains a [70% sparse Llama 2 7B](https://huggingface.co/neuralmagic/Llama-2-7b-pruned70-retrained-evolcodealpaca) finetuned for code generation tasks using the [Evolved CodeAlpaca](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1) dataset.
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  It was then quantized to 8-bit weights + activations and exported to deploy with [DeepSparse](https://github.com/neuralmagic/deepsparse), a CPU inference runtime for sparse models.
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  **Authors**: Neural Magic, Cerebras
 
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  Model evaluation metrics and results.
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+ | Benchmark | Metric | Llama-2-7b-evolcodealpaca | Llama-2-7b-pruned70-retrained-evolcodealpaca-quant-ds |
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  |------------------------------------------------|---------------|-------------|-------------------------------|
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+ | [HumanEval](https://arxiv.org/abs/2107.03374) | pass@1 | 32.03 | 34.76 |
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  ## Help
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