commit 85e3d8b52a48a29f422cb2a16c6b3da85b1f4502 Author: ModelHub XC Date: Wed May 6 16:50:39 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: RedHatAI/Sparse-Llama-3.1-8B-evolcodealpaca-2of4 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..fa67d37 --- /dev/null +++ b/README.md @@ -0,0 +1,64 @@ +--- +tags: +- vllm +- sparsity +pipeline_tag: text-generation +license: llama3.1 +base_model: neuralmagic/Sparse-Llama-3.1-8B-2of4 +datasets: +- theblackcat102/evol-codealpaca-v1 +language: +- en +--- + +# Sparse-Llama-3.1-8B-evolcodealpaca-2of4 + +## Model Overview +- **Model Architecture:** Llama-3.1-8B + - **Input:** Text + - **Output:** Text +- **Model Optimizations:** + - **Sparsity:** 2:4 +- **Release Date:** 11/21/2024 +- **Version:** 1.0 +- **License(s):** [llama3.1](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B/blob/main/LICENSE) +- **Model Developers:** Neural Magic + +This is a code completion AI model obtained by fine-tuning the 2:4 sparse [Sparse-Llama-3.1-8B-2of4](https://huggingface.co/neuralmagic/Sparse-Llama-3.1-8B-2of4) on the [evol-codealpaca-v1](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1) dataset. +On the [HumanEval](https://arxiv.org/abs/2107.03374) benchmark, it achieves a pass@1 of 49.1, compared to 48.5 for the fine-tuned dense model [Llama-3.1-8B-evolcodealpaca](https://huggingface.co/neuralmagic/Llama-3.1-8B-evolcodealpaca) — demonstrating over **100% accuracy recovery**. + + +### Model Optimizations + +This inherits the optimizations from its parent, [Sparse-Llama-3.1-8B-2of4](https://huggingface.co/neuralmagic/Sparse-Llama-3.1-8B-2of4). +Namely, all linear operators within transformer blocks were pruned to the 2:4 sparsity pattern: in each group of four weights, two are retained while two are pruned. + + +## Deployment with vLLM + +This model can be deployed efficiently using the [vLLM](https://docs.vllm.ai/en/latest/) backend. vLLM aslo supports OpenAI-compatible serving. See the [documentation](https://docs.vllm.ai/en/latest/) for more details. + + +## Evaluation + +This model was evaluated on Neural Magic's fork of [EvalPlus](https://github.com/neuralmagic/evalplus). + +### Accuracy +#### Human Benchmark + + + + + + + + + + + + + + + + +
MetricLlama-3.1-8B-evolcodealpacaSparse-Llama-3.1-8B-evolcodealpaca-2of4
HumanEval pass@148.549.1
HumanEval+ pass@144.246.3
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