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--- |
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base_model: Qwen/Qwen2-7B |
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library_name: transformers |
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license: apache-2.0 |
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language: |
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- en |
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pipeline_tag: text-generation |
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tags: |
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- conversational |
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quantized_by: fedric95 |
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--- |
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## Llamacpp Quantizations of Meta-Llama-3.1-8B |
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Using <a href="https://github.com/ggerganov/llama.cpp/">llama.cpp</a> release <a href="https://github.com/ggerganov/llama.cpp/releases/tag/b3583">b3583</a> for quantization. |
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Original model: https://huggingface.co/google/Qwen2-7B |
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## Download a file (not the whole branch) from below: |
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| Filename | Quant type | File Size | Perplexity (wikitext-2-raw-v1.test) | |
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| -------- | ---------- | --------- | ----------- | |
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| [Qwen2-7B.BF16.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B.BF16.gguf) | BF16 | 15.2GB | coming_soon | |
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| [Qwen2-7B-Q8_0.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q8_0.gguf) | Q8_0 | 8.1GB | 7.3817 +/- 0.04777 | |
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| [Qwen2-7B-Q6_K.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q6_K.gguf) | Q6_K | 6.25GB | 7.3914 +/- 0.04776 | |
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| [Qwen2-7B-Q5_K_M.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q5_K_M.gguf) | Q5_K_M | 5.44GB | 7.4067 +/- 0.04794 | |
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| [Qwen2-7B-Q5_K_S.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q5_K_S.gguf) | Q5_K_S | 5.32GB | 7.4291 +/- 0.04822 | |
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| [Qwen2-7B-Q4_K_M.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q4_K_M.gguf) | Q4_K_M | 4.68GB | 7.4796 +/- 0.04856 | |
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| [Qwen2-7B-Q4_K_S.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q4_K_S.gguf) | Q4_K_S | 4.46GB | 7.5221 +/- 0.04879 | |
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| [Qwen2-7B-Q3_K_L.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q3_K_L.gguf) | Q3_K_L | 4.09GB | 7.6843 +/- 0.05000 | |
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| [Qwen2-7B-Q3_K_M.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q3_K_M.gguf) | Q3_K_M | 3.81GB | 7.7390 +/- 0.05015 | |
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| [Qwen2-7B-Q3_K_S.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q3_K_S.gguf) | Q3_K_S | 3.49GB | 9.3743 +/- 0.06023 | |
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| [Qwen2-7B-Q2_K.gguf](https://huggingface.co/fedric95/Qwen2-7B-GGUF/blob/main/Qwen2-7B-Q2_K.gguf) | Q2_K | 3.02GB | 10.5122 +/- 0.06850 | |
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## Benchmark Results |
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Results have been computed using: |
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[hellaswage_val_full](https://raw.githubusercontent.com/klosax/hellaswag_text_data/main/hellaswag_val_full.txt) |
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[winogrande-debiased-eval](https://huggingface.co/datasets/ikawrakow/winogrande-eval-for-llama.cpp/raw/main/winogrande-debiased-eval.csv) |
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[mmlu-validation](https://huggingface.co/datasets/ikawrakow/validation-datasets-for-llama.cpp/resolve/main/mmlu-validation.bin) |
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| Benchmark | Quant type | Metric | |
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| -------- | ---------- | --------- | |
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| WinoGrande (0-shot) | Q8_0 | 71.8232 +/- 1.2643 | |
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| WinoGrande (0-shot) | Q4_K_M | 71.3496 +/- 1.2707 | |
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| WinoGrande (0-shot) | Q3_K_M | 70.1657 +/- 1.2859 | |
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| WinoGrande (0-shot) | Q3_K_S | 70.3236 +/- 1.2839 | |
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| WinoGrande (0-shot) | Q2_K | 68.2715 +/- 1.3081 | |
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| HellaSwag (0-shot) | Q8_0 | 78.00238996 | |
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| HellaSwag (0-shot) | Q4_K_M | 77.92272456 | |
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| HellaSwag (0-shot) | Q3_K_M | 76.97669787 | |
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| HellaSwag (0-shot) | Q3_K_S | 74.96514639 | |
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| HellaSwag (0-shot) | Q2_K | 72.71459869 | |
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| MMLU (0-shot) | Q8_0 | 39.1473 +/- 1.2409 | |
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| MMLU (0-shot) | Q4_K_M | 38.5013 +/- 1.2372 | |
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| MMLU (0-shot) | Q3_K_M | 38.0491 +/- 1.2344 | |
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| MMLU (0-shot) | Q3_K_S | 39.3411 +/- 1.2420 | |
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| MMLU (0-shot) | Q2_K | 35.4005 +/- 1.2158 | |
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## Downloading using huggingface-cli |
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First, make sure you have hugginface-cli installed: |
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``` |
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pip install -U "huggingface_hub[cli]" |
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``` |
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Then, you can target the specific file you want: |
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``` |
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huggingface-cli download fedric95/Qwen2-7B-GGUF --include "Qwen2-7B-Q4_K_M.gguf" --local-dir ./ |
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``` |
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If the model is bigger than 50GB, it will have been split into multiple files. In order to download them all to a local folder, run: |
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``` |
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huggingface-cli download fedric95/Qwen2-7B-GGUF --include "Qwen2-7B-Q8_0.gguf/*" --local-dir Qwen2-7B-Q8_0 |
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``` |
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You can either specify a new local-dir (Qwen2-7B-Q8_0) or download them all in place (./) |
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## Reproducibility |
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Same instructions of: https://github.com/ggerganov/llama.cpp/discussions/9020#discussioncomment-10335638 |
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