legraphista/deepseek-v2-lite-chat-imat-gguf overview

{
  "metadata": {},
  "card_data": {
    "base_model": "deepseek-ai/DeepSeek-V2-Lite-Chat",
    "inference": false,
    "library_name": "gguf",
    "pipeline_tag": "text-generation",
    "quantized_by": "legraphista",
    "tags": [
      "quantized",
      "GGUF",
      "imatrix",
      "quantization",
      "imat",
      "imatrix",
      "static"
    ],
    "frontmatter": {
      "base_model": "deepseek-ai/DeepSeek-V2-Lite-Chat",
      "inference": "false",
      "library_name": "gguf",
      "pipeline_tag": "text-generation",
      "quantized_by": "legraphista",
      "tags": [
        "quantized",
        "GGUF",
        "imatrix",
        "quantization",
        "imat",
        "imatrix",
        "static"
      ]
    },
    "hero_image_url": "",
    "summary": "_Llama.cpp imatrix quantization of deepseek-ai/DeepSeek-V2-Lite-Chat_ Original Model: deepseek-ai/DeepSeek-V2-Lite-Chat Original dtype: BF16 (bfloat16) Quantized by: llama.cpp fork PR 7519 IMatrix dataset: here ---",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: deepseek-ai/DeepSeek-V2-Lite-Chat\ninference: false\nlibrary_name: gguf\npipeline_tag: text-generation\nquantized_by: legraphista\ntags:\n- quantized\n- GGUF\n- imatrix\n- quantization\n- imat\n- imatrix\n- static\n---\n\n# DeepSeek-V2-Lite-Chat-IMat-GGUF\n_Llama.cpp imatrix quantization of deepseek-ai/DeepSeek-V2-Lite-Chat_\n\nOriginal Model: [deepseek-ai/DeepSeek-V2-Lite-Chat](https://huggingface.co/deepseek-ai/DeepSeek-V2-Lite-Chat)  \nOriginal dtype: `BF16` (`bfloat16`)  \nQuantized by: llama.cpp fork [PR 7519](https://github.com/ggerganov/llama.cpp/pull/7519)  \nIMatrix dataset: [here](https://gist.githubusercontent.com/legraphista/d6d93f1a254bcfc58e0af3777eaec41e/raw/d380e7002cea4a51c33fffd47db851942754e7cc/imatrix.calibration.medium.raw)  \n\n- [DeepSeek-V2-Lite-Chat-IMat-GGUF](#deepseek-v2-lite-chat-imat-gguf)\n    - [Files](#files)\n        - [IMatrix](#imatrix)\n        - [Common Quants](#common-quants)\n        - [All Quants](#all-quants)\n    - [Downloading using huggingface-cli](#downloading-using-huggingface-cli)\n    - [Inference](#inference)\n        - [Simple chat template](#simple-chat-template)\n        - [Chat template with system prompt](#chat-template-with-system-prompt)\n        - [Llama.cpp](#llama-cpp)\n    - [FAQ](#faq)\n        - [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere)\n        - [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf)\n\n---\n\n## Files\n\n### IMatrix\nStatus: ✅ Available  \nLink: [here](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/imatrix.dat) \n\n### Common Quants\n| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |\n| -------- | ---------- | --------- | ------ | ------------ | -------- |\n| [DeepSeek-V2-Lite-Chat.Q8_0.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q8_0.gguf) | Q8_0 | 16.70GB | ✅ Available | ⚪ No | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q6_K.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q6_K.gguf) | Q6_K | 14.07GB | ✅ Available | ⚪ No | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q4_K.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q4_K.gguf) | Q4_K | 10.36GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q3_K.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q3_K.gguf) | Q3_K | 8.13GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q2_K.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q2_K.gguf) | Q2_K | 6.43GB | ✅ Available | 🟢 Yes | 📦 No\n\n\n### All Quants\n| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |\n| -------- | ---------- | --------- | ------ | ------------ | -------- |\n| [DeepSeek-V2-Lite-Chat.FP16.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.FP16.gguf) | F16 | 31.42GB | ✅ Available | ⚪ No | 📦 No\n| [DeepSeek-V2-Lite-Chat.BF16.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.BF16.gguf) | BF16 | 31.42GB | ✅ Available | ⚪ No | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q5_K.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q5_K.gguf) | Q5_K | 11.85GB | ✅ Available | ⚪ No | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q5_K_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q5_K_S.gguf) | Q5_K_S | 11.14GB | ✅ Available | ⚪ No | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q4_K_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q4_K_S.gguf) | Q4_K_S | 9.53GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q3_K_L.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q3_K_L.gguf) | Q3_K_L | 8.46GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q3_K_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q3_K_S.gguf) | Q3_K_S | 7.49GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.Q2_K_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.Q2_K_S.gguf) | Q2_K_S | 6.46GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ4_NL.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ4_NL.gguf) | IQ4_NL | 8.91GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ4_XS.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ4_XS.gguf) | IQ4_XS | 8.57GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ3_M.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ3_M.gguf) | IQ3_M | 7.55GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ3_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ3_S.gguf) | IQ3_S | 7.49GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ3_XS.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ3_XS.gguf) | IQ3_XS | 7.12GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ3_XXS.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ3_XXS.gguf) | IQ3_XXS | 6.96GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ2_M.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ2_M.gguf) | IQ2_M | 6.33GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ2_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ2_S.gguf) | IQ2_S | 6.01GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ2_XS.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ2_XS.gguf) | IQ2_XS | 5.97GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ2_XXS.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ2_XXS.gguf) | IQ2_XXS | 5.64GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ1_M.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ1_M.gguf) | IQ1_M | 5.24GB | ✅ Available | 🟢 Yes | 📦 No\n| [DeepSeek-V2-Lite-Chat.IQ1_S.gguf](https://huggingface.co/legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF/blob/main/DeepSeek-V2-Lite-Chat.IQ1_S.gguf) | IQ1_S | 4.99GB | ✅ Available | 🟢 Yes | 📦 No\n\n\n## Downloading using huggingface-cli\nFirst, make sure you have hugginface-cli installed:\n```\npip install -U \"huggingface_hub[cli]\"\n```\nThen, you can target the specific file you want:\n```\nhuggingface-cli download legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF --include \"DeepSeek-V2-Lite-Chat.Q8_0.gguf\" --local-dir ./\n```\nIf 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:\n```\nhuggingface-cli download legraphista/DeepSeek-V2-Lite-Chat-IMat-GGUF --include \"DeepSeek-V2-Lite-Chat.Q8_0/*\" --local-dir DeepSeek-V2-Lite-Chat.Q8_0\n# see FAQ for merging GGUF's\n```\n\n---\n\n## Inference\n\n### Simple chat template\n```\n<｜begin▁of▁sentence｜>User: {user_message_1}\n\nAssistant: {assistant_message_1}<｜end▁of▁sentence｜>User: {user_message_2}\n\nAssistant:\n```\n\n### Chat template with system prompt\n```\n<｜begin▁of▁sentence｜>{system_message}\n\nUser: {user_message_1}\n\nAssistant: {assistant_message_1}<｜end▁of▁sentence｜>User: {user_message_2}\n\nAssistant:\n```\n\n### Llama.cpp\n```\nllama.cpp/main -m DeepSeek-V2-Lite-Chat.Q8_0.gguf --color -i -p \"prompt here (according to the chat template)\"\n```\n\n---\n\n## FAQ\n\n### Why is the IMatrix not applied everywhere?\nAccording to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1993iro/ggufs_quants_can_punch_above_their_weights_now/), it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results). \n\n### How do I merge a split GGUF?\n1. Make sure you have `gguf-split` available\n    - To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases\n    - Download the appropriate zip for your system from the latest release\n    - Unzip the archive and you should be able to find `gguf-split`\n2. Locate your GGUF chunks folder (ex: `DeepSeek-V2-Lite-Chat.Q8_0`)\n3. Run `gguf-split --merge DeepSeek-V2-Lite-Chat.Q8_0/DeepSeek-V2-Lite-Chat.Q8_0-00001-of-XXXXX.gguf DeepSeek-V2-Lite-Chat.Q8_0.gguf`\n    - Make sure to point `gguf-split` to the first chunk of the split.\n\n---\n\nGot a suggestion? Ping me [@legraphista](https://x.com/legraphista)!",
    "related_quantizations": []
  },
  "tags": [
    "gguf",
    "quantized",
    "GGUF",
    "imatrix",
    "quantization",
    "imat",
    "static",
    "text-generation",
    "base_model:deepseek-ai/DeepSeek-V2-Lite-Chat",
    "base_model:quantized:deepseek-ai/DeepSeek-V2-Lite-Chat",
    "region:us",
    "conversational"
  ],
  "likes": 11,
  "downloads": 966,
  "gated": false,
  "private": false,
  "last_modified": "2024-05-26T13:39:11.000Z",
  "created_at": "2024-05-26T11:10:29.000Z",
  "pipeline_tag": "text-generation",
  "library_name": "gguf"
}

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  "lastModified": "2024-05-26T13:39:11.000Z",
  "author": "legraphista",
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