mradermacher/qwen2.5-microsoft-nextcoder-brainstorm20x-128k-ctx-12b-i1-gguf overview

{
  "metadata": {},
  "card_data": {
    "base_model": "DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B",
    "datasets": [
      "microsoft/NextCoderDataset",
      "microsoft/NextCoderDataset-Conversational",
      "bigcode/commitpackft",
      "bigcode/starcoderdata"
    ],
    "language": [
      "en"
    ],
    "library_name": "transformers",
    "license": "apache-2.0",
    "mradermacher": {
      "readme_rev": 1
    },
    "quantized_by": "mradermacher",
    "tags": [
      "merge",
      "programming",
      "code generation",
      "code",
      "codeqwen",
      "coding",
      "coder",
      "qwen2",
      "chat",
      "qwen",
      "qwen-coder",
      "code",
      "chat",
      "brainstorm",
      "brainstorm20x",
      "microsoft",
      "nextcoder",
      "selekt"
    ],
    "frontmatter": {
      "base_model": "DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B",
      "datasets": [
        "microsoft/NextCoderDataset",
        "microsoft/NextCoderDataset-Conversational",
        "bigcode/commitpackft",
        "bigcode/starcoderdata"
      ],
      "language": [
        "en"
      ],
      "library_name": "transformers",
      "license": "apache-2.0",
      "mradermacher": [],
      "quantized_by": "mradermacher",
      "tags": [
        "merge",
        "programming",
        "code generation",
        "code",
        "codeqwen",
        "coding",
        "coder",
        "qwen2",
        "chat",
        "qwen",
        "qwen-coder",
        "code",
        "chat",
        "brainstorm",
        "brainstorm20x",
        "microsoft",
        "nextcoder",
        "selekt"
      ]
    },
    "hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
    "summary": "## About      weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B  ***For a convenient overview and download list, visit our model page for this model.*** static quants are available at https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-GGUF",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B\ndatasets:\n- microsoft/NextCoderDataset\n- microsoft/NextCoderDataset-Conversational\n- bigcode/commitpackft\n- bigcode/starcoderdata\nlanguage:\n- en\nlibrary_name: transformers\nlicense: apache-2.0\nmradermacher:\n  readme_rev: 1\nquantized_by: mradermacher\ntags:\n- merge\n- programming\n- code generation\n- code\n- codeqwen\n- coding\n- coder\n- qwen2\n- chat\n- qwen\n- qwen-coder\n- code\n- chat\n- brainstorm\n- brainstorm20x\n- microsoft\n- nextcoder\n- selekt\n---\n## About\n\n<!-- ### quantize_version: 2 -->\n<!-- ### output_tensor_quantised: 1 -->\n<!-- ### convert_type: hf -->\n<!-- ### vocab_type:  -->\n<!-- ### tags: nicoboss -->\nweighted/imatrix quants of https://huggingface.co/DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B\n\n<!-- provided-files -->\n\n***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF).***\n\nstatic quants are available at https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-GGUF\n## Usage\n\nIf you are unsure how to use GGUF files, refer to one of [TheBloke's\nREADMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for\nmore details, including on how to concatenate multi-part files.\n\n## Provided Quants\n\n(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)\n\n| Link | Type | Size/GB | Notes |\n|:-----|:-----|--------:|:------|\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.9 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ1_M.gguf) | i1-IQ1_M | 3.1 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 3.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ2_S.gguf) | i1-IQ2_S | 4.0 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ2_M.gguf) | i1-IQ2_M | 4.3 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.4 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q2_K.gguf) | i1-Q2_K | 4.7 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 4.9 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.2 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.5 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ3_S.gguf) | i1-IQ3_S | 5.5 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ3_M.gguf) | i1-IQ3_M | 5.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.0 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.5 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.0 | prefer IQ4_XS |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q4_0.gguf) | i1-Q4_0 | 7.0 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.1 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.4 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q4_1.gguf) | i1-Q4_1 | 7.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B-i1-GGUF/resolve/main/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B.i1-Q6_K.gguf) | i1-Q6_K | 10.0 | practically like static Q6_K |\n\nHere is a handy graph by ikawrakow comparing some lower-quality quant\ntypes (lower is better):\n\n![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)\n\nAnd here are Artefact2's thoughts on the matter:\nhttps://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9\n\n## FAQ / Model Request\n\nSee https://huggingface.co/mradermacher/model_requests for some answers to\nquestions you might have and/or if you want some other model quantized.\n\n## Thanks\n\nI thank my company, [nethype GmbH](https://www.nethype.de/), for letting\nme use its servers and providing upgrades to my workstation to enable\nthis work in my free time. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.\n\n<!-- end -->\n",
    "related_quantizations": []
  },
  "tags": [
    "transformers",
    "gguf",
    "merge",
    "programming",
    "code generation",
    "code",
    "codeqwen",
    "coding",
    "coder",
    "qwen2",
    "chat",
    "qwen",
    "qwen-coder",
    "brainstorm",
    "brainstorm20x",
    "microsoft",
    "nextcoder",
    "selekt",
    "en",
    "dataset:microsoft/NextCoderDataset",
    "dataset:microsoft/NextCoderDataset-Conversational",
    "dataset:bigcode/commitpackft",
    "dataset:bigcode/starcoderdata",
    "base_model:DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B",
    "base_model:quantized:DavidAU/Qwen2.5-Microsoft-NextCoder-Brainstorm20x-128k-ctx-12B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ],
  "likes": 2,
  "downloads": 185,
  "gated": false,
  "private": false,
  "last_modified": "2025-07-20T14:00:06.000Z",
  "created_at": "2025-07-20T12:48:25.000Z",
  "pipeline_tag": "",
  "library_name": "transformers"
}

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