mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-gguf overview

{
  "metadata": {},
  "card_data": {
    "base_model": "khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12",
    "language": [
      "en"
    ],
    "library_name": "transformers",
    "license": "apache-2.0",
    "mradermacher": {
      "readme_rev": 1
    },
    "quantized_by": "mradermacher",
    "tags": [
      "vllm",
      "moe",
      "gpt-oss",
      "silent-init",
      "finetunable",
      "reasoning",
      "mxfp4",
      "expert-expansion",
      "combinatorial-routing"
    ],
    "frontmatter": {
      "base_model": "khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12",
      "language": [
        "en"
      ],
      "library_name": "transformers",
      "license": "apache-2.0",
      "mradermacher": [],
      "quantized_by": "mradermacher",
      "tags": [
        "vllm",
        "moe",
        "gpt-oss",
        "silent-init",
        "finetunable",
        "reasoning",
        "mxfp4",
        "expert-expansion",
        "combinatorial-routing"
      ]
    },
    "hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
    "summary": "## About         weighted/imatrix quants of https://huggingface.co/khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12  ***For a convenient overview and download list, visit our model page for this model.*** static quants are available at https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-GGUF",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12\nlanguage:\n- en\nlibrary_name: transformers\nlicense: apache-2.0\nmradermacher:\n  readme_rev: 1\nquantized_by: mradermacher\ntags:\n- vllm\n- moe\n- gpt-oss\n- silent-init\n- finetunable\n- reasoning\n- mxfp4\n- expert-expansion\n- combinatorial-routing\n---\n## About\n\n<!-- ### quantize_version: 2 -->\n<!-- ### output_tensor_quantised: 1 -->\n<!-- ### convert_type: hf -->\n<!-- ### vocab_type:  -->\n<!-- ### tags: nicoboss -->\n<!-- ### quants: MXFP4_MOE Q2_K IQ3_M Q4_K_S IQ3_XXS Q3_K_M small-IQ4_NL Q4_K_M IQ2_M Q6_K IQ4_XS Q2_K_S IQ1_M Q3_K_S IQ2_XXS Q3_K_L IQ2_XS Q5_K_S IQ2_S IQ1_S Q5_K_M Q4_0 IQ3_XS Q4_1 IQ3_S -->\n<!-- ### quants_skip:  -->\n<!-- ### skip_mmproj:  -->\nweighted/imatrix quants of https://huggingface.co/khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12\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#llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF).***\n\nstatic quants are available at https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-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/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.imatrix.gguf) | imatrix | 0.2 | imatrix file (for creating your own quants) |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ1_M.gguf) | i1-IQ1_M | 33.7 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ1_S.gguf) | i1-IQ1_S | 33.7 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 33.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ2_XS.gguf) | i1-IQ2_XS | 33.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q3_K_S.gguf) | i1-Q3_K_S | 33.7 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ2_M.gguf) | i1-IQ2_M | 33.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ2_S.gguf) | i1-IQ2_S | 33.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ3_S.gguf) | i1-IQ3_S | 33.7 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ3_XS.gguf) | i1-IQ3_XS | 33.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 33.7 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q2_K.gguf) | i1-Q2_K | 33.7 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ4_XS.gguf) | i1-IQ4_XS | 33.8 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q4_0.gguf) | i1-Q4_0 | 33.9 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q2_K_S.gguf) | i1-Q2_K_S | 34.0 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-IQ3_M.gguf) | i1-IQ3_M | 34.1 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q3_K_M.gguf) | i1-Q3_K_M | 36.2 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q3_K_L.gguf) | i1-Q3_K_L | 37.4 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q4_1.gguf) | i1-Q4_1 | 37.4 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q4_K_S.gguf) | i1-Q4_K_S | 41.2 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q4_K_M.gguf) | i1-Q4_K_M | 44.6 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q5_K_S.gguf) | i1-Q5_K_S | 44.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q5_K_M.gguf) | i1-Q5_K_M | 47.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/llm-surgery-dark-arts-gpt-oss-60b-96a12-i1-GGUF/resolve/main/llm-surgery-dark-arts-gpt-oss-60b-96a12.i1-Q6_K.gguf) | i1-Q6_K | 63.0 | 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",
    "vllm",
    "moe",
    "gpt-oss",
    "silent-init",
    "finetunable",
    "reasoning",
    "mxfp4",
    "expert-expansion",
    "combinatorial-routing",
    "en",
    "base_model:khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12",
    "base_model:quantized:khoinguyenbk/llm-surgery-dark-arts-gpt-oss-60b-96a12",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ],
  "likes": 1,
  "downloads": 26608,
  "gated": false,
  "private": false,
  "last_modified": "2026-03-21T01:58:20.000Z",
  "created_at": "2026-03-19T04:33:18.000Z",
  "pipeline_tag": "",
  "library_name": "transformers"
}

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