mradermacher/mistral-2x24b-moe-magistral-2506-devstral-2507-1.1-coder-reasoning-ultimate-44b-i1-gguf overview

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    "base_model": "DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B",
    "language": [
      "en",
      "fr",
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    "library_name": "transformers",
    "license": "apache-2.0",
    "mradermacher": {
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    },
    "quantized_by": "mradermacher",
    "tags": [
      "merge",
      "programming",
      "code generation",
      "Codestral",
      "code",
      "moe",
      "coding",
      "coder",
      "chat",
      "mistral",
      "mixtral",
      "mixture of experts",
      "mistral moe",
      "2X24B",
      "reasoning",
      "thinking",
      "Devstral",
      "Magistral"
    ],
    "frontmatter": {
      "base_model": "DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B",
      "language": [
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      "library_name": "transformers",
      "license": "apache-2.0",
      "mradermacher": [],
      "quantized_by": "mradermacher",
      "tags": [
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        "programming",
        "code generation",
        "Codestral",
        "code",
        "moe",
        "coding",
        "coder",
        "chat",
        "mistral",
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        "mixture of experts",
        "mistral moe",
        "2X24B",
        "reasoning",
        "thinking",
        "Devstral",
        "Magistral"
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    "hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
    "summary": "## About         weighted/imatrix quants of https://huggingface.co/DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B  ***For a convenient overview and download list, visit our model page for this model.*** static quants are available at https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-GGUF",
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    "readme_markdown": "---\nbase_model: DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B\nlanguage:\n- en\n- fr\n- de\n- es\n- pt\n- it\n- ja\n- ko\n- ru\n- zh\n- ar\n- fa\n- id\n- ms\n- ne\n- pl\n- ro\n- sr\n- sv\n- tr\n- uk\n- vi\n- hi\n- bn\nlibrary_name: transformers\nlicense: apache-2.0\nmradermacher:\n  readme_rev: 1\nquantized_by: mradermacher\ntags:\n- merge\n- programming\n- code generation\n- Codestral\n- code\n- moe\n- coding\n- coder\n- chat\n- mistral\n- mixtral\n- mixture of experts\n- mistral moe\n- 2X24B\n- reasoning\n- thinking\n- Devstral\n- Magistral\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: 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/DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B\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#Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF).***\n\nstatic quants are available at https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-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/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ1_S.gguf) | i1-IQ1_S | 9.4 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ1_M.gguf) | i1-IQ1_M | 10.3 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 11.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 13.2 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ2_S.gguf) | i1-IQ2_S | 13.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ2_M.gguf) | i1-IQ2_M | 14.8 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 15.2 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q2_K.gguf) | i1-Q2_K | 16.3 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 17.1 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 18.2 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 19.2 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ3_S.gguf) | i1-IQ3_S | 19.2 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ3_M.gguf) | i1-IQ3_M | 19.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 21.2 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 22.9 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 23.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q4_0.gguf) | i1-Q4_0 | 25.0 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 25.1 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 26.6 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q4_1.gguf) | i1-Q4_1 | 27.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 30.2 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 31.2 |  |\n| [GGUF](https://huggingface.co/mradermacher/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B-i1-GGUF/resolve/main/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B.i1-Q6_K.gguf) | i1-Q6_K | 36.0 | 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",
    "Codestral",
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    "2X24B",
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    "Devstral",
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    "base_model:DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B",
    "base_model:quantized:DavidAU/Mistral-2x24B-MOE-Magistral-2506-Devstral-2507-1.1-Coder-Reasoning-Ultimate-44B",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ],
  "likes": 1,
  "downloads": 555,
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  "last_modified": "2025-12-25T02:48:03.000Z",
  "created_at": "2025-09-02T13:10:58.000Z",
  "pipeline_tag": "",
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