mradermacher/qwen3-4b-thinking-2507-des-reasoning-i1-gguf overview

{
  "metadata": {},
  "card_data": {
    "base_model": "sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning",
    "datasets": [
      "sequelbox/DES-Reasoning-DeepSeek-V3.1"
    ],
    "language": [
      "en"
    ],
    "library_name": "transformers",
    "license": "apache-2.0",
    "mradermacher": {
      "readme_rev": 1
    },
    "quantized_by": "mradermacher",
    "tags": [
      "des-reasoning",
      "qwen",
      "qwen-3",
      "qwen-3-4b",
      "qwen3-4b-thinking-2507",
      "4b",
      "reasoning",
      "discrete-event-simulation",
      "simulation",
      "SimPy",
      "Python",
      "scripting",
      "logic",
      "analysis",
      "programming",
      "knowledge",
      "root-cause-analysis",
      "economics",
      "strategy",
      "business",
      "business-management",
      "finance",
      "law",
      "supply-chain",
      "manufacturing",
      "telecommunications",
      "transportation",
      "healthcare",
      "logistics",
      "energy",
      "retail",
      "construction",
      "agriculture",
      "information-technology",
      "environment",
      "software-engineering",
      "cybersecurity",
      "architecture",
      "energy",
      "politics",
      "problem-solving",
      "creative",
      "analytical",
      "expert",
      "rationality",
      "conversational",
      "chat",
      "instruct"
    ],
    "frontmatter": {
      "base_model": "sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning",
      "datasets": [
        "sequelbox/DES-Reasoning-DeepSeek-V3.1"
      ],
      "language": [
        "en"
      ],
      "library_name": "transformers",
      "license": "apache-2.0",
      "mradermacher": [],
      "quantized_by": "mradermacher",
      "tags": [
        "des-reasoning",
        "qwen",
        "qwen-3",
        "qwen-3-4b",
        "qwen3-4b-thinking-2507",
        "4b",
        "reasoning",
        "discrete-event-simulation",
        "simulation",
        "SimPy",
        "Python",
        "scripting",
        "logic",
        "analysis",
        "programming",
        "knowledge",
        "root-cause-analysis",
        "economics",
        "strategy",
        "business",
        "business-management",
        "finance",
        "law",
        "supply-chain",
        "manufacturing",
        "telecommunications",
        "transportation",
        "healthcare",
        "logistics",
        "energy",
        "retail",
        "construction",
        "agriculture",
        "information-technology",
        "environment",
        "software-engineering",
        "cybersecurity",
        "architecture",
        "energy",
        "politics",
        "problem-solving",
        "creative",
        "analytical",
        "expert",
        "rationality",
        "conversational",
        "chat",
        "instruct"
      ]
    },
    "hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
    "summary": "## About         weighted/imatrix quants of https://huggingface.co/sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning  ***For a convenient overview and download list, visit our model page for this model.*** static quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-GGUF",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning\ndatasets:\n- sequelbox/DES-Reasoning-DeepSeek-V3.1\nlanguage:\n- en\nlibrary_name: transformers\nlicense: apache-2.0\nmradermacher:\n  readme_rev: 1\nquantized_by: mradermacher\ntags:\n- des-reasoning\n- qwen\n- qwen-3\n- qwen-3-4b\n- qwen3-4b-thinking-2507\n- 4b\n- reasoning\n- discrete-event-simulation\n- simulation\n- SimPy\n- Python\n- scripting\n- logic\n- analysis\n- programming\n- knowledge\n- root-cause-analysis\n- economics\n- strategy\n- business\n- business-management\n- finance\n- law\n- supply-chain\n- manufacturing\n- telecommunications\n- transportation\n- healthcare\n- logistics\n- energy\n- retail\n- construction\n- agriculture\n- information-technology\n- environment\n- software-engineering\n- cybersecurity\n- architecture\n- energy\n- politics\n- problem-solving\n- creative\n- analytical\n- expert\n- rationality\n- conversational\n- chat\n- instruct\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/sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning\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#Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF).***\n\nstatic quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-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/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-DES-Reasoning-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-DES-Reasoning.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | 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",
    "des-reasoning",
    "qwen",
    "qwen-3",
    "qwen-3-4b",
    "qwen3-4b-thinking-2507",
    "4b",
    "reasoning",
    "discrete-event-simulation",
    "simulation",
    "SimPy",
    "Python",
    "scripting",
    "logic",
    "analysis",
    "programming",
    "knowledge",
    "root-cause-analysis",
    "economics",
    "strategy",
    "business",
    "business-management",
    "finance",
    "law",
    "supply-chain",
    "manufacturing",
    "telecommunications",
    "transportation",
    "healthcare",
    "logistics",
    "energy",
    "retail",
    "construction",
    "agriculture",
    "information-technology",
    "environment",
    "software-engineering",
    "cybersecurity",
    "architecture",
    "politics",
    "problem-solving",
    "creative",
    "analytical",
    "expert",
    "rationality",
    "conversational",
    "chat",
    "instruct",
    "en",
    "dataset:sequelbox/DES-Reasoning-DeepSeek-V3.1",
    "base_model:sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning",
    "base_model:quantized:sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix"
  ],
  "likes": 2,
  "downloads": 777,
  "gated": false,
  "private": false,
  "last_modified": "2025-12-31T21:08:41.000Z",
  "created_at": "2025-09-09T09:01:55.000Z",
  "pipeline_tag": "",
  "library_name": "transformers"
}

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