mradermacher/qwen3-esper3-reasoning-coder-instruct-12b-brainstorm20x-i1-gguf overview

{
  "metadata": {},
  "card_data": {
    "base_model": "DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x",
    "datasets": [
      "sequelbox/Titanium2.1-DeepSeek-R1",
      "sequelbox/Tachibana2-DeepSeek-R1",
      "sequelbox/Raiden-DeepSeek-R1"
    ],
    "language": [
      "en"
    ],
    "library_name": "transformers",
    "license": "apache-2.0",
    "mradermacher": {
      "readme_rev": 1
    },
    "quantized_by": "mradermacher",
    "tags": [
      "merge",
      "programming",
      "code generation",
      "code",
      "coding",
      "coder",
      "chat",
      "code",
      "chat",
      "brainstorm",
      "qwen",
      "qwen3",
      "qwencoder",
      "brainstorm20x",
      "esper",
      "esper-3",
      "valiant",
      "valiant-labs",
      "qwen",
      "qwen-3",
      "qwen-3-8b",
      "8b",
      "reasoning",
      "code",
      "code-instruct",
      "python",
      "javascript",
      "dev-ops",
      "jenkins",
      "terraform",
      "scripting",
      "powershell",
      "azure",
      "aws",
      "gcp",
      "cloud",
      "problem-solving",
      "architect",
      "engineer",
      "developer",
      "creative",
      "analytical",
      "expert",
      "rationality",
      "conversational",
      "chat",
      "instruct"
    ],
    "frontmatter": {
      "base_model": "DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x",
      "datasets": [
        "sequelbox/Titanium2.1-DeepSeek-R1",
        "sequelbox/Tachibana2-DeepSeek-R1",
        "sequelbox/Raiden-DeepSeek-R1"
      ],
      "language": [
        "en"
      ],
      "library_name": "transformers",
      "license": "apache-2.0",
      "mradermacher": [],
      "quantized_by": "mradermacher",
      "tags": [
        "merge",
        "programming",
        "code generation",
        "code",
        "coding",
        "coder",
        "chat",
        "code",
        "chat",
        "brainstorm",
        "qwen",
        "qwen3",
        "qwencoder",
        "brainstorm20x",
        "esper",
        "esper-3",
        "valiant",
        "valiant-labs",
        "qwen",
        "qwen-3",
        "qwen-3-8b",
        "8b",
        "reasoning",
        "code",
        "code-instruct",
        "python",
        "javascript",
        "dev-ops",
        "jenkins",
        "terraform",
        "scripting",
        "powershell",
        "azure",
        "aws",
        "gcp",
        "cloud",
        "problem-solving",
        "architect",
        "engineer",
        "developer",
        "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/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x  ***For a convenient overview and download list, visit our model page for this model.*** static quants are available at https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x\ndatasets:\n- sequelbox/Titanium2.1-DeepSeek-R1\n- sequelbox/Tachibana2-DeepSeek-R1\n- sequelbox/Raiden-DeepSeek-R1\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- coding\n- coder\n- chat\n- code\n- chat\n- brainstorm\n- qwen\n- qwen3\n- qwencoder\n- brainstorm20x\n- esper\n- esper-3\n- valiant\n- valiant-labs\n- qwen\n- qwen-3\n- qwen-3-8b\n- 8b\n- reasoning\n- code\n- code-instruct\n- python\n- javascript\n- dev-ops\n- jenkins\n- terraform\n- scripting\n- powershell\n- azure\n- aws\n- gcp\n- cloud\n- problem-solving\n- architect\n- engineer\n- developer\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/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x\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-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF).***\n\nstatic quants are available at https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-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-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ1_S.gguf) | i1-IQ1_S | 3.0 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ1_M.gguf) | i1-IQ1_M | 3.2 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ2_XS.gguf) | i1-IQ2_XS | 3.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ2_S.gguf) | i1-IQ2_S | 4.1 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ2_M.gguf) | i1-IQ2_M | 4.4 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.4 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q2_K.gguf) | i1-Q2_K | 4.7 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 4.9 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.2 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.4 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ3_S.gguf) | i1-IQ3_S | 5.5 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ3_M.gguf) | i1-IQ3_M | 5.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.0 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.5 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q4_0.gguf) | i1-Q4_0 | 7.0 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.0 | prefer IQ4_XS |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.0 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.3 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q4_1.gguf) | i1-Q4_1 | 7.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.3 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.i1-Q6_K.gguf) | i1-Q6_K | 9.8 | 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",
    "coding",
    "coder",
    "chat",
    "brainstorm",
    "qwen",
    "qwen3",
    "qwencoder",
    "brainstorm20x",
    "esper",
    "esper-3",
    "valiant",
    "valiant-labs",
    "qwen-3",
    "qwen-3-8b",
    "8b",
    "reasoning",
    "code-instruct",
    "python",
    "javascript",
    "dev-ops",
    "jenkins",
    "terraform",
    "scripting",
    "powershell",
    "azure",
    "aws",
    "gcp",
    "cloud",
    "problem-solving",
    "architect",
    "engineer",
    "developer",
    "creative",
    "analytical",
    "expert",
    "rationality",
    "conversational",
    "instruct",
    "en",
    "dataset:sequelbox/Titanium2.1-DeepSeek-R1",
    "dataset:sequelbox/Tachibana2-DeepSeek-R1",
    "dataset:sequelbox/Raiden-DeepSeek-R1",
    "base_model:DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x",
    "base_model:quantized:DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x",
    "license:apache-2.0",
    "endpoints_compatible",
    "region:us",
    "imatrix"
  ],
  "likes": 4,
  "downloads": 646,
  "gated": false,
  "private": false,
  "last_modified": "2025-12-18T02:02:10.000Z",
  "created_at": "2025-07-25T08:18:13.000Z",
  "pipeline_tag": "",
  "library_name": "transformers"
}

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