mradermacher/mamaylm-gemma-3-12b-it-v1.0-i1-gguf overview

{
  "metadata": {},
  "card_data": {
    "base_model": "INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0",
    "datasets": [
      "Goader/kobza",
      "HuggingFaceFW/fineweb-2",
      "HPLT/HPLT2.0_cleaned",
      "wikimedia/wikipedia",
      "HuggingFaceTB/smoltalk2",
      "open-r1/Mixture-of-Thoughts"
    ],
    "language": [
      "uk",
      "en"
    ],
    "library_name": "transformers",
    "license": "gemma",
    "mradermacher": {
      "readme_rev": 1
    },
    "quantized_by": "mradermacher",
    "tags": [
      "gemma3",
      "instruct",
      "mamaylm",
      "insait"
    ],
    "frontmatter": {
      "base_model": "INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0",
      "datasets": [
        "Goader/kobza",
        "HuggingFaceFW/fineweb-2",
        "HPLT/HPLT2.0_cleaned",
        "wikimedia/wikipedia",
        "HuggingFaceTB/smoltalk2",
        "open-r1/Mixture-of-Thoughts"
      ],
      "language": [
        "uk",
        "en"
      ],
      "library_name": "transformers",
      "license": "gemma",
      "mradermacher": [],
      "quantized_by": "mradermacher",
      "tags": [
        "gemma3",
        "instruct",
        "mamaylm",
        "insait"
      ]
    },
    "hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
    "summary": "## About         weighted/imatrix quants of https://huggingface.co/INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0  ***For a convenient overview and download list, visit our model page for this model.*** static quants are available at https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-GGUF **This is a vision model - mmproj files (if any) will be in the static repository.**",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0\ndatasets:\n- Goader/kobza\n- HuggingFaceFW/fineweb-2\n- HPLT/HPLT2.0_cleaned\n- wikimedia/wikipedia\n- HuggingFaceTB/smoltalk2\n- open-r1/Mixture-of-Thoughts\nlanguage:\n- uk\n- en\nlibrary_name: transformers\nlicense: gemma\nmradermacher:\n  readme_rev: 1\nquantized_by: mradermacher\ntags:\n- gemma3\n- instruct\n- mamaylm\n- insait\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/INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0\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#MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF).***\n\nstatic quants are available at https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-GGUF\n\n**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-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/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_S.gguf) | i1-IQ1_S | 3.0 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ1_M.gguf) | i1-IQ1_M | 3.3 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_XS.gguf) | i1-IQ2_XS | 3.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_S.gguf) | i1-IQ2_S | 4.1 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ2_M.gguf) | i1-IQ2_M | 4.4 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.5 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q2_K.gguf) | i1-Q2_K | 4.9 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 4.9 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.3 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_S.gguf) | i1-IQ3_S | 5.6 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.6 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ3_M.gguf) | i1-IQ3_M | 5.8 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.1 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.6 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.0 | prefer IQ4_XS |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_0.gguf) | i1-Q4_0 | 7.0 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.0 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.4 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q4_1.gguf) | i1-Q4_1 | 7.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.3 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.5 |  |\n| [GGUF](https://huggingface.co/mradermacher/MamayLM-Gemma-3-12B-IT-v1.0-i1-GGUF/resolve/main/MamayLM-Gemma-3-12B-IT-v1.0.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",
    "gemma3",
    "instruct",
    "mamaylm",
    "insait",
    "uk",
    "en",
    "dataset:Goader/kobza",
    "dataset:HuggingFaceFW/fineweb-2",
    "dataset:HPLT/HPLT2.0_cleaned",
    "dataset:wikimedia/wikipedia",
    "dataset:HuggingFaceTB/smoltalk2",
    "dataset:open-r1/Mixture-of-Thoughts",
    "base_model:INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0",
    "base_model:quantized:INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0",
    "license:gemma",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ],
  "likes": 2,
  "downloads": 592,
  "gated": false,
  "private": false,
  "last_modified": "2025-12-07T00:39:17.000Z",
  "created_at": "2025-09-28T12:25:46.000Z",
  "pipeline_tag": "",
  "library_name": "transformers"
}

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