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Model Intelligence Sheet

mradermacher/helpingai-lite-2x1b-i1-gguf overview

About weighted/imatrix quants of https://huggingface.co/OEvortex/HelpingAI-Lite-2x1B static quants are available at https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-GGUF

transformersggufHelpingAIcoderliteFine-tunedmoenlpenbase_model:OEvortex/HelpingAI-Lite-2x1Bbase_model:quantized:OEvortex/HelpingAI-Lite-2x1Blicense:otherendpoints_compatibleregion:usimatrixconversational
mradermacher/helpingai-lite-2x1b-i1-gguf visual
Downloads
224
Likes
0
Pipeline
Library
transformers
Visibility
Public
Access
Open

Repository Files & Downloads

24 files detected
Direct downloads for all repository files
FileTypeQuantizationSizeLink
HelpingAI-Lite-2x1B.i1-IQ1_M.gguf GGUF IQ1_M 437.85 MB Download
HelpingAI-Lite-2x1B.i1-IQ1_S.gguf GGUF IQ1_S 402.53 MB Download
HelpingAI-Lite-2x1B.i1-IQ2_M.gguf GGUF IQ2_M 616.84 MB Download
HelpingAI-Lite-2x1B.i1-IQ2_S.gguf GGUF IQ2_S 569.75 MB Download
HelpingAI-Lite-2x1B.i1-IQ2_XS.gguf GGUF IQ2_XS 546.56 MB Download
HelpingAI-Lite-2x1B.i1-IQ2_XXS.gguf GGUF IQ2_XXS 496.71 MB Download
HelpingAI-Lite-2x1B.i1-IQ3_M.gguf GGUF IQ3_M 807.50 MB Download
HelpingAI-Lite-2x1B.i1-IQ3_S.gguf GGUF IQ3_S 789.97 MB Download
HelpingAI-Lite-2x1B.i1-IQ3_XS.gguf GGUF IQ3_XS 750.27 MB Download
HelpingAI-Lite-2x1B.i1-IQ3_XXS.gguf GGUF IQ3_XXS 702.78 MB Download
HelpingAI-Lite-2x1B.i1-IQ4_NL.gguf GGUF IQ4_NL 1017.33 MB Download
HelpingAI-Lite-2x1B.i1-IQ4_XS.gguf GGUF IQ4_XS 964.16 MB Download
HelpingAI-Lite-2x1B.i1-Q2_K.gguf GGUF Q2_K 675.26 MB Download
HelpingAI-Lite-2x1B.i1-Q2_K_S.gguf GGUF Q2_K_S 627.48 MB Download
HelpingAI-Lite-2x1B.i1-Q3_K_L.gguf GGUF Q3_K_L 938.82 MB Download
HelpingAI-Lite-2x1B.i1-Q3_K_M.gguf GGUF Q3_K_M 868.82 MB Download
HelpingAI-Lite-2x1B.i1-Q3_K_S.gguf GGUF Q3_K_S 788.51 MB Download
HelpingAI-Lite-2x1B.i1-Q4_0.gguf GGUF 1018.70 MB Download
HelpingAI-Lite-2x1B.i1-Q4_1.gguf GGUF 1.10 GB Download
HelpingAI-Lite-2x1B.i1-Q4_K_M.gguf GGUF Q4_K_M 1.05 GB Download
HelpingAI-Lite-2x1B.i1-Q4_K_S.gguf GGUF Q4_K_S 1021.70 MB Download
HelpingAI-Lite-2x1B.i1-Q5_K_M.gguf GGUF Q5_K_M 1.23 GB Download
HelpingAI-Lite-2x1B.i1-Q5_K_S.gguf GGUF Q5_K_S 1.20 GB Download
HelpingAI-Lite-2x1B.i1-Q6_K.gguf GGUF Q6_K 1.42 GB Download

Model Details Live

Model Slug
mradermacher/helpingai-lite-2x1b-i1-gguf
Author
mradermacher
Pipeline Task
Library
transformers
Created
2024-12-29
Last Modified
2024-12-29
Gated
No
Private
No
HF SHA
6309b6662b4c0a7573be874cceadbff3dd5b16ad
License
other
Language
en
Base Model
OEvortex/HelpingAI-Lite-2x1B

Metadata Inspector

Normalized metadata (stored in metadata_json)
{
  "metadata": {},
  "card_data": {
    "base_model": "OEvortex/HelpingAI-Lite-2x1B",
    "language": [
      "en"
    ],
    "library_name": "transformers",
    "license": "other",
    "license_link": "https://huggingface.co/OEvortex/vortex-3b/raw/main/LICENSE.md",
    "license_name": "hsul",
    "quantized_by": "mradermacher",
    "tags": [
      "HelpingAI",
      "coder",
      "lite",
      "Fine-tuned",
      "moe",
      "nlp"
    ],
    "frontmatter": {
      "base_model": "OEvortex/HelpingAI-Lite-2x1B",
      "language": [
        "en"
      ],
      "library_name": "transformers",
      "license": "other",
      "license_link": "https://huggingface.co/OEvortex/vortex-3b/raw/main/LICENSE.md",
      "license_name": "hsul",
      "quantized_by": "mradermacher",
      "tags": [
        "HelpingAI",
        "coder",
        "lite",
        "Fine-tuned",
        "moe",
        "nlp"
      ]
    },
    "hero_image_url": "https://www.nethype.de/huggingface_embed/quantpplgraph.png",
    "summary": "## About      weighted/imatrix quants of https://huggingface.co/OEvortex/HelpingAI-Lite-2x1B  static quants are available at https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-GGUF",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nbase_model: OEvortex/HelpingAI-Lite-2x1B\nlanguage:\n- en\nlibrary_name: transformers\nlicense: other\nlicense_link: https://huggingface.co/OEvortex/vortex-3b/raw/main/LICENSE.md\nlicense_name: hsul\nquantized_by: mradermacher\ntags:\n- HelpingAI\n- coder\n- lite\n- Fine-tuned\n- moe\n- nlp\n---\n## About\n\n<!-- ### quantize_version: 2 -->\n<!-- ### output_tensor_quantised: 1 -->\n<!-- ### convert_type: hf -->\n<!-- ### vocab_type:  -->\n<!-- ### tags: nicoboss -->\nweighted/imatrix quants of https://huggingface.co/OEvortex/HelpingAI-Lite-2x1B\n\n<!-- provided-files -->\nstatic quants are available at https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-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/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.5 | for the desperate |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ1_M.gguf) | i1-IQ1_M | 0.6 | mostly desperate |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.6 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ2_S.gguf) | i1-IQ2_S | 0.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ2_M.gguf) | i1-IQ2_M | 0.7 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 0.8 | very low quality |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q2_K.gguf) | i1-Q2_K | 0.8 | IQ3_XXS probably better |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 0.8 | lower quality |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 0.9 | IQ3_XS probably better |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ3_S.gguf) | i1-IQ3_S | 0.9 | beats Q3_K* |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ3_M.gguf) | i1-IQ3_M | 0.9 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.0 | IQ3_S probably better |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.1 | IQ3_M probably better |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.1 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 1.2 | prefer IQ4_XS |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q4_0.gguf) | i1-Q4_0 | 1.2 | fast, low quality |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.2 | optimal size/speed/quality |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 1.2 | fast, recommended |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q4_1.gguf) | i1-Q4_1 | 1.3 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 1.4 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 1.4 |  |\n| [GGUF](https://huggingface.co/mradermacher/HelpingAI-Lite-2x1B-i1-GGUF/resolve/main/HelpingAI-Lite-2x1B.i1-Q6_K.gguf) | i1-Q6_K | 1.6 | 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",
    "HelpingAI",
    "coder",
    "lite",
    "Fine-tuned",
    "moe",
    "nlp",
    "en",
    "base_model:OEvortex/HelpingAI-Lite-2x1B",
    "base_model:quantized:OEvortex/HelpingAI-Lite-2x1B",
    "license:other",
    "endpoints_compatible",
    "region:us",
    "imatrix",
    "conversational"
  ],
  "likes": 0,
  "downloads": 224,
  "gated": false,
  "private": false,
  "last_modified": "2024-12-29T15:21:14.000Z",
  "created_at": "2024-12-29T13:48:23.000Z",
  "pipeline_tag": "",
  "library_name": "transformers"
}
Source payload excerpt (from Hugging Face API)
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  "id": "mradermacher/HelpingAI-Lite-2x1B-i1-GGUF",
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  "createdAt": "2024-12-29T13:48:23.000Z",
  "lastModified": "2024-12-29T15:21:14.000Z",
  "author": "mradermacher",
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