{
  "repo": "guell00/VELUM-Coder",
  "base_model": "ornith-ai/Ornith-1.5-9B",
  "dataset": "guell00/fds",
  "source_model": "ornith_fds_recovered_ckpt250",
  "llama_cpp_commit": "f280b26983ad0fdb705a0d9ebf0503e76f2899b0",
  "generated_at": "2026-08-25T00:52:58.279253+00:00",
  "imatrix": "imatrix/VELUM-Coder-imatrix.gguf",
  "policy": {
    "q8_uses_imatrix": false,
    "q4_q3_q2_q1_use_imatrix": true,
    "q5_q6_generated": false,
    "iq1_m_embedding_type": "Q8_0",
    "iq1_m_output_type": "Q8_0"
  },
  "quantizations": [
    {
      "name": "Q8_0",
      "type": "Q8_0",
      "imatrix": false,
      "protected": false,
      "note": "Highest-quality quantized build; intentionally no imatrix.",
      "file": "VELUM-Coder-Q8_0.gguf",
      "size_gb": 8.873176723718643,
      "status": "uploaded"
    },
    {
      "name": "Q4_K_M",
      "type": "Q4_K_M",
      "imatrix": true,
      "protected": false,
      "note": "Recommended default Q4.",
      "file": "VELUM-Coder-Q4_K_M.gguf",
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      "status": "uploaded"
    },
    {
      "name": "Q4_K_S",
      "type": "Q4_K_S",
      "imatrix": true,
      "protected": false,
      "note": "Smaller Q4 K-quant.",
      "file": "VELUM-Coder-Q4_K_S.gguf",
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      "status": "uploaded"
    },
    {
      "name": "IQ4_XS",
      "type": "IQ4_XS",
      "imatrix": true,
      "protected": false,
      "note": "Compact 4-bit I-Quant.",
      "file": "VELUM-Coder-IQ4_XS.gguf",
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      "status": "uploaded"
    },
    {
      "name": "IQ4_NL",
      "type": "IQ4_NL",
      "imatrix": true,
      "protected": false,
      "note": "Non-linear 4-bit I-Quant.",
      "file": "VELUM-Coder-IQ4_NL.gguf",
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      "status": "uploaded"
    },
    {
      "name": "Q4_1",
      "type": "Q4_1",
      "imatrix": true,
      "protected": false,
      "note": "Legacy Q4 variant.",
      "file": "VELUM-Coder-Q4_1.gguf",
      "size_gb": 5.410362631082535,
      "status": "uploaded"
    },
    {
      "name": "Q4_0",
      "type": "Q4_0",
      "imatrix": true,
      "protected": false,
      "note": "Legacy compact Q4.",
      "file": "VELUM-Coder-Q4_0.gguf",
      "size_gb": 4.960167318582535,
      "status": "uploaded"
    },
    {
      "name": "Q3_K_L",
      "type": "Q3_K_L",
      "imatrix": true,
      "protected": false,
      "note": "Largest Q3 K-quant.",
      "file": "VELUM-Coder-Q3_K_L.gguf",
      "size_gb": 4.587242513895035,
      "status": "uploaded"
    },
    {
      "name": "Q3_K_M",
      "type": "Q3_K_M",
      "imatrix": true,
      "protected": false,
      "note": "Balanced Q3 K-quant.",
      "file": "VELUM-Coder-Q3_K_M.gguf",
      "size_gb": 4.305992513895035,
      "status": "uploaded"
    },
    {
      "name": "Q3_K_S",
      "type": "Q3_K_S",
      "imatrix": true,
      "protected": false,
      "note": "Smaller Q3 K-quant.",
      "file": "VELUM-Coder-Q3_K_S.gguf",
      "size_gb": 3.966881185770035,
      "status": "uploaded"
    },
    {
      "name": "IQ3_M",
      "type": "IQ3_M",
      "imatrix": true,
      "protected": false,
      "note": "Medium 3-bit I-Quant.",
      "file": "VELUM-Coder-IQ3_M.gguf",
      "size_gb": 4.112144857645035,
      "status": "uploaded"
    },
    {
      "name": "IQ3_S",
      "type": "IQ3_S",
      "imatrix": true,
      "protected": false,
      "note": "Small 3-bit I-Quant.",
      "file": "VELUM-Coder-IQ3_S.gguf",
      "size_gb": 4.070640951395035,
      "status": "uploaded"
    },
    {
      "name": "IQ3_XS",
      "type": "IQ3_XS",
      "imatrix": true,
      "protected": false,
      "note": "Extra-small 3-bit I-Quant.",
      "file": "VELUM-Coder-IQ3_XS.gguf",
      "size_gb": 3.951988607645035,
      "status": "uploaded"
    },
    {
      "name": "IQ3_XXS",
      "type": "IQ3_XXS",
      "imatrix": true,
      "protected": false,
      "note": "Extremely compact 3-bit I-Quant.",
      "file": "VELUM-Coder-IQ3_XXS.gguf",
      "size_gb": 3.6677021086215973,
      "status": "uploaded"
    },
    {
      "name": "Q2_K",
      "type": "Q2_K",
      "imatrix": true,
      "protected": false,
      "note": "Aggressive Q2 K-quant.",
      "file": "VELUM-Coder-Q2_K.gguf",
      "size_gb": 3.564415365457535,
      "status": "uploaded"
    },
    {
      "name": "Q2_K_S",
      "type": "Q2_K_S",
      "imatrix": true,
      "protected": false,
      "note": "Small Q2 K-quant.",
      "file": "VELUM-Coder-Q2_K_S.gguf",
      "size_gb": 3.443321615457535,
      "status": "uploaded"
    },
    {
      "name": "IQ2_M",
      "type": "IQ2_M",
      "imatrix": true,
      "protected": false,
      "note": "Higher-quality 2-bit I-Quant.",
      "file": "VELUM-Coder-IQ2_M.gguf",
      "size_gb": 3.3597187101840973,
      "status": "uploaded"
    },
    {
      "name": "IQ2_S",
      "type": "IQ2_S",
      "imatrix": true,
      "protected": false,
      "note": "2-bit I-Quant.",
      "file": "VELUM-Coder-IQ2_S.gguf",
      "size_gb": 3.1925434172153473,
      "status": "uploaded"
    },
    {
      "name": "IQ2_XS",
      "type": "IQ2_XS",
      "imatrix": true,
      "protected": false,
      "note": "Extra-small 2-bit I-Quant.",
      "file": "VELUM-Coder-IQ2_XS.gguf",
      "size_gb": 3.059715658426285,
      "status": "uploaded"
    },
    {
      "name": "IQ2_XXS",
      "type": "IQ2_XXS",
      "imatrix": true,
      "protected": false,
      "note": "Extremely compact 2-bit I-Quant.",
      "file": "VELUM-Coder-IQ2_XXS.gguf",
      "size_gb": 2.888634115457535,
      "status": "uploaded"
    },
    {
      "name": "Q2_0",
      "type": "Q2_0",
      "imatrix": true,
      "protected": false,
      "note": "2.25 bpw Q2_0.",
      "file": "VELUM-Coder-Q2_0.gguf",
      "size_gb": 3.136253744363785,
      "status": "uploaded"
    },
    {
      "name": "TQ2_0",
      "type": "TQ2_0",
      "imatrix": true,
      "protected": false,
      "note": "Experimental ternary ~2-bit build.",
      "file": "VELUM-Coder-TQ2_0.gguf",
      "size_gb": 2.9852375090122223,
      "status": "uploaded"
    },
    {
      "name": "IQ1_M",
      "type": "IQ1_M",
      "imatrix": true,
      "protected": true,
      "note": "Extreme build. IQ1_M body + Q8_0 embedding/output protection.",
      "file": "VELUM-Coder-IQ1_M.gguf",
      "size_gb": 3.7305378019809723,
      "status": "uploaded"
    }
  ]
}