{
 "note": "UltraTensor expert splices of DeepSeek-V4-Pro, corrected release. Every file loads in stock llama.cpp.",
 "models": [
  {
   "id": "keep12u",
   "file": "DeepSeek-V4-Coder-keep12u.gguf",
   "bytes": 34534261376,
   "sha256": "06fefca1eed7b65672f0b32fb35cf7b188a7b0f3b7d21ee8327be949a27dea36",
   "quant": "Q3_K_M",
   "quality_vs_full_model": {
    "code": {
     "mean_ppl_ratio": 7.841408,
     "mean_kld": 2.218059,
     "p99_kld": 10.272367,
     "max_kld": 12.204142,
     "same_top_p": 53.333,
     "ppl_q": 19.465803,
     "ppl_base": 2.482437,
     "mean_ln_ppl_ratio": 2.059418,
     "seconds": 525.6142222881317
    },
    "math": {
     "mean_ppl_ratio": 22.31243,
     "mean_kld": 3.286373,
     "p99_kld": 10.435582,
     "max_kld": 13.650668,
     "same_top_p": 31.046,
     "ppl_q": 99.04604,
     "ppl_base": 4.439052,
     "mean_ln_ppl_ratio": 3.105144,
     "seconds": 528.5378923416138
    },
    "web": {
     "mean_ppl_ratio": 17.845013,
     "mean_kld": 3.171519,
     "p99_kld": 10.442831,
     "max_kld": 13.924657,
     "same_top_p": 30.458,
     "ppl_q": 96.891198,
     "ppl_base": 5.429595,
     "mean_ln_ppl_ratio": 2.881724,
     "seconds": 686.1306977272034
    },
    "multilingual": {
     "mean_ppl_ratio": 118.08222,
     "mean_kld": 4.848422,
     "p99_kld": 11.466878,
     "max_kld": 14.286267,
     "same_top_p": 21.83,
     "ppl_q": 219.882016,
     "ppl_base": 1.862109,
     "mean_ln_ppl_ratio": 4.771381,
     "seconds": 401.41162276268005
    }
   }
  },
  {
   "id": "keep16u",
   "file": "DeepSeek-V4-Coder-keep16u.gguf",
   "bytes": 42213890208,
   "sha256": "41029742c93e00d408b2457030d278f733301605dad34bc8a7c87aa8016bf4f0",
   "quant": "Q3_K_M",
   "quality_vs_full_model": {
    "code": {
     "mean_ppl_ratio": 7.168135,
     "mean_kld": 2.13235,
     "p99_kld": 10.19467,
     "max_kld": 14.657751,
     "same_top_p": 54.641,
     "ppl_q": 17.794445,
     "ppl_base": 2.482437,
     "mean_ln_ppl_ratio": 1.969645,
     "seconds": 631.4457876682281
    },
    "math": {
     "mean_ppl_ratio": 22.87252,
     "mean_kld": 3.308744,
     "p99_kld": 10.898163,
     "max_kld": 13.628518,
     "same_top_p": 31.503,
     "ppl_q": 101.532307,
     "ppl_base": 4.439052,
     "mean_ln_ppl_ratio": 3.129936,
     "seconds": 536.8725681304932
    },
    "web": {
     "mean_ppl_ratio": 18.346225,
     "mean_kld": 3.201119,
     "p99_kld": 10.421721,
     "max_kld": 16.939787,
     "same_top_p": 31.242,
     "ppl_q": 99.612575,
     "ppl_base": 5.429595,
     "mean_ln_ppl_ratio": 2.909424,
     "seconds": 334.2714147567749
    },
    "multilingual": {
     "mean_ppl_ratio": 129.930837,
     "mean_kld": 4.94709,
     "p99_kld": 12.194567,
     "max_kld": 14.88663,
     "same_top_p": 21.111,
     "ppl_q": 241.945437,
     "ppl_base": 1.862109,
     "mean_ln_ppl_ratio": 4.867002,
     "seconds": 311.27877616882324
    }
   }
  },
  {
   "id": "keep16u-iq2xs",
   "file": "DeepSeek-V4-Coder-keep16u-iq2xs.gguf",
   "bytes": 30160640544,
   "sha256": "ab534a1b2f87dfc64edc42f68a33f45592c2d3f85f46a0f0aee46a5c6975b855",
   "quant": "IQ2_XS experts + Q3_K_M",
   "quality_vs_full_model": {
    "code": {
     "mean_ppl_ratio": 9.099898,
     "mean_kld": 2.362374,
     "p99_kld": 11.31906,
     "max_kld": 16.148975,
     "same_top_p": 53.137,
     "ppl_q": 22.589925,
     "ppl_base": 2.482437,
     "mean_ln_ppl_ratio": 2.208263,
     "seconds": 853.555673122406
    },
    "math": {
     "mean_ppl_ratio": 26.888559,
     "mean_kld": 3.447439,
     "p99_kld": 11.441486,
     "max_kld": 15.993463,
     "same_top_p": 30.654,
     "ppl_q": 119.359712,
     "ppl_base": 4.439052,
     "mean_ln_ppl_ratio": 3.291701,
     "seconds": 991.8521473407745
    },
    "web": {
     "mean_ppl_ratio": 20.035827,
     "mean_kld": 3.298229,
     "p99_kld": 10.33832,
     "max_kld": 15.200585,
     "same_top_p": 30.98,
     "ppl_q": 108.786426,
     "ppl_base": 5.429595,
     "mean_ln_ppl_ratio": 2.997522,
     "seconds": 978.4559774398804
    },
    "multilingual": {
     "mean_ppl_ratio": 143.609144,
     "mean_kld": 5.05533,
     "p99_kld": 12.383608,
     "max_kld": 15.366625,
     "same_top_p": 20.261,
     "ppl_q": 267.415942,
     "ppl_base": 1.862109,
     "mean_ln_ppl_ratio": 4.967095,
     "seconds": 965.1823761463165
    }
   }
  }
 ]
}