kld_data/llm_quantization_data.csv

model_name,file_size_gb,bpw,Mean KLD_mean,0.1% KLD,0.1% Δp,1.0% KLD,1.0% Δp,10.0% KLD,10.0% Δp,25.0% Δp,5.0% KLD,5.0% Δp,75.0% Δp,90.0% KLD,90.0% Δp,95.0% KLD,95.0% Δp,99.0% KLD,99.0% Δp,99.9% KLD,99.9% Δp,"Cor(ln(PPL(Q)), ln(PPL(base)))",Device 0,Device 1,Maximum KLD,Maximum Δp,Mean KLD_std,Mean PPL(Q)-PPL(base)_mean,Mean PPL(Q)-PPL(base)_std,Mean PPL(Q)/PPL(base)_mean,Mean PPL(Q)/PPL(base)_std,Mean PPL(Q)_mean,Mean PPL(Q)_std,Mean PPL(base)_mean,Mean PPL(base)_std,Mean ln(PPL(Q)/PPL(base))_mean,Mean ln(PPL(Q)/PPL(base))_std,Mean Δp_mean,Mean Δp_std,Median KLD,Median Δp,Minimum KLD,Minimum Δp,RMS Δp_mean,RMS Δp_std,Same top p_mean,Same top p_std,file_path,file_size_gib,ggml_cuda_init,kl_divergence,llama_context,llama_kv_cache,llama_memory_breakdown_print,llama_model_loader,llama_params_fit,llama_params_fit_impl,llama_perf_context_print,load,load_tensors,print_info,sched_reserve,system_info
MiniMax-M2.5-IQ3_S (aes_sedai),84.56790605824001,2.96,0.244096,-1e-06,-98.263,2e-06,-87.072,0.000251,-14.168,-3.034,3.7e-05,-32.051,0.357,0.451059,4.938,1.17186,10.539,3.809325,28.277,7.662232,67.832,93.8,30908.6,30908.6,16.5681,99.859,0.004148,1.200261,0.048762,1.169418,0.0067,8.284882,0.135705,7.084621,0.114399,0.156506,0.00573,-3.782,0.096,0.051302,-0.027,-4e-06,-99.944,17.343,0.198,83.244,0.213,kld/MiniMax-M2.5/calibration_datav3/aes_sedai_prev/MiniMax-M2.5-IQ3_S.md,78.76,2.0,,0.76,160.0,-8003780024013.0,-2124.0,0.43,13600.47743,120.0,1.3355,15761.11,256.0,6.801,4.848568601128313e+47
MiniMax-M2.5-IQ4_XS (aes_sedai),108.5552984064,3.8,0.095077,-3e-06,-90.948,0.0,-50.844,7.4e-05,-6.515,-1.204,1.1e-05,-13.25,0.362,0.160903,3.78,0.361787,7.648,1.549927,21.758,4.400382,61.536,97.77,30908.6,30908.6,16.46847,99.378,0.002168,0.428967,0.026367,1.060549,0.003641,7.513587,0.122746,7.084621,0.114399,0.058787,0.003433,-1.323,0.06,0.018892,-0.002,-7e-06,-98.497,10.585,0.165,89.781,0.172,kld/MiniMax-M2.5/calibration_datav3/aes_sedai_prev/MiniMax-M2.5-IQ4_XS.md,101.1,2.0,,0.76,160.0,-102915102902013.0,-462.0,0.41,16426.47743,120.0,1.3355,16868.11,256.0,7.991,4.848568601128313e+47
MiniMax-M2.5-Q4_K_M (aes_sedai),140.14478286848,4.9,0.041269,-3e-06,-64.883,-0.0,-24.156,2.6e-05,-3.292,-0.488,4e-06,-6.613,0.395,0.066285,2.992,0.139787,5.889,0.573439,16.855,2.695222,54.264,99.03,30908.6,30908.6,17.297672,99.867,0.001426,0.088838,0.016278,1.01254,0.002292,7.173459,0.116673,7.084621,0.114399,0.012462,0.002264,-0.257,0.038,0.00779,0.0,-2.4e-05,-97.161,6.703,0.135,92.974,0.146,kld/MiniMax-M2.5/calibration_datav3/aes_sedai_prev/MiniMax-M2.5-Q4_K_M.md,130.52,2.0,,0.76,160.0,-133047133034013.0,-562.0,0.44,20161.47743,120.0,1.3355,18326.11,256.0,6.591,4.848568601128313e+47
MiniMax-M2.5-Q5_K_M (aes_sedai),168.82442698752,5.91,0.023465,-4e-06,-41.509,-0.0,-14.909,1.5e-05,-2.518,-0.357,2e-06,-4.759,0.334,0.039192,2.344,0.076726,4.621,0.278114,13.248,1.623019,40.583,99.38,30908.6,30908.6,21.223093,99.094,0.001079,0.04164,0.012925,1.005877,0.001821,7.126261,0.11585,7.084621,0.114399,0.00586,0.001811,-0.059,0.028,0.004631,0.0,-4.3e-05,-91.317,4.839,0.12,94.594,0.129,kld/MiniMax-M2.5/calibration_datav3/aes_sedai_prev/MiniMax-M2.5-Q5_K_M.md,157.23,2.0,,0.76,160.0,-160389160376013.0,-662.0,0.41,23545.47743,120.0,1.3355,19649.11,256.0,6.531,4.848568601128313e+47
MiniMax-M2.5-IQ4_NL (unsloth),128.98860531712,4.51,0.064735,-2e-06,-78.434,0.0,-34.326,7.1e-05,-4.897,-0.789,1.1e-05,-9.714,0.499,0.117601,3.781,0.238753,7.62,0.976666,21.321,2.917501,64.64,98.56,30908.6,30908.6,14.542189,97.725,0.001377,0.194069,0.020173,1.027422,0.002829,7.271309,0.118527,7.07724,0.114279,0.027052,0.002753,-0.558,0.049,0.015033,-0.0,-5e-06,-99.608,8.646,0.149,90.971,0.163,kld/MiniMax-M2.5/calibration_datav3/unsloth/IQ4_NL/MiniMax-M2.5-IQ4_NL.md,120.13,2.0,12151240968.0,6.11,1816.0,-1226321225280104.0,-4372.0,5.15,-1.3090524422695117e+17,0.0,1.3355,118705.46,256.0,22.901,4.848568601128313e+47
MiniMax-M2.5-IQ4_XS (unsloth),121.89117186048,4.26,0.064262,-2e-06,-81.043,0.0,-35.226,7.1e-05,-4.983,-0.828,1.2e-05,-10.011,0.494,0.117462,3.712,0.236258,7.679,0.970652,20.813,2.938713,62.267,98.6,30908.6,30908.6,11.49209,97.103,0.001341,0.196931,0.019861,1.027826,0.002787,7.27417,0.118372,7.07724,0.114279,0.027446,0.002712,-0.587,0.049,0.014982,-0.001,-4e-06,-96.341,8.631,0.148,90.964,0.163,kld/MiniMax-M2.5/calibration_datav3/unsloth/IQ4_XS/MiniMax-M2.5-IQ4_XS.md,113.52,2.0,12151240968.0,6.11,1800.0,-1158441157400104.0,-4372.0,5.03,-1.309051432227016e+17,0.0,1.3355,118296.47,256.0,22.701,4.848568601128313e+47
MiniMax-M2.5-MXFP4_MOE (unsloth),123.77022005248,4.33,0.090198,-1e-06,-89.542,1e-06,-45.752,0.00011,-5.444,-0.799,1.8e-05,-11.92,0.75,0.158955,4.746,0.339766,8.912,1.398163,24.093,4.447414,70.726,98.01,30908.6,30908.6,11.834617,97.807,0.001826,0.250086,0.023933,1.035337,0.003359,7.327326,0.119622,7.07724,0.114279,0.034727,0.003244,-0.666,0.059,0.019966,-0.001,-4e-06,-99.668,10.303,0.165,89.934,0.171,kld/MiniMax-M2.5/calibration_datav3/unsloth/MXFP4_MOE/MiniMax-M2.5-MXFP4_MOE.md,115.27,2.0,12151240968.0,6.11,1800.0,-1175141174100104.0,-4186.0,5.2,-1.3090514422283158e+17,0.0,1.3355,118309.61,256.0,22.541,4.848568601128313e+47
MiniMax-M2.5-UD-TQ1_0 (unsloth),55.75941292032,1.95,0.668673,1e-06,-99.884,2e-05,-98.185,0.002351,-40.787,-9.676,0.000373,-75.113,0.3,1.688242,7.379,3.32587,15.509,6.945683,40.406,10.942347,75.65,83.35,30908.6,30908.6,19.120047,99.93,0.007572,4.096171,0.115254,1.578781,0.015248,11.173411,0.191659,7.07724,0.114279,0.456653,0.009658,-8.9,0.145,0.218502,-0.356,-3e-06,-99.992,26.926,0.207,70.676,0.259,kld/MiniMax-M2.5/calibration_datav3/unsloth/MiniMax-M2.5-UD-TQ1_0.md,51.93,2.0,12151240968.0,6.11,1560.0,-52797526930104.0,-435.0,4.05,-1.3090361722622125e+17,0.0,1.3355,118888.73,256.0,23.181,4.848568601128313e+47
MiniMax-M2.5-Q2_K (unsloth),83.29015328768,2.91,0.313928,-0.0,-99.236,5e-06,-91.474,0.000522,-18.212,-3.628,8.6e-05,-38.882,0.558,0.644059,6.356,1.466614,13.412,4.444966,34.047,7.899748,78.428,92.53,30908.6,30908.6,17.506372,99.777,0.004614,1.52182,0.056629,1.21503,0.007688,8.599059,0.142194,7.07724,0.114279,0.194769,0.006328,-4.223,0.107,0.082348,-0.039,-4e-06,-99.964,19.287,0.2,80.512,0.226,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q2_K/MiniMax-M2.5-Q2_K.md,77.57,2.0,12151240968.0,6.11,1720.0,-79042789380104.0,-61.0,4.68,-1.309046332276011e+17,0.0,1.3355,118866.21,256.0,22.761,4.848568601128313e+47
MiniMax-M2.5-Q2_K_L (unsloth),83.44047714304,2.92,0.311413,0.0,-99.161,5e-06,-91.576,0.000529,-17.933,-3.596,8.4e-05,-38.879,0.556,0.644883,6.471,1.484256,13.223,4.343384,34.084,7.724108,76.443,92.64,30908.6,30908.6,19.883234,99.923,0.004532,1.513547,0.05623,1.213861,0.007625,8.590786,0.142066,7.07724,0.114279,0.193806,0.006281,-4.196,0.107,0.082115,-0.039,-3e-06,-99.964,19.217,0.2,80.301,0.226,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q2_K_L/MiniMax-M2.5-Q2_K_L.md,77.71,2.0,12151240968.0,6.11,1720.0,-79193790890104.0,-61.0,4.79,-1.309046332276011e+17,0.0,1.3355,118866.21,256.0,23.131,4.848568601128313e+47
MiniMax-M2.5-Q3_K_M (unsloth),109.26396801024,3.82,0.122623,-1e-06,-94.293,1e-06,-58.682,0.000141,-7.503,-1.384,2.3e-05,-15.646,0.55,0.218426,4.655,0.478294,9.206,2.02842,26.457,4.831515,69.05,97.25,30908.6,30908.6,14.374887,99.035,0.0023,0.469656,0.029228,1.066361,0.004064,7.546896,0.123231,7.07724,0.114279,0.064252,0.003811,-1.434,0.068,0.027433,-0.003,-6e-06,-99.551,12.005,0.175,87.85,0.186,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q3_K_M/MiniMax-M2.5-Q3_K_M.md,101.76,2.0,12151240968.0,6.11,1784.0,-1038011036970104.0,-61.0,5.03,-1.309050412248714e+17,0.0,1.3355,118529.31,256.0,22.991,4.848568601128313e+47
MiniMax-M2.5-Q3_K_S (unsloth),98.68761104384001,3.45,0.202119,-1e-06,-98.089,2e-06,-77.397,0.000254,-11.397,-2.3,4.4e-05,-23.594,0.561,0.390511,5.604,0.855274,11.539,3.069579,31.663,6.40655,77.255,95.25,30908.6,30908.6,15.605315,99.015,0.00332,0.840381,0.040702,1.118744,0.005621,7.917621,0.129973,7.07724,0.114279,0.112207,0.005024,-2.448,0.085,0.051354,-0.013,-4e-06,-99.954,15.149,0.187,84.152,0.208,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q3_K_S/MiniMax-M2.5-Q3_K_S.md,91.91,2.0,12151240968.0,6.11,1752.0,-93715936110104.0,-61.0,4.84,-1.3090483822726115e+17,0.0,1.3355,118800.45,256.0,23.191,4.848568601128313e+47
MiniMax-M2.5-Q4_0 (unsloth),129.4932639744,4.53,0.081161,-1e-06,-85.917,1e-06,-42.549,9.7e-05,-6.194,-1.128,1.6e-05,-11.813,0.43,0.150507,4.032,0.301211,7.951,1.201161,22.243,3.576555,63.169,98.22,30908.6,30908.6,9.65519,90.107,0.001589,0.272225,0.022708,1.038465,0.003182,7.349464,0.119566,7.07724,0.114279,0.037743,0.003065,-0.955,0.055,0.020212,-0.003,-4e-06,-98.687,9.622,0.156,89.882,0.172,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q4_0/MiniMax-M2.5-Q4_0.md,120.6,2.0,12151240968.0,6.11,1816.0,-1231191230150104.0,-61.0,5.23,-1.309052442267912e+17,0.0,1.3355,118689.33,256.0,24.481,4.848568601128313e+47
MiniMax-M2.5-Q4_1 (unsloth),143.21568448512,5.01,0.066154,-2e-06,-78.081,0.0,-35.755,7.1e-05,-5.108,-0.911,1.2e-05,-9.877,0.412,0.117684,3.644,0.242768,7.395,1.036349,22.12,3.2009,65.042,98.58,30908.6,30908.6,10.726225,97.286,0.0014,0.187881,0.019941,1.026547,0.002803,7.265121,0.118153,7.07724,0.114279,0.026201,0.00273,-0.668,0.05,0.015232,-0.002,-1e-05,-98.534,8.817,0.151,91.006,0.163,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q4_1/MiniMax-M2.5-Q4_1.md,133.38,2.0,12151240968.0,6.11,1832.0,-1361801360760104.0,-61.0,4.08,-1.309053462256713e+17,0.0,1.3355,118561.51,256.0,22.971,4.848568601128313e+47
MiniMax-M2.5-Q4_K_M (unsloth),138.33015918592002,4.84,0.059396,-2e-06,-76.276,0.0,-30.774,6.3e-05,-4.696,-0.802,1.1e-05,-9.33,0.448,0.106275,3.568,0.209868,7.08,0.916992,21.613,2.728867,62.163,98.73,30908.6,30908.6,13.867476,98.983,0.001379,0.147136,0.018739,1.02079,0.002639,7.224376,0.11742,7.07724,0.114279,0.020577,0.002586,-0.495,0.047,0.013731,-0.001,-8e-06,-99.429,8.247,0.148,91.369,0.16,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q4_K_M/MiniMax-M2.5-Q4_K_M.md,128.83,2.0,12151240968.0,6.11,1832.0,-1315421314380104.0,-661.0,4.09,-1.3090534622334154e+17,0.0,1.3355,118328.02,256.0,22.771,4.848568601128313e+47
MiniMax-M2.5-Q4_K_S (unsloth),130.0301348864,4.55,0.066373,-2e-06,-83.438,0.0,-33.451,7.2e-05,-4.932,-0.861,1.2e-05,-9.856,0.461,0.118923,3.765,0.242942,7.421,1.020737,22.124,3.265465,65.027,98.54,30908.6,30908.6,10.885548,98.147,0.00141,0.184504,0.020245,1.02607,0.002847,7.261744,0.118146,7.07724,0.114279,0.025736,0.002775,-0.573,0.05,0.015188,-0.001,-1.2e-05,-99.56,8.835,0.156,90.848,0.164,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q4_K_S/MiniMax-M2.5-Q4_K_S.md,121.1,2.0,12151240968.0,6.11,1816.0,-1235771234730104.0,-61.0,4.08,-1.3090524522682118e+17,0.0,1.3355,118692.33,256.0,22.721,4.848568601128313e+47
MiniMax-M2.5-Q5_K_M (unsloth),162.29607669760003,5.68,0.031922,-2e-06,-58.74,0.0,-19.839,3.4e-05,-3.379,-0.563,5e-06,-6.405,0.344,0.058731,2.719,0.112822,5.434,0.434627,15.872,1.532143,50.362,99.29,30908.6,30908.6,15.861979,88.707,0.000913,0.065414,0.013786,1.009243,0.001945,7.142653,0.115912,7.07724,0.114279,0.0092,0.001927,-0.248,0.034,0.007488,-0.0,-9e-06,-83.023,5.998,0.121,93.508,0.14,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q5_K_M/MiniMax-M2.5-Q5_K_M.md,151.15,2.0,12151240968.0,6.11,1848.0,-1543391542350104.0,-661.0,4.13,-1.3090544922353152e+17,0.0,1.3355,118331.1,256.0,24.421,4.848568601128313e+47
MiniMax-M2.5-Q5_K_S (unsloth),157.47497590784002,5.51,0.03376,-2e-06,-61.381,0.0,-21.343,3.7e-05,-3.529,-0.54,6e-06,-6.455,0.373,0.062966,2.87,0.122497,5.556,0.452087,16.258,1.588454,48.648,99.24,30908.6,30908.6,11.39131,98.972,0.000879,0.065874,0.014247,1.009308,0.002011,7.143114,0.115919,7.07724,0.114279,0.009265,0.001992,-0.273,0.035,0.008101,-0.0,-1.1e-05,-97.513,6.213,0.128,93.285,0.142,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q5_K_S/MiniMax-M2.5-Q5_K_S.md,146.66,2.0,12151240968.0,6.11,1848.0,-1497661496620104.0,-61.0,4.08,-1.3090544822826104e+17,0.0,1.3355,118804.94,256.0,23.271,4.848568601128313e+47
MiniMax-M2.5-Q6_K (unsloth),187.75449534464002,6.57,0.020127,-3e-06,-41.212,-0.0,-13.809,2e-05,-2.513,-0.379,4e-06,-4.751,0.338,0.038561,2.435,0.071629,4.77,0.261472,13.488,1.02455,40.507,99.49,30908.6,30908.6,6.100366,78.814,0.000519,0.018383,0.011593,1.002597,0.001637,7.095623,0.115273,7.07724,0.114279,0.002594,0.001633,-0.024,0.026,0.004884,0.0,-3e-05,-99.775,4.61,0.099,94.711,0.127,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q6_K/MiniMax-M2.5-Q6_K.md,174.86,2.0,12151240968.0,6.11,1864.0,-1786421785380104.0,-6436.0,4.1,-1.3090555122612126e+17,0.0,1.3355,118574.08,256.0,22.431,4.848568601128313e+47
MiniMax-M2.5-Q8_0 (unsloth),243.12736120832002,8.51,0.016814,-3e-06,-34.414,-0.0,-11.482,1.5e-05,-2.211,-0.326,3e-06,-4.178,0.293,0.030438,2.076,0.05575,4.001,0.195046,12.005,0.988008,37.836,99.58,30908.6,30908.6,13.118722,96.224,0.000772,0.031335,0.01058,1.004428,0.001491,7.108575,0.115604,7.07724,0.114279,0.004418,0.001484,-0.016,0.024,0.003656,0.0,-9e-06,-68.203,4.136,0.105,95.281,0.121,kld/MiniMax-M2.5/calibration_datav3/unsloth/Q8_0/MiniMax-M2.5-Q8_0.md,226.43,2.0,12151240968.0,6.11,1896.0,-2312992311950104.0,-80436.0,4.18,-1.3090575422050182e+17,0.0,1.3355,117980.67,256.0,22.091,4.848568601128313e+47
MiniMax-M2.5-UD-IQ1_M (unsloth),68.42956644352,2.39,0.47889,0.0,-99.748,6e-06,-97.106,0.000874,-26.713,-5.199,0.000141,-60.999,0.513,1.090507,7.115,2.622951,14.629,6.009495,37.119,9.95442,82.469,87.75,30908.6,30908.6,21.323242,99.309,0.006451,2.933232,0.089724,1.41446,0.01172,10.010472,0.171308,7.07724,0.114279,0.346748,0.008286,-6.219,0.129,0.120992,-0.071,-3e-06,-99.988,23.529,0.211,76.364,0.242,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-IQ1_M/MiniMax-M2.5-UD-IQ1_M.md,63.73,2.0,12151240968.0,6.11,1640.0,-64861647570104.0,-192.0,4.19,-1.3090412522814106e+17,0.0,1.3355,119000.01,256.0,23.601,4.848568601128313e+47
MiniMax-M2.5-UD-IQ1_S (unsloth),63.18970634240001,2.21,0.563569,0.0,-99.845,1.1e-05,-97.535,0.00129,-30.853,-6.781,0.000202,-67.276,0.46,1.339546,7.47,2.957068,15.406,6.580419,39.711,10.335377,79.946,85.61,30908.6,30908.6,19.248781,98.664,0.007049,3.468577,0.102926,1.490103,0.013455,10.545816,0.182117,7.07724,0.114279,0.398845,0.00903,-7.067,0.136,0.157771,-0.139,-3e-06,-99.988,24.837,0.21,73.713,0.251,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-IQ1_S/MiniMax-M2.5-UD-IQ1_S.md,58.85,2.0,12151240968.0,6.11,1608.0,-59865597610104.0,-114.0,4.17,-1.3090392222619125e+17,0.0,1.3355,118837.02,256.0,23.591,4.848568601128313e+47
MiniMax-M2.5-UD-IQ2_M (unsloth),78.18987962368,2.74,0.298683,-1e-06,-99.389,3e-06,-91.5,0.000416,-16.104,-3.293,6.2e-05,-36.994,0.475,0.588759,5.691,1.470186,11.678,4.460805,30.773,8.051671,74.673,92.57,30908.6,30908.6,16.626404,97.156,0.004697,1.623099,0.058276,1.229341,0.007796,8.700339,0.144862,7.07724,0.114279,0.206478,0.006342,-4.179,0.104,0.065393,-0.027,-4e-06,-99.982,18.785,0.204,81.491,0.221,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-IQ2_M/MiniMax-M2.5-UD-IQ2_M.md,72.82,2.0,12151240968.0,6.11,1688.0,-74189740850104.0,-4234.0,4.2,-1.3090443022553131e+17,0.0,1.3355,118691.54,256.0,23.691,4.848568601128313e+47
MiniMax-M2.5-UD-IQ2_XXS (unsloth),74.10966069248,2.59,0.355179,-0.0,-99.583,4e-06,-93.948,0.000532,-18.567,-4.003,8.4e-05,-45.571,0.474,0.736885,6.058,1.803043,12.563,5.058808,32.687,8.835881,76.421,90.99,30908.6,30908.6,19.298819,99.455,0.005328,1.9566,0.066985,1.276464,0.008944,9.03384,0.151314,7.07724,0.114279,0.244094,0.007007,-4.85,0.113,0.079771,-0.041,-3e-06,-99.957,20.422,0.207,79.767,0.229,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-IQ2_XXS/MiniMax-M2.5-UD-IQ2_XXS.md,69.02,2.0,12151240968.0,6.11,1672.0,-70301701970104.0,-4234.0,4.15,-1.3090432822839104e+17,0.0,1.3355,118993.18,256.0,22.981,4.848568601128313e+47
MiniMax-M2.5-UD-IQ3_XXS (unsloth),93.30816450560002,3.26,0.163725,-1e-06,-97.304,2e-06,-74.846,0.000195,-9.9,-2.025,3e-05,-20.65,0.422,0.299838,4.425,0.687143,9.443,2.694207,27.025,5.711734,74.181,96.11,30908.6,30908.6,9.271864,94.447,0.002878,0.727652,0.036143,1.102816,0.004999,7.804892,0.127436,7.07724,0.114279,0.097867,0.004533,-2.365,0.08,0.034524,-0.011,-5e-06,-99.748,14.174,0.188,86.271,0.196,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-IQ3_XXS/MiniMax-M2.5-UD-IQ3_XXS.md,86.9,2.0,12151240968.0,6.11,1736.0,-88605885010104.0,-4231.0,4.25,-1.3090473622822106e+17,0.0,1.3355,118912.2,256.0,23.391,4.848568601128313e+47
MiniMax-M2.5-UD-Q2_K_XL (unsloth),85.91008333824001,3.01,0.248731,-0.0,-98.99,3e-06,-88.453,0.000318,-12.819,-2.45,5.2e-05,-30.17,0.68,0.465921,6.502,1.125538,12.625,3.810123,32.363,7.450212,77.019,94.07,30908.6,30908.6,15.101192,99.792,0.004073,1.168212,0.048381,1.165066,0.006575,8.245452,0.136454,7.07724,0.114279,0.152778,0.005643,-3.037,0.097,0.056457,-0.011,-3e-06,-99.911,17.363,0.199,82.991,0.214,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-Q2_K_XL/MiniMax-M2.5-UD-Q2_K_XL.md,80.01,2.0,12151240968.0,6.11,1720.0,-81529814250104.0,-611.0,3.92,-1.3090463422561131e+17,0.0,1.3355,118667.83,256.0,22.741,4.848568601128313e+47
MiniMax-M2.5-UD-Q3_K_XL (unsloth),101.28606625792,3.54,0.130427,-1e-06,-93.782,1e-06,-60.177,0.000148,-7.498,-1.251,2.4e-05,-16.279,0.628,0.237711,5.009,0.508409,9.813,2.102021,27.309,5.405243,71.001,97.06,30908.6,30908.6,15.723516,99.654,0.002466,0.450305,0.029935,1.063627,0.004188,7.527545,0.122738,7.07724,0.114279,0.061685,0.003937,-1.373,0.069,0.028882,-0.002,-4e-06,-99.858,12.257,0.175,87.704,0.187,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-Q3_K_XL/MiniMax-M2.5-UD-Q3_K_XL.md,94.33,2.0,12151240968.0,6.11,1768.0,-96190960860104.0,-611.0,4.01,-1.309049392258113e+17,0.0,1.3355,118639.11,256.0,23.011,4.848568601128313e+47
MiniMax-M2.5-UD-Q4_K_XL (unsloth),131.3186250752,4.59,0.063959,-2e-06,-80.314,0.0,-33.469,6.5e-05,-4.746,-0.822,1.1e-05,-9.491,0.444,0.111804,3.683,0.230491,7.26,0.990056,22.195,3.390165,66.834,98.6,30908.6,30908.6,16.526793,97.605,0.00151,0.148901,0.019641,1.021039,0.002772,7.226141,0.117342,7.07724,0.114279,0.020821,0.002714,-0.525,0.049,0.014112,-0.001,-4e-06,-99.345,8.666,0.154,91.233,0.161,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-Q4_K_XL/MiniMax-M2.5-UD-Q4_K_XL.md,122.3,2.0,12151240968.0,6.11,1816.0,-1248501247460104.0,-611.0,4.04,-1.3090524422729114e+17,0.0,1.3355,118739.39,256.0,22.711,4.848568601128313e+47
MiniMax-M2.5-UD-Q5_K_XL (unsloth),161.75920578560002,5.66,0.030918,-3e-06,-54.258,0.0,-18.928,3.1e-05,-3.236,-0.522,5e-06,-6.139,0.347,0.056246,2.777,0.108696,5.429,0.421479,15.958,1.663864,52.836,99.31,30908.6,30908.6,10.278928,96.566,0.000823,0.059542,0.013596,1.008413,0.001918,7.136782,0.115879,7.07724,0.114279,0.008378,0.001902,-0.186,0.034,0.007063,-0.0,-5e-06,-95.246,5.907,0.124,93.716,0.138,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-Q5_K_XL/MiniMax-M2.5-UD-Q5_K_XL.md,150.65,2.0,12151240968.0,6.11,1832.0,-1538601537560104.0,-6104.0,4.4,-1.3090534822330154e+17,0.0,1.3355,118324.67,256.0,22.571,4.848568601128313e+47
MiniMax-M2.5-UD-Q6_K_XL (unsloth),194.28284563456,6.8,0.018391,-3e-06,-37.281,-0.0,-12.721,1.8e-05,-2.347,-0.343,3e-06,-4.557,0.303,0.034229,2.184,0.064967,4.283,0.220442,12.226,1.094286,37.605,99.55,30908.6,30908.6,9.594548,77.764,0.000591,0.035718,0.011009,1.005047,0.001552,7.112958,0.115626,7.07724,0.114279,0.005034,0.001544,-0.049,0.024,0.004147,-0.0,-3.9e-05,-72.369,4.249,0.093,95.015,0.124,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-Q6_K_XL/MiniMax-M2.5-UD-Q6_K_XL.md,180.94,2.0,12151240968.0,6.11,1880.0,-1847591846550104.0,-6228.0,4.13,-1.3090565222461141e+17,0.0,1.3355,118407.23,256.0,21.731,4.848568601128313e+47
MiniMax-M2.5-UD-Q8_K_XL (unsloth),261.37023479808,9.14,0.017066,-2e-06,-34.207,-0.0,-11.905,1.7e-05,-2.288,-0.341,3e-06,-4.339,0.323,0.03165,2.248,0.057932,4.292,0.206448,12.02,0.835423,36.779,99.58,30908.6,30908.6,14.732626,97.571,0.000686,0.033229,0.010599,1.004695,0.001493,7.110469,0.115634,7.07724,0.114279,0.004684,0.001486,0.002,0.024,0.004152,0.0,-1.2e-05,-63.506,4.13,0.099,95.197,0.122,kld/MiniMax-M2.5/calibration_datav3/unsloth/UD-Q8_K_XL/MiniMax-M2.5-UD-Q8_K_XL.md,243.42,2.0,12151240968.0,6.11,1912.0,-2480822479780104.0,-80409.0,4.17,-1.309058552276211e+17,0.0,1.3355,118676.27,256.0,22.291,4.848568601128313e+47