[ { "key": "0:1:1:1:1:1:1:2:0:0", "fileName": "Qwen3.6-27B-MQ-Q6_K_1.gguf", "displayName": "MQ-Q6_K_1", "shortName": "MQ-Q6_K_1", "provider": "MagicQuant", "quantFamily": "Q6_K", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-Q6_K_1.gguf?download=true", "kld": 0.002845, "ppl": 5.680246, "pplDeltaPercent": -0.13983333919341434, "sizeBytes": 27248916160, "sizeGB": 27.24891616, "sizeGiB": 25.37753075361252, "expectedSizeBytes": 27248916160, "actualSizeBytes": 27248916160, "usedImatrix": true, "replacedArtifacts": [ { "key": "0:1:2:1:1:1:1:2:0:0", "shortName": "MQ-Q8_0", "internalDisplayName": "Qwen3.6-27B-Qwen-Q8_0-D-Q6_K-E-Q8_0-H-Q6_K-K-Q8_0-O-Q8_0-Q-Q8_0-U-Q8_0", "kld": 0.003061, "ppl": 5.682076, "pplDeltaPercent": -0.1076614746316901, "sizeBytes": 26940999360, "sizeGB": 26.94099936, "sizeGiB": 25.09076088666916, "reasonCode": "SPACING_COLLAPSE", "reason": "meaningful spacing collapse; size gap below 564,472,013 bytes" }, { "key": "0:0:0:0:0:0:0:0:0:0", "shortName": "LM-Q8_0", "internalDisplayName": "Qwen3.6-27B-Qwen-Q8_0", "kld": 0.003768, "ppl": 5.677782, "pplDeltaPercent": -0.18315108470167157, "sizeBytes": 28595762880, "sizeGB": 28.59576288, "sizeGiB": 26.63187950849533, "reasonCode": "STRICT_DOMINANCE", "reason": "strict hybrid dominance: best accepted actual KLD at same-or-smaller real size" } ] }, { "key": "0:6:1:1:1:1:2:1:0:0", "fileName": "Qwen3.6-27B-MQ-Q6_K_2.gguf", "displayName": "MQ-Q6_K_2", "shortName": "MQ-Q6_K_2", "provider": "MagicQuant", "quantFamily": "Q6_K", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-Q6_K_2.gguf?download=true", "kld": 0.003884, "ppl": 5.684314, "pplDeltaPercent": -0.06831686649556099, "sizeBytes": 25231718080, "sizeGB": 25.23171808, "sizeGiB": 23.49886864423752, "expectedSizeBytes": 25231718080, "actualSizeBytes": 25231718080, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "0:6:2:7:1:1:108:1:0:0", "fileName": "Qwen3.6-27B-MQ-Q6_K_3.gguf", "displayName": "MQ-Q6_K_3", "shortName": "MQ-Q6_K_3", "provider": "MagicQuant", "quantFamily": "Q6_K", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-Q6_K_3.gguf?download=true", "kld": 0.004914, "ppl": 5.671499, "pplDeltaPercent": -0.2936078196969217, "sizeBytes": 23661168320, "sizeGB": 23.66116832, "sizeGiB": 22.036180198192596, "expectedSizeBytes": 23661168320, "actualSizeBytes": 23661168320, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "0:6:2:7:1:1:108:3:0:0", "fileName": "Qwen3.6-27B-MQ-Q5_K_S_1.gguf", "displayName": "MQ-Q5_K_S_1", "shortName": "MQ-Q5_K_S_1", "provider": "MagicQuant", "quantFamily": "Q5_K_S", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-Q5_K_S_1.gguf?download=true", "kld": 0.006477, "ppl": 5.681127, "pplDeltaPercent": -0.12434513554375913, "sizeBytes": 21900871360, "sizeGB": 21.90087136, "sizeGiB": 20.396775901317596, "expectedSizeBytes": 21900871360, "actualSizeBytes": 21900871360, "usedImatrix": true, "replacedArtifacts": [ { "key": "1:0:0:0:0:0:0:0:0:0", "shortName": "LM-Q6_K", "internalDisplayName": "Qwen3.6-27B-Qwen-Q6_K", "kld": 0.007249, "ppl": 5.706878, "pplDeltaPercent": 0.32836398157588564, "sizeBytes": 22082528960, "sizeGB": 22.08252896, "sizeGiB": 20.565957725048065, "reasonCode": "STRICT_DOMINANCE", "reason": "strict hybrid dominance: best accepted actual KLD at same-or-smaller real size" } ] }, { "key": "0:6:1:7:1:1:3:2:0:0", "fileName": "Qwen3.6-27B-MQ-Q5_K_S_2.gguf", "displayName": "MQ-Q5_K_S_2", "shortName": "MQ-Q5_K_S_2", "provider": "MagicQuant", "quantFamily": "Q5_K_S", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-Q5_K_S_2.gguf?download=true", "kld": 0.007617, "ppl": 5.676849, "pplDeltaPercent": -0.19955346155199066, "sizeBytes": 20856534720, "sizeGB": 20.85653472, "sizeGiB": 19.42416161298752, "expectedSizeBytes": 20856534720, "actualSizeBytes": 20856534720, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "13:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-Q5_K_S.gguf", "displayName": "LM-Q5_K_S", "shortName": "LM-Q5_K_S", "provider": "llama.cpp", "quantFamily": "Q5_K_S", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-Q5_K_S.gguf?download=true", "kld": 0.01079, "ppl": 5.647932, "pplDeltaPercent": -0.7079216623888083, "sizeBytes": 18679613120, "sizeGB": 18.679613120000003, "sizeGiB": 17.39674538373947, "expectedSizeBytes": 18679613120, "actualSizeBytes": 18679613120, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "105:6:106:7:14:106:106:106:0:0", "fileName": "Qwen3.6-27B-MQ-IQ4_NL_1.gguf", "displayName": "MQ-IQ4_NL_1", "shortName": "MQ-IQ4_NL_1", "provider": "MagicQuant", "quantFamily": "IQ4_NL", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-IQ4_NL_1.gguf?download=true", "kld": 0.019687, "ppl": 5.727233, "pplDeltaPercent": 0.6862100488731036, "sizeBytes": 17588438720, "sizeGB": 17.58843872, "sizeGiB": 16.38051003217697, "expectedSizeBytes": 17588438720, "actualSizeBytes": 17588438720, "usedImatrix": true, "replacedArtifacts": [ { "key": "105:0:0:0:0:0:0:0:0:0", "shortName": "UD-Q4_K_XL", "internalDisplayName": "Qwen3.6-27B-Qwen-UD-Q4_K_XL", "kld": 0.023521, "ppl": 5.760769, "pplDeltaPercent": 1.2757814422840206, "sizeBytes": 17612564160, "sizeGB": 17.61256416, "sizeGiB": 16.402978599071503, "reasonCode": "STRICT_DOMINANCE", "reason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size" } ] }, { "key": "5:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ4_NL.gguf", "displayName": "LM-IQ4_NL", "shortName": "LM-IQ4_NL", "provider": "llama.cpp", "quantFamily": "IQ4_NL", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ4_NL.gguf?download=true", "kld": 0.025714, "ppl": 5.804946, "pplDeltaPercent": 2.0524243170071377, "sizeBytes": 15801927360, "sizeGB": 15.80192736, "sizeGiB": 14.716691672801971, "expectedSizeBytes": 15801927360, "actualSizeBytes": 15801927360, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "6:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ4_XS.gguf", "displayName": "LM-IQ4_XS", "shortName": "LM-IQ4_XS", "provider": "llama.cpp", "quantFamily": "IQ4_XS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ4_XS.gguf?download=true", "kld": 0.027015, "ppl": 5.836293, "pplDeltaPercent": 2.603512534721006, "sizeBytes": 15082505920, "sizeGB": 15.08250592, "sizeGiB": 14.046678245067596, "expectedSizeBytes": 15082505920, "actualSizeBytes": 15082505920, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "104:6:105:105:14:105:105:105:0:0", "fileName": "Qwen3.6-27B-MQ-IQ3_M_1.gguf", "displayName": "MQ-IQ3_M_1", "shortName": "MQ-IQ3_M_1", "provider": "MagicQuant", "quantFamily": "IQ3_M", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-MQ-IQ3_M_1.gguf?download=true", "kld": 0.043802, "ppl": 5.751239, "pplDeltaPercent": 1.1082416230090335, "sizeBytes": 14492272320, "sizeGB": 14.49227232, "sizeGiB": 13.496980369091034, "expectedSizeBytes": 14492272320, "actualSizeBytes": 14492272320, "usedImatrix": true, "replacedArtifacts": [ { "key": "104:0:0:0:0:0:0:0:0:0", "shortName": "UD-Q3_K_XL", "internalDisplayName": "Qwen3.6-27B-Qwen-UD-Q3_K_XL", "kld": 0.044843, "ppl": 5.733645, "pplDeltaPercent": 0.7989346366161519, "sizeBytes": 14473430720, "sizeGB": 14.47343072, "sizeGiB": 13.479432761669159, "reasonCode": "NEAR_BASELINE_PREMIUM", "reason": "smart baseline-tuning near-baseline fallback within \u002B1% size premium" } ] }, { "key": "7:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ3_S.gguf", "displayName": "LM-IQ3_S", "shortName": "LM-IQ3_S", "provider": "llama.cpp", "quantFamily": "IQ3_S", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ3_S.gguf?download=true", "kld": 0.064393, "ppl": 5.795439, "pplDeltaPercent": 1.8852888435708988, "sizeBytes": 12419327680, "sizeGB": 12.41932768, "sizeGiB": 11.566400229930878, "expectedSizeBytes": 12419327680, "actualSizeBytes": 12419327680, "usedImatrix": true, "replacedArtifacts": [ { "key": "8:0:0:0:0:0:0:0:0:0", "shortName": "LM-IQ3_XS", "internalDisplayName": "Qwen3.6-27B-Qwen-IQ3_XS", "kld": 0.071307, "ppl": 5.76996, "pplDeltaPercent": 1.4373615555008623, "sizeBytes": 11967129280, "sizeGB": 11.96712928, "sizeGiB": 11.145257651805878, "reasonCode": "SPACING_COLLAPSE", "reason": "meaningful spacing collapse; size gap below 564,472,013 bytes" } ] }, { "key": "9:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ3_XXS.gguf", "displayName": "LM-IQ3_XXS", "shortName": "LM-IQ3_XXS", "provider": "llama.cpp", "quantFamily": "IQ3_XXS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ3_XXS.gguf?download=true", "kld": 0.093578, "ppl": 5.939434, "pplDeltaPercent": 4.416757497978273, "sizeBytes": 11186370240, "sizeGB": 11.18637024, "sizeGiB": 10.418119132518768, "expectedSizeBytes": 11186370240, "actualSizeBytes": 11186370240, "usedImatrix": true, "replacedArtifacts": [ { "key": "100:0:0:0:0:0:0:0:0:0", "shortName": "UD-IQ2_M", "internalDisplayName": "Qwen3.6-27B-Qwen-UD-IQ2_M", "kld": 0.133316, "ppl": 6.250984, "pplDeltaPercent": 9.893885587707882, "sizeBytes": 10846136000, "sizeGB": 10.846136, "sizeGiB": 10.101251304149628, "reasonCode": "SPACING_COLLAPSE", "reason": "meaningful spacing collapse; size gap below 564,472,013 bytes" } ] }, { "key": "16:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ2_M.gguf", "displayName": "LM-IQ2_M", "shortName": "LM-IQ2_M", "provider": "llama.cpp", "quantFamily": "IQ2_M", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ2_M.gguf?download=true", "kld": 0.163117, "ppl": 6.165963, "pplDeltaPercent": 8.399194824373254, "sizeBytes": 10004592320, "sizeGB": 10.00459232, "sizeGiB": 9.317502677440643, "expectedSizeBytes": 10004592320, "actualSizeBytes": 10004592320, "usedImatrix": true, "replacedArtifacts": [] }, { "key": "10:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ2_S.gguf", "displayName": "LM-IQ2_S", "shortName": "LM-IQ2_S", "provider": "llama.cpp", "quantFamily": "IQ2_S", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ2_S.gguf?download=true", "kld": 0.210251, "ppl": 6.500917, "pplDeltaPercent": 14.287771175415775, "sizeBytes": 9362912960, "sizeGB": 9.362912960000001, "sizeGiB": 8.71989220380783, "expectedSizeBytes": 9362912960, "actualSizeBytes": 9362912960, "usedImatrix": true, "replacedArtifacts": [ { "key": "11:0:0:0:0:0:0:0:0:0", "shortName": "LM-IQ2_XS", "internalDisplayName": "Qwen3.6-27B-Qwen-IQ2_XS", "kld": 0.226206, "ppl": 6.678807, "pplDeltaPercent": 17.41512253436939, "sizeBytes": 9090590400, "sizeGB": 9.090590400000002, "sizeGiB": 8.466272056102753, "reasonCode": "SPACING_COLLAPSE", "reason": "meaningful spacing collapse; size gap below 564,472,013 bytes" } ] }, { "key": "12:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-27B-LM-IQ2_XXS.gguf", "displayName": "LM-IQ2_XXS", "shortName": "LM-IQ2_XXS", "provider": "llama.cpp", "quantFamily": "IQ2_XXS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "isExternalReference": false, "downloadTarget": "./../../resolve/main/Qwen3.6-27B-LM-IQ2_XXS.gguf?download=true", "kld": 0.302597, "ppl": 7.107465, "pplDeltaPercent": 24.951038993003063, "sizeBytes": 8433182400, "sizeGB": 8.4331824, "sizeGiB": 7.85401314496994, "expectedSizeBytes": 8433182400, "actualSizeBytes": 8433182400, "usedImatrix": true, "replacedArtifacts": [] } ]