[ { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size", "removed": { "key": "118:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q6_K_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q6_K_XL", "shortName": "UD-Q6_K_XL", "provider": "Unsloth", "quantFamily": "UD-Q6_K_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.005183, "ppl": 5.683428, "pplDeltaPercent": -0.0628099173553742, "sizeBytes": 31843776928, "sizeGB": 31.843776928, "sizeGiB": 29.656828314065933 }, "winner": { "key": "118:103:119:119:119:119:118:119:0:119", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.005149, "ppl": 5.673763, "pplDeltaPercent": -0.23275892386144126, "sizeBytes": 31590586784, "sizeGB": 31.590586784000003, "sizeGiB": 29.42102661728859 }, "deltas": { "kld": 3.4000000000000176E-05, "sizeBytes": 253190144, "sizeGB": 0.253190144, "sizeGiB": 0.23580169677734375, "removedPplDeltaPercent": -0.0628099173553742, "winnerPplDeltaPercent": -0.23275892386144126, "pplDeltaPercentImprovement": 0.16994900650606706 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size", "removed": { "key": "117:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q6_K.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q6_K", "shortName": "UD-Q6_K", "provider": "Unsloth", "quantFamily": "UD-Q6_K", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.005696, "ppl": 5.677694, "pplDeltaPercent": -0.1636363636363721, "sizeBytes": 29308320160, "sizeGB": 29.30832016, "sizeGiB": 27.295500189065933 }, "winner": { "key": "117:103:118:118:118:118:118:118:0:118", "fileName": "Qwen3.6-35B-A3B-MQ-Q5_K_1.gguf", "displayName": "MQ-Q5_K_1", "shortName": "MQ-Q5_K_1", "provider": "MagicQuant", "quantFamily": "Q5_K", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.005523, "ppl": 5.68002, "pplDeltaPercent": -0.12273606470899297, "sizeBytes": 29185153440, "sizeGB": 29.18515344, "sizeGiB": 27.18079224228859 }, "deltas": { "kld": 0.00017299999999999954, "sizeBytes": 123166720, "sizeGB": 0.12316672, "sizeGiB": 0.11470794677734375, "removedPplDeltaPercent": -0.1636363636363721, "winnerPplDeltaPercent": -0.12273606470899297, "pplDeltaPercentImprovement": -0.04090029892737913 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict predicted hybrid dominance validated by real benchmark", "removed": { "key": "116:103:117:117:117:117:117:118:0:117", "fileName": "Qwen3.6-35B-A3B-MQ-Q5_K_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-Q5_K_S", "shortName": "MQ-UD-Q5_K_XL", "provider": "MagicQuant", "quantFamily": "UD-Q5_K_XL", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.006853, "ppl": 5.685761, "pplDeltaPercent": -0.021786530684016002, "sizeBytes": 26404329888, "sizeGB": 26.404329888, "sizeGiB": 24.59094849228859 }, "winner": { "key": "114:103:115:115:115:115:115:115:0:115", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.00673, "ppl": 5.679092, "pplDeltaPercent": -0.1390539827677241, "sizeBytes": 26333026720, "sizeGB": 26.33302672, "sizeGiB": 24.52454224228859 }, "deltas": { "kld": 0.00012299999999999985, "sizeBytes": 71303168, "sizeGB": 0.071303168, "sizeGiB": 0.06640625, "removedPplDeltaPercent": -0.021786530684016002, "winnerPplDeltaPercent": -0.1390539827677241, "pplDeltaPercentImprovement": 0.11726745208370809 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size", "removed": { "key": "116:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q5_K_XL", "shortName": "UD-Q5_K_XL", "provider": "Unsloth", "quantFamily": "UD-Q5_K_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.006864, "ppl": 5.678817, "pplDeltaPercent": -0.14388957270970137, "sizeBytes": 26592508320, "sizeGB": 26.59250832, "sizeGiB": 24.766203314065933 }, "winner": { "key": "116:103:117:117:117:117:117:118:0:117", "fileName": "Qwen3.6-35B-A3B-MQ-Q5_K_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-Q5_K_S", "shortName": "MQ-UD-Q5_K_XL", "provider": "MagicQuant", "quantFamily": "UD-Q5_K_XL", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.006853, "ppl": 5.685761, "pplDeltaPercent": -0.021786530684016002, "sizeBytes": 26404329888, "sizeGB": 26.404329888, "sizeGiB": 24.59094849228859 }, "deltas": { "kld": 1.1000000000000593E-05, "sizeBytes": 188178432, "sizeGB": 0.18817843199999998, "sizeGiB": 0.17525482177734375, "removedPplDeltaPercent": -0.14388957270970137, "winnerPplDeltaPercent": -0.021786530684016002, "pplDeltaPercentImprovement": -0.12210304202568537 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict predicted hybrid dominance validated by real benchmark", "removed": { "key": "116:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q5_K_XL", "shortName": "UD-Q5_K_XL", "provider": "Unsloth", "quantFamily": "UD-Q5_K_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.006864, "ppl": 5.678817, "pplDeltaPercent": -0.14388957270970137, "sizeBytes": 26592508320, "sizeGB": 26.59250832, "sizeGiB": 24.766203314065933 }, "winner": { "key": "114:103:115:115:115:115:115:115:0:115", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.00673, "ppl": 5.679092, "pplDeltaPercent": -0.1390539827677241, "sizeBytes": 26333026720, "sizeGB": 26.33302672, "sizeGiB": 24.52454224228859 }, "deltas": { "kld": 0.00013400000000000044, "sizeBytes": 259481600, "sizeGB": 0.25948160000000003, "sizeGiB": 0.24166107177734375, "removedPplDeltaPercent": -0.14388957270970137, "winnerPplDeltaPercent": -0.1390539827677241, "pplDeltaPercentImprovement": -0.004835589941977275 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size", "removed": { "key": "114:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q5_K_M.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q5_K_M", "shortName": "UD-Q5_K_M", "provider": "Unsloth", "quantFamily": "UD-Q5_K_M", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.007072, "ppl": 5.679171, "pplDeltaPercent": -0.1376648496571142, "sizeBytes": 26456193440, "sizeGB": 26.456193440000003, "sizeGiB": 24.639250189065933 }, "winner": { "key": "114:103:115:115:115:115:115:115:0:115", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.00673, "ppl": 5.679092, "pplDeltaPercent": -0.1390539827677241, "sizeBytes": 26333026720, "sizeGB": 26.33302672, "sizeGiB": 24.52454224228859 }, "deltas": { "kld": 0.0003420000000000003, "sizeBytes": 123166720, "sizeGB": 0.12316672, "sizeGiB": 0.11470794677734375, "removedPplDeltaPercent": -0.1376648496571142, "winnerPplDeltaPercent": -0.1390539827677241, "pplDeltaPercentImprovement": 0.001389133110609897 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size", "removed": { "key": "115:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q5_K_S.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q5_K_S", "shortName": "UD-Q5_K_S", "provider": "Unsloth", "quantFamily": "UD-Q5_K_S", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.007824, "ppl": 5.692164, "pplDeltaPercent": 0.09080358712853392, "sizeBytes": 24942049696, "sizeGB": 24.942049695999998, "sizeGiB": 23.229093939065933 }, "winner": { "key": "115:103:116:116:116:116:116:116:0:116", "fileName": "Qwen3.6-35B-A3B-MQ-Q4_K_M_1.gguf", "displayName": "MQ-Q4_K_M_1", "shortName": "MQ-Q4_K_M_1", "provider": "MagicQuant", "quantFamily": "Q4_K_M", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.007799, "ppl": 5.685451, "pplDeltaPercent": -0.027237559345888666, "sizeBytes": 24818882976, "sizeGB": 24.818882976, "sizeGiB": 23.11438599228859 }, "deltas": { "kld": 2.499999999999898E-05, "sizeBytes": 123166720, "sizeGB": 0.12316672, "sizeGiB": 0.11470794677734375, "removedPplDeltaPercent": 0.09080358712853392, "winnerPplDeltaPercent": -0.027237559345888666, "pplDeltaPercentImprovement": 0.1180411464744226 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "smart baseline-tuning strict dominance fallback: real benchmark validated lower KLD at same-or-smaller size", "removed": { "key": "113:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q4_K_XL", "shortName": "UD-Q4_K_XL", "provider": "Unsloth", "quantFamily": "UD-Q4_K_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.011207, "ppl": 5.692678, "pplDeltaPercent": 0.09984174432916525, "sizeBytes": 22360455584, "sizeGB": 22.360455584, "sizeGiB": 20.824797064065933 }, "winner": { "key": "113:114:114:114:114:114:114:116:0:114", "fileName": "Qwen3.6-35B-A3B-MQ-Q4_K_M_2.gguf", "displayName": "MQ-Q4_K_M_2", "shortName": "MQ-Q4_K_M_2", "provider": "MagicQuant", "quantFamily": "Q4_K_M", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.011007, "ppl": 5.694152, "pplDeltaPercent": 0.12576050641813968, "sizeBytes": 22324804000, "sizeGB": 22.324804, "sizeGiB": 20.791593939065933 }, "deltas": { "kld": 0.00020000000000000052, "sizeBytes": 35651584, "sizeGB": 0.035651584, "sizeGiB": 0.033203125, "removedPplDeltaPercent": 0.09984174432916525, "winnerPplDeltaPercent": 0.12576050641813968, "pplDeltaPercentImprovement": -0.025918762088974437 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "111:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q4_K_M.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q4_K_M", "shortName": "UD-Q4_K_M", "provider": "Unsloth", "quantFamily": "UD-Q4_K_M", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.011409, "ppl": 5.695264, "pplDeltaPercent": 0.14531387374713567, "sizeBytes": 22134528416, "sizeGB": 22.134528416000002, "sizeGiB": 20.61438599228859 }, "winner": { "key": "113:114:114:114:114:114:114:116:0:114", "fileName": "Qwen3.6-35B-A3B-MQ-Q4_K_M_2.gguf", "displayName": "MQ-Q4_K_M_2", "shortName": "MQ-Q4_K_M_2", "provider": "MagicQuant", "quantFamily": "Q4_K_M", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.011007, "ppl": 5.694152, "pplDeltaPercent": 0.12576050641813968, "sizeBytes": 22324804000, "sizeGB": 22.324804, "sizeGiB": 20.791593939065933 }, "deltas": { "kld": 0.0004020000000000013, "sizeBytes": -190275584, "sizeGB": -0.190275584, "sizeGiB": -0.17720794677734375, "removedPplDeltaPercent": 0.14531387374713567, "winnerPplDeltaPercent": 0.12576050641813968, "pplDeltaPercentImprovement": 0.019553367328995985 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict hybrid dominance: best accepted actual KLD at same-or-smaller real size", "removed": { "key": "112:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q4_K_S.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q4_K_S", "shortName": "UD-Q4_K_S", "provider": "Unsloth", "quantFamily": "UD-Q4_K_S", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.013393, "ppl": 5.709169, "pplDeltaPercent": 0.38981888517671676, "sizeBytes": 20893014432, "sizeGB": 20.893014432, "sizeGiB": 19.45813599228859 }, "winner": { "key": "0:103:1:1:1:1:112:113:0:1", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.013277, "ppl": 5.708942, "pplDeltaPercent": 0.38582732547916526, "sizeBytes": 20887239072, "sizeGB": 20.887239072, "sizeGiB": 19.45275726914406 }, "deltas": { "kld": 0.00011599999999999978, "sizeBytes": 5775360, "sizeGB": 0.00577536, "sizeGiB": 0.00537872314453125, "removedPplDeltaPercent": 0.38981888517671676, "winnerPplDeltaPercent": 0.38582732547916526, "pplDeltaPercentImprovement": 0.003991559697551494 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:1:2:1:1:112:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_NL.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_NL", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.014189, "ppl": 5.701422, "pplDeltaPercent": 0.2535959205204803, "sizeBytes": 20414331296, "sizeGB": 20.414331296, "sizeGiB": 19.01232758164406 }, "winner": { "key": "0:103:1:1:1:1:112:113:0:1", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.013277, "ppl": 5.708942, "pplDeltaPercent": 0.38582732547916526, "sizeBytes": 20887239072, "sizeGB": 20.887239072, "sizeGiB": 19.45275726914406 }, "deltas": { "kld": 0.0009119999999999996, "sizeBytes": -472907776, "sizeGB": -0.472907776, "sizeGiB": -0.4404296875, "removedPplDeltaPercent": 0.2535959205204803, "winnerPplDeltaPercent": 0.38582732547916526, "pplDeltaPercentImprovement": -0.13223140495868496 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:2:2:1:1:114:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_NL.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_NL", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.014221, "ppl": 5.697566, "pplDeltaPercent": 0.1857921575523097, "sizeBytes": 20358273440, "sizeGB": 20.35827344, "sizeGiB": 18.960119634866714 }, "winner": { "key": "0:103:1:2:1:1:112:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_NL.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_NL", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.014189, "ppl": 5.701422, "pplDeltaPercent": 0.2535959205204803, "sizeBytes": 20414331296, "sizeGB": 20.414331296, "sizeGiB": 19.01232758164406 }, "deltas": { "kld": 3.199999999999904E-05, "sizeBytes": -56057856, "sizeGB": -0.056057856, "sizeGiB": -0.05220794677734375, "removedPplDeltaPercent": 0.1857921575523097, "winnerPplDeltaPercent": 0.2535959205204803, "pplDeltaPercentImprovement": -0.06780376296817059 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:1:1:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015257, "ppl": 5.716926, "pplDeltaPercent": 0.5262176894672002, "sizeBytes": 19861207456, "sizeGB": 19.861207456, "sizeGiB": 18.49719086289406 }, "winner": { "key": "0:103:2:2:1:1:114:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_NL.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_NL", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.014221, "ppl": 5.697566, "pplDeltaPercent": 0.1857921575523097, "sizeBytes": 20358273440, "sizeGB": 20.35827344, "sizeGiB": 18.960119634866714 }, "deltas": { "kld": 0.0010360000000000005, "sizeBytes": -497065984, "sizeGB": -0.497065984, "sizeGiB": -0.46292877197265625, "removedPplDeltaPercent": 0.5262176894672002, "winnerPplDeltaPercent": 0.1857921575523097, "pplDeltaPercentImprovement": 0.34042553191489044 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:3:1:1:1:1:7:111:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015428, "ppl": 5.731319, "pplDeltaPercent": 0.7793036750483519, "sizeBytes": 19835607456, "sizeGB": 19.835607456, "sizeGiB": 18.473349004983902 }, "winner": { "key": "0:103:1:1:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015257, "ppl": 5.716926, "pplDeltaPercent": 0.5262176894672002, "sizeBytes": 19861207456, "sizeGB": 19.861207456, "sizeGiB": 18.49719086289406 }, "deltas": { "kld": 0.000171000000000001, "sizeBytes": -25600000, "sizeGB": -0.0256, "sizeGiB": -0.02384185791015625, "removedPplDeltaPercent": 0.7793036750483519, "winnerPplDeltaPercent": 0.5262176894672002, "pplDeltaPercentImprovement": 0.2530859855811517 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:103:1:1:1:1:7:111:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_NL.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_NL", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015447, "ppl": 5.730909, "pplDeltaPercent": 0.7720942500439477, "sizeBytes": 19903150496, "sizeGB": 19.903150496, "sizeGiB": 18.53625336289406 }, "winner": { "key": "0:103:1:1:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015257, "ppl": 5.716926, "pplDeltaPercent": 0.5262176894672002, "sizeBytes": 19861207456, "sizeGB": 19.861207456, "sizeGiB": 18.49719086289406 }, "deltas": { "kld": 0.00019000000000000093, "sizeBytes": 41943040, "sizeGB": 0.04194304, "sizeGiB": 0.0390625, "removedPplDeltaPercent": 0.7720942500439477, "winnerPplDeltaPercent": 0.5262176894672002, "pplDeltaPercentImprovement": 0.24587656057674756 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:3:1:1:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015629, "ppl": 5.734911, "pplDeltaPercent": 0.8424652716722355, "sizeBytes": 19793664416, "sizeGB": 19.793664416, "sizeGiB": 18.434286504983902 }, "winner": { "key": "0:3:1:1:1:1:7:111:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015428, "ppl": 5.731319, "pplDeltaPercent": 0.7793036750483519, "sizeBytes": 19835607456, "sizeGB": 19.835607456, "sizeGiB": 18.473349004983902 }, "deltas": { "kld": 0.0002009999999999998, "sizeBytes": -41943040, "sizeGB": -0.04194304, "sizeGiB": -0.0390625, "removedPplDeltaPercent": 0.8424652716722355, "winnerPplDeltaPercent": 0.7793036750483519, "pplDeltaPercentImprovement": 0.06316159662388365 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:1:2:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.01568, "ppl": 5.725093, "pplDeltaPercent": 0.6698259187620877, "sizeBytes": 19698678176, "sizeGB": 19.698678175999998, "sizeGiB": 18.34582367539406 }, "winner": { "key": "0:3:1:1:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.015629, "ppl": 5.734911, "pplDeltaPercent": 0.8424652716722355, "sizeBytes": 19793664416, "sizeGB": 19.793664416, "sizeGiB": 18.434286504983902 }, "deltas": { "kld": 5.099999999999896E-05, "sizeBytes": -94986240, "sizeGB": -0.09498624000000001, "sizeGiB": -0.08846282958984375, "removedPplDeltaPercent": 0.6698259187620877, "winnerPplDeltaPercent": 0.8424652716722355, "pplDeltaPercentImprovement": -0.17263935291014776 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:2:2:1:1:7:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.017713, "ppl": 5.742713, "pplDeltaPercent": 0.9796553543168612, "sizeBytes": 19320445344, "sizeGB": 19.320445344, "sizeGiB": 17.993566900491714 }, "winner": { "key": "0:103:1:2:1:1:7:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.01568, "ppl": 5.725093, "pplDeltaPercent": 0.6698259187620877, "sizeBytes": 19698678176, "sizeGB": 19.698678175999998, "sizeGiB": 18.34582367539406 }, "deltas": { "kld": 0.002033, "sizeBytes": -378232832, "sizeGB": -0.37823283199999996, "sizeGiB": -0.35225677490234375, "removedPplDeltaPercent": 0.9796553543168612, "winnerPplDeltaPercent": 0.6698259187620877, "pplDeltaPercentImprovement": 0.3098294355547735 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:2:1:1:7:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.018614, "ppl": 5.753295, "pplDeltaPercent": 1.165728855283969, "sizeBytes": 19173439904, "sizeGB": 19.173439904, "sizeGiB": 17.856657415628433 }, "winner": { "key": "0:103:2:2:1:1:7:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.017713, "ppl": 5.742713, "pplDeltaPercent": 0.9796553543168612, "sizeBytes": 19320445344, "sizeGB": 19.320445344, "sizeGiB": 17.993566900491714 }, "deltas": { "kld": 0.000900999999999999, "sizeBytes": -147005440, "sizeGB": -0.14700544, "sizeGiB": -0.13690948486328125, "removedPplDeltaPercent": 1.165728855283969, "winnerPplDeltaPercent": 0.9796553543168612, "pplDeltaPercentImprovement": 0.18607350096710784 } }, { "reasonCode": "NEAR_BASELINE_PREMIUM", "reasonDescription": "The winner used only the configured near-baseline size premium and beat the real linear KLD trade line.", "rawReason": "near-baseline replacement within \u002B1% size premium", "removed": { "key": "0:103:1:1:1:1:106:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.02034, "ppl": 5.733493, "pplDeltaPercent": 0.8175312115350781, "sizeBytes": 19150797216, "sizeGB": 19.150797215999997, "sizeGiB": 17.83556976914406 }, "winner": { "key": "0:103:2:2:1:1:7:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.017713, "ppl": 5.742713, "pplDeltaPercent": 0.9796553543168612, "sizeBytes": 19320445344, "sizeGB": 19.320445344, "sizeGiB": 17.993566900491714 }, "deltas": { "kld": 0.002627000000000001, "sizeBytes": -169648128, "sizeGB": -0.16964812799999998, "sizeGiB": -0.15799713134765625, "removedPplDeltaPercent": 0.8175312115350781, "winnerPplDeltaPercent": 0.9796553543168612, "pplDeltaPercentImprovement": -0.1621241427817831 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:1:1:1:1:106:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.02034, "ppl": 5.733493, "pplDeltaPercent": 0.8175312115350781, "sizeBytes": 19150797216, "sizeGB": 19.150797215999997, "sizeGiB": 17.83556976914406 }, "winner": { "key": "0:7:2:2:1:1:7:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.018614, "ppl": 5.753295, "pplDeltaPercent": 1.165728855283969, "sizeBytes": 19173439904, "sizeGB": 19.173439904, "sizeGiB": 17.856657415628433 }, "deltas": { "kld": 0.0017260000000000018, "sizeBytes": -22642688, "sizeGB": -0.022642688, "sizeGiB": -0.021087646484375, "removedPplDeltaPercent": 0.8175312115350781, "winnerPplDeltaPercent": 1.165728855283969, "pplDeltaPercentImprovement": -0.34819764374889095 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict hybrid dominance: best accepted actual KLD at same-or-smaller real size", "removed": { "key": "105:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ4_NL_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ4_NL_XL", "shortName": "UD-IQ4_NL_XL", "provider": "Unsloth", "quantFamily": "UD-IQ4_NL_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.020351, "ppl": 5.743716, "pplDeltaPercent": 0.9972920696324911, "sizeBytes": 19500505504, "sizeGB": 19.500505504, "sizeGiB": 18.16126099228859 }, "winner": { "key": "0:103:1:1:1:1:106:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ4_XS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.02034, "ppl": 5.733493, "pplDeltaPercent": 0.8175312115350781, "sizeBytes": 19150797216, "sizeGB": 19.150797215999997, "sizeGiB": 17.83556976914406 }, "deltas": { "kld": 1.1000000000000593E-05, "sizeBytes": 349708288, "sizeGB": 0.349708288, "sizeGiB": 0.32569122314453125, "removedPplDeltaPercent": 0.9972920696324911, "winnerPplDeltaPercent": 0.8175312115350781, "pplDeltaPercentImprovement": 0.17976085809741293 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict hybrid dominance: best accepted actual KLD at same-or-smaller real size", "removed": { "key": "104:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ4_NL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ4_NL", "shortName": "UD-IQ4_NL", "provider": "Unsloth", "quantFamily": "UD-IQ4_NL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.026609, "ppl": 5.772912, "pplDeltaPercent": 1.5106734657991832, "sizeBytes": 18040887712, "sizeGB": 18.040887712, "sizeGiB": 16.80188599228859 }, "winner": { "key": "0:103:1:2:1:1:105:111:0:1", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.02633, "ppl": 5.764787, "pplDeltaPercent": 1.3678037629681699, "sizeBytes": 17604147616, "sizeGB": 17.604147616000002, "sizeGiB": 16.39514008164406 }, "deltas": { "kld": 0.00027900000000000147, "sizeBytes": 436740096, "sizeGB": 0.43674009599999997, "sizeGiB": 0.40674591064453125, "removedPplDeltaPercent": 1.5106734657991832, "winnerPplDeltaPercent": 1.3678037629681699, "pplDeltaPercentImprovement": 0.1428697028310133 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict predicted hybrid dominance validated by real benchmark", "removed": { "key": "0:103:1:1:1:1:105:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.02673, "ppl": 5.759679, "pplDeltaPercent": 1.2779848777914529, "sizeBytes": 17724733856, "sizeGB": 17.724733856, "sizeGiB": 16.50744476914406 }, "winner": { "key": "0:103:1:2:1:1:105:111:0:1", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.02633, "ppl": 5.764787, "pplDeltaPercent": 1.3678037629681699, "sizeBytes": 17604147616, "sizeGB": 17.604147616000002, "sizeGiB": 16.39514008164406 }, "deltas": { "kld": 0.00040000000000000105, "sizeBytes": 120586240, "sizeGB": 0.12058624, "sizeGiB": 0.1123046875, "removedPplDeltaPercent": 1.2779848777914529, "winnerPplDeltaPercent": 1.3678037629681699, "pplDeltaPercentImprovement": -0.08981888517671699 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict hybrid dominance: best accepted actual KLD at same-or-smaller real size", "removed": { "key": "106:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ4_XS", "shortName": "UD-IQ4_XS", "provider": "Unsloth", "quantFamily": "UD-IQ4_XS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.027103, "ppl": 5.763986, "pplDeltaPercent": 1.3537190082644588, "sizeBytes": 17730509216, "sizeGB": 17.730509215999998, "sizeGiB": 16.51282349228859 }, "winner": { "key": "0:103:1:1:1:1:105:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.02673, "ppl": 5.759679, "pplDeltaPercent": 1.2779848777914529, "sizeBytes": 17724733856, "sizeGB": 17.724733856, "sizeGiB": 16.50744476914406 }, "deltas": { "kld": 0.00037299999999999833, "sizeBytes": 5775360, "sizeGB": 0.00577536, "sizeGiB": 0.00537872314453125, "removedPplDeltaPercent": 1.3537190082644588, "winnerPplDeltaPercent": 1.2779848777914529, "pplDeltaPercentImprovement": 0.07573413047300592 } }, { "reasonCode": "STRICT_DOMINANCE", "reasonDescription": "The winner was no larger and had lower real KLD than the removed anchor.", "rawReason": "strict predicted hybrid dominance validated by real benchmark", "removed": { "key": "106:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ4_XS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ4_XS", "shortName": "UD-IQ4_XS", "provider": "Unsloth", "quantFamily": "UD-IQ4_XS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.027103, "ppl": 5.763986, "pplDeltaPercent": 1.3537190082644588, "sizeBytes": 17730509216, "sizeGB": 17.730509215999998, "sizeGiB": 16.51282349228859 }, "winner": { "key": "0:103:1:2:1:1:105:111:0:1", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.02633, "ppl": 5.764787, "pplDeltaPercent": 1.3678037629681699, "sizeBytes": 17604147616, "sizeGB": 17.604147616000002, "sizeGiB": 16.39514008164406 }, "deltas": { "kld": 0.0007729999999999994, "sizeBytes": 126361600, "sizeGB": 0.12636160000000002, "sizeGiB": 0.11768341064453125, "removedPplDeltaPercent": 1.3537190082644588, "winnerPplDeltaPercent": 1.3678037629681699, "pplDeltaPercentImprovement": -0.014084754703711067 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028347, "ppl": 5.764639, "pplDeltaPercent": 1.3652013363812128, "sizeBytes": 17183971744, "sizeGB": 17.183971743999997, "sizeGiB": 16.003820806741714 }, "winner": { "key": "0:103:1:2:1:1:105:111:0:1", "fileName": "Qwen3.6-35B-A3B-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, "kld": 0.02633, "ppl": 5.764787, "pplDeltaPercent": 1.3678037629681699, "sizeBytes": 17604147616, "sizeGB": 17.604147616000002, "sizeGiB": 16.39514008164406 }, "deltas": { "kld": 0.0020170000000000014, "sizeBytes": -420175872, "sizeGB": -0.42017587199999995, "sizeGiB": -0.39131927490234375, "removedPplDeltaPercent": 1.3652013363812128, "winnerPplDeltaPercent": 1.3678037629681699, "pplDeltaPercentImprovement": -0.002602426586957085 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:7:2:2:1:1:105:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028525, "ppl": 5.794961, "pplDeltaPercent": 1.898382275364859, "sizeBytes": 17292032416, "sizeGB": 17.292032416, "sizeGiB": 16.104460150003433 }, "winner": { "key": "0:103:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028347, "ppl": 5.764639, "pplDeltaPercent": 1.3652013363812128, "sizeBytes": 17183971744, "sizeGB": 17.183971743999997, "sizeGiB": 16.003820806741714 }, "deltas": { "kld": 0.0001779999999999976, "sizeBytes": 108060672, "sizeGB": 0.10806067200000001, "sizeGiB": 0.10063934326171875, "removedPplDeltaPercent": 1.898382275364859, "winnerPplDeltaPercent": 1.3652013363812128, "pplDeltaPercentImprovement": 0.5331809389836462 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:103:1:3:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028995, "ppl": 5.770342, "pplDeltaPercent": 1.4654826797960265, "sizeBytes": 17249204640, "sizeGB": 17.24920464, "sizeGiB": 16.06457367539406 }, "winner": { "key": "0:103:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028347, "ppl": 5.764639, "pplDeltaPercent": 1.3652013363812128, "sizeBytes": 17183971744, "sizeGB": 17.183971743999997, "sizeGiB": 16.003820806741714 }, "deltas": { "kld": 0.0006479999999999993, "sizeBytes": 65232896, "sizeGB": 0.065232896, "sizeGiB": 0.06075286865234375, "removedPplDeltaPercent": 1.4654826797960265, "winnerPplDeltaPercent": 1.3652013363812128, "pplDeltaPercentImprovement": 0.10028134341481376 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.029406, "ppl": 5.789109, "pplDeltaPercent": 1.7954809213996756, "sizeBytes": 17036966304, "sizeGB": 17.036966304, "sizeGiB": 15.866911321878433 }, "winner": { "key": "0:103:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028347, "ppl": 5.764639, "pplDeltaPercent": 1.3652013363812128, "sizeBytes": 17183971744, "sizeGB": 17.183971743999997, "sizeGiB": 16.003820806741714 }, "deltas": { "kld": 0.001059000000000001, "sizeBytes": -147005440, "sizeGB": -0.14700544, "sizeGiB": -0.13690948486328125, "removedPplDeltaPercent": 1.7954809213996756, "winnerPplDeltaPercent": 1.3652013363812128, "pplDeltaPercentImprovement": 0.43027958501846286 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:7:2:3:1:1:105:107:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.029854, "ppl": 5.794784, "pplDeltaPercent": 1.895269913838573, "sizeBytes": 17234098592, "sizeGB": 17.234098592, "sizeGiB": 16.050505071878433 }, "winner": { "key": "0:103:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.028347, "ppl": 5.764639, "pplDeltaPercent": 1.3652013363812128, "sizeBytes": 17183971744, "sizeGB": 17.183971743999997, "sizeGiB": 16.003820806741714 }, "deltas": { "kld": 0.001506999999999998, "sizeBytes": 50126848, "sizeGB": 0.050126847999999995, "sizeGiB": 0.04668426513671875, "removedPplDeltaPercent": 1.895269913838573, "winnerPplDeltaPercent": 1.3652013363812128, "pplDeltaPercentImprovement": 0.5300685774573601 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "108:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q3_K_M.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q3_K_M", "shortName": "UD-Q3_K_M", "provider": "Unsloth", "quantFamily": "UD-Q3_K_M", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.036042, "ppl": 5.791067, "pplDeltaPercent": 1.8299103217865251, "sizeBytes": 16600709536, "sizeGB": 16.600709536000004, "sizeGiB": 15.460615545511246 }, "winner": { "key": "0:7:2:2:1:1:105:7:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.029406, "ppl": 5.789109, "pplDeltaPercent": 1.7954809213996756, "sizeBytes": 17036966304, "sizeGB": 17.036966304, "sizeGiB": 15.866911321878433 }, "deltas": { "kld": 0.006635999999999996, "sizeBytes": -436256768, "sizeGB": -0.43625676799999996, "sizeGiB": -0.4062957763671875, "removedPplDeltaPercent": 1.8299103217865251, "winnerPplDeltaPercent": 1.7954809213996756, "pplDeltaPercentImprovement": 0.034429400386849496 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.036701, "ppl": 5.805336, "pplDeltaPercent": 2.0808158959029246, "sizeBytes": 16187365792, "sizeGB": 16.187365791999998, "sizeGiB": 15.075659185647964 }, "winner": { "key": "108:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q3_K_M.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q3_K_M", "shortName": "UD-Q3_K_M", "provider": "Unsloth", "quantFamily": "UD-Q3_K_M", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.036042, "ppl": 5.791067, "pplDeltaPercent": 1.8299103217865251, "sizeBytes": 16600709536, "sizeGB": 16.600709536000004, "sizeGiB": 15.460615545511246 }, "deltas": { "kld": 0.0006589999999999999, "sizeBytes": -413343744, "sizeGB": -0.413343744, "sizeGiB": -0.38495635986328125, "removedPplDeltaPercent": 2.0808158959029246, "winnerPplDeltaPercent": 1.8299103217865251, "pplDeltaPercentImprovement": 0.25090557411639947 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:7:2:1:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.036763, "ppl": 5.829303, "pplDeltaPercent": 2.5022507473184468, "sizeBytes": 16202889632, "sizeGB": 16.202889631999998, "sizeGiB": 15.090116888284683 }, "winner": { "key": "0:103:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.036701, "ppl": 5.805336, "pplDeltaPercent": 2.0808158959029246, "sizeBytes": 16187365792, "sizeGB": 16.187365791999998, "sizeGiB": 15.075659185647964 }, "deltas": { "kld": 6.199999999999956E-05, "sizeBytes": 15523840, "sizeGB": 0.01552384, "sizeGiB": 0.01445770263671875, "removedPplDeltaPercent": 2.5022507473184468, "winnerPplDeltaPercent": 2.0808158959029246, "pplDeltaPercentImprovement": 0.42143485141552217 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.037456, "ppl": 5.834445, "pplDeltaPercent": 2.5926674872516156, "sizeBytes": 16040360352, "sizeGB": 16.040360352, "sizeGiB": 14.938749700784683 }, "winner": { "key": "0:103:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.036701, "ppl": 5.805336, "pplDeltaPercent": 2.0808158959029246, "sizeBytes": 16187365792, "sizeGB": 16.187365791999998, "sizeGiB": 15.075659185647964 }, "deltas": { "kld": 0.0007550000000000057, "sizeBytes": -147005440, "sizeGB": -0.14700544, "sizeGiB": -0.13690948486328125, "removedPplDeltaPercent": 2.5926674872516156, "winnerPplDeltaPercent": 2.0808158959029246, "pplDeltaPercentImprovement": 0.511851591348691 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:103:1:3:1:3:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.037692, "ppl": 5.816251, "pplDeltaPercent": 2.2727448566906983, "sizeBytes": 16221141408, "sizeGB": 16.221141408, "sizeGiB": 15.107115179300308 }, "winner": { "key": "0:103:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.036701, "ppl": 5.805336, "pplDeltaPercent": 2.0808158959029246, "sizeBytes": 16187365792, "sizeGB": 16.187365791999998, "sizeGiB": 15.075659185647964 }, "deltas": { "kld": 0.0009910000000000058, "sizeBytes": 33775616, "sizeGB": 0.033775616, "sizeGiB": 0.03145599365234375, "removedPplDeltaPercent": 2.2727448566906983, "winnerPplDeltaPercent": 2.0808158959029246, "pplDeltaPercentImprovement": 0.19192896078777366 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:4:2:1:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.037792, "ppl": 5.818985, "pplDeltaPercent": 2.32081941269561, "sizeBytes": 16218782112, "sizeGB": 16.218782112, "sizeGiB": 15.104917913675308 }, "winner": { "key": "0:103:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.036701, "ppl": 5.805336, "pplDeltaPercent": 2.0808158959029246, "sizeBytes": 16187365792, "sizeGB": 16.187365791999998, "sizeGiB": 15.075659185647964 }, "deltas": { "kld": 0.0010910000000000017, "sizeBytes": 31416320, "sizeGB": 0.03141632, "sizeGiB": 0.02925872802734375, "removedPplDeltaPercent": 2.32081941269561, "winnerPplDeltaPercent": 2.0808158959029246, "pplDeltaPercentImprovement": 0.24000351679268528 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "109:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q3_K_S.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q3_K_S", "shortName": "UD-Q3_K_S", "provider": "Unsloth", "quantFamily": "UD-Q3_K_S", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.042683, "ppl": 5.848953, "pplDeltaPercent": 2.847775628626685, "sizeBytes": 15359195552, "sizeGB": 15.359195552, "sizeGiB": 14.304365545511246 }, "winner": { "key": "0:7:2:2:1:1:105:103:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.037456, "ppl": 5.834445, "pplDeltaPercent": 2.5926674872516156, "sizeBytes": 16040360352, "sizeGB": 16.040360352, "sizeGiB": 14.938749700784683 }, "deltas": { "kld": 0.0052269999999999955, "sizeBytes": -681164800, "sizeGB": -0.6811648, "sizeGiB": -0.6343841552734375, "removedPplDeltaPercent": 2.847775628626685, "winnerPplDeltaPercent": 2.5926674872516156, "pplDeltaPercentImprovement": 0.2551081413750693 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:103:2:2:1:1:109:108:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049366, "ppl": 5.808506, "pplDeltaPercent": 2.136557059961317, "sizeBytes": 14755264928, "sizeGB": 14.755264927999999, "sizeGiB": 13.741911321878433 }, "winner": { "key": "109:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q3_K_S.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q3_K_S", "shortName": "UD-Q3_K_S", "provider": "Unsloth", "quantFamily": "UD-Q3_K_S", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.042683, "ppl": 5.848953, "pplDeltaPercent": 2.847775628626685, "sizeBytes": 15359195552, "sizeGB": 15.359195552, "sizeGiB": 14.304365545511246 }, "deltas": { "kld": 0.0066830000000000014, "sizeBytes": -603930624, "sizeGB": -0.603930624, "sizeGiB": -0.5624542236328125, "removedPplDeltaPercent": 2.136557059961317, "winnerPplDeltaPercent": 2.847775628626685, "pplDeltaPercentImprovement": -0.7112185686653678 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:1:2:1:1:109:108:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049486, "ppl": 5.831284, "pplDeltaPercent": 2.5370845788640732, "sizeBytes": 14731426208, "sizeGB": 14.731426208, "sizeGiB": 13.719709783792496 }, "winner": { "key": "0:103:2:2:1:1:109:108:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049366, "ppl": 5.808506, "pplDeltaPercent": 2.136557059961317, "sizeBytes": 14755264928, "sizeGB": 14.755264927999999, "sizeGiB": 13.741911321878433 }, "deltas": { "kld": 0.00012000000000000205, "sizeBytes": -23838720, "sizeGB": -0.02383872, "sizeGiB": -0.0222015380859375, "removedPplDeltaPercent": 2.5370845788640732, "winnerPplDeltaPercent": 2.136557059961317, "pplDeltaPercentImprovement": 0.4005275189027562 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:1:1:1:109:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049772, "ppl": 5.817175, "pplDeltaPercent": 2.288992438895718, "sizeBytes": 14730688928, "sizeGB": 14.730688928, "sizeGiB": 13.719023138284683 }, "winner": { "key": "0:7:1:2:1:1:109:108:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049486, "ppl": 5.831284, "pplDeltaPercent": 2.5370845788640732, "sizeBytes": 14731426208, "sizeGB": 14.731426208, "sizeGiB": 13.719709783792496 }, "deltas": { "kld": 0.0002859999999999946, "sizeBytes": -737280, "sizeGB": -0.00073728, "sizeGiB": -0.0006866455078125, "removedPplDeltaPercent": 2.288992438895718, "winnerPplDeltaPercent": 2.5370845788640732, "pplDeltaPercentImprovement": -0.24809213996835533 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:7:2:1:1:1:109:108:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.050155, "ppl": 5.817412, "pplDeltaPercent": 2.293159838227532, "sizeBytes": 14770788768, "sizeGB": 14.770788768, "sizeGiB": 13.756369024515152 }, "winner": { "key": "0:103:2:2:1:1:109:108:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049366, "ppl": 5.808506, "pplDeltaPercent": 2.136557059961317, "sizeBytes": 14755264928, "sizeGB": 14.755264927999999, "sizeGiB": 13.741911321878433 }, "deltas": { "kld": 0.000788999999999998, "sizeBytes": 15523840, "sizeGB": 0.01552384, "sizeGiB": 0.01445770263671875, "removedPplDeltaPercent": 2.293159838227532, "winnerPplDeltaPercent": 2.136557059961317, "pplDeltaPercentImprovement": 0.15660277826621494 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:2:1:1:109:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.050828, "ppl": 5.823728, "pplDeltaPercent": 2.4042201512220807, "sizeBytes": 14568159648, "sizeGB": 14.568159648, "sizeGiB": 13.567655950784683 }, "winner": { "key": "0:7:2:1:1:1:109:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_S.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_S", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.049772, "ppl": 5.817175, "pplDeltaPercent": 2.288992438895718, "sizeBytes": 14730688928, "sizeGB": 14.730688928, "sizeGiB": 13.719023138284683 }, "deltas": { "kld": 0.0010560000000000014, "sizeBytes": -162529280, "sizeGB": -0.16252928, "sizeGiB": -0.1513671875, "removedPplDeltaPercent": 2.4042201512220807, "winnerPplDeltaPercent": 2.288992438895718, "pplDeltaPercentImprovement": 0.11522771232636275 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:3:2:2:1:1:103:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.070443, "ppl": 5.913238, "pplDeltaPercent": 3.9781607174256988, "sizeBytes": 13285128608, "sizeGB": 13.285128607999999, "sizeGiB": 12.372740179300308 }, "winner": { "key": "102:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ3_S.gguf", "displayName": "UD-IQ3_S", "shortName": "UD-IQ3_S", "provider": "Unsloth", "quantFamily": "UD-IQ3_S", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.068376, "ppl": 5.970404, "pplDeltaPercent": 4.983365570599613, "sizeBytes": 13676722592, "sizeGB": 13.676722592, "sizeGiB": 12.73744049668312 }, "deltas": { "kld": 0.0020669999999999994, "sizeBytes": -391593984, "sizeGB": -0.39159398399999995, "sizeGiB": -0.3647003173828125, "removedPplDeltaPercent": 3.9781607174256988, "winnerPplDeltaPercent": 4.983365570599613, "pplDeltaPercentImprovement": -1.0052048531739142 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "103:104:104:104:104:104:104:108:0:104", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS", "shortName": "MQ-UD-IQ3_XXS", "provider": "MagicQuant", "quantFamily": "UD-IQ3_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.0709, "ppl": 5.908587, "pplDeltaPercent": 3.8963777035343683, "sizeBytes": 13251254688, "sizeGB": 13.251254688, "sizeGiB": 12.34119263291359 }, "winner": { "key": "0:3:2:2:1:1:103:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.070443, "ppl": 5.913238, "pplDeltaPercent": 3.9781607174256988, "sizeBytes": 13285128608, "sizeGB": 13.285128607999999, "sizeGiB": 12.372740179300308 }, "deltas": { "kld": 0.0004569999999999991, "sizeBytes": -33873920, "sizeGB": -0.033873919999999995, "sizeGiB": -0.03154754638671875, "removedPplDeltaPercent": 3.8963777035343683, "winnerPplDeltaPercent": 3.9781607174256988, "pplDeltaPercentImprovement": -0.08178301389133047 } }, { "reasonCode": "NEAR_BASELINE_PREMIUM", "reasonDescription": "The winner used only the configured near-baseline size premium and beat the real linear KLD trade line.", "rawReason": "smart baseline-tuning near-baseline fallback within \u002B1% size premium", "removed": { "key": "103:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ3_XXS", "shortName": "UD-IQ3_XXS", "provider": "Unsloth", "quantFamily": "UD-IQ3_XXS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.07148, "ppl": 5.908789, "pplDeltaPercent": 3.899929664146287, "sizeBytes": 13211154848, "sizeGB": 13.211154848, "sizeGiB": 12.30384674668312 }, "winner": { "key": "103:104:104:104:104:104:104:108:0:104", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS", "shortName": "MQ-UD-IQ3_XXS", "provider": "MagicQuant", "quantFamily": "UD-IQ3_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.0709, "ppl": 5.908587, "pplDeltaPercent": 3.8963777035343683, "sizeBytes": 13251254688, "sizeGB": 13.251254688, "sizeGiB": 12.34119263291359 }, "deltas": { "kld": 0.0005799999999999972, "sizeBytes": -40099840, "sizeGB": -0.04009983999999999, "sizeGiB": -0.03734588623046875, "removedPplDeltaPercent": 3.899929664146287, "winnerPplDeltaPercent": 3.8963777035343683, "pplDeltaPercentImprovement": 0.0035519606119187586 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "103:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ3_XXS", "shortName": "UD-IQ3_XXS", "provider": "Unsloth", "quantFamily": "UD-IQ3_XXS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.07148, "ppl": 5.908789, "pplDeltaPercent": 3.899929664146287, "sizeBytes": 13211154848, "sizeGB": 13.211154848, "sizeGiB": 12.30384674668312 }, "winner": { "key": "103:104:104:104:104:104:104:108:0:104", "fileName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ3_XXS", "shortName": "MQ-UD-IQ3_XXS", "provider": "MagicQuant", "quantFamily": "UD-IQ3_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.0709, "ppl": 5.908587, "pplDeltaPercent": 3.8963777035343683, "sizeBytes": 13251254688, "sizeGB": 13.251254688, "sizeGiB": 12.34119263291359 }, "deltas": { "kld": 0.0005799999999999972, "sizeBytes": -40099840, "sizeGB": -0.04009983999999999, "sizeGiB": -0.03734588623046875, "removedPplDeltaPercent": 3.899929664146287, "winnerPplDeltaPercent": 3.8963777035343683, "pplDeltaPercentImprovement": 0.0035519606119187586 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:4:2:7:7:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077533, "ppl": 5.959504, "pplDeltaPercent": 4.791700369263225, "sizeBytes": 12927367584, "sizeGB": 12.927367584, "sizeGiB": 12.039549261331558 }, "winner": { "key": "103:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ3_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ3_XXS", "shortName": "UD-IQ3_XXS", "provider": "Unsloth", "quantFamily": "UD-IQ3_XXS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.07148, "ppl": 5.908789, "pplDeltaPercent": 3.899929664146287, "sizeBytes": 13211154848, "sizeGB": 13.211154848, "sizeGiB": 12.30384674668312 }, "deltas": { "kld": 0.006053000000000003, "sizeBytes": -283787264, "sizeGB": -0.28378726400000004, "sizeGiB": -0.2642974853515625, "removedPplDeltaPercent": 4.791700369263225, "winnerPplDeltaPercent": 3.899929664146287, "pplDeltaPercentImprovement": 0.8917707051169379 } }, { "reasonCode": "INTERIOR_DISCOVERY", "reasonDescription": "The winner was selected as a useful interior point inside a size/KLD gap between anchors.", "rawReason": "interior subspace discovery dominated by real benchmark truth", "removed": { "key": "0:4:2:6:7:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077612, "ppl": 5.953623, "pplDeltaPercent": 4.688289080358714, "sizeBytes": 12932610464, "sizeGB": 12.932610464, "sizeGiB": 12.044432073831558 }, "winner": { "key": "0:4:2:7:7:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077533, "ppl": 5.959504, "pplDeltaPercent": 4.791700369263225, "sizeBytes": 12927367584, "sizeGB": 12.927367584, "sizeGiB": 12.039549261331558 }, "deltas": { "kld": 7.899999999999574E-05, "sizeBytes": 5242880, "sizeGB": 0.00524288, "sizeGiB": 0.0048828125, "removedPplDeltaPercent": 4.688289080358714, "winnerPplDeltaPercent": 4.791700369263225, "pplDeltaPercentImprovement": -0.10341128890451134 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:6:1:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077967, "ppl": 5.956834, "pplDeltaPercent": 4.744751186917521, "sizeBytes": 12926220704, "sizeGB": 12.926220703999999, "sizeGiB": 12.038481146097183 }, "winner": { "key": "0:4:2:7:7:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077533, "ppl": 5.959504, "pplDeltaPercent": 4.791700369263225, "sizeBytes": 12927367584, "sizeGB": 12.927367584, "sizeGiB": 12.039549261331558 }, "deltas": { "kld": 0.00043399999999998995, "sizeBytes": -1146880, "sizeGB": -0.00114688, "sizeGiB": -0.001068115234375, "removedPplDeltaPercent": 4.744751186917521, "winnerPplDeltaPercent": 4.791700369263225, "pplDeltaPercentImprovement": -0.046949182345703555 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:7:1:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077972, "ppl": 5.964178, "pplDeltaPercent": 4.873887814313348, "sizeBytes": 12920977824, "sizeGB": 12.920977824, "sizeGiB": 12.033598333597183 }, "winner": { "key": "0:7:2:6:1:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077967, "ppl": 5.956834, "pplDeltaPercent": 4.744751186917521, "sizeBytes": 12926220704, "sizeGB": 12.926220703999999, "sizeGiB": 12.038481146097183 }, "deltas": { "kld": 5.0000000000050004E-06, "sizeBytes": -5242880, "sizeGB": -0.00524288, "sizeGiB": -0.0048828125, "removedPplDeltaPercent": 4.873887814313348, "winnerPplDeltaPercent": 4.744751186917521, "pplDeltaPercentImprovement": 0.12913662739582676 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:4:2:15:1:1:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.078411, "ppl": 5.964572, "pplDeltaPercent": 4.880815895902939, "sizeBytes": 12916947360, "sizeGB": 12.91694736, "sizeGiB": 12.029844671487808 }, "winner": { "key": "0:7:2:7:1:3:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.077972, "ppl": 5.964178, "pplDeltaPercent": 4.873887814313348, "sizeBytes": 12920977824, "sizeGB": 12.920977824, "sizeGiB": 12.033598333597183 }, "deltas": { "kld": 0.00043899999999999495, "sizeBytes": -4030464, "sizeGB": -0.004030464, "sizeGiB": -0.003753662109375, "removedPplDeltaPercent": 4.880815895902939, "winnerPplDeltaPercent": 4.873887814313348, "pplDeltaPercentImprovement": 0.006928081589590462 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:2:1:1:108:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.090083, "ppl": 5.990322, "pplDeltaPercent": 5.333602954105849, "sizeBytes": 12574046624, "sizeGB": 12.574046624000001, "sizeGiB": 11.710493475198746 }, "winner": { "key": "0:4:2:15:1:1:103:10:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.078411, "ppl": 5.964572, "pplDeltaPercent": 4.880815895902939, "sizeBytes": 12916947360, "sizeGB": 12.91694736, "sizeGiB": 12.029844671487808 }, "deltas": { "kld": 0.011672000000000002, "sizeBytes": -342900736, "sizeGB": -0.342900736, "sizeGiB": -0.3193511962890625, "removedPplDeltaPercent": 5.333602954105849, "winnerPplDeltaPercent": 4.880815895902939, "pplDeltaPercentImprovement": 0.45278705820291076 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "0:7:2:3:1:1:108:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.091149, "ppl": 5.997713, "pplDeltaPercent": 5.463566027782658, "sizeBytes": 12516112800, "sizeGB": 12.5161128, "sizeGiB": 11.656538397073746 }, "winner": { "key": "0:7:2:2:1:1:108:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.090083, "ppl": 5.990322, "pplDeltaPercent": 5.333602954105849, "sizeBytes": 12574046624, "sizeGB": 12.574046624000001, "sizeGiB": 11.710493475198746 }, "deltas": { "kld": 0.0010659999999999975, "sizeBytes": -57933824, "sizeGB": -0.057933824, "sizeGiB": -0.053955078125, "removedPplDeltaPercent": 5.463566027782658, "winnerPplDeltaPercent": 5.333602954105849, "pplDeltaPercentImprovement": 0.1299630736768087 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "107:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q2_K_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q2_K_XL", "shortName": "UD-Q2_K_XL", "provider": "Unsloth", "quantFamily": "UD-Q2_K_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.09941, "ppl": 6.039307, "pplDeltaPercent": 6.1949534024969175, "sizeBytes": 12290628000, "sizeGB": 12.290628, "sizeGiB": 11.44653931260109 }, "winner": { "key": "0:7:2:3:1:1:108:104:0:1", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_M", "shortName": "MQ-Q8_0", "provider": "MagicQuant", "quantFamily": "Q8_0", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.091149, "ppl": 5.997713, "pplDeltaPercent": 5.463566027782658, "sizeBytes": 12516112800, "sizeGB": 12.5161128, "sizeGiB": 11.656538397073746 }, "deltas": { "kld": 0.008261000000000004, "sizeBytes": -225484800, "sizeGB": -0.22548479999999999, "sizeGiB": -0.20999908447265625, "removedPplDeltaPercent": 6.1949534024969175, "winnerPplDeltaPercent": 5.463566027782658, "pplDeltaPercentImprovement": 0.7313873747142594 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "100:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ2_M", "shortName": "UD-IQ2_M", "provider": "Unsloth", "quantFamily": "UD-IQ2_M", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.119666, "ppl": 6.077022, "pplDeltaPercent": 6.858132583084228, "sizeBytes": 11522701728, "sizeGB": 11.522701728, "sizeGiB": 10.731352239847183 }, "winner": { "key": "107:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-Q2_K_XL.gguf", "displayName": "Qwen3.6-35B-A3B-UD-Q2_K_XL", "shortName": "UD-Q2_K_XL", "provider": "Unsloth", "quantFamily": "UD-Q2_K_XL", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.09941, "ppl": 6.039307, "pplDeltaPercent": 6.1949534024969175, "sizeBytes": 12290628000, "sizeGB": 12.290628, "sizeGiB": 11.44653931260109 }, "deltas": { "kld": 0.020255999999999996, "sizeBytes": -767926272, "sizeGB": -0.7679262720000001, "sizeGiB": -0.7151870727539062, "removedPplDeltaPercent": 6.858132583084228, "winnerPplDeltaPercent": 6.1949534024969175, "pplDeltaPercentImprovement": 0.6631791805873108 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "101:102:102:108:102:102:102:102:0:102", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS", "shortName": "MQ-UD-IQ2_XXS", "provider": "MagicQuant", "quantFamily": "UD-IQ2_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.136141, "ppl": 6.162199, "pplDeltaPercent": 8.35588183576578, "sizeBytes": 10758814112, "sizeGB": 10.758814112, "sizeGiB": 10.019926458597183 }, "winner": { "key": "100:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ2_M.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ2_M", "shortName": "UD-IQ2_M", "provider": "Unsloth", "quantFamily": "UD-IQ2_M", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.119666, "ppl": 6.077022, "pplDeltaPercent": 6.858132583084228, "sizeBytes": 11522701728, "sizeGB": 11.522701728, "sizeGiB": 10.731352239847183 }, "deltas": { "kld": 0.016475000000000017, "sizeBytes": -763887616, "sizeGB": -0.7638876160000001, "sizeGiB": -0.71142578125, "removedPplDeltaPercent": 8.35588183576578, "winnerPplDeltaPercent": 6.858132583084228, "pplDeltaPercentImprovement": 1.497749252681552 } }, { "reasonCode": "NEAR_BASELINE_PREMIUM", "reasonDescription": "The winner used only the configured near-baseline size premium and beat the real linear KLD trade line.", "rawReason": "smart baseline-tuning near-baseline fallback within \u002B1% size premium", "removed": { "key": "101:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ2_XXS", "shortName": "UD-IQ2_XXS", "provider": "Unsloth", "quantFamily": "UD-IQ2_XXS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.136725, "ppl": 6.170083, "pplDeltaPercent": 8.494513803411282, "sizeBytes": 10756585888, "sizeGB": 10.756585888, "sizeGiB": 10.017851263284683 }, "winner": { "key": "101:102:102:108:102:102:102:102:0:102", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS", "shortName": "MQ-UD-IQ2_XXS", "provider": "MagicQuant", "quantFamily": "UD-IQ2_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.136141, "ppl": 6.162199, "pplDeltaPercent": 8.35588183576578, "sizeBytes": 10758814112, "sizeGB": 10.758814112, "sizeGiB": 10.019926458597183 }, "deltas": { "kld": 0.0005840000000000012, "sizeBytes": -2228224, "sizeGB": -0.002228224, "sizeGiB": -0.0020751953125, "removedPplDeltaPercent": 8.494513803411282, "winnerPplDeltaPercent": 8.35588183576578, "pplDeltaPercentImprovement": 0.13863196764550167 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "101:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ2_XXS", "shortName": "UD-IQ2_XXS", "provider": "Unsloth", "quantFamily": "UD-IQ2_XXS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.136725, "ppl": 6.170083, "pplDeltaPercent": 8.494513803411282, "sizeBytes": 10756585888, "sizeGB": 10.756585888, "sizeGiB": 10.017851263284683 }, "winner": { "key": "101:102:102:108:102:102:102:102:0:102", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS", "shortName": "MQ-UD-IQ2_XXS", "provider": "MagicQuant", "quantFamily": "UD-IQ2_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.136141, "ppl": 6.162199, "pplDeltaPercent": 8.35588183576578, "sizeBytes": 10758814112, "sizeGB": 10.758814112, "sizeGiB": 10.019926458597183 }, "deltas": { "kld": 0.0005840000000000012, "sizeBytes": -2228224, "sizeGB": -0.002228224, "sizeGiB": -0.0020751953125, "removedPplDeltaPercent": 8.494513803411282, "winnerPplDeltaPercent": 8.35588183576578, "pplDeltaPercentImprovement": 0.13863196764550167 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "11:12:12:15:18:7:12:12:0:12", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XS", "shortName": "MQ-IQ2_XS", "provider": "MagicQuant", "quantFamily": "IQ2_XS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.215492, "ppl": 6.718442, "pplDeltaPercent": 18.136838403376107, "sizeBytes": 10588284320, "sizeGB": 10.588284320000001, "sizeGiB": 9.861108213663101 }, "winner": { "key": "101:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-UD-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-UD-IQ2_XXS", "shortName": "UD-IQ2_XXS", "provider": "Unsloth", "quantFamily": "UD-IQ2_XXS", "isHybrid": false, "isExternalPureBaseline": true, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.136725, "ppl": 6.170083, "pplDeltaPercent": 8.494513803411282, "sizeBytes": 10756585888, "sizeGB": 10.756585888, "sizeGiB": 10.017851263284683 }, "deltas": { "kld": 0.07876699999999998, "sizeBytes": -168301568, "sizeGB": -0.168301568, "sizeGiB": -0.15674304962158203, "removedPplDeltaPercent": 18.136838403376107, "winnerPplDeltaPercent": 8.494513803411282, "pplDeltaPercentImprovement": 9.642324599964825 } }, { "reasonCode": "NEAR_BASELINE_PREMIUM", "reasonDescription": "The winner used only the configured near-baseline size premium and beat the real linear KLD trade line.", "rawReason": "near-baseline size-premium replacement validated by real benchmark", "removed": { "key": "10:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-LM-IQ2_S.gguf", "displayName": "Qwen3.6-35B-A3B-LM-IQ2_S", "shortName": "LM-IQ2_S", "provider": "llama.cpp", "quantFamily": "IQ2_S", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.236115, "ppl": 6.828657, "pplDeltaPercent": 20.07485493230173, "sizeBytes": 10652479904, "sizeGB": 10.652479904, "sizeGiB": 9.920895010232925 }, "winner": { "key": "11:12:12:15:18:7:12:12:0:12", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XS", "shortName": "MQ-IQ2_XS", "provider": "MagicQuant", "quantFamily": "IQ2_XS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.215492, "ppl": 6.718442, "pplDeltaPercent": 18.136838403376107, "sizeBytes": 10588284320, "sizeGB": 10.588284320000001, "sizeGiB": 9.861108213663101 }, "deltas": { "kld": 0.020623000000000002, "sizeBytes": 64195584, "sizeGB": 0.064195584, "sizeGiB": 0.05978679656982422, "removedPplDeltaPercent": 20.07485493230173, "winnerPplDeltaPercent": 18.136838403376107, "pplDeltaPercentImprovement": 1.9380165289256226 } }, { "reasonCode": "NEAR_BASELINE_PREMIUM", "reasonDescription": "The winner used only the configured near-baseline size premium and beat the real linear KLD trade line.", "rawReason": "smart baseline-tuning near-baseline fallback within \u002B1% size premium", "removed": { "key": "11:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-LM-IQ2_XS.gguf", "displayName": "Qwen3.6-35B-A3B-LM-IQ2_XS", "shortName": "LM-IQ2_XS", "provider": "llama.cpp", "quantFamily": "IQ2_XS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.26653, "ppl": 7.031325, "pplDeltaPercent": 23.638561631791795, "sizeBytes": 10507030944, "sizeGB": 10.507030944, "sizeGiB": 9.785435110330582 }, "winner": { "key": "11:12:12:15:18:7:12:12:0:12", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XS", "shortName": "MQ-IQ2_XS", "provider": "MagicQuant", "quantFamily": "IQ2_XS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.215492, "ppl": 6.718442, "pplDeltaPercent": 18.136838403376107, "sizeBytes": 10588284320, "sizeGB": 10.588284320000001, "sizeGiB": 9.861108213663101 }, "deltas": { "kld": 0.051038, "sizeBytes": -81253376, "sizeGB": -0.081253376, "sizeGiB": -0.07567310333251953, "removedPplDeltaPercent": 23.638561631791795, "winnerPplDeltaPercent": 18.136838403376107, "pplDeltaPercentImprovement": 5.501723228415688 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "11:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-LM-IQ2_XS.gguf", "displayName": "Qwen3.6-35B-A3B-LM-IQ2_XS", "shortName": "LM-IQ2_XS", "provider": "llama.cpp", "quantFamily": "IQ2_XS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.26653, "ppl": 7.031325, "pplDeltaPercent": 23.638561631791795, "sizeBytes": 10507030944, "sizeGB": 10.507030944, "sizeGiB": 9.785435110330582 }, "winner": { "key": "11:12:12:15:18:7:12:12:0:12", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XS.gguf", "displayName": "Qwen3.6-35B-A3B-MQ-IQ2_XS", "shortName": "MQ-IQ2_XS", "provider": "MagicQuant", "quantFamily": "IQ2_XS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.215492, "ppl": 6.718442, "pplDeltaPercent": 18.136838403376107, "sizeBytes": 10588284320, "sizeGB": 10.588284320000001, "sizeGiB": 9.861108213663101 }, "deltas": { "kld": 0.051038, "sizeBytes": -81253376, "sizeGB": -0.081253376, "sizeGiB": -0.07567310333251953, "removedPplDeltaPercent": 23.638561631791795, "winnerPplDeltaPercent": 18.136838403376107, "pplDeltaPercentImprovement": 5.501723228415688 } }, { "reasonCode": "NEAR_BASELINE_PREMIUM", "reasonDescription": "The winner used only the configured near-baseline size premium and beat the real linear KLD trade line.", "rawReason": "smart baseline-tuning near-baseline fallback within \u002B1% size premium", "removed": { "key": "12:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-LM-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-LM-IQ2_XXS", "shortName": "LM-IQ2_XXS", "provider": "llama.cpp", "quantFamily": "IQ2_XXS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.344116, "ppl": 7.511203, "pplDeltaPercent": 32.076718832424824, "sizeBytes": 9497653664, "sizeGB": 9.497653664000001, "sizeGiB": 8.845379263162613 }, "winner": { "key": "12:13:13:15:18:7:13:13:0:13", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS_1.gguf", "displayName": "MQ-IQ2_XXS_1", "shortName": "MQ-IQ2_XXS_1", "provider": "MagicQuant", "quantFamily": "IQ2_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.27513, "ppl": 7.049514, "pplDeltaPercent": 23.958396342535607, "sizeBytes": 9587160480, "sizeGB": 9.58716048, "sizeGiB": 8.928738981485367 }, "deltas": { "kld": 0.06898599999999999, "sizeBytes": -89506816, "sizeGB": -0.089506816, "sizeGiB": -0.0833597183227539, "removedPplDeltaPercent": 32.076718832424824, "winnerPplDeltaPercent": 23.958396342535607, "pplDeltaPercentImprovement": 8.118322489889216 } }, { "reasonCode": "SPACING_COLLAPSE", "reasonDescription": "Two candidates were too close in practical output space; the stronger one was kept.", "rawReason": "meaningful spacing collapse; size gap below 822,164,582 bytes", "removed": { "key": "12:0:0:0:0:0:0:0:0:0", "fileName": "Qwen3.6-35B-A3B-LM-IQ2_XXS.gguf", "displayName": "Qwen3.6-35B-A3B-LM-IQ2_XXS", "shortName": "LM-IQ2_XXS", "provider": "llama.cpp", "quantFamily": "IQ2_XXS", "isHybrid": false, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": false, "kld": 0.344116, "ppl": 7.511203, "pplDeltaPercent": 32.076718832424824, "sizeBytes": 9497653664, "sizeGB": 9.497653664000001, "sizeGiB": 8.845379263162613 }, "winner": { "key": "12:13:13:15:18:7:13:13:0:13", "fileName": "Qwen3.6-35B-A3B-MQ-IQ2_XXS_1.gguf", "displayName": "MQ-IQ2_XXS_1", "shortName": "MQ-IQ2_XXS_1", "provider": "MagicQuant", "quantFamily": "IQ2_XXS", "isHybrid": true, "isExternalPureBaseline": false, "isExternalRebuiltBaseline": false, "isMaterializedTensorMapped": true, "kld": 0.27513, "ppl": 7.049514, "pplDeltaPercent": 23.958396342535607, "sizeBytes": 9587160480, "sizeGB": 9.58716048, "sizeGiB": 8.928738981485367 }, "deltas": { "kld": 0.06898599999999999, "sizeBytes": -89506816, "sizeGB": -0.089506816, "sizeGiB": -0.0833597183227539, "removedPplDeltaPercent": 32.076718832424824, "winnerPplDeltaPercent": 23.958396342535607, "pplDeltaPercentImprovement": 8.118322489889216 } } ]