Qwen3.8-27B-MagicQuant-GGUF / magicquant-manifest /magicquant.replacements.json
magiccodingman's picture
Upload folder using huggingface_hub
e59b904 verified
Raw
History Blame Contribute Delete
46.9 kB
[
{
"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": "Qwen3.8-27B-UD-Unsloth-UD-Q6_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q6_K_XL",
"shortName": "Unsloth-UD-Q6_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q6_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.001057,
"ppl": 5.611228,
"pplDeltaPercent": 0.06648238965670498,
"sizeBytes": 25963226816,
"sizeGB": 25.963226816,
"sizeGiB": 24.180139243602753
},
"winner": {
"key": "118:119:119:119:117:119:119:119:0:0",
"fileName": "Qwen3.8-27B-MQ-Q6_K_1.gguf",
"displayName": "MQ-Q6_K_1",
"shortName": "MQ-Q6_K_1",
"provider": "MagicQuant",
"quantFamily": "Q6_K",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.001052,
"ppl": 5.611099,
"pplDeltaPercent": 0.06418189924209278,
"sizeBytes": 25941640896,
"sizeGB": 25.941640896,
"sizeGiB": 24.16003578901291
},
"deltas": {
"kld": 5.000000000000013E-06,
"sizeBytes": 21585920,
"sizeGB": 0.021585919999999998,
"sizeGiB": 0.02010345458984375,
"removedPplDeltaPercent": 0.06648238965670498,
"winnerPplDeltaPercent": 0.06418189924209278,
"pplDeltaPercentImprovement": 0.002300490414612208
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "117:118:118:118:117:118:118:118:0:0",
"fileName": "Qwen3.8-27B-MQ-Q6_K.gguf",
"displayName": "Qwen3.8-27B-MQ-Q6_K",
"shortName": "MQ-Unsloth-Q6_K",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q6_K",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.001723,
"ppl": 5.609167,
"pplDeltaPercent": 0.029728042799827145,
"sizeBytes": 22905992896,
"sizeGB": 22.905992896000004,
"sizeGiB": 21.33286827802658
},
"winner": {
"key": "117:118:1:118:117:118:118:118:0:0",
"fileName": "Qwen3.8-27B-MQ-Q6_K_2.gguf",
"displayName": "MQ-Q6_K_2",
"shortName": "MQ-Q6_K_2",
"provider": "MagicQuant",
"quantFamily": "Q6_K",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.001518,
"ppl": 5.613591,
"pplDeltaPercent": 0.10862238074008938,
"sizeBytes": 23213909696,
"sizeGB": 23.213909695999998,
"sizeGiB": 21.61963814496994
},
"deltas": {
"kld": 0.0002049999999999999,
"sizeBytes": -307916800,
"sizeGB": -0.3079168,
"sizeGiB": -0.2867698669433594,
"removedPplDeltaPercent": 0.029728042799827145,
"winnerPplDeltaPercent": 0.10862238074008938,
"pplDeltaPercentImprovement": -0.07889433794026224
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "117:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q6_K.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q6_K",
"shortName": "Unsloth-Q6_K",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q6_K",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.001835,
"ppl": 5.608243,
"pplDeltaPercent": 0.013250111457867824,
"sizeBytes": 22884406976,
"sizeGB": 22.884406975999998,
"sizeGiB": 21.312764823436737
},
"winner": {
"key": "117:118:1:118:117:118:118:118:0:0",
"fileName": "Qwen3.8-27B-MQ-Q6_K_2.gguf",
"displayName": "MQ-Q6_K_2",
"shortName": "MQ-Q6_K_2",
"provider": "MagicQuant",
"quantFamily": "Q6_K",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.001518,
"ppl": 5.613591,
"pplDeltaPercent": 0.10862238074008938,
"sizeBytes": 23213909696,
"sizeGB": 23.213909695999998,
"sizeGiB": 21.61963814496994
},
"deltas": {
"kld": 0.000317,
"sizeBytes": -329502720,
"sizeGB": -0.32950271999999997,
"sizeGiB": -0.3068733215332031,
"removedPplDeltaPercent": 0.013250111457867824,
"winnerPplDeltaPercent": 0.10862238074008938,
"pplDeltaPercentImprovement": -0.09537226928222156
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "117:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q6_K.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q6_K",
"shortName": "Unsloth-Q6_K",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q6_K",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.001835,
"ppl": 5.608243,
"pplDeltaPercent": 0.013250111457867824,
"sizeBytes": 22884406976,
"sizeGB": 22.884406975999998,
"sizeGiB": 21.312764823436737
},
"winner": {
"key": "117:118:118:118:117:118:118:118:0:0",
"fileName": "Qwen3.8-27B-MQ-Q6_K.gguf",
"displayName": "Qwen3.8-27B-MQ-Q6_K",
"shortName": "MQ-Unsloth-Q6_K",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q6_K",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.001723,
"ppl": 5.609167,
"pplDeltaPercent": 0.029728042799827145,
"sizeBytes": 22905992896,
"sizeGB": 22.905992896000004,
"sizeGiB": 21.33286827802658
},
"deltas": {
"kld": 0.00011200000000000012,
"sizeBytes": -21585920,
"sizeGB": -0.021585919999999998,
"sizeGiB": -0.02010345458984375,
"removedPplDeltaPercent": 0.013250111457867824,
"winnerPplDeltaPercent": 0.029728042799827145,
"pplDeltaPercentImprovement": -0.016477931341959323
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "116:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q5_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q5_K_XL",
"shortName": "Unsloth-UD-Q5_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q5_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.004133,
"ppl": 5.618565,
"pplDeltaPercent": 0.19732501114579268,
"sizeBytes": 20257253056,
"sizeGB": 20.257253056,
"sizeGiB": 18.86603707075119
},
"winner": {
"key": "116:117:117:117:117:1:117:117:0:0",
"fileName": "Qwen3.8-27B-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": 0.003955,
"ppl": 5.616773,
"pplDeltaPercent": 0.1653678109674598,
"sizeBytes": 20386768576,
"sizeGB": 20.386768576,
"sizeGiB": 18.986657798290253
},
"deltas": {
"kld": 0.0001780000000000002,
"sizeBytes": -129515520,
"sizeGB": -0.12951552000000002,
"sizeGiB": -0.1206207275390625,
"removedPplDeltaPercent": 0.19732501114579268,
"winnerPplDeltaPercent": 0.1653678109674598,
"pplDeltaPercentImprovement": 0.03195720017833287
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "116:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q5_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q5_K_XL",
"shortName": "Unsloth-UD-Q5_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q5_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.004133,
"ppl": 5.618565,
"pplDeltaPercent": 0.19732501114579268,
"sizeBytes": 20257253056,
"sizeGB": 20.257253056,
"sizeGiB": 18.86603707075119
},
"winner": {
"key": "116:117:117:117:117:1:117:117:0:0",
"fileName": "Qwen3.8-27B-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": 0.003955,
"ppl": 5.616773,
"pplDeltaPercent": 0.1653678109674598,
"sizeBytes": 20386768576,
"sizeGB": 20.386768576,
"sizeGiB": 18.986657798290253
},
"deltas": {
"kld": 0.0001780000000000002,
"sizeBytes": -129515520,
"sizeGB": -0.12951552000000002,
"sizeGiB": -0.1206207275390625,
"removedPplDeltaPercent": 0.19732501114579268,
"winnerPplDeltaPercent": 0.1653678109674598,
"pplDeltaPercentImprovement": 0.03195720017833287
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "115:118:116:116:118:118:116:116:0:0",
"fileName": "Qwen3.8-27B-MQ-Q5_K.gguf",
"displayName": "Qwen3.8-27B-MQ-Q5_K",
"shortName": "MQ-Unsloth-Q5_K_M",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q5_K_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.004366,
"ppl": 5.614868,
"pplDeltaPercent": 0.1313954525189565,
"sizeBytes": 20091344576,
"sizeGB": 20.091344576,
"sizeGiB": 18.71152275800705
},
"winner": {
"key": "116:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q5_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q5_K_XL",
"shortName": "Unsloth-UD-Q5_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q5_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.004133,
"ppl": 5.618565,
"pplDeltaPercent": 0.19732501114579268,
"sizeBytes": 20257253056,
"sizeGB": 20.257253056,
"sizeGiB": 18.86603707075119
},
"deltas": {
"kld": 0.0002329999999999997,
"sizeBytes": -165908480,
"sizeGB": -0.16590848,
"sizeGiB": -0.15451431274414062,
"removedPplDeltaPercent": 0.1313954525189565,
"winnerPplDeltaPercent": 0.19732501114579268,
"pplDeltaPercentImprovement": -0.06592955862683617
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "115:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q5_K_M.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q5_K_M",
"shortName": "Unsloth-Q5_K_M",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q5_K_M",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.004814,
"ppl": 5.619185,
"pplDeltaPercent": 0.2083816317432001,
"sizeBytes": 19834054336,
"sizeGB": 19.834054335999998,
"sizeGiB": 18.471902549266815
},
"winner": {
"key": "115:118:116:116:118:118:116:116:0:0",
"fileName": "Qwen3.8-27B-MQ-Q5_K.gguf",
"displayName": "Qwen3.8-27B-MQ-Q5_K",
"shortName": "MQ-Unsloth-Q5_K_M",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q5_K_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.004366,
"ppl": 5.614868,
"pplDeltaPercent": 0.1313954525189565,
"sizeBytes": 20091344576,
"sizeGB": 20.091344576,
"sizeGiB": 18.71152275800705
},
"deltas": {
"kld": 0.0004479999999999996,
"sizeBytes": -257290240,
"sizeGB": -0.25729024,
"sizeGiB": -0.23962020874023438,
"removedPplDeltaPercent": 0.2083816317432001,
"winnerPplDeltaPercent": 0.1313954525189565,
"pplDeltaPercentImprovement": 0.07698617922424358
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "115:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q5_K_M.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q5_K_M",
"shortName": "Unsloth-Q5_K_M",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q5_K_M",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.004814,
"ppl": 5.619185,
"pplDeltaPercent": 0.2083816317432001,
"sizeBytes": 19834054336,
"sizeGB": 19.834054335999998,
"sizeGiB": 18.471902549266815
},
"winner": {
"key": "115:118:116:116:118:118:116:116:0:0",
"fileName": "Qwen3.8-27B-MQ-Q5_K.gguf",
"displayName": "Qwen3.8-27B-MQ-Q5_K",
"shortName": "MQ-Unsloth-Q5_K_M",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q5_K_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.004366,
"ppl": 5.614868,
"pplDeltaPercent": 0.1313954525189565,
"sizeBytes": 20091344576,
"sizeGB": 20.091344576,
"sizeGiB": 18.71152275800705
},
"deltas": {
"kld": 0.0004479999999999996,
"sizeBytes": -257290240,
"sizeGB": -0.25729024,
"sizeGiB": -0.23962020874023438,
"removedPplDeltaPercent": 0.2083816317432001,
"winnerPplDeltaPercent": 0.1313954525189565,
"pplDeltaPercentImprovement": 0.07698617922424358
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "114:115:115:115:117:115:115:115:0:0",
"fileName": "Qwen3.8-27B-MQ-Q5_K_S.gguf",
"displayName": "Qwen3.8-27B-MQ-Q5_K_S",
"shortName": "MQ-Unsloth-Q5_K_S",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q5_K_S",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.005255,
"ppl": 5.62576,
"pplDeltaPercent": 0.32563530985287065,
"sizeBytes": 19315295936,
"sizeGB": 19.315295936000002,
"sizeGiB": 17.98877114057541
},
"winner": {
"key": "115:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q5_K_M.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q5_K_M",
"shortName": "Unsloth-Q5_K_M",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q5_K_M",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.004814,
"ppl": 5.619185,
"pplDeltaPercent": 0.2083816317432001,
"sizeBytes": 19834054336,
"sizeGB": 19.834054335999998,
"sizeGiB": 18.471902549266815
},
"deltas": {
"kld": 0.0004410000000000004,
"sizeBytes": -518758400,
"sizeGB": -0.5187584000000001,
"sizeGiB": -0.48313140869140625,
"removedPplDeltaPercent": 0.32563530985287065,
"winnerPplDeltaPercent": 0.2083816317432001,
"pplDeltaPercentImprovement": 0.11725367810967055
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "114:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q5_K_S.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q5_K_S",
"shortName": "Unsloth-Q5_K_S",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q5_K_S",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.005358,
"ppl": 5.624662,
"pplDeltaPercent": 0.3060543914400339,
"sizeBytes": 19270035136,
"sizeGB": 19.270035135999997,
"sizeGiB": 17.946618735790253
},
"winner": {
"key": "114:115:115:115:117:115:115:115:0:0",
"fileName": "Qwen3.8-27B-MQ-Q5_K_S.gguf",
"displayName": "Qwen3.8-27B-MQ-Q5_K_S",
"shortName": "MQ-Unsloth-Q5_K_S",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q5_K_S",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.005255,
"ppl": 5.62576,
"pplDeltaPercent": 0.32563530985287065,
"sizeBytes": 19315295936,
"sizeGB": 19.315295936000002,
"sizeGiB": 17.98877114057541
},
"deltas": {
"kld": 0.00010299999999999979,
"sizeBytes": -45260800,
"sizeGB": -0.045260800000000004,
"sizeGiB": -0.04215240478515625,
"removedPplDeltaPercent": 0.3060543914400339,
"winnerPplDeltaPercent": 0.32563530985287065,
"pplDeltaPercentImprovement": -0.019580918412836767
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "114:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q5_K_S.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q5_K_S",
"shortName": "Unsloth-Q5_K_S",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q5_K_S",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.005358,
"ppl": 5.624662,
"pplDeltaPercent": 0.3060543914400339,
"sizeBytes": 19270035136,
"sizeGB": 19.270035135999997,
"sizeGiB": 17.946618735790253
},
"winner": {
"key": "114:115:115:115:117:115:115:115:0:0",
"fileName": "Qwen3.8-27B-MQ-Q5_K_S.gguf",
"displayName": "Qwen3.8-27B-MQ-Q5_K_S",
"shortName": "MQ-Unsloth-Q5_K_S",
"provider": "MagicQuant",
"quantFamily": "Unsloth-Q5_K_S",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.005255,
"ppl": 5.62576,
"pplDeltaPercent": 0.32563530985287065,
"sizeBytes": 19315295936,
"sizeGB": 19.315295936000002,
"sizeGiB": 17.98877114057541
},
"deltas": {
"kld": 0.00010299999999999979,
"sizeBytes": -45260800,
"sizeGB": -0.045260800000000004,
"sizeGiB": -0.04215240478515625,
"removedPplDeltaPercent": 0.3060543914400339,
"winnerPplDeltaPercent": 0.32563530985287065,
"pplDeltaPercentImprovement": -0.019580918412836767
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "113:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q4_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q4_K_XL",
"shortName": "Unsloth-UD-Q4_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q4_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.009094,
"ppl": 5.610511,
"pplDeltaPercent": 0.05369594293356888,
"sizeBytes": 17963943616,
"sizeGB": 17.963943616,
"sizeGiB": 16.73022621870041
},
"winner": {
"key": "113:114:114:117:114:114:114:114:0:0",
"fileName": "Qwen3.8-27B-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": 0.008508,
"ppl": 5.611953,
"pplDeltaPercent": 0.07941150245206988,
"sizeBytes": 18105992896,
"sizeGB": 18.105992896000004,
"sizeGiB": 16.862519919872284
},
"deltas": {
"kld": 0.0005859999999999997,
"sizeBytes": -142049280,
"sizeGB": -0.14204928,
"sizeGiB": -0.132293701171875,
"removedPplDeltaPercent": 0.05369594293356888,
"winnerPplDeltaPercent": 0.07941150245206988,
"pplDeltaPercentImprovement": -0.025715559518500998
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "113:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q4_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q4_K_XL",
"shortName": "Unsloth-UD-Q4_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q4_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.009094,
"ppl": 5.610511,
"pplDeltaPercent": 0.05369594293356888,
"sizeBytes": 17963943616,
"sizeGB": 17.963943616,
"sizeGiB": 16.73022621870041
},
"winner": {
"key": "113:114:114:117:114:114:114:114:0:0",
"fileName": "Qwen3.8-27B-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": 0.008508,
"ppl": 5.611953,
"pplDeltaPercent": 0.07941150245206988,
"sizeBytes": 18105992896,
"sizeGB": 18.105992896000004,
"sizeGiB": 16.862519919872284
},
"deltas": {
"kld": 0.0005859999999999997,
"sizeBytes": -142049280,
"sizeGB": -0.14204928,
"sizeGiB": -0.132293701171875,
"removedPplDeltaPercent": 0.05369594293356888,
"winnerPplDeltaPercent": 0.07941150245206988,
"pplDeltaPercentImprovement": -0.025715559518500998
}
},
{
"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": "112:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-Q4_K_M.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-Q4_K_M",
"shortName": "Unsloth-Q4_K_M",
"provider": "Unsloth",
"quantFamily": "Unsloth-Q4_K_M",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.012959,
"ppl": 5.607668,
"pplDeltaPercent": 0.0029959875167256365,
"sizeBytes": 17106773696,
"sizeGB": 17.106773696,
"sizeGiB": 15.931924521923065
},
"winner": {
"key": "112:113:113:110:113:113:113:115:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ4_NL_1.gguf",
"displayName": "MQ-IQ4_NL_1",
"shortName": "MQ-IQ4_NL_1",
"provider": "MagicQuant",
"quantFamily": "IQ4_NL",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.012627,
"ppl": 5.607022,
"pplDeltaPercent": -0.008524297815429346,
"sizeBytes": 17062823616,
"sizeGB": 17.062823616000003,
"sizeGiB": 15.890992820262909
},
"deltas": {
"kld": 0.0003320000000000007,
"sizeBytes": 43950080,
"sizeGB": 0.04395008,
"sizeGiB": 0.04093170166015625,
"removedPplDeltaPercent": 0.0029959875167256365,
"winnerPplDeltaPercent": -0.008524297815429346,
"pplDeltaPercentImprovement": 0.011520285332154982
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "107:108:108:110:115:118:108:108:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ4_XS.gguf",
"displayName": "Qwen3.8-27B-MQ-IQ4_XS",
"shortName": "MQ-Unsloth-IQ4_XS",
"provider": "MagicQuant",
"quantFamily": "Unsloth-IQ4_XS",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.014337,
"ppl": 5.650981,
"pplDeltaPercent": 0.7754079358002655,
"sizeBytes": 15904679616,
"sizeGB": 15.904679616000001,
"sizeGiB": 14.81238716840744
},
"winner": {
"key": "109:110:110:110:110:110:113:110:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ4_XS_1.gguf",
"displayName": "MQ-IQ4_XS_1",
"shortName": "MQ-IQ4_XS_1",
"provider": "MagicQuant",
"quantFamily": "IQ4_XS",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.013794,
"ppl": 5.641085,
"pplDeltaPercent": 0.5989300044583223,
"sizeBytes": 16337626816,
"sizeGB": 16.337626816,
"sizeGiB": 15.215600669384003
},
"deltas": {
"kld": 0.0005430000000000001,
"sizeBytes": -432947200,
"sizeGB": -0.43294720000000003,
"sizeGiB": -0.4032135009765625,
"removedPplDeltaPercent": 0.7754079358002655,
"winnerPplDeltaPercent": 0.5989300044583223,
"pplDeltaPercentImprovement": 0.17647793134194312
}
},
{
"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": "109:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-IQ4_NL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-IQ4_NL",
"shortName": "Unsloth-IQ4_NL",
"provider": "Unsloth",
"quantFamily": "Unsloth-IQ4_NL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.014992,
"ppl": 5.654784,
"pplDeltaPercent": 0.8432278198840897,
"sizeBytes": 16337626816,
"sizeGB": 16.337626816,
"sizeGiB": 15.215600669384003
},
"winner": {
"key": "109:110:110:110:110:110:113:110:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ4_XS_1.gguf",
"displayName": "MQ-IQ4_XS_1",
"shortName": "MQ-IQ4_XS_1",
"provider": "MagicQuant",
"quantFamily": "IQ4_XS",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.013794,
"ppl": 5.641085,
"pplDeltaPercent": 0.5989300044583223,
"sizeBytes": 16337626816,
"sizeGB": 16.337626816,
"sizeGiB": 15.215600669384003
},
"deltas": {
"kld": 0.0011979999999999994,
"sizeBytes": 0,
"sizeGB": 0,
"sizeGiB": 0,
"removedPplDeltaPercent": 0.8432278198840897,
"winnerPplDeltaPercent": 0.5989300044583223,
"pplDeltaPercentImprovement": 0.24429781542576734
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "107:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-IQ4_XS.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-IQ4_XS",
"shortName": "Unsloth-IQ4_XS",
"provider": "Unsloth",
"quantFamily": "Unsloth-IQ4_XS",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.015238,
"ppl": 5.666636,
"pplDeltaPercent": 1.054587605884969,
"sizeBytes": 15705859776,
"sizeGB": 15.705859776,
"sizeGiB": 14.627221763134003
},
"winner": {
"key": "107:108:108:110:115:118:108:108:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ4_XS.gguf",
"displayName": "Qwen3.8-27B-MQ-IQ4_XS",
"shortName": "MQ-Unsloth-IQ4_XS",
"provider": "MagicQuant",
"quantFamily": "Unsloth-IQ4_XS",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.014337,
"ppl": 5.650981,
"pplDeltaPercent": 0.7754079358002655,
"sizeBytes": 15904679616,
"sizeGB": 15.904679616000001,
"sizeGiB": 14.81238716840744
},
"deltas": {
"kld": 0.000900999999999999,
"sizeBytes": -198819840,
"sizeGB": -0.19881984,
"sizeGiB": -0.1851654052734375,
"removedPplDeltaPercent": 1.054587605884969,
"winnerPplDeltaPercent": 0.7754079358002655,
"pplDeltaPercentImprovement": 0.27917967008470357
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "107:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-IQ4_XS.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-IQ4_XS",
"shortName": "Unsloth-IQ4_XS",
"provider": "Unsloth",
"quantFamily": "Unsloth-IQ4_XS",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.015238,
"ppl": 5.666636,
"pplDeltaPercent": 1.054587605884969,
"sizeBytes": 15705859776,
"sizeGB": 15.705859776,
"sizeGiB": 14.627221763134003
},
"winner": {
"key": "107:108:108:110:115:118:108:108:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ4_XS.gguf",
"displayName": "Qwen3.8-27B-MQ-IQ4_XS",
"shortName": "MQ-Unsloth-IQ4_XS",
"provider": "MagicQuant",
"quantFamily": "Unsloth-IQ4_XS",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.014337,
"ppl": 5.650981,
"pplDeltaPercent": 0.7754079358002655,
"sizeBytes": 15904679616,
"sizeGB": 15.904679616000001,
"sizeGiB": 14.81238716840744
},
"deltas": {
"kld": 0.000900999999999999,
"sizeBytes": -198819840,
"sizeGB": -0.19881984,
"sizeGiB": -0.1851654052734375,
"removedPplDeltaPercent": 1.054587605884969,
"winnerPplDeltaPercent": 0.7754079358002655,
"pplDeltaPercentImprovement": 0.27917967008470357
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "103:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-IQ3_XXS.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-IQ3_XXS",
"shortName": "Unsloth-UD-IQ3_XXS",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-IQ3_XXS",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.058766,
"ppl": 5.876035,
"pplDeltaPercent": 4.788854213107445,
"sizeBytes": 11954476736,
"sizeGB": 11.954476735999998,
"sizeGiB": 11.133474051952362
},
"winner": {
"key": "103:104:104:104:109:104:104:104:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M_1.gguf",
"displayName": "MQ-IQ2_M_1",
"shortName": "MQ-IQ2_M_1",
"provider": "MagicQuant",
"quantFamily": "IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.057811,
"ppl": 5.8607,
"pplDeltaPercent": 4.5153811859117186,
"sizeBytes": 11960702656,
"sizeGB": 11.960702655999999,
"sizeGiB": 11.139272391796112
},
"deltas": {
"kld": 0.0009549999999999975,
"sizeBytes": -6225920,
"sizeGB": -0.00622592,
"sizeGiB": -0.00579833984375,
"removedPplDeltaPercent": 4.788854213107445,
"winnerPplDeltaPercent": 4.5153811859117186,
"pplDeltaPercentImprovement": 0.27347302719572664
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "103:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-IQ3_XXS.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-IQ3_XXS",
"shortName": "Unsloth-UD-IQ3_XXS",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-IQ3_XXS",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.058766,
"ppl": 5.876035,
"pplDeltaPercent": 4.788854213107445,
"sizeBytes": 11954476736,
"sizeGB": 11.954476735999998,
"sizeGiB": 11.133474051952362
},
"winner": {
"key": "103:104:104:104:109:104:104:104:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M_1.gguf",
"displayName": "MQ-IQ2_M_1",
"shortName": "MQ-IQ2_M_1",
"provider": "MagicQuant",
"quantFamily": "IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.057811,
"ppl": 5.8607,
"pplDeltaPercent": 4.5153811859117186,
"sizeBytes": 11960702656,
"sizeGB": 11.960702655999999,
"sizeGiB": 11.139272391796112
},
"deltas": {
"kld": 0.0009549999999999975,
"sizeBytes": -6225920,
"sizeGB": -0.00622592,
"sizeGiB": -0.00579833984375,
"removedPplDeltaPercent": 4.788854213107445,
"winnerPplDeltaPercent": 4.5153811859117186,
"pplDeltaPercentImprovement": 0.27347302719572664
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "102:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q2_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q2_K_XL",
"shortName": "Unsloth-UD-Q2_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q2_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.094036,
"ppl": 6.019528,
"pplDeltaPercent": 7.347802050824794,
"sizeBytes": 10721027776,
"sizeGB": 10.721027776000001,
"sizeGiB": 9.984735190868378
},
"winner": {
"key": "102:103:103:103:114:103:103:103:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M_2.gguf",
"displayName": "MQ-IQ2_M_2",
"shortName": "MQ-IQ2_M_2",
"provider": "MagicQuant",
"quantFamily": "IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.092394,
"ppl": 6.009092,
"pplDeltaPercent": 7.161694159607668,
"sizeBytes": 10769770176,
"sizeGB": 10.769770176000002,
"sizeGiB": 10.030130088329315
},
"deltas": {
"kld": 0.0016419999999999907,
"sizeBytes": -48742400,
"sizeGB": -0.048742400000000005,
"sizeGiB": -0.0453948974609375,
"removedPplDeltaPercent": 7.347802050824794,
"winnerPplDeltaPercent": 7.161694159607668,
"pplDeltaPercentImprovement": 0.18610789121712568
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "102:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q2_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q2_K_XL",
"shortName": "Unsloth-UD-Q2_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q2_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.094036,
"ppl": 6.019528,
"pplDeltaPercent": 7.347802050824794,
"sizeBytes": 10721027776,
"sizeGB": 10.721027776000001,
"sizeGiB": 9.984735190868378
},
"winner": {
"key": "102:103:103:103:114:103:103:103:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M_2.gguf",
"displayName": "MQ-IQ2_M_2",
"shortName": "MQ-IQ2_M_2",
"provider": "MagicQuant",
"quantFamily": "IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.092394,
"ppl": 6.009092,
"pplDeltaPercent": 7.161694159607668,
"sizeBytes": 10769770176,
"sizeGB": 10.769770176000002,
"sizeGiB": 10.030130088329315
},
"deltas": {
"kld": 0.0016419999999999907,
"sizeBytes": -48742400,
"sizeGB": -0.048742400000000005,
"sizeGiB": -0.0453948974609375,
"removedPplDeltaPercent": 7.347802050824794,
"winnerPplDeltaPercent": 7.161694159607668,
"pplDeltaPercentImprovement": 0.18610789121712568
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "101:102:102:102:113:102:102:102:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M.gguf",
"displayName": "Qwen3.8-27B-MQ-IQ2_M",
"shortName": "MQ-Unsloth-UD-IQ2_M",
"provider": "MagicQuant",
"quantFamily": "Unsloth-UD-IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.108218,
"ppl": 6.097877,
"pplDeltaPercent": 8.745020062416415,
"sizeBytes": 10391299776,
"sizeGB": 10.391299776,
"sizeGiB": 9.677652060985565
},
"winner": {
"key": "102:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-Q2_K_XL.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-Q2_K_XL",
"shortName": "Unsloth-UD-Q2_K_XL",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-Q2_K_XL",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.094036,
"ppl": 6.019528,
"pplDeltaPercent": 7.347802050824794,
"sizeBytes": 10721027776,
"sizeGB": 10.721027776000001,
"sizeGiB": 9.984735190868378
},
"deltas": {
"kld": 0.014182,
"sizeBytes": -329728000,
"sizeGB": -0.329728,
"sizeGiB": -0.3070831298828125,
"removedPplDeltaPercent": 8.745020062416415,
"winnerPplDeltaPercent": 7.347802050824794,
"pplDeltaPercentImprovement": 1.3972180115916215
}
},
{
"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 \u002B1.5% size premium",
"removed": {
"key": "101:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-IQ2_M.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-IQ2_M",
"shortName": "Unsloth-UD-IQ2_M",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-IQ2_M",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.109431,
"ppl": 6.109936,
"pplDeltaPercent": 8.960071333036119,
"sizeBytes": 10364511936,
"sizeGB": 10.364511936000001,
"sizeGiB": 9.652703940868378
},
"winner": {
"key": "101:102:102:102:113:102:102:102:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M.gguf",
"displayName": "Qwen3.8-27B-MQ-IQ2_M",
"shortName": "MQ-Unsloth-UD-IQ2_M",
"provider": "MagicQuant",
"quantFamily": "Unsloth-UD-IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.108218,
"ppl": 6.097877,
"pplDeltaPercent": 8.745020062416415,
"sizeBytes": 10391299776,
"sizeGB": 10.391299776,
"sizeGiB": 9.677652060985565
},
"deltas": {
"kld": 0.0012130000000000057,
"sizeBytes": -26787840,
"sizeGB": -0.02678784,
"sizeGiB": -0.0249481201171875,
"removedPplDeltaPercent": 8.960071333036119,
"winnerPplDeltaPercent": 8.745020062416415,
"pplDeltaPercentImprovement": 0.21505127061970342
}
},
{
"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 599,772,979 bytes",
"removed": {
"key": "101:0:0:0:0:0:0:0:0:0",
"fileName": "Qwen3.8-27B-UD-Unsloth-UD-IQ2_M.gguf",
"displayName": "Qwen3.8-27B-UD-Unsloth-UD-IQ2_M",
"shortName": "Unsloth-UD-IQ2_M",
"provider": "Unsloth",
"quantFamily": "Unsloth-UD-IQ2_M",
"isHybrid": false,
"isExternalPureBaseline": true,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": false,
"kld": 0.109431,
"ppl": 6.109936,
"pplDeltaPercent": 8.960071333036119,
"sizeBytes": 10364511936,
"sizeGB": 10.364511936000001,
"sizeGiB": 9.652703940868378
},
"winner": {
"key": "101:102:102:102:113:102:102:102:0:0",
"fileName": "Qwen3.8-27B-MQ-IQ2_M.gguf",
"displayName": "Qwen3.8-27B-MQ-IQ2_M",
"shortName": "MQ-Unsloth-UD-IQ2_M",
"provider": "MagicQuant",
"quantFamily": "Unsloth-UD-IQ2_M",
"isHybrid": true,
"isExternalPureBaseline": false,
"isExternalRebuiltBaseline": false,
"isMaterializedTensorMapped": true,
"kld": 0.108218,
"ppl": 6.097877,
"pplDeltaPercent": 8.745020062416415,
"sizeBytes": 10391299776,
"sizeGB": 10.391299776,
"sizeGiB": 9.677652060985565
},
"deltas": {
"kld": 0.0012130000000000057,
"sizeBytes": -26787840,
"sizeGB": -0.02678784,
"sizeGiB": -0.0249481201171875,
"removedPplDeltaPercent": 8.960071333036119,
"winnerPplDeltaPercent": 8.745020062416415,
"pplDeltaPercentImprovement": 0.21505127061970342
}
}
]