Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-14T04:57:14.068237+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T04:57:14.068237+00:00",
"frameworkAttemptedAt": "2026-09-14T02:52:06.573026+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18666,
"successRate": 0.48030260144610554,
"wilsonLowerBound": 0.47533749046167356
},
"vllm": {
"framework": "vllm",
"modelCount": 51514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14513,
"successRate": 0.2817292386535699,
"wilsonLowerBound": 0.27786096122896603
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 571,
"successRate": 0.2678236397748593,
"wilsonLowerBound": 0.2494562405045196
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13917,
"successRate": 0.4348383065146071,
"wilsonLowerBound": 0.42941522709514257
},
"vllm": {
"framework": "vllm",
"modelCount": 37030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10560,
"successRate": 0.28517418309478804,
"wilsonLowerBound": 0.2805979588051507
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3423,
"successRate": 0.4423052073911358,
"wilsonLowerBound": 0.43127099188241397
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898390026937292,
"wilsonLowerBound": 0.1859659863111859
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3183,
"successRate": 0.2009469696969697,
"wilsonLowerBound": 0.1947794930784726
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.00807899461400359,
"wilsonLowerBound": 0.006043554326870268
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3200,
"successRate": 0.12286899093841191,
"wilsonLowerBound": 0.11893743118439545
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10159193097581723,
"wilsonLowerBound": 0.09706884551454699
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4342,
"successRate": 0.4279940857565303,
"wilsonLowerBound": 0.4183948351404624
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24077,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.1569132366989243,
"wilsonLowerBound": 0.152373694093321
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 40845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10310,
"successRate": 0.252417676582201,
"wilsonLowerBound": 0.24822824385305997
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22993,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3037,
"successRate": 0.1320836776410212,
"wilsonLowerBound": 0.12776862386051824
},
"vllm": {
"framework": "vllm",
"modelCount": 86530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11282792095227089,
"wilsonLowerBound": 0.11073701626736399
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4810,
"successRate": 0.12263838249917136,
"wilsonLowerBound": 0.11942890980109559
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3309,
"successRate": 0.1163338489663901,
"wilsonLowerBound": 0.11265942160645469
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87851,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20575,
"successRate": 0.23420336706468908,
"wilsonLowerBound": 0.23141452378566202
},
"transformers": {
"framework": "transformers",
"modelCount": 5098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11023930953315025,
"wilsonLowerBound": 0.1019337417155715
},
"vllm": {
"framework": "vllm",
"modelCount": 112461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14675309662905361,
"wilsonLowerBound": 0.14469699368852246
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15973,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3270,
"successRate": 0.2047204657860139,
"wilsonLowerBound": 0.1985342786602342
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5551,
"successRate": 0.13013714687609892,
"wilsonLowerBound": 0.12697743769842085
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 488,
"successRate": 0.07781852974007335,
"wilsonLowerBound": 0.0714436271066438
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5290,
"successRate": 0.17384160368057838,
"wilsonLowerBound": 0.16962476565481618
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12381,
"successRate": 0.2037253385549504,
"wilsonLowerBound": 0.2005418659115495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1969,
"successRate": 0.2971178512147276,
"wilsonLowerBound": 0.28623515146071
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3162,
"successRate": 0.2615817339510258,
"wilsonLowerBound": 0.253823452746983
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59354,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16173,
"successRate": 0.2724837416180881,
"wilsonLowerBound": 0.26891657553552223
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20085,
"successRate": 0.43523956053481266,
"wilsonLowerBound": 0.4307215731886573
},
"vllm": {
"framework": "vllm",
"modelCount": 35831,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3151,
"successRate": 0.08794061008623817,
"wilsonLowerBound": 0.08505214309045145
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 304,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2361,
"successRate": 0.419957310565635,
"wilsonLowerBound": 0.4071146684947529
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189467969598263,
"wilsonLowerBound": 0.028119876473318692
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3664,
"successRate": 0.3406787540678754,
"wilsonLowerBound": 0.3317798677888227
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13166,
"successRate": 0.5055291045922286,
"wilsonLowerBound": 0.49945654233725134
},
"vllm": {
"framework": "vllm",
"modelCount": 61015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5985,
"successRate": 0.09809063345079079,
"wilsonLowerBound": 0.0957557613514686
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1730,
"successRate": 0.14122448979591837,
"wilsonLowerBound": 0.13516978100148383
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T04:57:14.068237+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 981.2307692307693,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0600728400860477,
"queueFactor": 0.9883640610873917,
"queueWeight": 0.9883640610873917,
"recentSuccess": 55,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.30888639476934693,
"running": 9,
"selectionWeight": 2.036101958363283,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 23386
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1444.5391304347825,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2761500872888774,
"queueFactor": 0.9326597234367368,
"queueWeight": 0.9326597234367368,
"recentSuccess": 47,
"recentSuccessRate": 0.40869565217391307,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.3232130778320873,
"running": 9,
"selectionWeight": 2.1228735109113486,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 27687
},
"Biren_166m": {
"available": true,
"backlogHours": 144.06153846153848,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14563922513237962,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.13333333333333333,
"recentTerminal": 195,
"recentWilsonLowerBound": 0.09263964092156111,
"running": 9,
"selectionWeight": 0.18933099267209352,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.5,
"waiting": 4682
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1406.34375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.1741367256977366,
"queueFactor": 0.9364161513356171,
"queueWeight": 0.9364161513356171,
"recentSuccess": 22,
"recentSuccessRate": 0.34375,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.2392297503546903,
"running": 7,
"selectionWeight": 1.0994805938196777,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 15001
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 525.75,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.38464709658430507,
"queueFactor": 1.0853397940328127,
"queueWeight": 1.0853397940328127,
"recentSuccess": 22,
"recentSuccessRate": 0.21153846153846154,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.14405120914153324,
"running": 7,
"selectionWeight": 0.41747280058212904,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 9113
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 50.758842443729904,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.01929260450160772,
"recentTerminal": 311,
"recentWilsonLowerBound": 0.008871111167408288,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.833333333333336,
"waiting": 2631
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 228.75675675675674,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5746940428734257,
"queueFactor": 1.2296358862945311,
"queueWeight": 1.2296358862945311,
"recentSuccess": 27,
"recentSuccessRate": 0.24324324324324326,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.17289320485810214,
"running": 8,
"selectionWeight": 0.7066644187568522,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 4232
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2278.0975609756097,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9338803789691872,
"queueFactor": 0.8710573928825857,
"queueWeight": 0.8710573928825857,
"recentSuccess": 14,
"recentSuccessRate": 0.34146341463414637,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.21558617366643462,
"running": 2,
"selectionWeight": 0.8134634081691012,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15567
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 833.925925925926,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5248051663465662,
"queueFactor": 1.0127762246776415,
"queueWeight": 1.0127762246776415,
"recentSuccess": 20,
"recentSuccessRate": 0.24691358024691357,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.1659018738026735,
"running": 7,
"selectionWeight": 0.5315101950637969,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 11258
},
"MetaX_c-500": {
"available": true,
"backlogHours": 629.6181818181818,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3502371683181444,
"queueFactor": 1.0563820906607617,
"queueWeight": 1.0563820906607617,
"recentSuccess": 37,
"recentSuccessRate": 0.33636363636363636,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.2549189851255354,
"running": 4,
"selectionWeight": 1.4263663627557883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 11543
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2108.71875,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8812108178953199,
"queueWeight": 0.8812108178953199,
"recentSuccess": 29,
"recentSuccessRate": 0.453125,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.33729251486034373,
"running": 6,
"selectionWeight": 2.2030270447383,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 22493
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3521.5199999999995,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9363280319183729,
"queueFactor": 0.8159679394657721,
"queueWeight": 0.8159679394657721,
"recentSuccess": 12,
"recentSuccessRate": 0.48,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.30031003928960015,
"running": 2,
"selectionWeight": 1.5799815943342483,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 14673
},
"Vastai_va16": {
"available": true,
"backlogHours": 1262.4406779661017,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6939336962592735,
"queueFactor": 0.9517019780479532,
"queueWeight": 0.9517019780479532,
"recentSuccess": 17,
"recentSuccessRate": 0.288135593220339,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.18836347285820826,
"running": 17,
"selectionWeight": 0.6604180713640782,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 12414
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 580.0,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7132629740780948,
"queueFactor": 1.0694695403287775,
"queueWeight": 1.0694695403287775,
"recentSuccess": 32,
"recentSuccessRate": 0.2601626016260163,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1907305189906578,
"running": 7,
"selectionWeight": 0.7628130250208368,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 11890
}
},
"queueAttemptedAt": "2026-09-14T04:51:12.914243+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T04:51:12.914243+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}