Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-01T08:13:04.268064+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-01T08:13:04.268064+00:00",
"frameworkAttemptedAt": "2026-10-01T08:10:22.454165+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19693,
"successRate": 0.48713699104536684,
"wilsonLowerBound": 0.48226594371500753
},
"vllm": {
"framework": "vllm",
"modelCount": 54113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15003,
"successRate": 0.2772531554339992,
"wilsonLowerBound": 0.2734973728860492
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 3342,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 948,
"successRate": 0.2836624775583483,
"wilsonLowerBound": 0.26863448506375937
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34957,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16028,
"successRate": 0.4585061647166519,
"wilsonLowerBound": 0.4532875483570582
},
"vllm": {
"framework": "vllm",
"modelCount": 38774,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10864,
"successRate": 0.2801877546809718,
"wilsonLowerBound": 0.27573957117875186
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10991,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4596,
"successRate": 0.41816031298335,
"wilsonLowerBound": 0.40896878408086657
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12093,
"successRate": 0.1885230567767281,
"wilsonLowerBound": 0.1855148877138937
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5020,
"successRate": 0.20540098199672668,
"wilsonLowerBound": 0.20038245259886875
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 82,
"successRate": 0.011499088486888234,
"wilsonLowerBound": 0.009274256917293321
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3256,
"successRate": 0.12295143871308814,
"wilsonLowerBound": 0.11905091914935878
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1016250303177298,
"wilsonLowerBound": 0.09710584128729235
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5486,
"successRate": 0.4083364346855229,
"wilsonLowerBound": 0.4000522017781085
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.1549985712536229,
"wilsonLowerBound": 0.1505206742042009
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 47702,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11875,
"successRate": 0.24894134417844116,
"wilsonLowerBound": 0.24508129397538583
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3101,
"successRate": 0.1313537783802101,
"wilsonLowerBound": 0.1271047616064958
},
"vllm": {
"framework": "vllm",
"modelCount": 86824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11250345526582511,
"wilsonLowerBound": 0.11041872268955209
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5302,
"successRate": 0.12186824805773916,
"wilsonLowerBound": 0.11882756922643711
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3560,
"successRate": 0.08954172745107902,
"wilsonLowerBound": 0.08677460034403392
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90705,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22176,
"successRate": 0.24448486852984952,
"wilsonLowerBound": 0.24169875666509852
},
"transformers": {
"framework": "transformers",
"modelCount": 5421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10699133001291275,
"wilsonLowerBound": 0.09903938729663994
},
"vllm": {
"framework": "vllm",
"modelCount": 112764,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16527,
"successRate": 0.1465627327870597,
"wilsonLowerBound": 0.14451049409608246
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3747,
"successRate": 0.180465250686317,
"wilsonLowerBound": 0.17529342873854128
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43308,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5635,
"successRate": 0.13011452849358085,
"wilsonLowerBound": 0.1269787174095206
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 664,
"successRate": 0.08880567072355222,
"wilsonLowerBound": 0.0825671284840327
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6234,
"successRate": 0.19024658203125,
"wilsonLowerBound": 0.18603321116616145
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61320,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12406,
"successRate": 0.2023157208088715,
"wilsonLowerBound": 0.19915471997614378
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3394,
"successRate": 0.294005544005544,
"wilsonLowerBound": 0.28576411369691873
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3631,
"successRate": 0.25025846026604176,
"wilsonLowerBound": 0.24327683994594587
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64897,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17811,
"successRate": 0.2744502827557514,
"wilsonLowerBound": 0.2710304293720412
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 247,
"successRate": 0.6317135549872123,
"wilsonLowerBound": 0.5828377378204239
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21061,
"successRate": 0.44314690906030385,
"wilsonLowerBound": 0.43868551882884754
},
"vllm": {
"framework": "vllm",
"modelCount": 38158,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4139,
"successRate": 0.1084700455998742,
"wilsonLowerBound": 0.10538914076198894
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 817,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 748,
"successRate": 0.07442786069651741,
"wilsonLowerBound": 0.06945735804096988
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2876,
"successRate": 0.43417874396135264,
"wilsonLowerBound": 0.42228399120106713
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7400,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.032837837837837835,
"wilsonLowerBound": 0.02901357764943315
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4796,
"successRate": 0.32144772117962467,
"wilsonLowerBound": 0.3140004237231242
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13992,
"successRate": 0.5100798366811272,
"wilsonLowerBound": 0.504162991551129
},
"vllm": {
"framework": "vllm",
"modelCount": 64863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6780,
"successRate": 0.10452800518014893,
"wilsonLowerBound": 0.10219687291186037
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2036,
"successRate": 0.15545544781247614,
"wilsonLowerBound": 0.14935095801006062
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-01T08:13:04.268064+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1174.5652173913043,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7983592775539538,
"queueFactor": 0.9984901395910374,
"queueWeight": 0.9984901395910374,
"recentSuccess": 49,
"recentSuccessRate": 0.35507246376811596,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.2801466832622453,
"running": 8,
"selectionWeight": 0.7971538664886471,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27015
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1619.5555555555557,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9515157323042625,
"queueWeight": 0.9515157323042625,
"recentSuccess": 61,
"recentSuccessRate": 0.5648148148148148,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.47067658160446063,
"running": 8,
"selectionWeight": 2.378789330760656,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 29152
},
"Biren_166m": {
"available": true,
"backlogHours": 129.88235294117646,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.16752013169563398,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.18716577540106952,
"recentTerminal": 187,
"recentWilsonLowerBound": 0.13776660397748722,
"running": 8,
"selectionWeight": 0.2177761712043242,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.166666666666668,
"waiting": 4048
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2201.5714285714284,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.342584928936075,
"queueFactor": 0.908689340942778,
"queueWeight": 0.908689340942778,
"recentSuccess": 13,
"recentSuccessRate": 0.30952380952380953,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.1907092651972273,
"running": 7,
"selectionWeight": 0.3113032732918504,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15411
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 510.9902912621359,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.396304933792777,
"queueFactor": 1.1312626627665037,
"queueWeight": 1.1312626627665037,
"recentSuccess": 29,
"recentSuccessRate": 0.2815533980582524,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.20376373626988126,
"running": 8,
"selectionWeight": 0.44832497466991983,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 8772
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.97938144329897,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.037800687285223365,
"recentTerminal": 291,
"recentWilsonLowerBound": 0.021235953418359432,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.5,
"waiting": 2230
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 131.69620253164558,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.11352516342518812,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.15611814345991562,
"recentTerminal": 237,
"recentWilsonLowerBound": 0.11543491669178647,
"running": 6,
"selectionWeight": 0.14758271245274457,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.5,
"waiting": 5202
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2096.266666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4395563469294503,
"queueFactor": 0.9153946534813169,
"queueWeight": 0.9153946534813169,
"recentSuccess": 15,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.21358692207276764,
"running": 2,
"selectionWeight": 0.4023675298829976,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 15722
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 309.9583333333333,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.22023427559391584,
"queueFactor": 1.2193541290924648,
"queueWeight": 1.2193541290924648,
"recentSuccess": 31,
"recentSuccessRate": 0.2152777777777778,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.1560098758775106,
"running": 11,
"selectionWeight": 0.2685435733131291,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 7439
},
"MetaX_c-500": {
"available": true,
"backlogHours": 666.5744680851064,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4890427815522159,
"queueFactor": 1.087046318601211,
"queueWeight": 1.087046318601211,
"recentSuccess": 29,
"recentSuccessRate": 0.30851063829787234,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.2241995789114178,
"running": 5,
"selectionWeight": 0.5316121553248325,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 10443
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1941.3529411764705,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6948061606669658,
"queueFactor": 0.925997205603634,
"queueWeight": 0.925997205603634,
"recentSuccess": 25,
"recentSuccessRate": 0.36764705882352944,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.26300294660514806,
"running": 4,
"selectionWeight": 0.6433885632137998,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22002
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5965.764705882352,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.45105089522289543,
"queueFactor": 0.782483940099639,
"queueWeight": 0.782483940099639,
"recentSuccess": 7,
"recentSuccessRate": 0.4117647058823529,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.21610786039131383,
"running": 2,
"selectionWeight": 0.35294008167948066,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 16903
},
"Vastai_va16": {
"available": true,
"backlogHours": 1564.7796610169491,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.19305897885983836,
"queueFactor": 0.9564392097095528,
"queueWeight": 0.9564392097095528,
"recentSuccess": 14,
"recentSuccessRate": 0.23728813559322035,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.14694486256946127,
"running": 16,
"selectionWeight": 0.18464917716803705,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.833333333333334,
"waiting": 15387
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1151.0204081632653,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5772988887087567,
"queueFactor": 1.00152754275588,
"queueWeight": 1.00152754275588,
"recentSuccess": 32,
"recentSuccessRate": 0.32653061224489793,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.24176117124691768,
"running": 6,
"selectionWeight": 0.5781807374441813,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 18800
}
},
"queueAttemptedAt": "2026-10-01T08:05:56.168436+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-01T08:05:56.168436+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}