Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-01T09:50:34.052098+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-01T09:50:34.052098+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": "2026-10-01T10:02:07.066569+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1327.426229508197,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2091682382212294,
"queueFactor": 0.9926678128812634,
"queueWeight": 0.9926678128812634,
"recentSuccess": 54,
"recentSuccessRate": 0.4426229508196721,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.3575736806790091,
"running": 8,
"selectionWeight": 2.1929702033218215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 26991
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1575.1891891891892,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9675102863362841,
"queueWeight": 0.9675102863362841,
"recentSuccess": 52,
"recentSuccessRate": 0.46846846846846846,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.3782506952330096,
"running": 8,
"selectionWeight": 2.4187757158407104,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 29141
},
"Biren_166m": {
"available": true,
"backlogHours": 134.59550561797752,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.28087907968028225,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.19101123595505617,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.14003123202458667,
"running": 8,
"selectionWeight": 0.36514280358436696,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.666666666666668,
"waiting": 3993
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2311.95,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7690786687416109,
"queueFactor": 0.9133952184588966,
"queueWeight": 0.9133952184588966,
"recentSuccess": 14,
"recentSuccessRate": 0.35,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.22134333171049148,
"running": 7,
"selectionWeight": 0.702472778647321,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15413
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 478.03636363636366,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.26318381087104525,
"queueFactor": 1.1570079931946484,
"queueWeight": 1.1570079931946484,
"recentSuccess": 22,
"recentSuccessRate": 0.2,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.13595004455478174,
"running": 7,
"selectionWeight": 0.30450577285722796,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.333333333333332,
"waiting": 8764
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.601226993865026,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.027607361963190184,
"recentTerminal": 326,
"recentWilsonLowerBound": 0.014590824157511626,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.333333333333336,
"waiting": 2206
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 174.73743016759778,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.15153984844862406,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.15083798882681565,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.10578159636160239,
"running": 2,
"selectionWeight": 0.1970018029832113,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.833333333333332,
"waiting": 5213
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2482.105263157895,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0589430764278565,
"queueFactor": 0.9037170377195552,
"queueWeight": 0.9037170377195552,
"recentSuccess": 15,
"recentSuccessRate": 0.39473684210526316,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.2559785926361891,
"running": 2,
"selectionWeight": 0.9569849001430151,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15720
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 344.9767441860465,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.41947435348943357,
"queueFactor": 1.2150300711110429,
"queueWeight": 1.2150300711110429,
"recentSuccess": 30,
"recentSuccessRate": 0.23255813953488372,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.1680352410936596,
"running": 8,
"selectionWeight": 0.5096739535495252,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 7417
},
"MetaX_c-500": {
"available": true,
"backlogHours": 695.3333333333334,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7222175773977202,
"queueFactor": 1.09377134653192,
"queueWeight": 1.09377134653192,
"recentSuccess": 27,
"recentSuccessRate": 0.3,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.21510778051256527,
"running": 4,
"selectionWeight": 0.7899408921193256,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 10430
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2236.677966101695,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7483287744259381,
"queueFactor": 0.9179414488391995,
"queueWeight": 0.9179414488391995,
"recentSuccess": 26,
"recentSuccessRate": 0.4406779661016949,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.3215001223396273,
"running": 4,
"selectionWeight": 1.6048634482438076,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 21994
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3755.5555555555557,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.24543043499696837,
"queueFactor": 0.8492867934352386,
"queueWeight": 0.8492867934352386,
"recentSuccess": 7,
"recentSuccessRate": 0.25925925925925924,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.13170208422866778,
"running": 2,
"selectionWeight": 0.20844082714999104,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.5,
"waiting": 16900
},
"Vastai_va16": {
"available": true,
"backlogHours": 1808.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.2185513334521544,
"queueFactor": 0.9477105941373529,
"queueWeight": 0.9477105941373529,
"recentSuccess": 11,
"recentSuccessRate": 0.21568627450980393,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.12493811244188556,
"running": 16,
"selectionWeight": 0.20712341407545198,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.5,
"waiting": 15368
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1200.3191489361702,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7910813308175648,
"queueFactor": 1.0077689868618378,
"queueWeight": 1.0077689868618378,
"recentSuccess": 29,
"recentSuccessRate": 0.30851063829787234,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.2241995789114178,
"running": 6,
"selectionWeight": 0.7972272312833316,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 18805
}
},
"queueAttemptedAt": "2026-10-01T10:02:07.066569+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-01T10:02:07.066569+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
}