Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T05:16:35.455413+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T05:16:35.455413+00:00",
"frameworkAttemptedAt": "2026-09-27T23:28:54.373769+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15596,
"successRate": 0.4535698705831031,
"wilsonLowerBound": 0.4483132259412944
},
"vllm": {
"framework": "vllm",
"modelCount": 38255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10795,
"successRate": 0.2821853352502941,
"wilsonLowerBound": 0.27769728810659694
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4402,
"successRate": 0.419797825672325,
"wilsonLowerBound": 0.41038259944601707
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855066587655553,
"wilsonLowerBound": 0.185541858867957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4643,
"successRate": 0.20699032588827962,
"wilsonLowerBound": 0.20173863868820371
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010923390620448586,
"wilsonLowerBound": 0.008723743710988422
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.1228912928360693,
"wilsonLowerBound": 0.11898841531930271
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10165585006368653,
"wilsonLowerBound": 0.0971353627253932
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5266,
"successRate": 0.41301960784313724,
"wilsonLowerBound": 0.4045003612931109
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15537636609225983,
"wilsonLowerBound": 0.15088792835588064
},
"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": 46358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11554,
"successRate": 0.24923422063074335,
"wilsonLowerBound": 0.24531734270332362
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.1314659752624644,
"wilsonLowerBound": 0.1272081715530364
},
"vllm": {
"framework": "vllm",
"modelCount": 86781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11251310770790841,
"wilsonLowerBound": 0.1104277837662243
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5223,
"successRate": 0.12256823035223993,
"wilsonLowerBound": 0.11948847970398756
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37348,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.09448966477455285,
"wilsonLowerBound": 0.0915646150426511
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21807,
"successRate": 0.24214932930620947,
"wilsonLowerBound": 0.23936245974464082
},
"transformers": {
"framework": "transformers",
"modelCount": 5368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10786140089418778,
"wilsonLowerBound": 0.09984157384700253
},
"vllm": {
"framework": "vllm",
"modelCount": 112737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14658009349193254,
"wilsonLowerBound": 0.14452750865122607
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3696,
"successRate": 0.18659127625201938,
"wilsonLowerBound": 0.18122678227998876
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5617,
"successRate": 0.13008337193144975,
"wilsonLowerBound": 0.12694329089712694
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 628,
"successRate": 0.08670440425238161,
"wilsonLowerBound": 0.08044079225749916
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6049,
"successRate": 0.18755426020091778,
"wilsonLowerBound": 0.18333128051434153
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.2025479787668436,
"wilsonLowerBound": 0.1993831641508634
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3058,
"successRate": 0.29486066917365733,
"wilsonLowerBound": 0.2861620247531009
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3559,
"successRate": 0.25157277161235597,
"wilsonLowerBound": 0.244490463253843
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63871,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17508,
"successRate": 0.2741150130732257,
"wilsonLowerBound": 0.2706692458667205
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 154,
"successRate": 0.6470588235294118,
"wilsonLowerBound": 0.5844474394566809
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20876,
"successRate": 0.44182010582010584,
"wilsonLowerBound": 0.43734721205240756
},
"vllm": {
"framework": "vllm",
"modelCount": 37638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3945,
"successRate": 0.10481428343695201,
"wilsonLowerBound": 0.1017598736130076
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2766,
"successRate": 0.4315132605304212,
"wilsonLowerBound": 0.41943277205277346
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.03259399513118745,
"wilsonLowerBound": 0.028782966020733367
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4547,
"successRate": 0.3249714122355632,
"wilsonLowerBound": 0.3172596897382483
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13828,
"successRate": 0.5092998416264595,
"wilsonLowerBound": 0.5033524929824741
},
"vllm": {
"framework": "vllm",
"modelCount": 64215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6607,
"successRate": 0.1028887331620338,
"wilsonLowerBound": 0.10056256303166106
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1959,
"successRate": 0.15156673114119923,
"wilsonLowerBound": 0.1454879927066719
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-28T05:26:32.468378+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1645.0285714285715,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1563774874436894,
"queueFactor": 0.9153300496089984,
"queueWeight": 0.9153300496089984,
"recentSuccess": 50,
"recentSuccessRate": 0.47619047619047616,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.3831983862733474,
"running": 8,
"selectionWeight": 1.9737971125575597,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 28788
},
"Biren_166m": {
"available": true,
"backlogHours": 143.375,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.156006362845606,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.16145833333333334,
"recentTerminal": 192,
"recentWilsonLowerBound": 0.11613873488080888,
"running": 8,
"selectionWeight": 0.20280827169928783,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.0,
"waiting": 4588
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1347.1304347826087,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.49423264576631515,
"queueFactor": 0.943175019614924,
"queueWeight": 0.943175019614924,
"recentSuccess": 20,
"recentSuccessRate": 0.2898550724637681,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.19615912140759176,
"running": 7,
"selectionWeight": 0.4661478853649801,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 15492
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 490.4727272727273,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5999979979633119,
"queueFactor": 1.0975176354966492,
"queueWeight": 1.0975176354966492,
"recentSuccess": 32,
"recentSuccessRate": 0.2909090909090909,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.214234586744393,
"running": 7,
"selectionWeight": 0.6585083840274174,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 8992
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 35.933518005540165,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.060941828254847646,
"recentTerminal": 361,
"recentWilsonLowerBound": 0.04058581693717765,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.166666666666664,
"waiting": 2162
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 100.29166666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18339337677242287,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.16319444444444445,
"recentTerminal": 288,
"recentWilsonLowerBound": 0.12499854868348798,
"running": 4,
"selectionWeight": 0.23841138980414975,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.0,
"waiting": 4814
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2498.923076923077,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.6430208641821342,
"queueFactor": 0.8596878795552827,
"queueWeight": 0.8596878795552827,
"recentSuccess": 19,
"recentSuccessRate": 0.48717948717948717,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.3386492878313309,
"running": 2,
"selectionWeight": 1.412485122793827,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 16243
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 522.1636363636364,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4622405263731067,
"queueFactor": 1.087258329139071,
"queueWeight": 1.087258329139071,
"recentSuccess": 29,
"recentSuccessRate": 0.2636363636363636,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.19028206983904628,
"running": 8,
"selectionWeight": 0.5025748623647887,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 9573
},
"MetaX_c-500": {
"available": true,
"backlogHours": 617.1176470588235,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5495339303477391,
"queueFactor": 1.060348294331784,
"queueWeight": 1.060348294331784,
"recentSuccess": 29,
"recentSuccessRate": 0.28431372549019607,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.20584782049770634,
"running": 4,
"selectionWeight": 0.5826973657216665,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 10491
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2114.1290322580644,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8815237416440515,
"queueWeight": 0.8815237416440515,
"recentSuccess": 33,
"recentSuccessRate": 0.532258064516129,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.4098381737584801,
"running": 4,
"selectionWeight": 2.2038093541101285,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 21846
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4566.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7187066485423907,
"queueFactor": 0.7853682694897105,
"queueWeight": 0.7853682694897105,
"recentSuccess": 9,
"recentSuccessRate": 0.4090909090909091,
"recentTerminal": 22,
"recentWilsonLowerBound": 0.23255559668820378,
"running": 2,
"selectionWeight": 0.564449396836487,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.6666666666666665,
"waiting": 16742
},
"Vastai_va16": {
"available": true,
"backlogHours": 912.0631578947368,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.4348115404185712,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 25,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.18506401390488098,
"running": 16,
"selectionWeight": 0.4348115404185712,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 14441
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1112.845360824742,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.29362542947624726,
"queueFactor": 0.9705960376208832,
"queueWeight": 0.9705960376208832,
"recentSuccess": 22,
"recentSuccessRate": 0.2268041237113402,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.15481698841986685,
"running": 6,
"selectionWeight": 0.28499167839437567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 17991
}
},
"queueAttemptedAt": "2026-09-28T05:24:34.068021+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T05:24:34.068021+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}