Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T00:54:31.763484+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T00:54:31.763484+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": "2026-09-28T01:00:54.660292+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 676.635294117647,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9081007814692876,
"queueWeight": 0.9081007814692876,
"recentSuccess": 54,
"recentSuccessRate": 0.21176470588235294,
"recentTerminal": 255,
"recentWilsonLowerBound": 0.16608606300458875,
"running": 8,
"selectionWeight": 2.270251953673219,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 42.5,
"waiting": 28757
},
"Biren_166m": {
"available": true,
"backlogHours": 79.64601769911505,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5400805094073512,
"queueFactor": 1.251735694127254,
"queueWeight": 1.251735694127254,
"recentSuccess": 38,
"recentSuccessRate": 0.11209439528023599,
"recentTerminal": 339,
"recentWilsonLowerBound": 0.08276402394942527,
"running": 8,
"selectionWeight": 0.6760380513276116,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.5,
"waiting": 4500
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 445.7019230769231,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.43257140333858796,
"queueFactor": 0.966786484285319,
"queueWeight": 0.966786484285319,
"recentSuccess": 23,
"recentSuccessRate": 0.11057692307692307,
"recentTerminal": 208,
"recentWilsonLowerBound": 0.07482092932258862,
"running": 7,
"selectionWeight": 0.41820418623608013,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.666666666666664,
"waiting": 15451
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 218.7560975609756,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4546606717717092,
"queueFactor": 1.075705084563669,
"queueWeight": 1.075705084563669,
"recentSuccess": 27,
"recentSuccessRate": 0.10975609756097561,
"recentTerminal": 246,
"recentWilsonLowerBound": 0.07653405552200385,
"running": 7,
"selectionWeight": 0.4890807963759611,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.0,
"waiting": 8969
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 29.128805620608897,
"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": 0.02576112412177986,
"recentTerminal": 427,
"recentWilsonLowerBound": 0.014444179591929842,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.16666666666667,
"waiting": 2073
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 86.37125748502994,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5967341348681587,
"queueFactor": 1.23660745436252,
"queueWeight": 1.23660745436252,
"recentSuccess": 39,
"recentSuccessRate": 0.11676646706586827,
"recentTerminal": 334,
"recentWilsonLowerBound": 0.08660312973005681,
"running": 12,
"selectionWeight": 0.7379258794505344,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.666666666666664,
"waiting": 4808
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 554.0795454545455,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.19697536919320247,
"queueFactor": 0.9357318861693017,
"queueWeight": 0.9357318861693017,
"recentSuccess": 15,
"recentSuccessRate": 0.08522727272727272,
"recentTerminal": 176,
"recentWilsonLowerBound": 0.052327443232824546,
"running": 2,
"selectionWeight": 0.1843161337440499,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.333333333333332,
"waiting": 16253
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 236.97520661157023,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4269701790198126,
"queueFactor": 1.0628740647238226,
"queueWeight": 1.0628740647238226,
"recentSuccess": 26,
"recentSuccessRate": 0.10743801652892562,
"recentTerminal": 242,
"recentWilsonLowerBound": 0.07437898572509116,
"running": 8,
"selectionWeight": 0.4538155296906464,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.333333333333336,
"waiting": 9558
},
"MetaX_c-500": {
"available": true,
"backlogHours": 260.0246913580247,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4672914744945189,
"queueFactor": 1.0481780433008694,
"queueWeight": 1.0481780433008694,
"recentSuccess": 27,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 243,
"recentWilsonLowerBound": 0.07749327777826062,
"running": 4,
"selectionWeight": 0.4898046633868429,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.5,
"waiting": 10531
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 633.4782608695652,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.222591365581959,
"queueFactor": 0.9171227975860707,
"queueWeight": 0.9171227975860707,
"recentSuccess": 34,
"recentSuccessRate": 0.1642512077294686,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.11998437609558076,
"running": 4,
"selectionWeight": 1.1212664135071007,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.5,
"waiting": 21855
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 607.3454545454546,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9229366211770594,
"queueWeight": 0.9229366211770594,
"recentSuccess": 6,
"recentSuccessRate": 0.03636363636363636,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.01677019639111601,
"running": 2,
"selectionWeight": 0.04614683105885298,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.5,
"waiting": 16702
},
"Vastai_va16": {
"available": true,
"backlogHours": 355.8347107438016,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.8610915964477273,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 34,
"recentSuccessRate": 0.14049586776859505,
"recentTerminal": 242,
"recentWilsonLowerBound": 0.10231241737204486,
"running": 16,
"selectionWeight": 0.8610915964477273,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.333333333333336,
"waiting": 14352
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 456.1787234042553,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5541062861688215,
"queueFactor": 0.963422961360536,
"queueWeight": 0.963422961360536,
"recentSuccess": 28,
"recentSuccessRate": 0.11914893617021277,
"recentTerminal": 235,
"recentWilsonLowerBound": 0.08373417910496532,
"running": 6,
"selectionWeight": 0.5338387191292546,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.166666666666664,
"waiting": 17867
}
},
"queueAttemptedAt": "2026-09-28T00:56:37.353491+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T00:56:37.353491+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
}