Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T07:19:29.870608+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T07:19:29.870608+00:00",
"frameworkAttemptedAt": "2026-09-30T02:21:12.566642+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19518,
"successRate": 0.4855827839283493,
"wilsonLowerBound": 0.4806983277112154
},
"vllm": {
"framework": "vllm",
"modelCount": 53858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14958,
"successRate": 0.27773032789929075,
"wilsonLowerBound": 0.2739636661434069
},
"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": 3205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 906,
"successRate": 0.2826833073322933,
"wilsonLowerBound": 0.2673605865985704
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15860,
"successRate": 0.4564422827870032,
"wilsonLowerBound": 0.4512100161419619
},
"vllm": {
"framework": "vllm",
"modelCount": 38628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10839,
"successRate": 0.2805995650823237,
"wilsonLowerBound": 0.2761409766542501
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4521,
"successRate": 0.41845612736023696,
"wilsonLowerBound": 0.40918464163411417
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18853098007421498,
"wilsonLowerBound": 0.1855225752776889
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4872,
"successRate": 0.20508503115002524,
"wilsonLowerBound": 0.19999842488595082
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 79,
"successRate": 0.011239152084222506,
"wilsonLowerBound": 0.009027922121244968
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3252,
"successRate": 0.1228839177750907,
"wilsonLowerBound": 0.11898303424872389
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163735597331716,
"wilsonLowerBound": 0.09711764770880076
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5408,
"successRate": 0.4095108284113282,
"wilsonLowerBound": 0.40115127498061653
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15512238976747988,
"wilsonLowerBound": 0.15064064588412457
},
"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": 47227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11745,
"successRate": 0.24869248523090606,
"wilsonLowerBound": 0.2448144988367385
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13142275733423775,
"wilsonLowerBound": 0.12717099354142575
},
"vllm": {
"framework": "vllm",
"modelCount": 86819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11249841624529193,
"wilsonLowerBound": 0.11041366545587353
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5273,
"successRate": 0.12214217877742002,
"wilsonLowerBound": 0.11908684640379548
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38864,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3550,
"successRate": 0.09134417455743105,
"wilsonLowerBound": 0.08852009576675245
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22037,
"successRate": 0.24350545309892926,
"wilsonLowerBound": 0.24072002939666878
},
"transformers": {
"framework": "transformers",
"modelCount": 5412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10716925351071692,
"wilsonLowerBound": 0.09920478990009945
},
"vllm": {
"framework": "vllm",
"modelCount": 112754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.14656686237295352,
"wilsonLowerBound": 0.14451450898539636
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3719,
"successRate": 0.18177819052739624,
"wilsonLowerBound": 0.17655339108209514
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5633,
"successRate": 0.13014046760927825,
"wilsonLowerBound": 0.1270035254543304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 655,
"successRate": 0.08859732179088327,
"wilsonLowerBound": 0.08233158916631594
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6160,
"successRate": 0.18917175935878144,
"wilsonLowerBound": 0.18495462576641236
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20240193198877357,
"wilsonLowerBound": 0.19923949733849936
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.2937853107344633,
"wilsonLowerBound": 0.28540309052388907
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3600,
"successRate": 0.2505393555571021,
"wilsonLowerBound": 0.24352141480808184
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17697,
"successRate": 0.2741298387471537,
"wilsonLowerBound": 0.27070229667477813
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 208,
"successRate": 0.6283987915407855,
"wilsonLowerBound": 0.5751449274823321
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20994,
"successRate": 0.44267791249341065,
"wilsonLowerBound": 0.43821230244140635
},
"vllm": {
"framework": "vllm",
"modelCount": 37968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4064,
"successRate": 0.10703750526759376,
"wilsonLowerBound": 0.10396736900903684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 800,
"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": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6540,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2836,
"successRate": 0.43363914373088686,
"wilsonLowerBound": 0.421670594989094
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03271154366044877,
"wilsonLowerBound": 0.02889439609899827
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4737,
"successRate": 0.3232343909928352,
"wilsonLowerBound": 0.3157090346748608
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27337,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13934,
"successRate": 0.5097121117898818,
"wilsonLowerBound": 0.5037850670579854
},
"vllm": {
"framework": "vllm",
"modelCount": 64592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6715,
"successRate": 0.10396024275452069,
"wilsonLowerBound": 0.10162997810451746
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2011,
"successRate": 0.15426511199754525,
"wilsonLowerBound": 0.14816642736392852
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T07:31:38.662094+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1258.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9546562495662967,
"queueFactor": 0.9929872219375192,
"queueWeight": 0.9929872219375192,
"recentSuccess": 52,
"recentSuccessRate": 0.40310077519379844,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.32244049490705023,
"running": 8,
"selectionWeight": 1.940948679099647,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 27047
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1376.904761904762,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9796257015181534,
"queueWeight": 0.9796257015181534,
"recentSuccess": 56,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.3606007929403117,
"running": 8,
"selectionWeight": 2.4490642537953837,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 28915
},
"Biren_166m": {
"available": true,
"backlogHours": 127.39226519337016,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14859592287565473,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.143646408839779,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.0999503576141347,
"running": 8,
"selectionWeight": 0.19317469973835116,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 3843
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1455.46875,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6763914340068296,
"queueFactor": 0.9715056334475292,
"queueWeight": 0.9715056334475292,
"recentSuccess": 19,
"recentSuccessRate": 0.296875,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.19904999589075245,
"running": 7,
"selectionWeight": 0.6571180885532876,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 15525
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 434.1,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.375695935661717,
"queueFactor": 1.1648158945309595,
"queueWeight": 1.1648158945309595,
"recentSuccess": 26,
"recentSuccessRate": 0.21666666666666667,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.15236622842757383,
"running": 7,
"selectionWeight": 0.4376165973694487,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 8682
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 30.44964871194379,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 4,
"recentSuccessRate": 0.00936768149882904,
"recentTerminal": 427,
"recentWilsonLowerBound": 0.0036487091212408676,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.16666666666667,
"waiting": 2167
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 93.03658536585367,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.08231707317073171,
"recentTerminal": 328,
"recentWilsonLowerBound": 0.057187631467451754,
"running": 1,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.666666666666664,
"waiting": 5086
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1672.2413793103449,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.43848197047461684,
"queueFactor": 0.9514827326673244,
"queueWeight": 0.9514827326673244,
"recentSuccess": 15,
"recentSuccessRate": 0.25862068965517243,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.16345403519517454,
"running": 2,
"selectionWeight": 0.4172080234925415,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 16165
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 453.7,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6514785245297166,
"queueFactor": 1.1571254327927352,
"queueWeight": 1.1571254327927352,
"recentSuccess": 32,
"recentSuccessRate": 0.26666666666666666,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.19568340354111466,
"running": 8,
"selectionWeight": 0.7538423696516208,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 9074
},
"MetaX_c-500": {
"available": true,
"backlogHours": 700.3820224719101,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.191495135981832,
"queueFactor": 1.08416531125152,
"queueWeight": 1.08416531125152,
"recentSuccess": 31,
"recentSuccessRate": 0.34831460674157305,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.2574733314684021,
"running": 4,
"selectionWeight": 1.291777694956415,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 10389
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1942.764705882353,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8802841264481607,
"queueFactor": 0.9303207878649403,
"queueWeight": 0.9303207878649403,
"recentSuccess": 22,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.2243744662436238,
"running": 5,
"selectionWeight": 0.8189466220622535,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22018
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3636.642857142857,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2703439104204781,
"queueFactor": 0.8468191257796734,
"queueWeight": 0.8468191257796734,
"recentSuccess": 12,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.2650829618073122,
"running": 2,
"selectionWeight": 1.075751519661801,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.666666666666667,
"waiting": 16971
},
"Vastai_va16": {
"available": true,
"backlogHours": 1142.6842105263158,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.28298126197836593,
"queueFactor": 1.0074113095844366,
"queueWeight": 1.0074113095844366,
"recentSuccess": 16,
"recentSuccessRate": 0.21052631578947367,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.13395033382180127,
"running": 16,
"selectionWeight": 0.28507852371748216,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.666666666666666,
"waiting": 14474
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1420.4810126582279,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.573037150046134,
"queueFactor": 0.9750579803256025,
"queueWeight": 0.9750579803256025,
"recentSuccess": 31,
"recentSuccessRate": 0.3924050632911392,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.29212697667380405,
"running": 6,
"selectionWeight": 1.5338024265011252,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 18703
}
},
"queueAttemptedAt": "2026-09-30T07:31:38.662094+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T07:31:38.662094+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
}