Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T01:25:31.560235+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T01:25:31.560235+00:00",
"frameworkAttemptedAt": "2026-10-12T21:50:41.480631+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21063,
"successRate": 0.49723796033994333,
"wilsonLowerBound": 0.4924769520735076
},
"vllm": {
"framework": "vllm",
"modelCount": 56752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15374,
"successRate": 0.27089794192275163,
"wilsonLowerBound": 0.26725706579432024
},
"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": 4459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1357,
"successRate": 0.304328324736488,
"wilsonLowerBound": 0.29099602107471606
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17515,
"successRate": 0.4708966258905767,
"wilsonLowerBound": 0.46582710297026675
},
"vllm": {
"framework": "vllm",
"modelCount": 39911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11033,
"successRate": 0.276440079176167,
"wilsonLowerBound": 0.27207394702193854
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12930,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5415,
"successRate": 0.41879350348027844,
"wilsonLowerBound": 0.41031487654818855
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64218,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835840418574232,
"wilsonLowerBound": 0.18535293578346468
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6619,
"successRate": 0.21712317533213055,
"wilsonLowerBound": 0.21253076513752783
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 108,
"successRate": 0.01382134630151011,
"wilsonLowerBound": 0.011461237740669542
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.12293144208037825,
"wilsonLowerBound": 0.11904327133874457
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152038282149131,
"wilsonLowerBound": 0.09700560249213372
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6228,
"successRate": 0.3934799090219864,
"wilsonLowerBound": 0.38589589495011056
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.1537063953488372,
"wilsonLowerBound": 0.14926835981797462
},
"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": 52105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13138,
"successRate": 0.25214470780155457,
"wilsonLowerBound": 0.2484344361777716
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3155,
"successRate": 0.12749020083242413,
"wilsonLowerBound": 0.12339248588869742
},
"vllm": {
"framework": "vllm",
"modelCount": 87016,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11230118598878368,
"wilsonLowerBound": 0.11022039376368079
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5576,
"successRate": 0.1201594655748303,
"wilsonLowerBound": 0.1172324783346903
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47418,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3685,
"successRate": 0.0777131047281623,
"wilsonLowerBound": 0.075337459565642
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23435,
"successRate": 0.24953946737938304,
"wilsonLowerBound": 0.24678200053366212
},
"transformers": {
"framework": "transformers",
"modelCount": 5572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10498923187365398,
"wilsonLowerBound": 0.09721064606849522
},
"vllm": {
"framework": "vllm",
"modelCount": 112861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464633487209931,
"wilsonLowerBound": 0.1444125699155812
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.008333333333333333,
"wilsonLowerBound": 0.001472517830674953
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23783,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4025,
"successRate": 0.16923853172434092,
"wilsonLowerBound": 0.16452651269143395
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43652,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5679,
"successRate": 0.1300971318610831,
"wilsonLowerBound": 0.1269737532851663
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.09380748007357449,
"wilsonLowerBound": 0.08766924002476507
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6831,
"successRate": 0.19837374764048207,
"wilsonLowerBound": 0.19419553553479527
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12424,
"successRate": 0.20204254211930006,
"wilsonLowerBound": 0.19888755705660985
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4477,
"successRate": 0.2817317978730099,
"wilsonLowerBound": 0.27479093807463684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3757,
"successRate": 0.24340783932620666,
"wilsonLowerBound": 0.23670203613311128
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18703,
"successRate": 0.2752627086215524,
"wilsonLowerBound": 0.2719170411797524
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 606,
"successRate": 0.6023856858846919,
"wilsonLowerBound": 0.5718082234982131
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44870735937887174,
"wilsonLowerBound": 0.4442818386447585
},
"vllm": {
"framework": "vllm",
"modelCount": 39885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4817,
"successRate": 0.12077222013288204,
"wilsonLowerBound": 0.11761063627759796
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1084,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545112036486218,
"wilsonLowerBound": 0.0704566169499525
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7329,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3219,
"successRate": 0.43921408104789195,
"wilsonLowerBound": 0.42788645002328324
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03300997035839397,
"wilsonLowerBound": 0.029180728018680917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5411,
"successRate": 0.2960713504049026,
"wilsonLowerBound": 0.2894959828197122
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14527,
"successRate": 0.5112980430803886,
"wilsonLowerBound": 0.505484390899727
},
"vllm": {
"framework": "vllm",
"modelCount": 67335,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7191,
"successRate": 0.10679438627756739,
"wilsonLowerBound": 0.1044839335496245
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13713,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2294,
"successRate": 0.16728651644425,
"wilsonLowerBound": 0.16113292647225747
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-13T01:37:47.260221+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1059.825,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1994309659372657,
"queueFactor": 0.9934930461497142,
"queueWeight": 0.9934930461497142,
"recentSuccess": 51,
"recentSuccessRate": 0.31875,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.251518673250719,
"running": 8,
"selectionWeight": 2.1851193701450224,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 28262
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1258.0945945945946,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9682621630075885,
"queueWeight": 0.9682621630075885,
"recentSuccess": 50,
"recentSuccessRate": 0.33783783783783783,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.26659773090890115,
"running": 4,
"selectionWeight": 2.4206554075189715,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 31033
},
"Biren_166m": {
"available": true,
"backlogHours": 146.75,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.392288050336104,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.1574074074074074,
"recentTerminal": 216,
"recentWilsonLowerBound": 0.11488138493825321,
"running": 6,
"selectionWeight": 0.5099744654369351,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.0,
"waiting": 5283
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 969.5533980582524,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.19047564197096373,
"queueFactor": 1.0068486583755614,
"queueWeight": 1.0068486583755614,
"recentSuccess": 14,
"recentSuccessRate": 0.13592233009708737,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.08272350365983902,
"running": 7,
"selectionWeight": 0.1917801445716886,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 16644
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 350.3684210526316,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5204605825040008,
"queueFactor": 1.1729276175449872,
"queueWeight": 1.1729276175449872,
"recentSuccess": 28,
"recentSuccessRate": 0.18421052631578946,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.1306351384707411,
"running": 6,
"selectionWeight": 0.610462591062494,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 8876
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 54.76704545454545,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05298410830844026,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.06818181818181818,
"recentTerminal": 352,
"recentWilsonLowerBound": 0.046242448539486086,
"running": 24,
"selectionWeight": 0.06887934080097234,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.666666666666664,
"waiting": 3213
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 202.0094786729858,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.35314032095254966,
"queueFactor": 1.273925976757892,
"queueWeight": 1.273925976757892,
"recentSuccess": 32,
"recentSuccessRate": 0.15165876777251186,
"recentTerminal": 211,
"recentWilsonLowerBound": 0.10952067957325079,
"running": 5,
"selectionWeight": 0.4498746283020723,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.166666666666664,
"waiting": 7104
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1825.1764705882354,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2625979052719459,
"queueFactor": 0.9157021342656935,
"queueWeight": 0.9157021342656935,
"recentSuccess": 9,
"recentSuccessRate": 0.17647058823529413,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.09572295725809898,
"running": 2,
"selectionWeight": 0.24046146231122123,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 15514
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 298.5882352941177,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7254900837882633,
"queueFactor": 1.201403939828493,
"queueWeight": 1.201403939828493,
"recentSuccess": 35,
"recentSuccessRate": 0.20588235294117646,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.15192361982951816,
"running": 6,
"selectionWeight": 0.8716066449697231,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 8460
},
"MetaX_c-500": {
"available": true,
"backlogHours": 453.3191489361702,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.676714856362281,
"queueFactor": 1.1284682536708879,
"queueWeight": 1.1284682536708879,
"recentSuccess": 29,
"recentSuccessRate": 0.20567375886524822,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.14719271409491425,
"running": 4,
"selectionWeight": 0.763651232192289,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 10653
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2716.3636363636365,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.157040119794296,
"queueFactor": 0.8626840517939038,
"queueWeight": 0.8626840517939038,
"recentSuccess": 20,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.24930349342940838,
"running": 4,
"selectionWeight": 1.860844110426151,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 24900
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1996.4150943396226,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07131691876398558,
"queueFactor": 0.9034670722784255,
"queueWeight": 0.9034670722784255,
"recentSuccess": 6,
"recentSuccessRate": 0.11320754716981132,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.05292958911068668,
"running": 2,
"selectionWeight": 0.06443248779961636,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 17635
},
"Vastai_va16": {
"available": true,
"backlogHours": 1159.9024390243903,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.1221937290143131,
"queueFactor": 0.980136892418516,
"queueWeight": 0.980136892418516,
"recentSuccess": 10,
"recentSuccessRate": 0.12195121951219512,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.06760780907257918,
"running": 16,
"selectionWeight": 0.11976658182911909,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 15852
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1190.388888888889,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9279868861718893,
"queueFactor": 0.976329981407666,
"queueWeight": 0.976329981407666,
"recentSuccess": 26,
"recentSuccessRate": 0.24074074074074073,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.16991077352557898,
"running": 5,
"selectionWeight": 0.9060214193227586,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 21427
}
},
"queueAttemptedAt": "2026-10-13T01:37:47.260221+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T01:37:47.260221+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"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
}