Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T02:01:43.851438+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T02:01:43.851438+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": "2026-10-13T02:01:43.851438+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1040.1717791411043,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6502376503719813,
"queueFactor": 1.00001465232184,
"queueWeight": 1.00001465232184,
"recentSuccess": 51,
"recentSuccessRate": 0.3128834355828221,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.2467025831552839,
"running": 8,
"selectionWeight": 1.6502618301851473,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 28258
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1283.751724137931,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9689468772661353,
"queueWeight": 0.9689468772661353,
"recentSuccess": 54,
"recentSuccessRate": 0.3724137931034483,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.297968771370416,
"running": 8,
"selectionWeight": 2.4223671931653383,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 31024
},
"Biren_166m": {
"available": true,
"backlogHours": 145.21100917431193,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3488641199334489,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.1651376146788991,
"recentTerminal": 218,
"recentWilsonLowerBound": 0.1217321886886802,
"running": 8,
"selectionWeight": 0.4535233559134836,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.333333333333336,
"waiting": 5276
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1040.375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.14189632189201667,
"queueFactor": 0.9999853493239359,
"queueWeight": 0.9999853493239359,
"recentSuccess": 13,
"recentSuccessRate": 0.13541666666666666,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.0808762979676279,
"running": 7,
"selectionWeight": 0.14189424301496995,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 16646
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 406.3969465648855,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3376446469753642,
"queueFactor": 1.151408836035988,
"queueWeight": 1.151408836035988,
"recentSuccess": 23,
"recentSuccessRate": 0.17557251908396945,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.11993681310262834,
"running": 7,
"selectionWeight": 0.3887670299676862,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 8873
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 52.10270270270271,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.06756756756756757,
"recentTerminal": 370,
"recentWilsonLowerBound": 0.04618185659123767,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 61.666666666666664,
"waiting": 3213
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 189.36,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18508819617967545,
"queueFactor": 1.2911565021571754,
"queueWeight": 1.2911565021571754,
"recentSuccess": 29,
"recentSuccessRate": 0.1288888888888889,
"recentTerminal": 225,
"recentWilsonLowerBound": 0.09125974621163266,
"running": 0,
"selectionWeight": 0.23897782796993083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.5,
"waiting": 7101
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1939.125,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.16641884524224448,
"queueFactor": 0.910817261382337,
"queueWeight": 0.910817261382337,
"recentSuccess": 8,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.08695410039453222,
"running": 2,
"selectionWeight": 0.15157715686595208,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 15513
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 318.8679245283019,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7111366395425299,
"queueFactor": 1.1940719547002656,
"queueWeight": 1.1940719547002656,
"recentSuccess": 36,
"recentSuccessRate": 0.22641509433962265,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.16826541549692706,
"running": 8,
"selectionWeight": 0.8491483172375269,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 8450
},
"MetaX_c-500": {
"available": true,
"backlogHours": 480.45112781954884,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7211767800039437,
"queueFactor": 1.1228577498954033,
"queueWeight": 1.1228577498954033,
"recentSuccess": 31,
"recentSuccessRate": 0.23308270676691728,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.1693411263341765,
"running": 4,
"selectionWeight": 0.8097789364720405,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 10650
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2872.8461538461543,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.6694670317510334,
"queueFactor": 0.8586679795383504,
"queueWeight": 0.8586679795383504,
"recentSuccess": 19,
"recentSuccessRate": 0.36538461538461536,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.2480051371130184,
"running": 4,
"selectionWeight": 1.433517883059547,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 24898
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1959.3333333333333,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05353968391650429,
"queueFactor": 0.9094019358156192,
"queueWeight": 0.9094019358156192,
"recentSuccess": 6,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.05192951817556752,
"running": 2,
"selectionWeight": 0.04868909219662537,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 17634
},
"Vastai_va16": {
"available": true,
"backlogHours": 1145.7831325301204,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.09309618360053548,
"queueFactor": 0.9856137639201754,
"queueWeight": 0.9856137639201754,
"recentSuccess": 10,
"recentSuccessRate": 0.12048192771084337,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.0667761844053888,
"running": 16,
"selectionWeight": 0.09175687992512749,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 15850
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1212.7924528301885,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7581770928887381,
"queueFactor": 0.9772465604230595,
"queueWeight": 0.9772465604230595,
"recentSuccess": 26,
"recentSuccessRate": 0.24528301886792453,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.17323643086887056,
"running": 6,
"selectionWeight": 0.7409259562170738,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 21426
}
},
"queueAttemptedAt": "2026-10-13T02:01:43.851438+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T02:01:43.851438+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
}