Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-01T20:32:18.856365+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-01T20:32:18.856365+00:00",
"frameworkAttemptedAt": "2026-10-01T20:13:05.053249+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19753,
"successRate": 0.4877163526826498,
"wilsonLowerBound": 0.48284961913738905
},
"vllm": {
"framework": "vllm",
"modelCount": 54216,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15019,
"successRate": 0.27702154345580643,
"wilsonLowerBound": 0.273270302101239
},
"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": 3381,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 963,
"successRate": 0.28482697426796805,
"wilsonLowerBound": 0.26986434150287636
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16078,
"successRate": 0.4590304345343459,
"wilsonLowerBound": 0.4538164441697888
},
"vllm": {
"framework": "vllm",
"modelCount": 38853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10873,
"successRate": 0.2798496898566391,
"wilsonLowerBound": 0.2754076885375085
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4635,
"successRate": 0.41888838680524176,
"wilsonLowerBound": 0.40972504689746564
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64152,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12093,
"successRate": 0.18850542461653572,
"wilsonLowerBound": 0.18549750506265683
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24722,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5084,
"successRate": 0.2056467923307176,
"wilsonLowerBound": 0.20065443187778395
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 83,
"successRate": 0.011597037865027245,
"wilsonLowerBound": 0.009365460884557607
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3258,
"successRate": 0.12298980747451868,
"wilsonLowerBound": 0.11908933284098963
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16493,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10161886861092585,
"wilsonLowerBound": 0.09709993915301135
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5519,
"successRate": 0.40769742188077124,
"wilsonLowerBound": 0.399446546519971
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.15494164694360565,
"wilsonLowerBound": 0.1504652505509688
},
"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": 47890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11926,
"successRate": 0.2490290248486114,
"wilsonLowerBound": 0.24517605585519614
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23621,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3104,
"successRate": 0.131408492443165,
"wilsonLowerBound": 0.12715985859061718
},
"vllm": {
"framework": "vllm",
"modelCount": 86828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11249827244667619,
"wilsonLowerBound": 0.11041362999877788
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43614,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5313,
"successRate": 0.12181868207456321,
"wilsonLowerBound": 0.11878227120632555
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 40145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3565,
"successRate": 0.0888030888030888,
"wilsonLowerBound": 0.08605962648137706
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90767,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22213,
"successRate": 0.2447255059658246,
"wilsonLowerBound": 0.24193940183742896
},
"transformers": {
"framework": "transformers",
"modelCount": 5427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10687304219642528,
"wilsonLowerBound": 0.09892942500735333
},
"vllm": {
"framework": "vllm",
"modelCount": 112770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16527,
"successRate": 0.14655493482309126,
"wilsonLowerBound": 0.1445027961550782
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20835,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3754,
"successRate": 0.18017758579313656,
"wilsonLowerBound": 0.17501790516040086
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43317,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5637,
"successRate": 0.13013366576632732,
"wilsonLowerBound": 0.12699797727009096
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 669,
"successRate": 0.0891049547149707,
"wilsonLowerBound": 0.08286896220319388
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.1791044776119403,
"wilsonLowerBound": 0.13226856106642715
},
"vllm": {
"framework": "vllm",
"modelCount": 32834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6254,
"successRate": 0.19047328988243895,
"wilsonLowerBound": 0.18626215892924336
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61333,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12407,
"successRate": 0.2022891428757765,
"wilsonLowerBound": 0.19912863260012836
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11704,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3444,
"successRate": 0.2942583732057416,
"wilsonLowerBound": 0.2860708363276976
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14561,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3639,
"successRate": 0.24991415424764782,
"wilsonLowerBound": 0.2429482080411315
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17845,
"successRate": 0.2744371309055118,
"wilsonLowerBound": 0.27102065754663635
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 263,
"successRate": 0.6337349397590362,
"wilsonLowerBound": 0.5863514794257708
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21087,
"successRate": 0.44339543294503553,
"wilsonLowerBound": 0.4389352671396835
},
"vllm": {
"framework": "vllm",
"modelCount": 38246,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4177,
"successRate": 0.10921403545468807,
"wilsonLowerBound": 0.10612719441823742
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 828,
"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": 10057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.0745749229392463,
"wilsonLowerBound": 0.06960138633482998
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6660,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2894,
"successRate": 0.43453453453453456,
"wilsonLowerBound": 0.4226705163822443
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7400,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.032837837837837835,
"wilsonLowerBound": 0.02901357764943315
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15022,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4809,
"successRate": 0.3201304753028891,
"wilsonLowerBound": 0.3127167643482098
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14012,
"successRate": 0.5101022971349521,
"wilsonLowerBound": 0.504189548660233
},
"vllm": {
"framework": "vllm",
"modelCount": 64956,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6811,
"successRate": 0.10485559455631505,
"wilsonLowerBound": 0.10252284316416681
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2050,
"successRate": 0.15621428027127943,
"wilsonLowerBound": 0.1501032056595181
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-01T20:32:18.856365+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1168.7913669064747,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4366661248625077,
"queueFactor": 0.9918095899903822,
"queueWeight": 0.9918095899903822,
"recentSuccess": 54,
"recentSuccessRate": 0.38848920863309355,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.3115000309736299,
"running": 9,
"selectionWeight": 1.424899240252955,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 27077
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1209.3931034482757,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.365716339002657,
"queueFactor": 0.9867422619931969,
"queueWeight": 0.9867422619931969,
"recentSuccess": 55,
"recentSuccessRate": 0.3793103448275862,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.3044109072377869,
"running": 8,
"selectionWeight": 1.3476100295885496,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 29227
},
"Biren_166m": {
"available": true,
"backlogHours": 116.95566502463053,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.17027653517086316,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.1625615763546798,
"recentTerminal": 203,
"recentWilsonLowerBound": 0.11815650006559465,
"running": 9,
"selectionWeight": 0.22135949572212213,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.833333333333336,
"waiting": 3957
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1217.1315789473686,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2655758732838027,
"queueFactor": 0.9857986587641495,
"queueWeight": 0.9857986587641495,
"recentSuccess": 17,
"recentSuccessRate": 0.2236842105263158,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.1446106442066905,
"running": 8,
"selectionWeight": 0.2618043396832905,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.666666666666666,
"waiting": 15417
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 479.0091743119266,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.333827045039847,
"queueFactor": 1.1338021541911907,
"queueWeight": 1.1338021541911907,
"recentSuccess": 25,
"recentSuccessRate": 0.22935779816513763,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.1604543808234599,
"running": 7,
"selectionWeight": 0.37849382279345817,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 8702
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.20454545454545,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.03409090909090909,
"recentTerminal": 264,
"recentWilsonLowerBound": 0.01803692222215706,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.0,
"waiting": 2253
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 305.37142857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.12754115145132974,
"queueFactor": 1.213010589921739,
"queueWeight": 1.213010589921739,
"recentSuccess": 17,
"recentSuccessRate": 0.1619047619047619,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.10361201777616731,
"running": 4,
"selectionWeight": 0.15470876736127534,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.5,
"waiting": 5344
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2011.148936170213,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.12902482143350044,
"queueFactor": 0.9142652591502212,
"queueWeight": 0.9142652591502212,
"recentSuccess": 9,
"recentSuccessRate": 0.19148936170212766,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.10415815605310119,
"running": 2,
"selectionWeight": 0.11796291180471029,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 15754
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 321.5474452554745,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24392633171046524,
"queueFactor": 1.2036551905746689,
"queueWeight": 1.2036551905746689,
"recentSuccess": 27,
"recentSuccessRate": 0.19708029197080293,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.1391278030762148,
"running": 8,
"selectionWeight": 0.29360319528113993,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.833333333333332,
"waiting": 7342
},
"MetaX_c-500": {
"available": true,
"backlogHours": 610.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.95074773362478,
"queueFactor": 1.0934259514669433,
"queueWeight": 1.0934259514669433,
"recentSuccess": 35,
"recentSuccessRate": 0.3431372549019608,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.25820365661589834,
"running": 4,
"selectionWeight": 1.039572245243715,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 10370
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1838.1666666666667,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9266828369804302,
"queueWeight": 0.9266828369804302,
"recentSuccess": 37,
"recentSuccessRate": 0.5138888888888888,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.4006955591019895,
"running": 4,
"selectionWeight": 2.3167070924510753,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 22058
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2171.872340425532,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.17583964084641077,
"queueFactor": 0.9037820432971635,
"queueWeight": 0.9037820432971635,
"recentSuccess": 10,
"recentSuccessRate": 0.2127659574468085,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.11989580124247318,
"running": 2,
"selectionWeight": 0.15892070989680848,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 17013
},
"Vastai_va16": {
"available": true,
"backlogHours": 1144.8148148148148,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9948980195951506,
"queueWeight": 0.9948980195951506,
"recentSuccess": 9,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.05956689007505133,
"running": 16,
"selectionWeight": 0.049744900979757534,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.5,
"waiting": 15455
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1068.054054054054,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5678363579131169,
"queueFactor": 1.00530968751569,
"queueWeight": 1.00530968751569,
"recentSuccess": 31,
"recentSuccessRate": 0.27927927927927926,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.20427535700815577,
"running": 6,
"selectionWeight": 0.570851391533683,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 19759
}
},
"queueAttemptedAt": "2026-10-01T20:25:17.964836+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-01T20:25:17.964836+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
}