Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-15T22:04:22.286908+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-15T22:04:22.286908+00:00",
"frameworkAttemptedAt": "2026-10-15T16:26:38.593306+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21387,
"successRate": 0.49934625262666354,
"wilsonLowerBound": 0.4946111781561442
},
"vllm": {
"framework": "vllm",
"modelCount": 57393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15438,
"successRate": 0.26898750718728764,
"wilsonLowerBound": 0.2653751594784453
},
"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": 4731,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1456,
"successRate": 0.3077573451701543,
"wilsonLowerBound": 0.2947650905753094
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17829,
"successRate": 0.4735961323912235,
"wilsonLowerBound": 0.4685552551953019
},
"vllm": {
"framework": "vllm",
"modelCount": 40186,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11064,
"successRate": 0.2753197631015777,
"wilsonLowerBound": 0.27097411994205806
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13333,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5561,
"successRate": 0.41708542713567837,
"wilsonLowerBound": 0.4087408354916085
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64231,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12097,
"successRate": 0.18833585029035824,
"wilsonLowerBound": 0.18533082452051222
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6880,
"successRate": 0.214190093708166,
"wilsonLowerBound": 0.20973778275463725
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 112,
"successRate": 0.013888888888888888,
"wilsonLowerBound": 0.011556163337059533
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26704,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12305272618334331,
"wilsonLowerBound": 0.11916681904419937
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16513,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1014957911948162,
"wilsonLowerBound": 0.09698204696318485
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6412,
"successRate": 0.3917878528656972,
"wilsonLowerBound": 0.3843351803713601
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24793,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15359173960392047,
"wilsonLowerBound": 0.14915730320704154
},
"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": 53232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13406,
"successRate": 0.2518409978960024,
"wilsonLowerBound": 0.24817151360546222
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3162,
"successRate": 0.12714624633077326,
"wilsonLowerBound": 0.12306328479707554
},
"vllm": {
"framework": "vllm",
"modelCount": 87054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11225216532267328,
"wilsonLowerBound": 0.11017222561560834
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 47582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5610,
"successRate": 0.11790172754402925,
"wilsonLowerBound": 0.11503482791615098
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 48948,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3738,
"successRate": 0.07636675655797989,
"wilsonLowerBound": 0.07404702953957129
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23678,
"successRate": 0.25082892827254527,
"wilsonLowerBound": 0.24807374558407655
},
"transformers": {
"framework": "transformers",
"modelCount": 5610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10481283422459893,
"wilsonLowerBound": 0.09706579419990673
},
"vllm": {
"framework": "vllm",
"modelCount": 112886,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16535,
"successRate": 0.1464752050741456,
"wilsonLowerBound": 0.14442458247913992
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.005208333333333333,
"wilsonLowerBound": 0.0009199674643243829
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4068,
"successRate": 0.16657112439603636,
"wilsonLowerBound": 0.16195059704773282
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5694,
"successRate": 0.1297156916347731,
"wilsonLowerBound": 0.12660487655043867
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 793,
"successRate": 0.09566895886114127,
"wilsonLowerBound": 0.08952276449994838
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6938,
"successRate": 0.19901896101660882,
"wilsonLowerBound": 0.19486096549528553
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12427,
"successRate": 0.2019698028571893,
"wilsonLowerBound": 0.19881619201220763
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16893,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4761,
"successRate": 0.2818327117741076,
"wilsonLowerBound": 0.2750985073718142
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15741,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3809,
"successRate": 0.24197954386633633,
"wilsonLowerBound": 0.2353523472002446
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18886,
"successRate": 0.2751496962368333,
"wilsonLowerBound": 0.27182132822198124
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1208,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 726,
"successRate": 0.6009933774834437,
"wilsonLowerBound": 0.5731000141429589
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48493,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4481059121935125,
"wilsonLowerBound": 0.4436839583998983
},
"vllm": {
"framework": "vllm",
"modelCount": 40340,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4959,
"successRate": 0.1229300941993059,
"wilsonLowerBound": 0.11976164213937637
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10095,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 763,
"successRate": 0.07558197127290738,
"wilsonLowerBound": 0.07058547789168144
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7513,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3292,
"successRate": 0.4381738320244909,
"wilsonLowerBound": 0.4269887501464896
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032996632996632996,
"wilsonLowerBound": 0.029168915973438132
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18793,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5477,
"successRate": 0.2914383014952376,
"wilsonLowerBound": 0.2849843411916488
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14674,
"successRate": 0.5118956254796623,
"wilsonLowerBound": 0.5061078707125074
},
"vllm": {
"framework": "vllm",
"modelCount": 67763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7283,
"successRate": 0.1074775319864823,
"wilsonLowerBound": 0.10516774539586127
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13898,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2383,
"successRate": 0.17146351993092532,
"wilsonLowerBound": 0.1652880647127312
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-15T22:04:22.286908+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 894.2245989304812,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9860341005962875,
"queueFactor": 0.9985725951873944,
"queueWeight": 0.9985725951873944,
"recentSuccess": 55,
"recentSuccessRate": 0.29411764705882354,
"recentTerminal": 187,
"recentWilsonLowerBound": 0.23348262324676816,
"running": 8,
"selectionWeight": 0.9846266307757031,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.166666666666668,
"waiting": 27870
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1350.7285714285715,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9386667234700948,
"queueWeight": 0.9386667234700948,
"recentSuccess": 61,
"recentSuccessRate": 0.4357142857142857,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.356379553641139,
"running": 8,
"selectionWeight": 2.346666808675237,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 31517
},
"Biren_166m": {
"available": true,
"backlogHours": 159.94652406417111,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.22514046649965513,
"queueFactor": 1.2927079331677103,
"queueWeight": 1.2927079331677103,
"recentSuccess": 31,
"recentSuccessRate": 0.1657754010695187,
"recentTerminal": 187,
"recentWilsonLowerBound": 0.11931407186804938,
"running": 8,
"selectionWeight": 0.2910408671211833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.166666666666668,
"waiting": 4985
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 980.4571428571429,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.11675256910553988,
"queueFactor": 0.9848777877299156,
"queueWeight": 0.9848777877299156,
"recentSuccess": 15,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.08852402661833805,
"running": 7,
"selectionWeight": 0.11498701197244822,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 17158
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 325.05882352941177,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.17555910886836915,
"queueFactor": 1.1622574565543888,
"queueWeight": 1.1622574565543888,
"recentSuccess": 26,
"recentSuccessRate": 0.15294117647058825,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.10655823875556346,
"running": 7,
"selectionWeight": 0.20404488334830578,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 9210
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 47.944572748267895,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 2,
"recentSuccessRate": 0.004618937644341801,
"recentTerminal": 433,
"recentWilsonLowerBound": 0.0012675679951587892,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 72.16666666666667,
"waiting": 3460
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 101.25339366515837,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0764571878971644,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 43,
"recentSuccessRate": 0.09728506787330317,
"recentTerminal": 442,
"recentWilsonLowerBound": 0.07302874383507497,
"running": 9,
"selectionWeight": 0.09939434426631372,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 73.66666666666667,
"waiting": 7459
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2011.75,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8842204063673221,
"queueWeight": 0.8842204063673221,
"recentSuccess": 6,
"recentSuccessRate": 0.125,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.05856971750400843,
"running": 2,
"selectionWeight": 0.04421102031836611,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 16094
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 426.33870967741933,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2889985823159575,
"queueFactor": 1.1159209218359831,
"queueWeight": 1.1159209218359831,
"recentSuccess": 24,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.13365449027053075,
"running": 8,
"selectionWeight": 0.32249956438731553,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 8811
},
"MetaX_c-500": {
"available": true,
"backlogHours": 585.8230088495576,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3182005854245265,
"queueFactor": 1.0639756067934927,
"queueWeight": 1.0639756067934927,
"recentSuccess": 23,
"recentSuccessRate": 0.20353982300884957,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.1396323173788541,
"running": 4,
"selectionWeight": 0.33855766095910517,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 11033
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2253.478260869565,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.09516986342693295,
"queueFactor": 0.8692978971754185,
"queueWeight": 0.8692978971754185,
"recentSuccess": 10,
"recentSuccessRate": 0.14492753623188406,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.08067008672383712,
"running": 4,
"selectionWeight": 0.08273096215150459,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 25915
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1955.6785714285713,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8879776060401008,
"queueWeight": 0.8879776060401008,
"recentSuccess": 1,
"recentSuccessRate": 0.017857142857142856,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.003159128964463983,
"running": 2,
"selectionWeight": 0.04439888030200504,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.333333333333334,
"waiting": 18253
},
"Vastai_va16": {
"available": true,
"backlogHours": 877.2743362831859,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.001443198466377,
"queueWeight": 1.001443198466377,
"recentSuccess": 5,
"recentSuccessRate": 0.04424778761061947,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.01904558773004934,
"running": 16,
"selectionWeight": 0.05007215992331885,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.833333333333332,
"waiting": 16522
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1053.1653543307086,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.45302673171056623,
"queueFactor": 0.9743660658536915,
"queueWeight": 0.9743660658536915,
"recentSuccess": 29,
"recentSuccessRate": 0.2283464566929134,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.1639546004005844,
"running": 6,
"selectionWeight": 0.4414138743033802,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 22292
}
},
"queueAttemptedAt": "2026-10-15T22:04:22.286908+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-15T22:04:22.286908+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Ascend_910-b3",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}