Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-15T20:43:56.270360+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-15T20:43:56.270360+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": "2026-10-15T20:43:56.270360+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 984.3882352941176,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1937323554276633,
"queueFactor": 0.9948199393267365,
"queueWeight": 0.9948199393267365,
"recentSuccess": 55,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.25777571272728994,
"running": 8,
"selectionWeight": 1.1875487493989103,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 27891
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1563.7190082644627,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9281018454044591,
"queueWeight": 0.9281018454044591,
"recentSuccess": 54,
"recentSuccessRate": 0.4462809917355372,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.3607165818368641,
"running": 8,
"selectionWeight": 2.3202546135111475,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 31535
},
"Biren_166m": {
"available": true,
"backlogHours": 198.91390728476821,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.20112442113845078,
"queueFactor": 1.264502438724778,
"queueWeight": 1.264502438724778,
"recentSuccess": 25,
"recentSuccessRate": 0.16556291390728478,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.11473010180823269,
"running": 8,
"selectionWeight": 0.2543223210166803,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 5006
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 988.9615384615386,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.09583424598432387,
"queueFactor": 0.9941285200713659,
"queueWeight": 0.9941285200713659,
"recentSuccess": 14,
"recentSuccessRate": 0.1346153846153846,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.08191042176649949,
"running": 7,
"selectionWeight": 0.09527155713255113,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 17142
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 356.5935483870968,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3071233776255255,
"queueFactor": 1.158493019498997,
"queueWeight": 1.158493019498997,
"recentSuccess": 30,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.13907359549299317,
"running": 7,
"selectionWeight": 0.35580028910412576,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 9212
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.034115138592746,
"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": 0.008528784648187633,
"recentTerminal": 469,
"recentWilsonLowerBound": 0.0033214797725741783,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 78.16666666666667,
"waiting": 3442
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 95.9100642398287,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.0728051391862955,
"recentTerminal": 467,
"recentWilsonLowerBound": 0.05256471674890263,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 77.83333333333333,
"waiting": 7465
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2100.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.17076061448003332,
"queueFactor": 0.8879046314431515,
"queueWeight": 0.8879046314431515,
"recentSuccess": 9,
"recentSuccessRate": 0.1956521739130435,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.106504904441218,
"running": 2,
"selectionWeight": 0.15161914046490005,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 16105
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 460.59130434782605,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4135625794300858,
"queueFactor": 1.1148644914097696,
"queueWeight": 1.1148644914097696,
"recentSuccess": 26,
"recentSuccessRate": 0.22608695652173913,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.15921531717670895,
"running": 8,
"selectionWeight": 0.461066234782435,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 8828
},
"MetaX_c-500": {
"available": true,
"backlogHours": 613.5,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.30457112707547196,
"queueFactor": 1.0679409959479549,
"queueWeight": 1.0679409959479549,
"recentSuccess": 22,
"recentSuccessRate": 0.2037037037037037,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.13854706947558235,
"running": 4,
"selectionWeight": 0.3252639927859707,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 11043
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2159.75,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.14216780625530304,
"queueFactor": 0.8842171235820042,
"queueWeight": 0.8842171235820042,
"recentSuccess": 12,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.09799275085321624,
"running": 4,
"selectionWeight": 0.1257072087130277,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 25917
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1803.6393442622953,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.908441547582346,
"queueWeight": 0.908441547582346,
"recentSuccess": 2,
"recentSuccessRate": 0.03278688524590164,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.009037700815687872,
"running": 2,
"selectionWeight": 0.0454220773791173,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.166666666666666,
"waiting": 18337
},
"Vastai_va16": {
"available": true,
"backlogHours": 917.3888888888889,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0053943079775518,
"queueWeight": 1.0053943079775518,
"recentSuccess": 5,
"recentSuccessRate": 0.046296296296296294,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.019934521435234432,
"running": 16,
"selectionWeight": 0.05026971539887759,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.0,
"waiting": 16513
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1087.0731707317073,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6672325505219251,
"queueFactor": 0.9801231043815967,
"queueWeight": 0.9801231043815967,
"recentSuccess": 33,
"recentSuccessRate": 0.2682926829268293,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.19788382484416445,
"running": 6,
"selectionWeight": 0.6539700387619998,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 22285
}
},
"queueAttemptedAt": "2026-10-15T20:43:56.270360+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-15T20:43:56.270360+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
}