Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-16T16:30:39.011519+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-16T16:30:39.011519+00:00",
"frameworkAttemptedAt": "2026-10-16T10:46:00.363668+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21473,
"successRate": 0.4999301545911715,
"wilsonLowerBound": 0.49520175270811057
},
"vllm": {
"framework": "vllm",
"modelCount": 57546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15456,
"successRate": 0.2685851318944844,
"wilsonLowerBound": 0.2649793100516635
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1490,
"successRate": 0.3095139177399252,
"wilsonLowerBound": 0.2966108089140961
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17926,
"successRate": 0.47419516969552683,
"wilsonLowerBound": 0.4691643878707191
},
"vllm": {
"framework": "vllm",
"modelCount": 40249,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11074,
"successRate": 0.27513727049119235,
"wilsonLowerBound": 0.27079592718023
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5615,
"successRate": 0.4168213198723183,
"wilsonLowerBound": 0.40852027250918593
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883426222872622,
"wilsonLowerBound": 0.18533762410876714
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6983,
"successRate": 0.2144853641306017,
"wilsonLowerBound": 0.21006046911674098
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 114,
"successRate": 0.014025590551181102,
"wilsonLowerBound": 0.011688916259129097
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26717,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12299285099374929,
"wilsonLowerBound": 0.11910870860455734
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10148964514957007,
"wilsonLowerBound": 0.09697615986843272
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6468,
"successRate": 0.3912648962555199,
"wilsonLowerBound": 0.383851268467833
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24798,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15356077102992177,
"wilsonLowerBound": 0.14912715133892987
},
"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": 53551,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13485,
"successRate": 0.25181602584452206,
"wilsonLowerBound": 0.24815755624732366
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24947,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3163,
"successRate": 0.12678879223954784,
"wilsonLowerBound": 0.12271715234111032
},
"vllm": {
"framework": "vllm",
"modelCount": 87064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11223927225948728,
"wilsonLowerBound": 0.11015955678394333
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5630,
"successRate": 0.11703565117971104,
"wilsonLowerBound": 0.11419347468516446
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3748,
"successRate": 0.07594885408012321,
"wilsonLowerBound": 0.07364436043217826
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94538,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23752,
"successRate": 0.25124288645835535,
"wilsonLowerBound": 0.24848819065205333
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 8,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10468221470535874,
"wilsonLowerBound": 0.09694432873350477
},
"vllm": {
"framework": "vllm",
"modelCount": 112890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16536,
"successRate": 0.14647887323943662,
"wilsonLowerBound": 0.1444282652433229
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.004545454545454545,
"wilsonLowerBound": 0.0008028148215663294
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4094,
"successRate": 0.1652605659387236,
"wilsonLowerBound": 0.16068737300417205
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5700,
"successRate": 0.12938078808788814,
"wilsonLowerBound": 0.12627904685995914
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8335,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 800,
"successRate": 0.09598080383923216,
"wilsonLowerBound": 0.08984175845338076
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6972,
"successRate": 0.1992626253965532,
"wilsonLowerBound": 0.19511023161684643
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61534,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12428,
"successRate": 0.20196964279910293,
"wilsonLowerBound": 0.19881616027071664
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17130,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4842,
"successRate": 0.282661996497373,
"wilsonLowerBound": 0.2759679976634038
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15827,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3820,
"successRate": 0.24135970177544702,
"wilsonLowerBound": 0.2347563367801958
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18934,
"successRate": 0.27512351060738155,
"wilsonLowerBound": 0.271799605604023
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 769,
"successRate": 0.6045597484276729,
"wilsonLowerBound": 0.5774132495208155
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44793040897097625,
"wilsonLowerBound": 0.44350949746024887
},
"vllm": {
"framework": "vllm",
"modelCount": 40473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5002,
"successRate": 0.12358856521631705,
"wilsonLowerBound": 0.12041785163059605
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1146,
"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": 10102,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 764,
"successRate": 0.07562858839833696,
"wilsonLowerBound": 0.07063229608115972
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7549,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3319,
"successRate": 0.43966088223605776,
"wilsonLowerBound": 0.42849753133852664
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032992189604093725,
"wilsonLowerBound": 0.029164980749832297
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5493,
"successRate": 0.29037373790770205,
"wilsonLowerBound": 0.2839480202812688
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28742,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14709,
"successRate": 0.511759794029643,
"wilsonLowerBound": 0.5059796784432837
},
"vllm": {
"framework": "vllm",
"modelCount": 67880,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7311,
"successRate": 0.10770477312905127,
"wilsonLowerBound": 0.10539478141595672
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2416,
"successRate": 0.1730783007378752,
"wilsonLowerBound": 0.1668924729967411
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-16T16:30:39.011519+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1356.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4787101500709412,
"queueFactor": 0.9484874913058998,
"queueWeight": 0.9484874913058998,
"recentSuccess": 35,
"recentSuccessRate": 0.2845528455284553,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.21228461225470582,
"running": 8,
"selectionWeight": 1.4025380806093577,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 27798
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 968.0510204081634,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9976674982930859,
"queueWeight": 0.9976674982930859,
"recentSuccess": 65,
"recentSuccessRate": 0.33163265306122447,
"recentTerminal": 196,
"recentWilsonLowerBound": 0.26951365081811224,
"running": 8,
"selectionWeight": 2.494168745732715,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.666666666666664,
"waiting": 31623
},
"Biren_166m": {
"available": true,
"backlogHours": 130.2782608695652,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5735951712114443,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.1826086956521739,
"recentTerminal": 230,
"recentWilsonLowerBound": 0.13803021551275643,
"running": 8,
"selectionWeight": 0.7456737225748776,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.333333333333336,
"waiting": 4994
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 938.1428571428571,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.12517271397559193,
"queueFactor": 1.0023749729321112,
"queueWeight": 1.0023749729321112,
"recentSuccess": 13,
"recentSuccessRate": 0.11607142857142858,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.06909968490657369,
"running": 7,
"selectionWeight": 0.12546999578312287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 17512
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 380.4,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.43026480526255084,
"queueFactor": 1.1477161292079503,
"queueWeight": 1.1477161292079503,
"recentSuccess": 26,
"recentSuccessRate": 0.17333333333333334,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.12111982318473373,
"running": 7,
"selectionWeight": 0.49382185683034735,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 9510
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 48.84309133489461,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.0351288056206089,
"recentTerminal": 427,
"recentWilsonLowerBound": 0.021401952078152986,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.16666666666667,
"waiting": 3476
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 118.23809523809524,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18863258018577747,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 378,
"recentWilsonLowerBound": 0.08325950238186756,
"running": 4,
"selectionWeight": 0.24522235424151073,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 63.0,
"waiting": 7449
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1437.044776119403,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.39910268854235015,
"queueFactor": 0.9402644494855246,
"queueWeight": 0.9402644494855246,
"recentSuccess": 13,
"recentSuccessRate": 0.19402985074626866,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.11705063857457097,
"running": 2,
"selectionWeight": 0.3752620697304656,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.166666666666666,
"waiting": 16047
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 402.1714285714286,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1843339859204147,
"queueFactor": 1.138174572875482,
"queueWeight": 1.138174572875482,
"recentSuccess": 36,
"recentSuccessRate": 0.2571428571428571,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.19190942531957864,
"running": 8,
"selectionWeight": 1.347978828566885,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 9384
},
"MetaX_c-500": {
"available": true,
"backlogHours": 540.144,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3207605361269117,
"queueFactor": 1.0889153696493,
"queueWeight": 1.0889153696493,
"recentSuccess": 34,
"recentSuccessRate": 0.272,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.20165963789326397,
"running": 4,
"selectionWeight": 1.4381964474148436,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 11253
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1918.2962962962963,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2595670076356831,
"queueFactor": 0.9003952763775086,
"queueWeight": 0.9003952763775086,
"recentSuccess": 13,
"recentSuccessRate": 0.16049382716049382,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.09626063301383893,
"running": 4,
"selectionWeight": 0.23371290757861374,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 25897
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1718.4375,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2085561738701256,
"queueFactor": 0.91537806221573,
"queueWeight": 0.91537806221573,
"recentSuccess": 10,
"recentSuccessRate": 0.15625,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.08714748876961674,
"running": 2,
"selectionWeight": 0.19090774630036245,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 18330
},
"Vastai_va16": {
"available": true,
"backlogHours": 1230.962962962963,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9623516899030696,
"queueWeight": 0.9623516899030696,
"recentSuccess": 6,
"recentSuccessRate": 0.07407407407407407,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.03438916189352608,
"running": 16,
"selectionWeight": 0.048117584495153486,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.5,
"waiting": 16618
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1247.4545454545455,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9610342492346351,
"queueFactor": 0.9604325089173678,
"queueWeight": 0.9604325089173678,
"recentSuccess": 27,
"recentSuccessRate": 0.24545454545454545,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.17452312248223442,
"running": 6,
"selectionWeight": 0.9230085351479395,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 22870
}
},
"queueAttemptedAt": "2026-10-16T16:30:39.011519+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-16T16:30:39.011519+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}