Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-16T19:15:53.881940+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-16T19:15:53.881940+00:00",
"frameworkAttemptedAt": "2026-10-16T16:54:57.360126+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21504,
"successRate": 0.5001628134158255,
"wilsonLowerBound": 0.4954367008471246
},
"vllm": {
"framework": "vllm",
"modelCount": 57579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15463,
"successRate": 0.26855277097552926,
"wilsonLowerBound": 0.2649481182664045
},
"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": 4845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1505,
"successRate": 0.3106295149638803,
"wilsonLowerBound": 0.2977534725555321
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17963,
"successRate": 0.47455880798900985,
"wilsonLowerBound": 0.46953105655134103
},
"vllm": {
"framework": "vllm",
"modelCount": 40271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11078,
"successRate": 0.2750862903826575,
"wilsonLowerBound": 0.270746382695937
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5632,
"successRate": 0.4164140480591497,
"wilsonLowerBound": 0.40813081288022424
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883396902000467,
"wilsonLowerBound": 0.18533473351464752
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7015,
"successRate": 0.2144014181362511,
"wilsonLowerBound": 0.2099880497382908
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 114,
"successRate": 0.013992880815023935,
"wilsonLowerBound": 0.011661626730134517
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12297443957935705,
"wilsonLowerBound": 0.11909083987028334
},
"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": 16593,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6486,
"successRate": 0.39088772373892605,
"wilsonLowerBound": 0.3834892771213035
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24799,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15355457881366183,
"wilsonLowerBound": 0.14912112242825257
},
"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": 53651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13505,
"successRate": 0.25171944604946783,
"wilsonLowerBound": 0.24806484506781065
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24986,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3163,
"successRate": 0.12659089089890338,
"wilsonLowerBound": 0.12252516878027803
},
"vllm": {
"framework": "vllm",
"modelCount": 87074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11222638215770495,
"wilsonLowerBound": 0.11014689086565693
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5633,
"successRate": 0.11672192291753004,
"wilsonLowerBound": 0.11388762768637553
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3752,
"successRate": 0.07592067988668555,
"wilsonLowerBound": 0.07361821850107568
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23761,
"successRate": 0.2512875831509037,
"wilsonLowerBound": 0.24853299791390784
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 62,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10455192034139403,
"wilsonLowerBound": 0.09682316692051096
},
"vllm": {
"framework": "vllm",
"modelCount": 112891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16536,
"successRate": 0.14647757571462738,
"wilsonLowerBound": 0.1444269843588506
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.004366812227074236,
"wilsonLowerBound": 0.0007712460958295823
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4098,
"successRate": 0.16478346535847843,
"wilsonLowerBound": 0.16022443066902173
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5703,
"successRate": 0.12923474359264883,
"wilsonLowerBound": 0.12613706010044756
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 802,
"successRate": 0.09609393721543254,
"wilsonLowerBound": 0.08995544187815271
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6984,
"successRate": 0.1993890427384589,
"wilsonLowerBound": 0.19523787388037536
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61536,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12428,
"successRate": 0.20196307852314094,
"wilsonLowerBound": 0.19880968584596811
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4872,
"successRate": 0.28327228327228327,
"wilsonLowerBound": 0.2765870963309218
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3830,
"successRate": 0.2416403785488959,
"wilsonLowerBound": 0.2350390539998504
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18951,
"successRate": 0.27517860254399723,
"wilsonLowerBound": 0.271855641458493
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 779,
"successRate": 0.6057542768273717,
"wilsonLowerBound": 0.5787676521256635
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44785655399835117,
"wilsonLowerBound": 0.4434360812943169
},
"vllm": {
"framework": "vllm",
"modelCount": 40516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5015,
"successRate": 0.12377826044031988,
"wilsonLowerBound": 0.12060708202240626
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1158,
"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": 7558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3322,
"successRate": 0.4395342683249537,
"wilsonLowerBound": 0.428377955872368
}
},
"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": 18968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5502,
"successRate": 0.2900674820750738,
"wilsonLowerBound": 0.28365242611326774
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28765,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14721,
"successRate": 0.5117677733356509,
"wilsonLowerBound": 0.5059899704757447
},
"vllm": {
"framework": "vllm",
"modelCount": 67908,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7314,
"successRate": 0.10770454143841668,
"wilsonLowerBound": 0.10539502366377193
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2422,
"successRate": 0.1732103268254309,
"wilsonLowerBound": 0.16702780677269516
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-16T19:15:53.881940+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1095.828947368421,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5663541500361224,
"queueFactor": 0.9912607732375142,
"queueWeight": 0.9912607732375142,
"recentSuccess": 48,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.24720854569312692,
"running": 8,
"selectionWeight": 1.552665425928596,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 27761
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1195.5094339622642,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.978399865909867,
"queueWeight": 0.978399865909867,
"recentSuccess": 60,
"recentSuccessRate": 0.37735849056603776,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.3057447126900584,
"running": 8,
"selectionWeight": 2.445999664774668,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 31681
},
"Biren_166m": {
"available": true,
"backlogHours": 156.8842105263158,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3306403698365681,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.16842105263157894,
"recentTerminal": 190,
"recentWilsonLowerBound": 0.12189967069977393,
"running": 8,
"selectionWeight": 0.4298324807875385,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.666666666666668,
"waiting": 4968
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1109.8105263157895,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.13727460427783636,
"queueFactor": 0.9893774546354566,
"queueWeight": 0.9893774546354566,
"recentSuccess": 13,
"recentSuccessRate": 0.1368421052631579,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.08174716099796558,
"running": 7,
"selectionWeight": 0.1358163985664953,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 17572
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 397.6965517241379,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3519184639843831,
"queueFactor": 1.1540285730752904,
"queueWeight": 1.1540285730752904,
"recentSuccess": 26,
"recentSuccessRate": 0.1793103448275862,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.1254048780843173,
"running": 7,
"selectionWeight": 0.4061239628307456,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 9611
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.46242774566474,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.02119460500963391,
"recentTerminal": 519,
"recentWilsonLowerBound": 0.011875036509429443,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 86.5,
"waiting": 3500
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 114.91002570694089,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.06683804627249357,
"recentTerminal": 389,
"recentWilsonLowerBound": 0.04601667690659189,
"running": 5,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.83333333333333,
"waiting": 7450
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1577.704918032787,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3744742427702704,
"queueFactor": 0.9385241854931041,
"queueWeight": 0.9385241854931041,
"recentSuccess": 13,
"recentSuccessRate": 0.21311475409836064,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.1289965277061263,
"running": 2,
"selectionWeight": 0.35145313368411496,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 16040
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 424.11940298507466,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9212167010333671,
"queueFactor": 1.142947058931149,
"queueWeight": 1.142947058931149,
"recentSuccess": 35,
"recentSuccessRate": 0.26119402985074625,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.19421284613583467,
"running": 8,
"selectionWeight": 1.0529019190843425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 9472
},
"MetaX_c-500": {
"available": true,
"backlogHours": 542.88,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1624908277114208,
"queueFactor": 1.1013966705311482,
"queueWeight": 1.1013966705311482,
"recentSuccess": 36,
"recentSuccessRate": 0.288,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.21587365721299623,
"running": 4,
"selectionWeight": 1.2803635271643574,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 11310
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1618.75,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.10692635395871973,
"queueFactor": 0.9349155180872575,
"queueWeight": 0.9349155180872575,
"recentSuccess": 12,
"recentSuccessRate": 0.125,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.07297128992395067,
"running": 4,
"selectionWeight": 0.09996710760849793,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 25900
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1896.3103448275863,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.06877590292534683,
"queueFactor": 0.9129834889383467,
"queueWeight": 0.9129834889383467,
"recentSuccess": 7,
"recentSuccessRate": 0.1206896551724138,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.05970890244859669,
"running": 2,
"selectionWeight": 0.0627912638076682,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 18331
},
"Vastai_va16": {
"available": true,
"backlogHours": 1038.625,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9992646402663988,
"queueWeight": 0.9992646402663988,
"recentSuccess": 4,
"recentSuccessRate": 0.041666666666666664,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.016320443452412504,
"running": 16,
"selectionWeight": 0.049963232013319946,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.0,
"waiting": 16618
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1028.4626865671642,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5618590521931783,
"queueFactor": 1.0007395290263925,
"queueWeight": 1.0007395290263925,
"recentSuccess": 29,
"recentSuccessRate": 0.21641791044776118,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.1551212865152815,
"running": 6,
"selectionWeight": 0.5622745632710165,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 22969
}
},
"queueAttemptedAt": "2026-10-16T19:15:53.881940+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-16T19:15:53.881940+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
}