Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-16T14:22:38.951651+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-16T14:22:38.951651+00:00",
"frameworkAttemptedAt": "2026-09-16T08:36:09.285038+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39202,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18880,
"successRate": 0.4816080812203459,
"wilsonLowerBound": 0.4766638538422617
},
"vllm": {
"framework": "vllm",
"modelCount": 52115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14652,
"successRate": 0.2811474623428955,
"wilsonLowerBound": 0.2773039298314494
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 662,
"successRate": 0.2736668044646548,
"wilsonLowerBound": 0.2562690128996545
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14203,
"successRate": 0.43808025662379324,
"wilsonLowerBound": 0.43268712308118457
},
"vllm": {
"framework": "vllm",
"modelCount": 37195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10595,
"successRate": 0.2848501142626697,
"wilsonLowerBound": 0.28028560302854555
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8207,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3590,
"successRate": 0.43743146094797125,
"wilsonLowerBound": 0.42673056543137317
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63870,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12069,
"successRate": 0.18896195396899954,
"wilsonLowerBound": 0.18594459918104622
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3264,
"successRate": 0.20134476589969774,
"wilsonLowerBound": 0.1952427813750804
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5694,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 50,
"successRate": 0.008781173164734809,
"wilsonLowerBound": 0.006667338775286415
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3210,
"successRate": 0.12302621493177986,
"wilsonLowerBound": 0.11909600924507383
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1673,
"successRate": 0.10162799173854939,
"wilsonLowerBound": 0.0971047102546991
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4506,
"successRate": 0.42397440722619495,
"wilsonLowerBound": 0.41460801089754395
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15682939980919988,
"wilsonLowerBound": 0.15229384605837723
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 41744,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10504,
"successRate": 0.25162897661939443,
"wilsonLowerBound": 0.24748904238401495
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3050,
"successRate": 0.1317551514104281,
"wilsonLowerBound": 0.12745911165779228
},
"vllm": {
"framework": "vllm",
"modelCount": 86578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11277691792372196,
"wilsonLowerBound": 0.11068700622859656
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4887,
"successRate": 0.12288774894387447,
"wilsonLowerBound": 0.11969733201910177
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3348,
"successRate": 0.11159628012399586,
"wilsonLowerBound": 0.10808286964809752
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20803,
"successRate": 0.2358483079190522,
"wilsonLowerBound": 0.23305818806413922
},
"transformers": {
"framework": "transformers",
"modelCount": 5134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.11005064277366576,
"wilsonLowerBound": 0.1017797893477458
},
"vllm": {
"framework": "vllm",
"modelCount": 112489,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14673434735840837,
"wilsonLowerBound": 0.14467860884516914
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3356,
"successRate": 0.20403696498054474,
"wilsonLowerBound": 0.19794754443187568
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42769,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5569,
"successRate": 0.13021113423273867,
"wilsonLowerBound": 0.1270548174974305
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 518,
"successRate": 0.07971683594952293,
"wilsonLowerBound": 0.0733767232547718
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18090452261306533,
"wilsonLowerBound": 0.1336294254176993
},
"vllm": {
"framework": "vllm",
"modelCount": 30746,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5415,
"successRate": 0.17612047095557146,
"wilsonLowerBound": 0.17190307700615806
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12386,
"successRate": 0.2036869542337483,
"wilsonLowerBound": 0.20050464534114187
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2083,
"successRate": 0.29313256403039684,
"wilsonLowerBound": 0.2826627384646833
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3216,
"successRate": 0.2598997898820107,
"wilsonLowerBound": 0.2522474655603682
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16407,
"successRate": 0.27313134676211087,
"wilsonLowerBound": 0.2695827323939229
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20223,
"successRate": 0.43632009320589443,
"wilsonLowerBound": 0.43181058586078214
},
"vllm": {
"framework": "vllm",
"modelCount": 36145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3285,
"successRate": 0.09088393968737031,
"wilsonLowerBound": 0.08796389036064986
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 8.589864025467196e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 735,
"successRate": 0.07336793771211819,
"wilsonLowerBound": 0.06842393454370647
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2430,
"successRate": 0.4216553878188444,
"wilsonLowerBound": 0.4089619013170978
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031881698548365214,
"wilsonLowerBound": 0.028108410814796363
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3753,
"successRate": 0.3356587067346391,
"wilsonLowerBound": 0.3269634049258504
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13280,
"successRate": 0.5063870352716873,
"wilsonLowerBound": 0.5003354629269942
},
"vllm": {
"framework": "vllm",
"modelCount": 61649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6110,
"successRate": 0.09910947460623855,
"wilsonLowerBound": 0.09677561966421963
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1752,
"successRate": 0.14193130265716136,
"wilsonLowerBound": 0.13588623303935463
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-16T14:28:42.932406+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 925.0980392156863,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0992364340331733,
"queueFactor": 0.9890681379845504,
"queueWeight": 0.9890681379845504,
"recentSuccess": 53,
"recentSuccessRate": 0.3464052287581699,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.2756039485074914,
"running": 8,
"selectionWeight": 1.0872197330139677,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 23590
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1396.6,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9303779359541196,
"queueFactor": 0.9298086242191488,
"queueWeight": 0.9298086242191488,
"recentSuccess": 53,
"recentSuccessRate": 0.44166666666666665,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.35599597315955417,
"running": 8,
"selectionWeight": 1.7948820528525,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 27932
},
"Biren_166m": {
"available": true,
"backlogHours": 310.8712871287129,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.09862613858003876,
"queueFactor": 1.1648427045261998,
"queueWeight": 1.1648427045261998,
"recentSuccess": 15,
"recentSuccessRate": 0.1485148514851485,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.092115201386504,
"running": 7,
"selectionWeight": 0.11488393800054811,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 5233
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1531.2,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.9361916994705548,
"queueFactor": 0.9170638783931029,
"queueWeight": 0.9170638783931029,
"recentSuccess": 22,
"recentSuccessRate": 0.36666666666666664,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.2562073884620827,
"running": 7,
"selectionWeight": 0.8585475908358972,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 15312
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 611.4725274725275,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.20670095039644978,
"queueFactor": 1.0524411810160066,
"queueWeight": 1.0524411810160066,
"recentSuccess": 18,
"recentSuccessRate": 0.1978021978021978,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.12894356976415927,
"running": 7,
"selectionWeight": 0.2175405923523706,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 9274
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.55263157894737,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.039473684210526314,
"recentTerminal": 304,
"recentWilsonLowerBound": 0.022722194526304265,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.666666666666664,
"waiting": 2612
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 79.30434782608695,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1848731671364316,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 51,
"recentSuccessRate": 0.15838509316770186,
"recentTerminal": 322,
"recentWilsonLowerBound": 0.12256557616272817,
"running": 3,
"selectionWeight": 0.24033511727736107,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 53.666666666666664,
"waiting": 4256
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2988.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9280647128376206,
"queueFactor": 0.8295590140194166,
"queueWeight": 0.8295590140194166,
"recentSuccess": 13,
"recentSuccessRate": 0.40625,
"recentTerminal": 32,
"recentWilsonLowerBound": 0.25519402480313796,
"running": 2,
"selectionWeight": 0.7698844481277896,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.333333333333333,
"waiting": 15936
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 671.5294117647059,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18505328653038206,
"queueFactor": 1.0377544871635591,
"queueWeight": 1.0377544871635591,
"recentSuccess": 19,
"recentSuccessRate": 0.18627450980392157,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.12261984082072329,
"running": 8,
"selectionWeight": 0.1920398784612678,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11416
},
"MetaX_c-500": {
"available": true,
"backlogHours": 777.0666666666667,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6372452680174101,
"queueFactor": 1.0152795386630125,
"queueWeight": 1.0152795386630125,
"recentSuccess": 27,
"recentSuccessRate": 0.3,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.21510778051256527,
"running": 4,
"selectionWeight": 0.6469820817279038,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11656
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2411.186440677966,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8566822266549178,
"queueWeight": 0.8566822266549178,
"recentSuccess": 31,
"recentSuccessRate": 0.5254237288135594,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.40039576757312717,
"running": 4,
"selectionWeight": 2.1417055666372944,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 23710
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4402.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.045109101259587,
"queueFactor": 0.782720791136336,
"queueWeight": 0.782720791136336,
"recentSuccess": 12,
"recentSuccessRate": 0.5714285714285714,
"recentTerminal": 21,
"recentWilsonLowerBound": 0.3654621629703245,
"running": 2,
"selectionWeight": 1.600749413698025,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.5,
"waiting": 15407
},
"Vastai_va16": {
"available": true,
"backlogHours": 3219.4615384615386,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.14670661849170874,
"queueFactor": 0.8203267799870002,
"queueWeight": 0.8203267799870002,
"recentSuccess": 6,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.11033699683676688,
"running": 16,
"selectionWeight": 0.12034736795008473,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 13951
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 794.3636363636364,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7398129333880441,
"queueFactor": 1.0119323326251428,
"queueWeight": 1.0119323326251428,
"recentSuccess": 31,
"recentSuccessRate": 0.31313131313131315,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.23020651977353204,
"running": 6,
"selectionWeight": 0.7486406273896129,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 13107
}
},
"queueAttemptedAt": "2026-09-16T14:19:25.577119+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-16T14:19:25.577119+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}