Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-29T18:17:23.670829+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-29T18:17:23.670829+00:00",
"frameworkAttemptedAt": "2026-09-29T14:16:43.687953+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19456,
"successRate": 0.4849935187954931,
"wilsonLowerBound": 0.4801044834507619
},
"vllm": {
"framework": "vllm",
"modelCount": 53729,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14943,
"successRate": 0.2781179623666921,
"wilsonLowerBound": 0.2743451484412363
},
"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": 3153,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 892,
"successRate": 0.28290516967967017,
"wilsonLowerBound": 0.26745488305646276
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15806,
"successRate": 0.45595107598223045,
"wilsonLowerBound": 0.45071321549842774
},
"vllm": {
"framework": "vllm",
"modelCount": 38554,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10828,
"successRate": 0.28085282979716764,
"wilsonLowerBound": 0.27638872712384643
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4485,
"successRate": 0.4183378416192519,
"wilsonLowerBound": 0.40903107341728273
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64137,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.1885339195784025,
"wilsonLowerBound": 0.1855254731849487
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4815,
"successRate": 0.20530422547222105,
"wilsonLowerBound": 0.20018309478585897
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 79,
"successRate": 0.011295396053760365,
"wilsonLowerBound": 0.00907314563211225
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3251,
"successRate": 0.1228600581988587,
"wilsonLowerBound": 0.11895929025291135
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163735597331716,
"wilsonLowerBound": 0.09711764770880076
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5371,
"successRate": 0.41006260497785924,
"wilsonLowerBound": 0.4016668817796288
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15519849544135084,
"wilsonLowerBound": 0.15071474546935393
},
"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": 47015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11692,
"successRate": 0.24868658938636606,
"wilsonLowerBound": 0.24479994758645382
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.1314561954032737,
"wilsonLowerBound": 0.12720342754712557
},
"vllm": {
"framework": "vllm",
"modelCount": 86807,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11251396776757634,
"wilsonLowerBound": 0.11042894652771498
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43069,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5266,
"successRate": 0.12226891731872112,
"wilsonLowerBound": 0.11920861711777476
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3548,
"successRate": 0.09214627051734885,
"wilsonLowerBound": 0.08929780005893741
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21996,
"successRate": 0.24327283586051296,
"wilsonLowerBound": 0.24048707086670867
},
"transformers": {
"framework": "transformers",
"modelCount": 5396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10730170496664196,
"wilsonLowerBound": 0.09932127668000892
},
"vllm": {
"framework": "vllm",
"modelCount": 112752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.146569462182489,
"wilsonLowerBound": 0.14451707544708278
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3714,
"successRate": 0.18291061314947057,
"wilsonLowerBound": 0.17765324202558166
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43279,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5632,
"successRate": 0.13013239677441715,
"wilsonLowerBound": 0.1269953596027995
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 652,
"successRate": 0.08851479771925061,
"wilsonLowerBound": 0.0822407456315834
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6131,
"successRate": 0.18875069269133674,
"wilsonLowerBound": 0.18453203749524386
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20245148443748062,
"wilsonLowerBound": 0.19928837132737603
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3219,
"successRate": 0.2931961016486019,
"wilsonLowerBound": 0.2847542555248915
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14314,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3590,
"successRate": 0.25080340924968564,
"wilsonLowerBound": 0.2437695708622839
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17657,
"successRate": 0.27414296360700535,
"wilsonLowerBound": 0.270711422854147
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 310,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 197,
"successRate": 0.635483870967742,
"wilsonLowerBound": 0.5805506524696656
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47387,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20970,
"successRate": 0.4425264312997236,
"wilsonLowerBound": 0.4380592029808077
},
"vllm": {
"framework": "vllm",
"modelCount": 37881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4036,
"successRate": 0.10654417782001531,
"wilsonLowerBound": 0.10347693704225316
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2817,
"successRate": 0.4328518746158574,
"wilsonLowerBound": 0.4208570888660912
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03271596593213465,
"wilsonLowerBound": 0.02889830954648983
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4705,
"successRate": 0.3238796723342741,
"wilsonLowerBound": 0.3163173205065392
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27292,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13909,
"successRate": 0.5096365235233768,
"wilsonLowerBound": 0.503704587293613
},
"vllm": {
"framework": "vllm",
"modelCount": 64499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6692,
"successRate": 0.10375354656661344,
"wilsonLowerBound": 0.10142370284494356
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1994,
"successRate": 0.15327849950034592,
"wilsonLowerBound": 0.14719014976133446
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-29T18:17:23.670829+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1206.088888888889,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9608372421880378,
"queueWeight": 0.9608372421880378,
"recentSuccess": 53,
"recentSuccessRate": 0.3925925925925926,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.3142817963315327,
"running": 8,
"selectionWeight": 2.4020931054700947,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 27137
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1355.25,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7479189317277672,
"queueFactor": 0.9441778614542939,
"queueWeight": 0.9441778614542939,
"recentSuccess": 44,
"recentSuccessRate": 0.34375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.2671002859293398,
"running": 8,
"selectionWeight": 1.6503463589541973,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 28912
},
"Biren_166m": {
"available": true,
"backlogHours": 127.55329949238578,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.149883758819918,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.12690355329949238,
"recentTerminal": 197,
"recentWilsonLowerBound": 0.08745414408280296,
"running": 8,
"selectionWeight": 0.1948488864658934,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.833333333333336,
"waiting": 4188
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1328.8285714285714,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.38566972751155293,
"queueFactor": 0.9469703513419304,
"queueWeight": 0.9469703513419304,
"recentSuccess": 15,
"recentSuccessRate": 0.21428571428571427,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.13438585667978445,
"running": 7,
"selectionWeight": 0.36521779736356186,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.666666666666666,
"waiting": 15503
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 518.3168316831684,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0080054021175202,
"queueFactor": 1.0906048600146276,
"queueWeight": 1.0906048600146276,
"recentSuccess": 29,
"recentSuccessRate": 0.2871287128712871,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.20797514306988282,
"running": 7,
"selectionWeight": 1.0993355904703666,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 8725
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 23.630434782608695,
"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": 0.019927536231884056,
"recentTerminal": 552,
"recentWilsonLowerBound": 0.011162848680645505,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 92.0,
"waiting": 2174
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 65.76724137931035,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07526958584931617,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 40,
"recentSuccessRate": 0.08620689655172414,
"recentTerminal": 464,
"recentWilsonLowerBound": 0.0639454895652702,
"running": 3,
"selectionWeight": 0.09785046160411102,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 77.33333333333333,
"waiting": 5086
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2207.727272727273,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7475641378928911,
"queueFactor": 0.8775359396605624,
"queueWeight": 0.8775359396605624,
"recentSuccess": 13,
"recentSuccessRate": 0.29545454545454547,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.18155360887243294,
"running": 3,
"selectionWeight": 0.6560143982023765,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 16190
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 427.0232558139535,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.57651214345233,
"queueFactor": 1.1227653373831978,
"queueWeight": 1.1227653373831978,
"recentSuccess": 29,
"recentSuccessRate": 0.2248062015503876,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.16132957033677464,
"running": 8,
"selectionWeight": 0.6472878512487659,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 9181
},
"MetaX_c-500": {
"available": true,
"backlogHours": 601.3269230769231,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1252205396563861,
"queueFactor": 1.0665718770472628,
"queueWeight": 1.0665718770472628,
"recentSuccess": 31,
"recentSuccessRate": 0.2980769230769231,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.21863880553781623,
"running": 4,
"selectionWeight": 1.2001285830734456,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 10423
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1694.076923076923,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.1930922822139367,
"queueFactor": 0.9130966649601756,
"queueWeight": 0.9130966649601756,
"recentSuccess": 31,
"recentSuccessRate": 0.3974358974358974,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.29611695255788584,
"running": 4,
"selectionWeight": 2.0025052488394457,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 22023
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4071.8399999999997,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9503031926631476,
"queueFactor": 0.8005493695827116,
"queueWeight": 0.8005493695827116,
"recentSuccess": 9,
"recentSuccessRate": 0.36,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.20247656431735636,
"running": 2,
"selectionWeight": 0.7607646217989209,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 16966
},
"Vastai_va16": {
"available": true,
"backlogHours": 807.3644859813085,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.8043382809809353,
"queueFactor": 1.0204606892168515,
"queueWeight": 1.0204606892168515,
"recentSuccess": 28,
"recentSuccessRate": 0.2616822429906542,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.1876959981258367,
"running": 17,
"selectionWeight": 0.8207955965733028,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 14398
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1040.803738317757,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.054063241176909,
"queueFactor": 0.9823164096069432,
"queueWeight": 0.9823164096069432,
"recentSuccess": 31,
"recentSuccessRate": 0.2897196261682243,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.21224200748413424,
"running": 6,
"selectionWeight": 1.0354236185715588,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 18561
}
},
"queueAttemptedAt": "2026-09-29T18:11:22.775744+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-29T18:11:22.775744+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}