Files
submmit/.modelhub_state/market_intelligence.json

739 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-23T06:42:11.262857+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-23T06:15:55.964239+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22159,
"successRate": 0.5040260212901465,
"wilsonLowerBound": 0.49935214609351847
},
"vllm": {
"framework": "vllm",
"modelCount": 58583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15621,
"successRate": 0.2666473208951402,
"wilsonLowerBound": 0.2630817809935259
},
"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": 5609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1809,
"successRate": 0.3225173827776787,
"wilsonLowerBound": 0.31040927158514764
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18757,
"successRate": 0.4806406149903908,
"wilsonLowerBound": 0.4756856508851418
},
"vllm": {
"framework": "vllm",
"modelCount": 40893,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11200,
"successRate": 0.27388550607683465,
"wilsonLowerBound": 0.26958455933447
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14641,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6035,
"successRate": 0.4121986203128202,
"wilsonLowerBound": 0.40424934337112234
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12280440052209585,
"wilsonLowerBound": 0.11892988059770816
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142208774583963,
"wilsonLowerBound": 0.09691144896995606
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6896,
"successRate": 0.38366529431400914,
"wilsonLowerBound": 0.37658170973209737
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24847,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1533786775063388,
"wilsonLowerBound": 0.14895158306091186
},
"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": 56408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14150,
"successRate": 0.25085094312863426,
"wilsonLowerBound": 0.24729050748652223
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25882,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3351,
"successRate": 0.1294722200757283,
"wilsonLowerBound": 0.1254370155019984
},
"vllm": {
"framework": "vllm",
"modelCount": 87132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9774,
"successRate": 0.11217463159344443,
"wilsonLowerBound": 0.11009625130917604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5774,
"successRate": 0.11448171940677294,
"wilsonLowerBound": 0.11173226201847136
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3870,
"successRate": 0.07302162345748896,
"wilsonLowerBound": 0.07083736811207234
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24092,
"successRate": 0.2528361686274098,
"wilsonLowerBound": 0.2500864394652107
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5722,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 592,
"successRate": 0.1034603285564488,
"wilsonLowerBound": 0.09583314316759757
},
"vllm": {
"framework": "vllm",
"modelCount": 112950,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.14645418326693227,
"wilsonLowerBound": 0.14440426160294925
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029940119760479044,
"wilsonLowerBound": 0.0005286986847552426
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4248,
"successRate": 0.16108604148496455,
"wilsonLowerBound": 0.1566985460266171
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5811,
"successRate": 0.13010769540783199,
"wilsonLowerBound": 0.12701939567235843
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8574,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.09808724049451831,
"wilsonLowerBound": 0.09197024660181953
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 36017,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7281,
"successRate": 0.2021545381347697,
"wilsonLowerBound": 0.1980387399113975
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.2018379905502606,
"wilsonLowerBound": 0.198686688302206
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5475,
"successRate": 0.2835759051121355,
"wilsonLowerBound": 0.27726147674141
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3975,
"successRate": 0.24142119647737625,
"wilsonLowerBound": 0.23494522717067756
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70137,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19259,
"successRate": 0.2745911573064146,
"wilsonLowerBound": 0.27130050487061963
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1931,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1110,
"successRate": 0.5748316934230968,
"wilsonLowerBound": 0.5526541540847068
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21789,
"successRate": 0.4470730656380163,
"wilsonLowerBound": 0.4426632315763324
},
"vllm": {
"framework": "vllm",
"modelCount": 41566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5329,
"successRate": 0.12820574508011356,
"wilsonLowerBound": 0.12502605509351106
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1291,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07571414450924187,
"wilsonLowerBound": 0.07071873575009961
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3509,
"successRate": 0.4400551793328317,
"wilsonLowerBound": 0.42919120600333155
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7443,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 246,
"successRate": 0.03305118903667876,
"wilsonLowerBound": 0.02922456762183645
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5823,
"successRate": 0.2830683972582762,
"wilsonLowerBound": 0.27695313991044695
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29298,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15019,
"successRate": 0.5126288483855553,
"wilsonLowerBound": 0.5069039776736306
},
"vllm": {
"framework": "vllm",
"modelCount": 68834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7472,
"successRate": 0.10855100676991022,
"wilsonLowerBound": 0.10624890198732874
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2624,
"successRate": 0.18104043052297503,
"wilsonLowerBound": 0.1748564582451783
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T06:44:16.620876+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1039.080745341615,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8105815977203499,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 52,
"recentSuccessRate": 0.32298136645962733,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.25560186680153524,
"running": 8,
"selectionWeight": 1.8105815977203499,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 27882
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1557.6000000000001,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9410853306166208,
"queueWeight": 0.9410853306166208,
"recentSuccess": 47,
"recentSuccessRate": 0.376,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.2959755233419009,
"running": 8,
"selectionWeight": 2.352713326541552,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 32450
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1067.5882352941176,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 0.9959483757954279,
"queueWeight": 0.9959483757954279,
"recentSuccess": 6,
"recentSuccessRate": 0.058823529411764705,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.027235268139653063,
"running": 7,
"selectionWeight": 0.0497974187897714,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.0,
"waiting": 18149
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 382.98648648648646,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3989086058838242,
"queueFactor": 1.1615017728803472,
"queueWeight": 1.1615017728803472,
"recentSuccess": 27,
"recentSuccessRate": 0.18243243243243243,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.12851469675493063,
"running": 7,
"selectionWeight": 0.4633330529512895,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 9447
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 70.16666666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.11824039903980083,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.10416666666666667,
"recentTerminal": 288,
"recentWilsonLowerBound": 0.07394416745420872,
"running": 24,
"selectionWeight": 0.15371251875174108,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 48.0,
"waiting": 3368
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 367.3125,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.24767765831043836,
"queueFactor": 1.168804939678567,
"queueWeight": 1.168804939678567,
"recentSuccess": 20,
"recentSuccessRate": 0.15625,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.10348275682804893,
"running": 2,
"selectionWeight": 0.2894868704812606,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 7836
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2100.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9515534430007921,
"queueFactor": 0.8997964438020989,
"queueWeight": 0.8997964438020989,
"recentSuccess": 14,
"recentSuccessRate": 0.30434782608695654,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.190796708074489,
"running": 2,
"selectionWeight": 0.856204404099756,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 16105
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 330.9878048780488,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6252552459783932,
"queueFactor": 1.1872046683622213,
"queueWeight": 1.1872046683622213,
"recentSuccess": 35,
"recentSuccessRate": 0.21341463414634146,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.1576423019076134,
"running": 8,
"selectionWeight": 0.7423059469435174,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 9047
},
"MetaX_c-500": {
"available": true,
"backlogHours": 656.6285714285714,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.290582067328321,
"queueFactor": 1.071271196716812,
"queueWeight": 1.071271196716812,
"recentSuccess": 18,
"recentSuccessRate": 0.17142857142857143,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.11127695984061492,
"running": 4,
"selectionWeight": 0.31129219901125565,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 11491
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2047.168831168831,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.777758927622344,
"queueFactor": 0.9032840580391241,
"queueWeight": 0.9032840580391241,
"recentSuccess": 27,
"recentSuccessRate": 0.35064935064935066,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.253485167224312,
"running": 4,
"selectionWeight": 1.6058212983579925,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 26272
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2435.478260869565,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.263870226861424,
"queueFactor": 0.8800548809784021,
"queueWeight": 0.8800548809784021,
"recentSuccess": 9,
"recentSuccessRate": 0.1956521739130435,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.106504904441218,
"running": 2,
"selectionWeight": 0.23222028109427445,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 18672
},
"Vastai_va16": {
"available": true,
"backlogHours": 558.0923076923077,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5596506593641571,
"queueFactor": 1.0977197779567347,
"queueWeight": 1.0977197779567347,
"recentSuccess": 39,
"recentSuccessRate": 0.2,
"recentTerminal": 195,
"recentWilsonLowerBound": 0.14989626176513593,
"running": 16,
"selectionWeight": 0.6143395975305628,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.5,
"waiting": 18138
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1266.3076923076924,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1560300881623031,
"queueFactor": 0.9707703600864166,
"queueWeight": 0.9707703600864166,
"recentSuccess": 33,
"recentSuccessRate": 0.28205128205128205,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.2084473173817141,
"running": 6,
"selectionWeight": 1.1222397449560508,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 24693
}
},
"queueAttemptedAt": "2026-10-23T06:36:37.463297+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T06:36:37.463297+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"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
}