{ "communityAttemptedAt": "2026-10-23T06:36:37.463297+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": "2026-10-23T06:40:02.964967+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 }