{ "communityAttemptedAt": "2026-10-23T11:03:24.060941+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": "2026-10-23T11:05:09.728440+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1257.6992481203006, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6684130984082859, "queueFactor": 0.9739035948974473, "queueWeight": 0.9739035948974473, "recentSuccess": 43, "recentSuccessRate": 0.3233082706766917, "recentTerminal": 133, "recentWilsonLowerBound": 0.24974159584989838, "running": 8, "selectionWeight": 1.624873514313818, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 27879 }, "Ascend_910-b4": { "available": true, "backlogHours": 1351.125, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.963492103445547, "queueWeight": 0.963492103445547, "recentSuccess": 54, "recentSuccessRate": 0.375, "recentTerminal": 144, "recentWilsonLowerBound": 0.3001412023388304, "running": 8, "selectionWeight": 2.4087302586138675, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 32427 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1054.4271844660193, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.17789599607122564, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 15, "recentSuccessRate": 0.14563106796116504, "recentTerminal": 103, "recentWilsonLowerBound": 0.09028388487703763, "running": 7, "selectionWeight": 0.17789599607122564, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 18101 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 444.5196850393701, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31625523031827313, "queueFactor": 1.1383317242782973, "queueWeight": 1.1383317242782973, "recentSuccess": 22, "recentSuccessRate": 0.1732283464566929, "recentTerminal": 127, "recentWilsonLowerBound": 0.11727034762153574, "running": 7, "selectionWeight": 0.3600033616402299, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 9409 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 58.91364902506964, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.0584958217270195, "recentTerminal": 359, "recentWilsonLowerBound": 0.03857454893166641, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.833333333333336, "waiting": 3525 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 250.0212765957447, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.2409547446399256, "queueWeight": 1.2409547446399256, "recentSuccess": 15, "recentSuccessRate": 0.0797872340425532, "recentTerminal": 188, "recentWilsonLowerBound": 0.04894563964076566, "running": 2, "selectionWeight": 0.06204773723199628, "stale": false, "submissionEligible": false, "throughputPerHour": 31.333333333333332, "waiting": 7834 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3018.75, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.383137687602203, "queueFactor": 0.8540404031706612, "queueWeight": 0.8540404031706612, "recentSuccess": 12, "recentSuccessRate": 0.375, "recentTerminal": 32, "recentWilsonLowerBound": 0.2293366846595921, "running": 2, "selectionWeight": 1.1812554683603216, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 16100 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 284.2736842105263, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2908789981354679, "queueFactor": 1.217284215044896, "queueWeight": 1.217284215044896, "recentSuccess": 30, "recentSuccessRate": 0.15789473684210525, "recentTerminal": 190, "recentWilsonLowerBound": 0.11289551507402966, "running": 8, "selectionWeight": 0.35408241291837883, "stale": false, "submissionEligible": true, "throughputPerHour": 31.666666666666668, "waiting": 9002 }, "MetaX_c-500": { "available": true, "backlogHours": 609.0265486725664, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4118761723916326, "queueFactor": 1.085818046381219, "queueWeight": 1.085818046381219, "recentSuccess": 22, "recentSuccessRate": 0.19469026548672566, "recentTerminal": 113, "recentWilsonLowerBound": 0.13223235600316086, "running": 4, "selectionWeight": 0.4472225808572567, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 11470 }, "Mthreads_s4000": { "available": true, "backlogHours": 2163.2876712328766, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2627122533711665, "queueFactor": 0.8978118801346953, "queueWeight": 0.8978118801346953, "recentSuccess": 23, "recentSuccessRate": 0.3150684931506849, "recentTerminal": 73, "recentWilsonLowerBound": 0.22003473675403795, "running": 4, "selectionWeight": 1.1336780622682847, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 26320 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1383.1851851851852, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05041891864110183, "queueFactor": 0.9601087768078043, "queueWeight": 0.9601087768078043, "recentSuccess": 8, "recentSuccessRate": 0.09876543209876543, "recentTerminal": 81, "recentWilsonLowerBound": 0.050899507574416615, "running": 2, "selectionWeight": 0.04840764630448048, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 18673 }, "Vastai_va16": { "available": true, "backlogHours": 642.2130177514792, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5252975061799438, "queueFactor": 1.0772106126756331, "queueWeight": 1.0772106126756331, "recentSuccess": 34, "recentSuccessRate": 0.20118343195266272, "recentTerminal": 169, "recentWilsonLowerBound": 0.14769143614171756, "running": 16, "selectionWeight": 0.5658560484690793, "stale": false, "submissionEligible": true, "throughputPerHour": 28.166666666666668, "waiting": 18089 }, "hygon_k100-ai": { "available": true, "backlogHours": 1481.1599999999999, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5436247587895597, "queueFactor": 0.9503032025496927, "queueWeight": 0.9503032025496927, "recentSuccess": 22, "recentSuccessRate": 0.22, "recentTerminal": 100, "recentWilsonLowerBound": 0.15001174503655804, "running": 6, "selectionWeight": 0.5166083492630228, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 24686 } }, "queueAttemptedAt": "2026-10-23T11:05:09.728440+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T11:05:09.728440+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 }