{ "communityAttemptedAt": "2026-10-23T08:20:49.761380+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": "2026-10-23T08:22:29.056888+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1114.96, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.4088620382641786, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 53, "recentSuccessRate": 0.35333333333333333, "recentTerminal": 150, "recentWilsonLowerBound": 0.28137142404545956, "running": 9, "selectionWeight": 2.4088620382641786, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27874 }, "Ascend_910-b4": { "available": true, "backlogHours": 1545.1904761904761, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9522294076746779, "queueWeight": 0.9522294076746779, "recentSuccess": 46, "recentSuccessRate": 0.36507936507936506, "recentTerminal": 126, "recentWilsonLowerBound": 0.2861613227026429, "running": 8, "selectionWeight": 2.3805735191866946, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 32449 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1120.4536082474226, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 0.9992630095836972, "queueWeight": 0.9992630095836972, "recentSuccess": 7, "recentSuccessRate": 0.07216494845360824, "recentTerminal": 97, "recentWilsonLowerBound": 0.03539370797198249, "running": 7, "selectionWeight": 0.04996315047918486, "stale": false, "submissionEligible": false, "throughputPerHour": 16.166666666666668, "waiting": 18114 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 428.77272727272725, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4534315350039722, "queueFactor": 1.1541302390668855, "queueWeight": 1.1541302390668855, "recentSuccess": 25, "recentSuccessRate": 0.1893939393939394, "recentTerminal": 132, "recentWilsonLowerBound": 0.1317037304939829, "running": 7, "selectionWeight": 0.5233190458945993, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 9433 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 63.721518987341774, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05147138229485173, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 23, "recentSuccessRate": 0.07278481012658228, "recentTerminal": 316, "recentWilsonLowerBound": 0.048986590996990695, "running": 24, "selectionWeight": 0.06691279698330725, "stale": false, "submissionEligible": false, "throughputPerHour": 52.666666666666664, "waiting": 3356 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 298.50955414012736, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.12665904641255515, "queueFactor": 1.218555060768885, "queueWeight": 1.218555060768885, "recentSuccess": 18, "recentSuccessRate": 0.11464968152866242, "recentTerminal": 157, "recentWilsonLowerBound": 0.07376264518007229, "running": 3, "selectionWeight": 0.15434102199818017, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 7811 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2196.409090909091, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.729313576867924, "queueFactor": 0.9032997877136459, "queueWeight": 0.9032997877136459, "recentSuccess": 12, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 44, "recentWilsonLowerBound": 0.16346223395491324, "running": 2, "selectionWeight": 0.6587887991614755, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 16107 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 306.135593220339, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3466182923078027, "queueFactor": 1.2139528501858696, "queueWeight": 1.2139528501858696, "recentSuccess": 29, "recentSuccessRate": 0.1638418079096045, "recentTerminal": 177, "recentWilsonLowerBound": 0.1165656778351223, "running": 10, "selectionWeight": 0.420778263873616, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 9031 }, "MetaX_c-500": { "available": true, "backlogHours": 583.8813559322034, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5240395270728031, "queueFactor": 1.101894973286149, "queueWeight": 1.101894973286149, "recentSuccess": 24, "recentSuccessRate": 0.2033898305084746, "recentTerminal": 118, "recentWilsonLowerBound": 0.14065893187319645, "running": 4, "selectionWeight": 0.5774365206847725, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 11483 }, "Mthreads_s4000": { "available": true, "backlogHours": 2000.6582278481014, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1868255802159307, "queueFactor": 0.9160368768245127, "queueWeight": 0.9160368768245127, "recentSuccess": 29, "recentSuccessRate": 0.3670886075949367, "recentTerminal": 79, "recentWilsonLowerBound": 0.26927131273817784, "running": 4, "selectionWeight": 2.003212874660954, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 26342 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1671.671641791045, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1212365777940835, "queueFactor": 0.9410576874564268, "queueWeight": 0.9410576874564268, "recentSuccess": 9, "recentSuccessRate": 0.13432835820895522, "recentTerminal": 67, "recentWilsonLowerBound": 0.0723100999598399, "running": 2, "selectionWeight": 0.11409061353403141, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 18667 }, "Vastai_va16": { "available": true, "backlogHours": 562.1658031088083, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.616939316599376, "queueFactor": 1.1081772482385408, "queueWeight": 1.1081772482385408, "recentSuccess": 39, "recentSuccessRate": 0.20207253886010362, "recentTerminal": 193, "recentWilsonLowerBound": 0.15149028081462573, "running": 16, "selectionWeight": 0.6836781141992624, "stale": false, "submissionEligible": true, "throughputPerHour": 32.166666666666664, "waiting": 18083 }, "hygon_k100-ai": { "available": true, "backlogHours": 1495.878787878788, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9687754728129487, "queueFactor": 0.9568732912389222, "queueWeight": 0.9568732912389222, "recentSuccess": 26, "recentSuccessRate": 0.26262626262626265, "recentTerminal": 99, "recentWilsonLowerBound": 0.18598028163201125, "running": 7, "selectionWeight": 0.9269953751420692, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 24682 } }, "queueAttemptedAt": "2026-10-23T08:15:48.461572+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T08:15:48.461572+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 }