{ "communityAttemptedAt": "2026-09-21T17:40:34.623689+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T17:40:34.623689+00:00", "frameworkAttemptedAt": "2026-09-21T15:33:56.261808+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39973, "officialConfigError": null, "officialConfigValid": true, "successCount": 19362, "successRate": 0.4843769544442499, "wilsonLowerBound": 0.4794794297091189 }, "vllm": { "framework": "vllm", "modelCount": 53509, "officialConfigError": null, "officialConfigValid": true, "successCount": 14911, "successRate": 0.2786634024182848, "wilsonLowerBound": 0.2748805496668656 }, "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": 3030, "officialConfigError": null, "officialConfigValid": true, "successCount": 857, "successRate": 0.28283828382838283, "wilsonLowerBound": 0.26708445830688887 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33291, "officialConfigError": null, "officialConfigValid": true, "successCount": 14791, "successRate": 0.44429425370220177, "wilsonLowerBound": 0.4389633308686534 }, "vllm": { "framework": "vllm", "modelCount": 37719, "officialConfigError": null, "officialConfigValid": true, "successCount": 10702, "successRate": 0.28372968530448844, "wilsonLowerBound": 0.2792023547568335 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9305, "officialConfigError": null, "officialConfigValid": true, "successCount": 3950, "successRate": 0.4245029554003224, "wilsonLowerBound": 0.4144932208043317 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64034, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.18877471343348845, "wilsonLowerBound": 0.1857623649808237 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18911, "officialConfigError": null, "officialConfigValid": true, "successCount": 3819, "successRate": 0.20194595737930304, "wilsonLowerBound": 0.19628495445786476 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6242, "officialConfigError": null, "officialConfigValid": true, "successCount": 62, "successRate": 0.00993271387375841, "wilsonLowerBound": 0.007756347606611726 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26188, "officialConfigError": null, "officialConfigValid": true, "successCount": 3228, "successRate": 0.12326256300595692, "wilsonLowerBound": 0.11933614980668351 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11582, "officialConfigError": null, "officialConfigValid": true, "successCount": 4853, "successRate": 0.4190122604040753, "wilsonLowerBound": 0.4100546729588871 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24252, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.1561933036450602, "wilsonLowerBound": 0.15167864712725093 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8082, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06731007176441475, "wilsonLowerBound": 0.06205039941839396 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43890, "officialConfigError": null, "officialConfigValid": true, "successCount": 10976, "successRate": 0.2500797448165869, "wilsonLowerBound": 0.2460501966140812 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23378, "officialConfigError": null, "officialConfigValid": true, "successCount": 3076, "successRate": 0.13157669603901104, "wilsonLowerBound": 0.12730397173909294 }, "vllm": { "framework": "vllm", "modelCount": 86685, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.1126377112533887, "wilsonLowerBound": 0.11055022023005767 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41042, "officialConfigError": null, "officialConfigValid": true, "successCount": 5046, "successRate": 0.12294722479411335, "wilsonLowerBound": 0.11980549014925095 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33005, "officialConfigError": null, "officialConfigValid": true, "successCount": 3439, "successRate": 0.10419633388880473, "wilsonLowerBound": 0.10094617949716594 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88909, "officialConfigError": null, "officialConfigValid": true, "successCount": 21191, "successRate": 0.23834482448346062, "wilsonLowerBound": 0.23555547585716355 }, "transformers": { "framework": "transformers", "modelCount": 5244, "officialConfigError": null, "officialConfigValid": true, "successCount": 568, "successRate": 0.10831426392067124, "wilsonLowerBound": 0.1001876830189251 }, "vllm": { "framework": "vllm", "modelCount": 112656, "officialConfigError": null, "officialConfigValid": true, "successCount": 16517, "successRate": 0.14661447237608294, "wilsonLowerBound": 0.14456095234592153 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 18078, "officialConfigError": null, "officialConfigValid": true, "successCount": 3539, "successRate": 0.1957628056200907, "wilsonLowerBound": 0.19004356596108474 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42959, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.13003095975232198, "wilsonLowerBound": 0.12688344637946813 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6881, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.08385409097514897, "wilsonLowerBound": 0.07753500660988152 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31418, "officialConfigError": null, "officialConfigValid": true, "successCount": 5703, "successRate": 0.18152014768603986, "wilsonLowerBound": 0.17729697332814412 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60943, "officialConfigError": null, "officialConfigValid": true, "successCount": 12396, "successRate": 0.20340318002067506, "wilsonLowerBound": 0.2002260275601676 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8503, "officialConfigError": null, "officialConfigValid": true, "successCount": 2462, "successRate": 0.2895448665176996, "wilsonLowerBound": 0.2800011878435359 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13199, "officialConfigError": null, "officialConfigValid": true, "successCount": 3383, "successRate": 0.25630729600727326, "wilsonLowerBound": 0.24893055210903053 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61756, "officialConfigError": null, "officialConfigValid": true, "successCount": 16921, "successRate": 0.27399766824276184, "wilsonLowerBound": 0.2704941063178307 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46768, "officialConfigError": null, "officialConfigValid": true, "successCount": 20510, "successRate": 0.43854772494013, "wilsonLowerBound": 0.43405570939604926 }, "vllm": { "framework": "vllm", "modelCount": 36819, "officialConfigError": null, "officialConfigValid": true, "successCount": 3567, "successRate": 0.09687932860751243, "wilsonLowerBound": 0.09389984759374836 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 632, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6280, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030573248407643312, "wilsonLowerBound": 0.02659388008261268 }, "vllm": { "framework": "vllm", "modelCount": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6043, "officialConfigError": null, "officialConfigValid": true, "successCount": 2573, "successRate": 0.42578189640906833, "wilsonLowerBound": 0.41336592357712526 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12005, "officialConfigError": null, "officialConfigValid": true, "successCount": 3886, "successRate": 0.32369845897542693, "wilsonLowerBound": 0.3153861982632824 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26620, "officialConfigError": null, "officialConfigValid": true, "successCount": 13512, "successRate": 0.5075882794891059, "wilsonLowerBound": 0.5015818016813248 }, "vllm": { "framework": "vllm", "modelCount": 62938, "officialConfigError": null, "officialConfigValid": true, "successCount": 6368, "successRate": 0.10117893800247862, "wilsonLowerBound": 0.09884719332891848 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12589, "officialConfigError": null, "officialConfigValid": true, "successCount": 1827, "successRate": 0.14512669791087457, "wilsonLowerBound": 0.13908196978028875 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-21T17:40:34.623689+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 923.9215686274509, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1688524501529076, "queueFactor": 0.9191074859336947, "queueWeight": 0.9191074859336947, "recentSuccess": 52, "recentSuccessRate": 0.33986928104575165, "recentTerminal": 153, "recentWilsonLowerBound": 0.26955735281367826, "running": 8, "selectionWeight": 1.9934085228211729, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 23560 }, "Ascend_910-b4": { "available": true, "backlogHours": 1258.3555555555556, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1096243843449063, "queueFactor": 0.8774877525966663, "queueWeight": 0.8774877525966663, "recentSuccess": 46, "recentSuccessRate": 0.34074074074074073, "recentTerminal": 135, "recentWilsonLowerBound": 0.2661860749532783, "running": 8, "selectionWeight": 1.8511695598419378, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 28313 }, "Biren_166m": { "available": true, "backlogHours": 169.36666666666667, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24758495439074849, "queueFactor": 1.1854612929047403, "queueWeight": 1.1854612929047403, "recentSuccess": 26, "recentSuccessRate": 0.14444444444444443, "recentTerminal": 180, "recentWilsonLowerBound": 0.10051698986574695, "running": 8, "selectionWeight": 0.29350238013581786, "stale": false, "submissionEligible": true, "throughputPerHour": 30.0, "waiting": 5081 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 495.5934065934066, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0091198317202748, "queueWeight": 1.0091198317202748, "recentSuccess": 14, "recentSuccessRate": 0.07692307692307693, "recentTerminal": 182, "recentWilsonLowerBound": 0.0463713966696411, "running": 7, "selectionWeight": 0.05045599158601374, "stale": false, "submissionEligible": false, "throughputPerHour": 30.333333333333332, "waiting": 15033 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 396.0863309352518, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.21924446870808245, "queueFactor": 1.043621676344741, "queueWeight": 1.043621676344741, "recentSuccess": 20, "recentSuccessRate": 0.14388489208633093, "recentTerminal": 139, "recentWilsonLowerBound": 0.09511334878493365, "running": 7, "selectionWeight": 0.22880827996244113, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9176 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.58725761772853, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.055401662049861494, "recentTerminal": 361, "recentWilsonLowerBound": 0.03614671411368627, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.166666666666664, "waiting": 2442 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 99.88474576271187, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.15301980443829574, "queueFactor": 1.283177376192547, "queueWeight": 1.283177376192547, "recentSuccess": 33, "recentSuccessRate": 0.11186440677966102, "recentTerminal": 295, "recentWilsonLowerBound": 0.08077000463832346, "running": 12, "selectionWeight": 0.19635155116462896, "stale": false, "submissionEligible": true, "throughputPerHour": 49.166666666666664, "waiting": 4911 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 752.90625, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.0642502128260887, "queueFactor": 0.9477644920786513, "queueWeight": 0.9477644920786513, "recentSuccess": 12, "recentSuccessRate": 0.09375, "recentTerminal": 128, "recentWilsonLowerBound": 0.05444326547008603, "running": 2, "selectionWeight": 0.06089407032506321, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 16062 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 421.72, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23887345751765152, "queueFactor": 1.0338509699277325, "queueWeight": 1.0338509699277325, "recentSuccess": 22, "recentSuccessRate": 0.14666666666666667, "recentTerminal": 150, "recentWilsonLowerBound": 0.09889364963827856, "running": 8, "selectionWeight": 0.24695955574461503, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 10543 }, "MetaX_c-500": { "available": true, "backlogHours": 557.4358974358975, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3689383768615605, "queueFactor": 0.9914762815033289, "queueWeight": 0.9914762815033289, "recentSuccess": 21, "recentSuccessRate": 0.1794871794871795, "recentTerminal": 117, "recentWilsonLowerBound": 0.12049809866850163, "running": 4, "selectionWeight": 0.3657936499945738, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 10870 }, "Mthreads_s4000": { "available": true, "backlogHours": 2568.3529411764707, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.7884304042206525, "queueWeight": 0.7884304042206525, "recentSuccess": 21, "recentSuccessRate": 0.4117647058823529, "recentTerminal": 51, "recentWilsonLowerBound": 0.28754192992486893, "running": 4, "selectionWeight": 1.9710760105516312, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 21831 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 8618.181818181818, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2880386500631622, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 5, "recentSuccessRate": 0.45454545454545453, "recentTerminal": 11, "recentWilsonLowerBound": 0.21270957543988048, "running": 2, "selectionWeight": 0.9016270550442135, "stale": false, "submissionEligible": false, "throughputPerHour": 1.8333333333333333, "waiting": 15800 }, "Vastai_va16": { "available": true, "backlogHours": 468.94054054054055, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.017522220946787, "queueWeight": 1.017522220946787, "recentSuccess": 7, "recentSuccessRate": 0.03783783783783784, "recentTerminal": 185, "recentWilsonLowerBound": 0.018447194892158517, "running": 16, "selectionWeight": 0.05087611104733935, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 14459 }, "hygon_k100-ai": { "available": true, "backlogHours": 623.5324675324675, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.19868229315230862, "queueFactor": 0.9749508188345043, "queueWeight": 0.9749508188345043, "recentSuccess": 21, "recentSuccessRate": 0.13636363636363635, "recentTerminal": 154, "recentWilsonLowerBound": 0.09094960124870863, "running": 6, "selectionWeight": 0.1937054643967603, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 16004 } }, "queueAttemptedAt": "2026-09-21T17:40:34.623689+00:00", "queueError": null, "queueUpdatedAt": "2026-09-21T17:40:34.623689+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "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 }