{ "communityAttemptedAt": "2026-10-20T00:59:22.967992+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-20T00:59:22.967992+00:00", "frameworkAttemptedAt": "2026-10-19T20:15:18.265691+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43525, "officialConfigError": null, "officialConfigValid": true, "successCount": 21860, "successRate": 0.5022400919012062, "wilsonLowerBound": 0.49754275790408203 }, "vllm": { "framework": "vllm", "modelCount": 58063, "officialConfigError": null, "officialConfigValid": true, "successCount": 15518, "successRate": 0.2672614229371545, "wilsonLowerBound": 0.263677350088077 }, "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": 5181, "officialConfigError": null, "officialConfigValid": true, "successCount": 1647, "successRate": 0.31789229878401853, "wilsonLowerBound": 0.3053513099984673 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38458, "officialConfigError": null, "officialConfigValid": true, "successCount": 18360, "successRate": 0.4774039211607468, "wilsonLowerBound": 0.4724142635263623 }, "vllm": { "framework": "vllm", "modelCount": 40526, "officialConfigError": null, "officialConfigValid": true, "successCount": 11102, "successRate": 0.2739475892019938, "wilsonLowerBound": 0.2696269973252689 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14083, "officialConfigError": null, "officialConfigValid": true, "successCount": 5844, "successRate": 0.41496840161897325, "wilsonLowerBound": 0.4068548924855788 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64265, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18825177001478255, "wilsonLowerBound": 0.18524805760286572 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 34476, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 7364, "successRate": 0.21359786518157559, "wilsonLowerBound": 0.2093035803182676 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8313, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.01383375436063996, "wilsonLowerBound": 0.011538014344512085 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26770, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12282405677997758, "wilsonLowerBound": 0.11894605365208344 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16520, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10145278450363196, "wilsonLowerBound": 0.09694085230477067 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17280, "officialConfigError": null, "officialConfigValid": true, "successCount": 6694, "successRate": 0.38738425925925923, "wilsonLowerBound": 0.380146498410545 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24819, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15343083927636086, "wilsonLowerBound": 0.14900064651328315 }, "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": 54904, "officialConfigError": null, "officialConfigValid": true, "successCount": 13812, "successRate": 0.2515663703919569, "wilsonLowerBound": 0.2479542518999264 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25241, "officialConfigError": null, "officialConfigValid": true, "successCount": 3218, "successRate": 0.12749098688641497, "wilsonLowerBound": 0.12343299673518347 }, "vllm": { "framework": "vllm", "modelCount": 87122, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11216455085971397, "wilsonLowerBound": 0.11008613498042095 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49039, "officialConfigError": null, "officialConfigValid": true, "successCount": 5672, "successRate": 0.11566304369991232, "wilsonLowerBound": 0.11286241568461444 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 51255, "officialConfigError": null, "officialConfigValid": true, "successCount": 3790, "successRate": 0.07394400546288167, "wilsonLowerBound": 0.07171032747335292 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94931, "officialConfigError": null, "officialConfigValid": true, "successCount": 23922, "successRate": 0.2519935532123332, "wilsonLowerBound": 0.24924178078950268 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 145, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5668, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10409315455187015, "wilsonLowerBound": 0.09640917432375648 }, "vllm": { "framework": "vllm", "modelCount": 112915, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.14647301067174423, "wilsonLowerBound": 0.14442266275144017 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 304, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003289473684210526, "wilsonLowerBound": 0.0005808941273062394 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25461, "officialConfigError": null, "officialConfigValid": true, "successCount": 4155, "successRate": 0.16319076234240604, "wilsonLowerBound": 0.15870243059971056 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44303, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5722, "successRate": 0.12915603909441797, "wilsonLowerBound": 0.1260651983664097 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8465, "officialConfigError": null, "officialConfigValid": true, "successCount": 817, "successRate": 0.0965150620200827, "wilsonLowerBound": 0.09040613000477635 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35507, "officialConfigError": null, "officialConfigValid": true, "successCount": 7139, "successRate": 0.20105894612329964, "wilsonLowerBound": 0.1969225178718171 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61558, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20192338932388967, "wilsonLowerBound": 0.19877079208253345 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18176, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5143, "successRate": 0.2829555457746479, "wilsonLowerBound": 0.2764534827350362 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16149, "officialConfigError": null, "officialConfigValid": true, "successCount": 3906, "successRate": 0.24187256176853056, "wilsonLowerBound": 0.2353298344323137 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69445, "officialConfigError": null, "officialConfigValid": true, "successCount": 19100, "successRate": 0.2750377996976024, "wilsonLowerBound": 0.2717291547803792 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1595, "officialConfigError": null, "officialConfigValid": true, "successCount": 947, "successRate": 0.5937304075235109, "wilsonLowerBound": 0.5694297618857823 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48595, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4471653462290359, "wilsonLowerBound": 0.44274898590649875 }, "vllm": { "framework": "vllm", "modelCount": 41028, "officialConfigError": null, "officialConfigValid": true, "successCount": 5177, "successRate": 0.12618211952812713, "wilsonLowerBound": 0.1230039703648487 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1220, "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": 10113, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07564520913675467, "wilsonLowerBound": 0.07065102319044637 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7758, "officialConfigError": null, "officialConfigValid": true, "successCount": 3415, "successRate": 0.4401907708172209, "wilsonLowerBound": 0.4291766435438184 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7431, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03296999058000269, "wilsonLowerBound": 0.02914532054852906 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19536, "officialConfigError": null, "officialConfigValid": true, "successCount": 5579, "successRate": 0.28557534807534807, "wilsonLowerBound": 0.27928400511922646 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29031, "officialConfigError": null, "officialConfigValid": true, "successCount": 14860, "successRate": 0.5118666253315421, "wilsonLowerBound": 0.5061153707518846 }, "vllm": { "framework": "vllm", "modelCount": 68341, "officialConfigError": null, "officialConfigValid": true, "successCount": 7379, "successRate": 0.10797325178150743, "wilsonLowerBound": 0.1056684301819784 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14242, "officialConfigError": null, "officialConfigValid": true, "successCount": 2524, "successRate": 0.1772223002387305, "wilsonLowerBound": 0.17103808941012547 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-20T00:59:22.967992+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1833.3548387096773, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2578594473996953, "queueFactor": 0.9552004031304124, "queueWeight": 0.9552004031304124, "recentSuccess": 16, "recentSuccessRate": 0.17204301075268819, "recentTerminal": 93, "recentWilsonLowerBound": 0.10876471240246263, "running": 8, "selectionWeight": 0.24630744810717434, "stale": false, "submissionEligible": false, "throughputPerHour": 15.5, "waiting": 28417 }, "Ascend_910-b4": { "available": true, "backlogHours": 1477.6153846153845, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9866139818695295, "queueWeight": 0.9866139818695295, "recentSuccess": 50, "recentSuccessRate": 0.38461538461538464, "recentTerminal": 130, "recentWilsonLowerBound": 0.3054379513321147, "running": 8, "selectionWeight": 2.4665349546738238, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 32015 }, "Biren_166m": { "available": true, "backlogHours": 156.48275862068965, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.06318438143353602, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.09195402298850575, "recentTerminal": 174, "recentWilsonLowerBound": 0.057393641975025125, "running": 8, "selectionWeight": 0.08213969586359683, "stale": false, "submissionEligible": false, "throughputPerHour": 29.0, "waiting": 4538 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1292.5714285714287, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.32474730162877063, "queueFactor": 1.0066147588028411, "queueWeight": 1.0066147588028411, "recentSuccess": 16, "recentSuccessRate": 0.19047619047619047, "recentTerminal": 84, "recentWilsonLowerBound": 0.12078595196346183, "running": 7, "selectionWeight": 0.3268954267009184, "stale": false, "submissionEligible": false, "throughputPerHour": 14.0, "waiting": 18096 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 415.8333333333333, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.358249871135882, "queueFactor": 1.1932833516241785, "queueWeight": 1.1932833516241785, "recentSuccess": 26, "recentSuccessRate": 0.18055555555555555, "recentTerminal": 144, "recentWilsonLowerBound": 0.1262985801362023, "running": 7, "selectionWeight": 0.42749360694795535, "stale": false, "submissionEligible": false, "throughputPerHour": 24.0, "waiting": 9980 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.28289473684211, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.02631578947368421, "recentTerminal": 304, "recentWilsonLowerBound": 0.013393523361344141, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.666666666666664, "waiting": 3713 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 302.79245283018867, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.2514390987486972, "queueWeight": 1.2514390987486972, "recentSuccess": 9, "recentSuccessRate": 0.05660377358490566, "recentTerminal": 159, "recentWilsonLowerBound": 0.03006163652548826, "running": 1, "selectionWeight": 0.06257195493743486, "stale": false, "submissionEligible": false, "throughputPerHour": 26.5, "waiting": 8024 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2497.230769230769, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6487532961471671, "queueFactor": 0.9119324605236772, "queueWeight": 0.9119324605236772, "recentSuccess": 11, "recentSuccessRate": 0.28205128205128205, "recentTerminal": 39, "recentWilsonLowerBound": 0.16543325013943294, "running": 2, "selectionWeight": 0.5916191896283319, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 16232 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 531.5229357798165, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6065727369005272, "queueFactor": 1.1501465340038377, "queueWeight": 1.1501465340038377, "recentSuccess": 25, "recentSuccessRate": 0.22935779816513763, "recentTerminal": 109, "recentWilsonLowerBound": 0.1604543808234599, "running": 8, "selectionWeight": 0.6976475309673631, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 9656 }, "MetaX_c-500": { "available": true, "backlogHours": 703.62, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5231003271323784, "queueFactor": 1.1027593534979956, "queueWeight": 1.1027593534979956, "recentSuccess": 22, "recentSuccessRate": 0.22, "recentTerminal": 100, "recentWilsonLowerBound": 0.15001174503655804, "running": 4, "selectionWeight": 0.5768537785630916, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 11727 }, "Mthreads_s4000": { "available": true, "backlogHours": 1961.0249999999999, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.12600462053463743, "queueFactor": 0.9456033604041189, "queueWeight": 0.9456033604041189, "recentSuccess": 11, "recentSuccessRate": 0.1375, "recentTerminal": 80, "recentWilsonLowerBound": 0.07854633679551143, "running": 4, "selectionWeight": 0.119150392603999, "stale": false, "submissionEligible": false, "throughputPerHour": 13.333333333333334, "waiting": 26147 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2783.4, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.46266484550608566, "queueFactor": 0.8972121228557379, "queueWeight": 0.8972121228557379, "recentSuccess": 10, "recentSuccessRate": 0.25, "recentTerminal": 40, "recentWilsonLowerBound": 0.14186967895549518, "running": 2, "selectionWeight": 0.41510850820723716, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 18556 }, "Vastai_va16": { "available": true, "backlogHours": 1771.3548387096773, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9601423837063862, "queueWeight": 0.9601423837063862, "recentSuccess": 4, "recentSuccessRate": 0.06451612903225806, "recentTerminal": 62, "recentWilsonLowerBound": 0.025372494807644, "running": 16, "selectionWeight": 0.04800711918531931, "stale": false, "submissionEligible": false, "throughputPerHour": 10.333333333333334, "waiting": 18304 }, "hygon_k100-ai": { "available": true, "backlogHours": 1408.7307692307693, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6049819995351441, "queueFactor": 0.9937045453876193, "queueWeight": 0.9937045453876193, "recentSuccess": 24, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 104, "recentWilsonLowerBound": 0.1602629748785753, "running": 6, "selectionWeight": 0.6011733628157633, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 24418 } }, "queueAttemptedAt": "2026-10-20T00:50:16.060561+00:00", "queueError": null, "queueUpdatedAt": "2026-10-20T00:50:16.060561+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "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 }