{ "communityAttemptedAt": "2026-09-30T22:01:05.663854+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T22:01:05.663854+00:00", "frameworkAttemptedAt": "2026-09-30T20:07:14.155982+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40338, "officialConfigError": null, "officialConfigValid": true, "successCount": 19626, "successRate": 0.4865387475829243, "wilsonLowerBound": 0.48166260241635694 }, "vllm": { "framework": "vllm", "modelCount": 54014, "officialConfigError": null, "officialConfigValid": true, "successCount": 14985, "successRate": 0.27742807420298443, "wilsonLowerBound": 0.2736681199673077 }, "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": 3296, "officialConfigError": null, "officialConfigValid": true, "successCount": 931, "successRate": 0.2824635922330097, "wilsonLowerBound": 0.2673539945219363 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34869, "officialConfigError": null, "officialConfigValid": true, "successCount": 15952, "successRate": 0.45748372479853167, "wilsonLowerBound": 0.45225955113495475 }, "vllm": { "framework": "vllm", "modelCount": 38703, "officialConfigError": null, "officialConfigValid": true, "successCount": 10853, "successRate": 0.2804175386920911, "wilsonLowerBound": 0.2759641548647286 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10919, "officialConfigError": null, "officialConfigValid": true, "successCount": 4572, "successRate": 0.4187196629727997, "wilsonLowerBound": 0.4094960536219262 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64144, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18852893489648292, "wilsonLowerBound": 0.18552068265502691 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24186, "officialConfigError": null, "officialConfigValid": true, "successCount": 4963, "successRate": 0.20520135615645416, "wilsonLowerBound": 0.20015865583438622 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7102, "officialConfigError": null, "officialConfigValid": true, "successCount": 82, "successRate": 0.011546043368065334, "wilsonLowerBound": 0.009312165178820192 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26481, "officialConfigError": null, "officialConfigValid": true, "successCount": 3256, "successRate": 0.12295608171896831, "wilsonLowerBound": 0.119055424674239 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16492, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1016250303177298, "wilsonLowerBound": 0.09710584128729235 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13360, "officialConfigError": null, "officialConfigValid": true, "successCount": 5459, "successRate": 0.4086077844311377, "wilsonLowerBound": 0.4002994768259957 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24486, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.15506820223801357, "wilsonLowerBound": 0.1505884697051341 }, "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": 47508, "officialConfigError": null, "officialConfigValid": true, "successCount": 11831, "successRate": 0.24903174202239622, "wilsonLowerBound": 0.24516338117615727 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23598, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13136706500550893, "wilsonLowerBound": 0.12711697360825303 }, "vllm": { "framework": "vllm", "modelCount": 86821, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11250734269358796, "wilsonLowerBound": 0.11042254251595317 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43378, "officialConfigError": null, "officialConfigValid": true, "successCount": 5287, "successRate": 0.12188206003043017, "wilsonLowerBound": 0.11883679599920562 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39419, "officialConfigError": null, "officialConfigValid": true, "successCount": 3556, "successRate": 0.09021030467541033, "wilsonLowerBound": 0.08742194677621012 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90637, "officialConfigError": null, "officialConfigValid": true, "successCount": 22142, "successRate": 0.24429316945618235, "wilsonLowerBound": 0.24150676717099753 }, "transformers": { "framework": "transformers", "modelCount": 5420, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.1070110701107011, "wilsonLowerBound": 0.09905773811834374 }, "vllm": { "framework": "vllm", "modelCount": 112758, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14656166303056103, "wilsonLowerBound": 0.1445093763354927 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20644, "officialConfigError": null, "officialConfigValid": true, "successCount": 3729, "successRate": 0.18063359813989538, "wilsonLowerBound": 0.17544512490756387 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43303, "officialConfigError": null, "officialConfigValid": true, "successCount": 5635, "successRate": 0.13012955222501904, "wilsonLowerBound": 0.12699340512297583 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7447, "officialConfigError": null, "officialConfigValid": true, "successCount": 661, "successRate": 0.08876057472807843, "wilsonLowerBound": 0.08251139940156339 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32686, "officialConfigError": null, "officialConfigValid": true, "successCount": 6203, "successRate": 0.18977543902588265, "wilsonLowerBound": 0.18556092264272617 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61306, "officialConfigError": null, "officialConfigValid": true, "successCount": 12405, "successRate": 0.20234561054382932, "wilsonLowerBound": 0.19918407377574976 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11383, "officialConfigError": null, "officialConfigValid": true, "successCount": 3347, "successRate": 0.29403496442062727, "wilsonLowerBound": 0.28573570329497766 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14458, "officialConfigError": null, "officialConfigValid": true, "successCount": 3620, "successRate": 0.250380412228524, "wilsonLowerBound": 0.24338543025785217 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64738, "officialConfigError": null, "officialConfigValid": true, "successCount": 17760, "successRate": 0.2743365565819148, "wilsonLowerBound": 0.27091297234300693 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 371, "officialConfigError": null, "officialConfigValid": true, "successCount": 234, "successRate": 0.6307277628032345, "wilsonLowerBound": 0.5805126556080487 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47494, "officialConfigError": null, "officialConfigValid": true, "successCount": 21038, "successRate": 0.4429612161536194, "wilsonLowerBound": 0.4384985313168165 }, "vllm": { "framework": "vllm", "modelCount": 38088, "officialConfigError": null, "officialConfigValid": true, "successCount": 4109, "successRate": 0.10788174753203109, "wilsonLowerBound": 0.10480555979709201 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 807, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10050, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.07442786069651741, "wilsonLowerBound": 0.06945735804096988 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6594, "officialConfigError": null, "officialConfigValid": true, "successCount": 2859, "successRate": 0.4335759781619654, "wilsonLowerBound": 0.42165659058319477 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7399, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03270712258413299, "wilsonLowerBound": 0.028890483711308153 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14830, "officialConfigError": null, "officialConfigValid": true, "successCount": 4774, "successRate": 0.3219150370869858, "wilsonLowerBound": 0.31444232937602007 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27396, "officialConfigError": null, "officialConfigValid": true, "successCount": 13969, "successRate": 0.5098919550299313, "wilsonLowerBound": 0.5039713130838478 }, "vllm": { "framework": "vllm", "modelCount": 64746, "officialConfigError": null, "officialConfigValid": true, "successCount": 6748, "successRate": 0.10422265468137028, "wilsonLowerBound": 0.10189249936795465 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13076, "officialConfigError": null, "officialConfigValid": true, "successCount": 2031, "successRate": 0.15532272866319977, "wilsonLowerBound": 0.14921562185584406 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-30T22:14:48.966484+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1054.9090909090908, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0827520135310567, "queueFactor": 0.8749101081980835, "queueWeight": 0.8749101081980835, "recentSuccess": 48, "recentSuccessRate": 0.3116883116883117, "recentTerminal": 154, "recentWilsonLowerBound": 0.2438662664082448, "running": 8, "selectionWeight": 0.9473106813101495, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 27076 }, "Ascend_910-b4": { "available": true, "backlogHours": 1563.9107142857142, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4983963554347302, "queueFactor": 0.8247339947570489, "queueWeight": 0.8247339947570489, "recentSuccess": 41, "recentSuccessRate": 0.36607142857142855, "recentTerminal": 112, "recentWilsonLowerBound": 0.28267477235425587, "running": 8, "selectionWeight": 1.2357784119470878, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 29193 }, "Biren_166m": { "available": true, "backlogHours": 107.20171673819742, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1050704395515129, "queueFactor": 1.232864729893137, "queueWeight": 1.232864729893137, "recentSuccess": 28, "recentSuccessRate": 0.12017167381974249, "recentTerminal": 233, "recentWilsonLowerBound": 0.08446468381540681, "running": 8, "selectionWeight": 0.12953763907742913, "stale": false, "submissionEligible": false, "throughputPerHour": 38.833333333333336, "waiting": 4163 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 184.0398406374502, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.1368650413371328, "queueWeight": 1.1368650413371328, "recentSuccess": 20, "recentSuccessRate": 0.0398406374501992, "recentTerminal": 502, "recentWilsonLowerBound": 0.02593625928694612, "running": 8, "selectionWeight": 0.05684325206685664, "stale": false, "submissionEligible": false, "throughputPerHour": 83.66666666666667, "waiting": 15398 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 53.30722891566265, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.03112449799196787, "recentTerminal": 996, "recentWilsonLowerBound": 0.02201225353793469, "running": 7, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 166.0, "waiting": 8849 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 31.23696682464455, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.014218009478672985, "recentTerminal": 422, "recentWilsonLowerBound": 0.006532011620430395, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 70.33333333333333, "waiting": 2197 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 106.6551724137931, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.19539602804434494, "queueFactor": 1.2338103272926795, "queueWeight": 1.2338103272926795, "recentSuccess": 43, "recentSuccessRate": 0.1482758620689655, "recentTerminal": 290, "recentWilsonLowerBound": 0.11198134978121198, "running": 3, "selectionWeight": 0.24108163731308282, "stale": false, "submissionEligible": false, "throughputPerHour": 48.333333333333336, "waiting": 5155 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 194.7835051546392, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.1272308418542767, "queueWeight": 1.1272308418542767, "recentSuccess": 17, "recentSuccessRate": 0.03505154639175258, "recentTerminal": 485, "recentWilsonLowerBound": 0.021997576984443715, "running": 3, "selectionWeight": 0.05636154209271384, "stale": false, "submissionEligible": false, "throughputPerHour": 80.83333333333333, "waiting": 15745 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 23.002549719530855, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.015298317185109638, "recentTerminal": 1961, "recentWilsonLowerBound": 0.010736788562325437, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 326.8333333333333, "waiting": 7518 }, "MetaX_c-500": { "available": true, "backlogHours": 670.8510638297872, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.42806240515907024, "queueFactor": 0.9363792310820764, "queueWeight": 0.9363792310820764, "recentSuccess": 22, "recentSuccessRate": 0.23404255319148937, "recentTerminal": 94, "recentWilsonLowerBound": 0.1599410529376495, "running": 4, "selectionWeight": 0.40082874579799443, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 10510 }, "Mthreads_s4000": { "available": true, "backlogHours": 1941.970588235294, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.7983793439941089, "queueWeight": 0.7983793439941089, "recentSuccess": 32, "recentSuccessRate": 0.47058823529411764, "recentTerminal": 68, "recentWilsonLowerBound": 0.3567291108779441, "running": 4, "selectionWeight": 1.9959483599852723, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 22009 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2664.315789473684, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.07956804326388041, "queueFactor": 0.761391167716981, "queueWeight": 0.761391167716981, "recentSuccess": 6, "recentSuccessRate": 0.15789473684210525, "recentTerminal": 38, "recentWilsonLowerBound": 0.07443762223722684, "running": 2, "selectionWeight": 0.06058240537364117, "stale": false, "submissionEligible": false, "throughputPerHour": 6.333333333333333, "waiting": 16874 }, "Vastai_va16": { "available": true, "backlogHours": 969.978947368421, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.2065175281121648, "queueFactor": 0.885995147148456, "queueWeight": 0.885995147148456, "recentSuccess": 17, "recentSuccessRate": 0.17894736842105263, "recentTerminal": 95, "recentWilsonLowerBound": 0.11483479785573532, "running": 16, "selectionWeight": 0.18297352770847286, "stale": false, "submissionEligible": false, "throughputPerHour": 15.833333333333334, "waiting": 15358 }, "hygon_k100-ai": { "available": true, "backlogHours": 952.1694915254237, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4868682785022297, "queueFactor": 0.8884613710141992, "queueWeight": 0.8884613710141992, "recentSuccess": 28, "recentSuccessRate": 0.23728813559322035, "recentTerminal": 118, "recentWilsonLowerBound": 0.16957859709211365, "running": 6, "selectionWeight": 0.43256365822141396, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 18726 } }, "queueAttemptedAt": "2026-09-30T22:05:36.867024+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T22:05:36.867024+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "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 }