{ "communityAttemptedAt": "2026-10-01T01:37:31.058453+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T01:37:31.058453+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": "2026-10-01T01:46:33.568743+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1089.5033557046982, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0747949016168397, "queueFactor": 0.9466530060771174, "queueWeight": 0.9466530060771174, "recentSuccess": 46, "recentSuccessRate": 0.3087248322147651, "recentTerminal": 149, "recentWilsonLowerBound": 0.24013512243960525, "running": 8, "selectionWeight": 1.9641108306090584, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 27056 }, "Ascend_910-b4": { "available": true, "backlogHours": 1121.3846153846155, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.083899244818807, "queueFactor": 0.942566315079343, "queueWeight": 0.942566315079343, "recentSuccess": 48, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 156, "recentWilsonLowerBound": 0.24061351847783774, "running": 8, "selectionWeight": 1.9642132321854886, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 29156 }, "Biren_166m": { "available": true, "backlogHours": 114.72558139534883, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5521497668163605, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.17674418604651163, "recentTerminal": 215, "recentWilsonLowerBound": 0.13156161456507526, "running": 8, "selectionWeight": 0.7177946968612687, "stale": false, "submissionEligible": false, "throughputPerHour": 35.833333333333336, "waiting": 4111 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 914.910891089109, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4170728279024465, "queueFactor": 0.9717807335877268, "queueWeight": 0.9717807335877268, "recentSuccess": 18, "recentSuccessRate": 0.1782178217821782, "recentTerminal": 101, "recentWilsonLowerBound": 0.1158097450050057, "running": 7, "selectionWeight": 0.4053033386585472, "stale": false, "submissionEligible": false, "throughputPerHour": 16.833333333333332, "waiting": 15401 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 378.2142857142857, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48455816088741566, "queueFactor": 1.1094670657693453, "queueWeight": 1.1094670657693453, "recentSuccess": 25, "recentSuccessRate": 0.17857142857142858, "recentTerminal": 140, "recentWilsonLowerBound": 0.1239799554921858, "running": 7, "selectionWeight": 0.5376013209543514, "stale": false, "submissionEligible": false, "throughputPerHour": 23.333333333333332, "waiting": 8825 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 36.7943661971831, "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": 0.016901408450704224, "recentTerminal": 355, "recentWilsonLowerBound": 0.007768395322384733, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.166666666666664, "waiting": 2177 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 161.8125, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.23817696181249723, "queueFactor": 1.2601530473490876, "queueWeight": 1.2601530473490876, "recentSuccess": 25, "recentSuccessRate": 0.13020833333333334, "recentTerminal": 192, "recentWilsonLowerBound": 0.0897736071169068, "running": 2, "selectionWeight": 0.30013942423636564, "stale": false, "submissionEligible": false, "throughputPerHour": 32.0, "waiting": 5178 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2195.162790697674, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.7836217593756174, "queueFactor": 0.8522266173633692, "queueWeight": 0.8522266173633692, "recentSuccess": 15, "recentSuccessRate": 0.3488372093023256, "recentTerminal": 43, "recentWilsonLowerBound": 0.22418398748963103, "running": 2, "selectionWeight": 1.5200499386483837, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 15732 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 293.80392156862746, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.44020714043444586, "queueFactor": 1.152302398648651, "queueWeight": 1.152302398648651, "recentSuccess": 26, "recentSuccessRate": 0.16993464052287582, "recentTerminal": 153, "recentWilsonLowerBound": 0.11868668726157514, "running": 10, "selectionWeight": 0.5072517438248755, "stale": false, "submissionEligible": false, "throughputPerHour": 25.5, "waiting": 7492 }, "MetaX_c-500": { "available": true, "backlogHours": 552.8947368421053, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7449279464036076, "queueFactor": 1.0480421171870447, "queueWeight": 1.0480421171870447, "recentSuccess": 34, "recentSuccessRate": 0.2982456140350877, "recentTerminal": 114, "recentWilsonLowerBound": 0.22196010636934352, "running": 4, "selectionWeight": 1.828757979287679, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 10505 }, "Mthreads_s4000": { "available": true, "backlogHours": 1450.879120879121, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9068394805910822, "queueWeight": 0.9068394805910822, "recentSuccess": 32, "recentSuccessRate": 0.3516483516483517, "recentTerminal": 91, "recentWilsonLowerBound": 0.2613712913278969, "running": 4, "selectionWeight": 2.2670987014777055, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 22005 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 749.7777777777778, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.0012331481170111, "queueWeight": 1.0012331481170111, "recentSuccess": 9, "recentSuccessRate": 0.06666666666666667, "recentTerminal": 135, "recentWilsonLowerBound": 0.03546649508631035, "running": 2, "selectionWeight": 0.05006165740585056, "stale": false, "submissionEligible": false, "throughputPerHour": 22.5, "waiting": 16870 }, "Vastai_va16": { "available": true, "backlogHours": 762.1487603305785, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05342904712202147, "queueFactor": 0.9987784010993708, "queueWeight": 0.9987784010993708, "recentSuccess": 10, "recentSuccessRate": 0.08264462809917356, "recentTerminal": 121, "recentWilsonLowerBound": 0.04550855800110744, "running": 16, "selectionWeight": 0.053363778256795544, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 15370 }, "hygon_k100-ai": { "available": true, "backlogHours": 797.9574468085107, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3815984274005566, "queueFactor": 0.9919234199381103, "queueWeight": 0.9919234199381103, "recentSuccess": 23, "recentSuccessRate": 0.16312056737588654, "recentTerminal": 141, "recentWilsonLowerBound": 0.11122367287919478, "running": 7, "selectionWeight": 0.3785164171501648, "stale": false, "submissionEligible": false, "throughputPerHour": 23.5, "waiting": 18752 } }, "queueAttemptedAt": "2026-10-01T01:37:31.058453+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T01:37:31.058453+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 }