{ "communityAttemptedAt": "2026-10-20T16:49:41.108209+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-20T16:49:41.108209+00:00", "frameworkAttemptedAt": "2026-10-20T14:02:33.198170+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43637, "officialConfigError": null, "officialConfigValid": true, "successCount": 21937, "successRate": 0.502715585397713, "wilsonLowerBound": 0.4980242634033145 }, "vllm": { "framework": "vllm", "modelCount": 58169, "officialConfigError": null, "officialConfigValid": true, "successCount": 15533, "successRate": 0.267032268046554, "wilsonLowerBound": 0.2634524431482775 }, "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": 5283, "officialConfigError": null, "officialConfigValid": true, "successCount": 1681, "successRate": 0.3181904221086504, "wilsonLowerBound": 0.30576636478296837 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38610, "officialConfigError": null, "officialConfigValid": true, "successCount": 18459, "successRate": 0.4780885780885781, "wilsonLowerBound": 0.4731083740486955 }, "vllm": { "framework": "vllm", "modelCount": 40601, "officialConfigError": null, "officialConfigValid": true, "successCount": 11105, "successRate": 0.27351543065441736, "wilsonLowerBound": 0.26920098497775014 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14212, "officialConfigError": null, "officialConfigValid": true, "successCount": 5892, "successRate": 0.4145792288207149, "wilsonLowerBound": 0.40650372298764986 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64278, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1882136967547217, "wilsonLowerBound": 0.18521052321596418 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35117, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 7420, "successRate": 0.21129367542785546, "wilsonLowerBound": 0.2070556625249455 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8366, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013985178101840785, "wilsonLowerBound": 0.011682596398338272 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26778, "officialConfigError": null, "officialConfigValid": true, "successCount": 3289, "successRate": 0.12282470684890581, "wilsonLowerBound": 0.11894726595450104 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16521, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10144664366563767, "wilsonLowerBound": 0.09693497021042136 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17437, "officialConfigError": null, "officialConfigValid": true, "successCount": 6732, "successRate": 0.38607558639674255, "wilsonLowerBound": 0.378875168464778 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24824, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15339993554624556, "wilsonLowerBound": 0.14897055794856734 }, "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": 55248, "officialConfigError": null, "officialConfigValid": true, "successCount": 13890, "successRate": 0.2514118158123371, "wilsonLowerBound": 0.24781165455020288 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25309, "officialConfigError": null, "officialConfigValid": true, "successCount": 3226, "successRate": 0.12746453830653126, "wilsonLowerBound": 0.12341229530666308 }, "vllm": { "framework": "vllm", "modelCount": 87129, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1121555394874267, "wilsonLowerBound": 0.1100772803468428 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49289, "officialConfigError": null, "officialConfigValid": true, "successCount": 5678, "successRate": 0.11519811722696748, "wilsonLowerBound": 0.11240950004727768 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 51756, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.07334415333487905, "wilsonLowerBound": 0.07112963860625157 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94996, "officialConfigError": null, "officialConfigValid": true, "successCount": 23945, "successRate": 0.25206324476820074, "wilsonLowerBound": 0.24931215456726388 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 147, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5672, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10401974612129761, "wilsonLowerBound": 0.09634090583419136 }, "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": 307, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003257328990228013, "wilsonLowerBound": 0.0005752153501427472 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25695, "officialConfigError": null, "officialConfigValid": true, "successCount": 4160, "successRate": 0.16189920217941234, "wilsonLowerBound": 0.15744575633733987 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44325, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5724, "successRate": 0.12913705583756346, "wilsonLowerBound": 0.1260471713262433 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8480, "officialConfigError": null, "officialConfigValid": true, "successCount": 819, "successRate": 0.09658018867924528, "wilsonLowerBound": 0.09047458153099709 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35627, "officialConfigError": null, "officialConfigValid": true, "successCount": 7165, "successRate": 0.2011115165464395, "wilsonLowerBound": 0.1969815929501139 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61563, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20190698958790182, "wilsonLowerBound": 0.19875461682367024 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18372, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5200, "successRate": 0.28303940779446984, "wilsonLowerBound": 0.2765712700340383 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16215, "officialConfigError": null, "officialConfigValid": true, "successCount": 3919, "successRate": 0.24168979340117175, "wilsonLowerBound": 0.2351620075173695 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69570, "officialConfigError": null, "officialConfigValid": true, "successCount": 19131, "successRate": 0.27498921949116, "wilsonLowerBound": 0.271683721580829 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1662, "officialConfigError": null, "officialConfigValid": true, "successCount": 985, "successRate": 0.5926594464500602, "wilsonLowerBound": 0.5688497604908518 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48613, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4469997737230782, "wilsonLowerBound": 0.44258439998413945 }, "vllm": { "framework": "vllm", "modelCount": 41138, "officialConfigError": null, "officialConfigValid": true, "successCount": 5214, "successRate": 0.12674412951529, "wilsonLowerBound": 0.12356403070590219 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1236, "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": 7795, "officialConfigError": null, "officialConfigValid": true, "successCount": 3431, "successRate": 0.4401539448364336, "wilsonLowerBound": 0.4291660224042749 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7432, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.032965554359526375, "wilsonLowerBound": 0.029141391688609655 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19666, "officialConfigError": null, "officialConfigValid": true, "successCount": 5598, "successRate": 0.2846537170751551, "wilsonLowerBound": 0.2783893696078418 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29088, "officialConfigError": null, "officialConfigValid": true, "successCount": 14889, "successRate": 0.5118605610561056, "wilsonLowerBound": 0.5061149441754594 }, "vllm": { "framework": "vllm", "modelCount": 68440, "officialConfigError": null, "officialConfigValid": true, "successCount": 7395, "successRate": 0.10805084745762712, "wilsonLowerBound": 0.10574693914690322 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14291, "officialConfigError": null, "officialConfigValid": true, "successCount": 2539, "successRate": 0.17766426422223777, "wilsonLowerBound": 0.1714842809947433 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-20T17:01:34.171510+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1422.65, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9989299644224143, "queueWeight": 0.9989299644224143, "recentSuccess": 39, "recentSuccessRate": 0.325, "recentTerminal": 120, "recentWilsonLowerBound": 0.24775726408835427, "running": 9, "selectionWeight": 2.497324911056036, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 28453 }, "Ascend_910-b4": { "available": true, "backlogHours": 1402.4142857142858, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8750079664459063, "queueFactor": 1.0010788863685411, "queueWeight": 1.0010788863685411, "recentSuccess": 40, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 140, "recentWilsonLowerBound": 0.2173886674936126, "running": 8, "selectionWeight": 1.8770308869818109, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 32723 }, "Biren_166m": { "available": true, "backlogHours": 62.89473684210526, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.008771929824561403, "recentTerminal": 456, "recentWilsonLowerBound": 0.003416313923788689, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 76.0, "waiting": 4780 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1477.4594594594594, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6866886471812177, "queueFactor": 0.9932816559359646, "queueWeight": 0.9932816559359646, "recentSuccess": 16, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 74, "recentWilsonLowerBound": 0.13770335267426506, "running": 7, "selectionWeight": 0.6820752365845872, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 18222 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 376.49056603773585, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.36701338733601785, "queueFactor": 1.2193731732941797, "queueWeight": 1.2193731732941797, "recentSuccess": 24, "recentSuccessRate": 0.1509433962264151, "recentTerminal": 159, "recentWilsonLowerBound": 0.10357923844176925, "running": 7, "selectionWeight": 0.447526278757366, "stale": false, "submissionEligible": false, "throughputPerHour": 26.5, "waiting": 9977 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 71.17571884984027, "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": 0.025559105431309903, "recentTerminal": 313, "recentWilsonLowerBound": 0.01300674682634516, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 52.166666666666664, "waiting": 3713 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 285.05263157894734, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07196954713631554, "queueFactor": 1.2713378961454669, "queueWeight": 1.2713378961454669, "recentSuccess": 14, "recentSuccessRate": 0.08187134502923976, "recentTerminal": 171, "recentWilsonLowerBound": 0.049393152144960546, "running": 0, "selectionWeight": 0.09149761264282541, "stale": false, "submissionEligible": false, "throughputPerHour": 28.5, "waiting": 8124 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1983.183673469388, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.781272254590694, "queueFactor": 0.9503756709727088, "queueWeight": 0.9503756709727088, "recentSuccess": 12, "recentSuccessRate": 0.24489795918367346, "recentTerminal": 49, "recentWilsonLowerBound": 0.14602203389475285, "running": 2, "selectionWeight": 0.7425021431689919, "stale": false, "submissionEligible": false, "throughputPerHour": 8.166666666666666, "waiting": 16196 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 601.75, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.150934112978109, "queueFactor": 1.1365468327261767, "queueWeight": 1.1365468327261767, "recentSuccess": 24, "recentSuccessRate": 0.25, "recentTerminal": 96, "recentWilsonLowerBound": 0.17413849417796742, "running": 8, "selectionWeight": 1.3080905207817815, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 9628 }, "MetaX_c-500": { "available": true, "backlogHours": 820.5348837209302, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8381142188920738, "queueFactor": 1.0848887195341437, "queueWeight": 1.0848887195341437, "recentSuccess": 26, "recentSuccessRate": 0.3023255813953488, "recentTerminal": 86, "recentWilsonLowerBound": 0.21543382392193752, "running": 4, "selectionWeight": 1.9941493812913247, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 11761 }, "Mthreads_s4000": { "available": true, "backlogHours": 2502.7619047619046, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.13513846257381307, "queueFactor": 0.9177762617700529, "queueWeight": 0.9177762617700529, "recentSuccess": 8, "recentSuccessRate": 0.12698412698412698, "recentTerminal": 63, "recentWilsonLowerBound": 0.06577246340780173, "running": 4, "selectionWeight": 0.12402687300234636, "stale": false, "submissionEligible": false, "throughputPerHour": 10.5, "waiting": 26279 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2477.0666666666666, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1210869092893665, "queueFactor": 0.9191980547467329, "queueWeight": 0.9191980547467329, "recentSuccess": 6, "recentSuccessRate": 0.13333333333333333, "recentTerminal": 45, "recentWilsonLowerBound": 0.06257063634349681, "running": 2, "selectionWeight": 0.11130285147407978, "stale": false, "submissionEligible": false, "throughputPerHour": 7.5, "waiting": 18578 }, "Vastai_va16": { "available": true, "backlogHours": 2050.3333333333335, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9456405350191609, "queueWeight": 0.9456405350191609, "recentSuccess": 4, "recentSuccessRate": 0.07407407407407407, "recentTerminal": 54, "recentWilsonLowerBound": 0.029181055323684167, "running": 16, "selectionWeight": 0.04728202675095805, "stale": false, "submissionEligible": false, "throughputPerHour": 9.0, "waiting": 18453 }, "hygon_k100-ai": { "available": true, "backlogHours": 1568.6808510638298, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0766046625432948, "queueFactor": 0.984395368255753, "queueWeight": 0.984395368255753, "recentSuccess": 23, "recentSuccessRate": 0.24468085106382978, "recentTerminal": 94, "recentWilsonLowerBound": 0.16893343002359543, "running": 6, "selectionWeight": 1.0598046432501673, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 24576 } }, "queueAttemptedAt": "2026-10-20T16:59:42.963513+00:00", "queueError": null, "queueUpdatedAt": "2026-10-20T16:59:42.963513+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 }