{ "communityAttemptedAt": "2026-10-20T18:14:39.248836+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-20T18:14:39.248836+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": "2026-10-20T18:25:26.082494+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1184.7083333333333, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 1.0126130863634804, "queueWeight": 1.0126130863634804, "recentSuccess": 46, "recentSuccessRate": 0.3194444444444444, "recentTerminal": 144, "recentWilsonLowerBound": 0.24882973776238915, "running": 8, "selectionWeight": 2.5315327159087007, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 28433 }, "Ascend_910-b4": { "available": true, "backlogHours": 1498.442748091603, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.3059278146182516, "queueFactor": 0.9775505603419987, "queueWeight": 0.9775505603419987, "recentSuccess": 41, "recentSuccessRate": 0.31297709923664124, "recentTerminal": 131, "recentWilsonLowerBound": 0.23985585648777727, "running": 9, "selectionWeight": 2.2541610272882724, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 32716 }, "Biren_166m": { "available": true, "backlogHours": 77.52845528455285, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.018970189701897018, "recentTerminal": 369, "recentWilsonLowerBound": 0.009218763892755522, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.5, "waiting": 4768 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1476.4054054054054, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5679916233522225, "queueFactor": 0.979725491572322, "queueWeight": 0.979725491572322, "recentSuccess": 15, "recentSuccessRate": 0.20270270270270271, "recentTerminal": 74, "recentWilsonLowerBound": 0.1268696381027667, "running": 7, "selectionWeight": 0.5564758723977175, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 18209 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 341.1428571428571, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2931126868012363, "queueFactor": 1.2205197453935668, "queueWeight": 1.2205197453935668, "recentSuccess": 24, "recentSuccessRate": 0.13714285714285715, "recentTerminal": 175, "recentWilsonLowerBound": 0.09392116419335582, "running": 8, "selectionWeight": 0.35774982186626925, "stale": false, "submissionEligible": false, "throughputPerHour": 29.166666666666668, "waiting": 9950 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 62.57627118644068, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.01977401129943503, "recentTerminal": 354, "recentWilsonLowerBound": 0.00961070472296186, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.0, "waiting": 3692 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 263.83783783783787, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.2684831138776997, "queueWeight": 1.2684831138776997, "recentSuccess": 12, "recentSuccessRate": 0.06486486486486487, "recentTerminal": 185, "recentWilsonLowerBound": 0.03749099999960152, "running": 3, "selectionWeight": 0.06342415569388499, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 8135 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2208.1363636363635, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7706063867760299, "queueFactor": 0.9223194531169635, "queueWeight": 0.9223194531169635, "recentSuccess": 11, "recentSuccessRate": 0.25, "recentTerminal": 44, "recentWilsonLowerBound": 0.14574066080685744, "running": 2, "selectionWeight": 0.7107452612197072, "stale": false, "submissionEligible": false, "throughputPerHour": 7.333333333333333, "waiting": 16193 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 695.2048192771084, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2570048016672297, "queueFactor": 1.0969032822591063, "queueWeight": 1.0969032822591063, "recentSuccess": 22, "recentSuccessRate": 0.26506024096385544, "recentTerminal": 83, "recentWilsonLowerBound": 0.18204284443216528, "running": 9, "selectionWeight": 1.3788126927642412, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 9617 }, "MetaX_c-500": { "available": true, "backlogHours": 766.8260869565217, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.9016728822860693, "queueFactor": 1.0808880621154187, "queueWeight": 1.0808880621154187, "recentSuccess": 28, "recentSuccessRate": 0.30434782608695654, "recentTerminal": 92, "recentWilsonLowerBound": 0.21973557523585982, "running": 4, "selectionWeight": 2.055495516511632, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 11758 }, "Mthreads_s4000": { "available": true, "backlogHours": 2130.162162162162, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.13185358571549124, "queueFactor": 0.9273066029480896, "queueWeight": 0.9273066029480896, "recentSuccess": 9, "recentSuccessRate": 0.12162162162162163, "recentTerminal": 74, "recentWilsonLowerBound": 0.0653224180677459, "running": 4, "selectionWeight": 0.12226870065635695, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 26272 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2371.404255319149, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1087476654324661, "queueFactor": 0.9125032352417987, "queueWeight": 0.9125032352417987, "recentSuccess": 6, "recentSuccessRate": 0.1276595744680851, "recentTerminal": 47, "recentWilsonLowerBound": 0.05984522780202478, "running": 2, "selectionWeight": 0.09923259653211802, "stale": false, "submissionEligible": false, "throughputPerHour": 7.833333333333333, "waiting": 18576 }, "Vastai_va16": { "available": true, "backlogHours": 1785.4838709677417, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05839583173065052, "queueFactor": 0.9521861549517447, "queueWeight": 0.9521861549517447, "recentSuccess": 6, "recentSuccessRate": 0.0967741935483871, "recentTerminal": 62, "recentWilsonLowerBound": 0.045111257797333194, "running": 17, "selectionWeight": 0.05560370248081721, "stale": false, "submissionEligible": false, "throughputPerHour": 10.333333333333334, "waiting": 18450 }, "hygon_k100-ai": { "available": true, "backlogHours": 1391.2075471698113, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9093835453803599, "queueFactor": 0.9884995214024449, "queueWeight": 0.9884995214024449, "recentSuccess": 24, "recentSuccessRate": 0.22641509433962265, "recentTerminal": 106, "recentWilsonLowerBound": 0.1571336279648038, "running": 6, "selectionWeight": 0.8989251993797444, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 24578 } }, "queueAttemptedAt": "2026-10-20T18:25:26.082494+00:00", "queueError": null, "queueUpdatedAt": "2026-10-20T18:25:26.082494+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 }