{ "communityAttemptedAt": "2026-09-21T15:14:26.268013+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T15:14:26.268013+00:00", "frameworkAttemptedAt": "2026-09-21T09:32:49.784642+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39941, "officialConfigError": null, "officialConfigValid": true, "successCount": 19346, "successRate": 0.48436443754537944, "wilsonLowerBound": 0.4794649571315353 }, "vllm": { "framework": "vllm", "modelCount": 53442, "officialConfigError": null, "officialConfigValid": true, "successCount": 14906, "successRate": 0.27891920212566895, "wilsonLowerBound": 0.2751329007644761 }, "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": 2990, "officialConfigError": null, "officialConfigValid": true, "successCount": 843, "successRate": 0.2819397993311037, "wilsonLowerBound": 0.2660995818214234 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33248, "officialConfigError": null, "officialConfigValid": true, "successCount": 14758, "successRate": 0.443876323387873, "wilsonLowerBound": 0.43854251269606614 }, "vllm": { "framework": "vllm", "modelCount": 37688, "officialConfigError": null, "officialConfigValid": true, "successCount": 10698, "successRate": 0.28385693058798556, "wilsonLowerBound": 0.2793271187069376 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9248, "officialConfigError": null, "officialConfigValid": true, "successCount": 3935, "successRate": 0.42549740484429066, "wilsonLowerBound": 0.41545349275133725 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64019, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.18881894437588842, "wilsonLowerBound": 0.18580597014538264 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18777, "officialConfigError": null, "officialConfigValid": true, "successCount": 3786, "successRate": 0.2016296532992491, "wilsonLowerBound": 0.19595213012564566 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6227, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009796049462020234, "wilsonLowerBound": 0.0076341613707849405 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26185, "officialConfigError": null, "officialConfigValid": true, "successCount": 3227, "successRate": 0.12323849532174909, "wilsonLowerBound": 0.11931219789055535 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11543, "officialConfigError": null, "officialConfigValid": true, "successCount": 4838, "successRate": 0.41912847613272114, "wilsonLowerBound": 0.41015543311834674 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24240, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15627062706270628, "wilsonLowerBound": 0.15175393306198898 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8079, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06733506622106697, "wilsonLowerBound": 0.06207350295237374 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43802, "officialConfigError": null, "officialConfigValid": true, "successCount": 10957, "successRate": 0.25014839505045433, "wilsonLowerBound": 0.2461144464072955 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23367, "officialConfigError": null, "officialConfigValid": true, "successCount": 3073, "successRate": 0.13151024949715412, "wilsonLowerBound": 0.12723747320235243 }, "vllm": { "framework": "vllm", "modelCount": 86679, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11264550813922634, "wilsonLowerBound": 0.1105578815247224 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40993, "officialConfigError": null, "officialConfigValid": true, "successCount": 5042, "successRate": 0.12299660917717659, "wilsonLowerBound": 0.11985246506347841 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32876, "officialConfigError": null, "officialConfigValid": true, "successCount": 3436, "successRate": 0.1045139311351746, "wilsonLowerBound": 0.101253017509305 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88892, "officialConfigError": null, "officialConfigValid": true, "successCount": 21182, "successRate": 0.23828915987940422, "wilsonLowerBound": 0.23549977277882458 }, "transformers": { "framework": "transformers", "modelCount": 5234, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10813909056171188, "wilsonLowerBound": 0.10001112347945461 }, "vllm": { "framework": "vllm", "modelCount": 112652, "officialConfigError": null, "officialConfigValid": true, "successCount": 16516, "successRate": 0.1466108014061002, "wilsonLowerBound": 0.1445572666731952 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17996, "officialConfigError": null, "officialConfigValid": true, "successCount": 3526, "successRate": 0.19593242942876193, "wilsonLowerBound": 0.19019838816881998 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42952, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.13005215123859193, "wilsonLowerBound": 0.12690416179471012 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6864, "officialConfigError": null, "officialConfigValid": true, "successCount": 575, "successRate": 0.08377039627039627, "wilsonLowerBound": 0.07744678950002634 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31388, "officialConfigError": null, "officialConfigValid": true, "successCount": 5693, "successRate": 0.18137504778896393, "wilsonLowerBound": 0.1771512187008585 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60932, "officialConfigError": null, "officialConfigValid": true, "successCount": 12395, "successRate": 0.20342348847896016, "wilsonLowerBound": 0.2002459308650275 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8448, "officialConfigError": null, "officialConfigValid": true, "successCount": 2441, "successRate": 0.2889441287878788, "wilsonLowerBound": 0.27937597787186164 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13178, "officialConfigError": null, "officialConfigValid": true, "successCount": 3378, "successRate": 0.25633631810593416, "wilsonLowerBound": 0.2489534716776401 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61661, "officialConfigError": null, "officialConfigValid": true, "successCount": 16891, "successRate": 0.27393328035549214, "wilsonLowerBound": 0.27042729304904667 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46751, "officialConfigError": null, "officialConfigValid": true, "successCount": 20498, "successRate": 0.4384505144274989, "wilsonLowerBound": 0.4339578004208725 }, "vllm": { "framework": "vllm", "modelCount": 36792, "officialConfigError": null, "officialConfigValid": true, "successCount": 3554, "successRate": 0.09659708632311372, "wilsonLowerBound": 0.09362049049595138 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 628, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6279, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030578117534639272, "wilsonLowerBound": 0.026598123522609027 }, "vllm": { "framework": "vllm", "modelCount": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6031, "officialConfigError": null, "officialConfigValid": true, "successCount": 2566, "successRate": 0.42546841319847456, "wilsonLowerBound": 0.41304153745980715 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11961, "officialConfigError": null, "officialConfigValid": true, "successCount": 3880, "successRate": 0.3243875930106178, "wilsonLowerBound": 0.3160553033270324 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26610, "officialConfigError": null, "officialConfigValid": true, "successCount": 13506, "successRate": 0.507553551296505, "wilsonLowerBound": 0.501545943634268 }, "vllm": { "framework": "vllm", "modelCount": 62855, "officialConfigError": null, "officialConfigValid": true, "successCount": 6355, "successRate": 0.10110571951316522, "wilsonLowerBound": 0.0987732133862989 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12587, "officialConfigError": null, "officialConfigValid": true, "successCount": 1827, "successRate": 0.14514975768650196, "wilsonLowerBound": 0.13910414529115206 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-21T15:24:35.471472+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 929.8421052631579, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.967999001527834, "queueFactor": 1.0000738016381086, "queueWeight": 1.0000738016381086, "recentSuccess": 51, "recentSuccessRate": 0.3355263157894737, "recentTerminal": 152, "recentWilsonLowerBound": 0.2653360671404341, "running": 8, "selectionWeight": 1.9681442430779426, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 23556 }, "Ascend_910-b4": { "available": true, "backlogHours": 1188.2517482517483, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9639558923572237, "queueWeight": 0.9639558923572237, "recentSuccess": 53, "recentSuccessRate": 0.3706293706293706, "recentTerminal": 143, "recentWilsonLowerBound": 0.29582198022284456, "running": 8, "selectionWeight": 2.409889730893059, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 28320 }, "Biren_166m": { "available": true, "backlogHours": 193.32911392405063, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.45499137339636897, "queueFactor": 1.2657526421273362, "queueWeight": 1.2657526421273362, "recentSuccess": 30, "recentSuccessRate": 0.189873417721519, "recentTerminal": 158, "recentWilsonLowerBound": 0.1363626742855047, "running": 8, "selectionWeight": 0.5759065330215994, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 5091 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1802.9999999999998, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.955247627574089, "queueFactor": 0.9055117135875512, "queueWeight": 0.9055117135875512, "recentSuccess": 15, "recentSuccessRate": 0.3, "recentTerminal": 50, "recentWilsonLowerBound": 0.1910338908960936, "running": 7, "selectionWeight": 0.8649879161450562, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 15025 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 471.8974358974359, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.13789224648548976, "queueFactor": 1.1071750463501127, "queueWeight": 1.1071750463501127, "recentSuccess": 15, "recentSuccessRate": 0.1282051282051282, "recentTerminal": 117, "recentWilsonLowerBound": 0.0792556745095868, "running": 7, "selectionWeight": 0.15267085439389327, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 9202 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.82561307901908, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.04087193460490463, "recentTerminal": 367, "recentWilsonLowerBound": 0.024922692697441778, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.166666666666664, "waiting": 2436 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 80.21311475409836, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.06354902441291374, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.07923497267759563, "recentTerminal": 366, "recentWilsonLowerBound": 0.05573233040393108, "running": 1, "selectionWeight": 0.08261373173678786, "stale": false, "submissionEligible": true, "throughputPerHour": 61.0, "waiting": 4893 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3556.8888888888887, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.6535001916521352, "queueFactor": 0.8177732246120456, "queueWeight": 0.8177732246120456, "recentSuccess": 11, "recentSuccessRate": 0.4074074074074074, "recentTerminal": 27, "recentWilsonLowerBound": 0.24514513372857347, "running": 2, "selectionWeight": 1.352188183624002, "stale": false, "submissionEligible": true, "throughputPerHour": 4.5, "waiting": 16006 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 463.35766423357666, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2127931093431953, "queueFactor": 1.1102121580733593, "queueWeight": 1.1102121580733593, "recentSuccess": 20, "recentSuccessRate": 0.145985401459854, "recentTerminal": 137, "recentWilsonLowerBound": 0.09653277294312375, "running": 8, "selectionWeight": 0.23624549714704918, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 10580 }, "MetaX_c-500": { "available": true, "backlogHours": 588.3783783783783, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4991618672545366, "queueFactor": 1.0711367648057177, "queueWeight": 1.0711367648057177, "recentSuccess": 23, "recentSuccessRate": 0.2072072072072072, "recentTerminal": 111, "recentWilsonLowerBound": 0.14222816865850865, "running": 4, "selectionWeight": 0.5346706276054055, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 10885 }, "Mthreads_s4000": { "available": true, "backlogHours": 2470.8679245283015, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8718129871862281, "queueFactor": 0.8637061299816922, "queueWeight": 0.8637061299816922, "recentSuccess": 20, "recentSuccessRate": 0.37735849056603776, "recentTerminal": 53, "recentWilsonLowerBound": 0.25936076571733824, "running": 4, "selectionWeight": 1.6166963512120878, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 21826 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5547.529411764705, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2080508381266103, "queueFactor": 0.7650300417173819, "queueWeight": 0.7650300417173819, "recentSuccess": 4, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 17, "recentWilsonLowerBound": 0.09554889071675943, "running": 2, "selectionWeight": 0.15916514137133694, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15718 }, "Vastai_va16": { "available": true, "backlogHours": 1548.3214285714284, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.08002700807988081, "queueFactor": 0.9264335259818739, "queueWeight": 0.9264335259818739, "recentSuccess": 7, "recentSuccessRate": 0.125, "recentTerminal": 56, "recentWilsonLowerBound": 0.06188990138969253, "running": 16, "selectionWeight": 0.0741397032692239, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 14451 }, "hygon_k100-ai": { "available": true, "backlogHours": 930.757281553398, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9098964261240883, "queueFactor": 0.9999262400961721, "queueWeight": 0.9999262400961721, "recentSuccess": 27, "recentSuccessRate": 0.2621359223300971, "recentTerminal": 103, "recentWilsonLowerBound": 0.18685666753807448, "running": 6, "selectionWeight": 0.909829312251204, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 15978 } }, "queueAttemptedAt": "2026-09-21T15:20:37.773756+00:00", "queueError": null, "queueUpdatedAt": "2026-09-21T15:20:37.773756+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "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 }