{ "communityAttemptedAt": "2026-10-01T22:13:42.563037+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T22:13:42.563037+00:00", "frameworkAttemptedAt": "2026-10-01T20:13:05.053249+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40501, "officialConfigError": null, "officialConfigValid": true, "successCount": 19753, "successRate": 0.4877163526826498, "wilsonLowerBound": 0.48284961913738905 }, "vllm": { "framework": "vllm", "modelCount": 54216, "officialConfigError": null, "officialConfigValid": true, "successCount": 15019, "successRate": 0.27702154345580643, "wilsonLowerBound": 0.273270302101239 }, "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": 3381, "officialConfigError": null, "officialConfigValid": true, "successCount": 963, "successRate": 0.28482697426796805, "wilsonLowerBound": 0.26986434150287636 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35026, "officialConfigError": null, "officialConfigValid": true, "successCount": 16078, "successRate": 0.4590304345343459, "wilsonLowerBound": 0.4538164441697888 }, "vllm": { "framework": "vllm", "modelCount": 38853, "officialConfigError": null, "officialConfigValid": true, "successCount": 10873, "successRate": 0.2798496898566391, "wilsonLowerBound": 0.2754076885375085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11065, "officialConfigError": null, "officialConfigValid": true, "successCount": 4635, "successRate": 0.41888838680524176, "wilsonLowerBound": 0.40972504689746564 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64152, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18850542461653572, "wilsonLowerBound": 0.18549750506265683 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24722, "officialConfigError": null, "officialConfigValid": true, "successCount": 5084, "successRate": 0.2056467923307176, "wilsonLowerBound": 0.20065443187778395 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7157, "officialConfigError": null, "officialConfigValid": true, "successCount": 83, "successRate": 0.011597037865027245, "wilsonLowerBound": 0.009365460884557607 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26490, "officialConfigError": null, "officialConfigValid": true, "successCount": 3258, "successRate": 0.12298980747451868, "wilsonLowerBound": 0.11908933284098963 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16493, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161886861092585, "wilsonLowerBound": 0.09709993915301135 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5519, "successRate": 0.40769742188077124, "wilsonLowerBound": 0.399446546519971 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24506, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.15494164694360565, "wilsonLowerBound": 0.1504652505509688 }, "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": 47890, "officialConfigError": null, "officialConfigValid": true, "successCount": 11926, "successRate": 0.2490290248486114, "wilsonLowerBound": 0.24517605585519614 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23621, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.131408492443165, "wilsonLowerBound": 0.12715985859061718 }, "vllm": { "framework": "vllm", "modelCount": 86828, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11249827244667619, "wilsonLowerBound": 0.11041362999877788 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43614, "officialConfigError": null, "officialConfigValid": true, "successCount": 5313, "successRate": 0.12181868207456321, "wilsonLowerBound": 0.11878227120632555 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 40145, "officialConfigError": null, "officialConfigValid": true, "successCount": 3565, "successRate": 0.0888030888030888, "wilsonLowerBound": 0.08605962648137706 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90767, "officialConfigError": null, "officialConfigValid": true, "successCount": 22213, "successRate": 0.2447255059658246, "wilsonLowerBound": 0.24193940183742896 }, "transformers": { "framework": "transformers", "modelCount": 5427, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10687304219642528, "wilsonLowerBound": 0.09892942500735333 }, "vllm": { "framework": "vllm", "modelCount": 112770, "officialConfigError": null, "officialConfigValid": true, "successCount": 16527, "successRate": 0.14655493482309126, "wilsonLowerBound": 0.1445027961550782 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20835, "officialConfigError": null, "officialConfigValid": true, "successCount": 3754, "successRate": 0.18017758579313656, "wilsonLowerBound": 0.17501790516040086 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43317, "officialConfigError": null, "officialConfigValid": true, "successCount": 5637, "successRate": 0.13013366576632732, "wilsonLowerBound": 0.12699797727009096 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7508, "officialConfigError": null, "officialConfigValid": true, "successCount": 669, "successRate": 0.0891049547149707, "wilsonLowerBound": 0.08286896220319388 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 201, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1791044776119403, "wilsonLowerBound": 0.13226856106642715 }, "vllm": { "framework": "vllm", "modelCount": 32834, "officialConfigError": null, "officialConfigValid": true, "successCount": 6254, "successRate": 0.19047328988243895, "wilsonLowerBound": 0.18626215892924336 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61333, "officialConfigError": null, "officialConfigValid": true, "successCount": 12407, "successRate": 0.2022891428757765, "wilsonLowerBound": 0.19912863260012836 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11704, "officialConfigError": null, "officialConfigValid": true, "successCount": 3444, "successRate": 0.2942583732057416, "wilsonLowerBound": 0.2860708363276976 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14561, "officialConfigError": null, "officialConfigValid": true, "successCount": 3639, "successRate": 0.24991415424764782, "wilsonLowerBound": 0.2429482080411315 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65024, "officialConfigError": null, "officialConfigValid": true, "successCount": 17845, "successRate": 0.2744371309055118, "wilsonLowerBound": 0.27102065754663635 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 415, "officialConfigError": null, "officialConfigValid": true, "successCount": 263, "successRate": 0.6337349397590362, "wilsonLowerBound": 0.5863514794257708 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47558, "officialConfigError": null, "officialConfigValid": true, "successCount": 21087, "successRate": 0.44339543294503553, "wilsonLowerBound": 0.4389352671396835 }, "vllm": { "framework": "vllm", "modelCount": 38246, "officialConfigError": null, "officialConfigValid": true, "successCount": 4177, "successRate": 0.10921403545468807, "wilsonLowerBound": 0.10612719441823742 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 828, "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": 10057, "officialConfigError": null, "officialConfigValid": true, "successCount": 750, "successRate": 0.0745749229392463, "wilsonLowerBound": 0.06960138633482998 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6660, "officialConfigError": null, "officialConfigValid": true, "successCount": 2894, "successRate": 0.43453453453453456, "wilsonLowerBound": 0.4226705163822443 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15022, "officialConfigError": null, "officialConfigValid": true, "successCount": 4809, "successRate": 0.3201304753028891, "wilsonLowerBound": 0.3127167643482098 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27469, "officialConfigError": null, "officialConfigValid": true, "successCount": 14012, "successRate": 0.5101022971349521, "wilsonLowerBound": 0.504189548660233 }, "vllm": { "framework": "vllm", "modelCount": 64956, "officialConfigError": null, "officialConfigValid": true, "successCount": 6811, "successRate": 0.10485559455631505, "wilsonLowerBound": 0.10252284316416681 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13123, "officialConfigError": null, "officialConfigValid": true, "successCount": 2050, "successRate": 0.15621428027127943, "wilsonLowerBound": 0.1501032056595181 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T22:23:58.370227+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1177.1304347826087, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9737947015279316, "queueWeight": 0.9737947015279316, "recentSuccess": 53, "recentSuccessRate": 0.38405797101449274, "recentTerminal": 138, "recentWilsonLowerBound": 0.30709368733232695, "running": 8, "selectionWeight": 2.434486753819829, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27074 }, "Ascend_910-b4": { "available": true, "backlogHours": 1168.96, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.775963845995801, "queueFactor": 0.9748126310891171, "queueWeight": 0.9748126310891171, "recentSuccess": 50, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 150, "recentWilsonLowerBound": 0.2628864565745068, "running": 8, "selectionWeight": 1.7312319894343142, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 29224 }, "Biren_166m": { "available": true, "backlogHours": 107.97260273972603, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.346839260883072, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.1689497716894977, "recentTerminal": 219, "recentWilsonLowerBound": 0.12512856219683152, "running": 8, "selectionWeight": 0.4508910391479936, "stale": false, "submissionEligible": false, "throughputPerHour": 36.5, "waiting": 3941 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 983.4893617021277, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.34423384149542935, "queueFactor": 1.0004045204941363, "queueWeight": 1.0004045204941363, "recentSuccess": 18, "recentSuccessRate": 0.19148936170212766, "recentTerminal": 94, "recentWilsonLowerBound": 0.12470043241202647, "running": 7, "selectionWeight": 0.34437309113908954, "stale": false, "submissionEligible": false, "throughputPerHour": 15.666666666666666, "waiting": 15408 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 406.125, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5108731349405358, "queueFactor": 1.142331458222603, "queueWeight": 1.142331458222603, "recentSuccess": 27, "recentSuccessRate": 0.2109375, "recentTerminal": 128, "recentWilsonLowerBound": 0.1492121185502459, "running": 7, "selectionWeight": 0.5835864532033749, "stale": false, "submissionEligible": false, "throughputPerHour": 21.333333333333332, "waiting": 8664 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.485074626865675, "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": 0.029850746268656716, "recentTerminal": 268, "recentWilsonLowerBound": 0.01520172178972306, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 44.666666666666664, "waiting": 2255 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 260.7317073170732, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3232605830036294, "queueFactor": 1.220849186658931, "queueWeight": 1.220849186658931, "recentSuccess": 22, "recentSuccessRate": 0.17886178861788618, "recentTerminal": 123, "recentWilsonLowerBound": 0.12118768785846241, "running": 5, "selectionWeight": 0.39465241983887284, "stale": false, "submissionEligible": false, "throughputPerHour": 20.5, "waiting": 5345 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2197.5348837209303, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1999558833279239, "queueFactor": 0.8867490437463571, "queueWeight": 0.8867490437463571, "recentSuccess": 8, "recentSuccessRate": 0.18604651162790697, "recentTerminal": 43, "recentWilsonLowerBound": 0.09741635580105981, "running": 2, "selectionWeight": 0.17731068833249466, "stale": false, "submissionEligible": false, "throughputPerHour": 7.166666666666667, "waiting": 15749 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 327.76119402985074, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3752259097419591, "queueFactor": 1.1796616621975322, "queueWeight": 1.1796616621975322, "recentSuccess": 25, "recentSuccessRate": 0.1865671641791045, "recentTerminal": 134, "recentWilsonLowerBound": 0.1296838224720284, "running": 8, "selectionWeight": 0.44263962038578064, "stale": false, "submissionEligible": false, "throughputPerHour": 22.333333333333332, "waiting": 7320 }, "MetaX_c-500": { "available": true, "backlogHours": 615.7425742574258, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.494796502838697, "queueFactor": 1.0732013690706728, "queueWeight": 1.0732013690706728, "recentSuccess": 33, "recentSuccessRate": 0.32673267326732675, "recentTerminal": 101, "recentWilsonLowerBound": 0.2430773845289514, "running": 4, "selectionWeight": 1.6042176533285433, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 10365 }, "Mthreads_s4000": { "available": true, "backlogHours": 1788.081081081081, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.3904806929117433, "queueFactor": 0.9146038269646187, "queueWeight": 0.9146038269646187, "recentSuccess": 30, "recentSuccessRate": 0.40540540540540543, "recentTerminal": 74, "recentWilsonLowerBound": 0.3009038972107517, "running": 4, "selectionWeight": 2.1863427900221137, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 22053 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1857.0545454545456, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11444340414687684, "queueFactor": 0.9094260632017134, "queueWeight": 0.9094260632017134, "recentSuccess": 8, "recentSuccessRate": 0.14545454545454545, "recentTerminal": 55, "recentWilsonLowerBound": 0.07559199016771778, "running": 2, "selectionWeight": 0.10407781449269685, "stale": false, "submissionEligible": false, "throughputPerHour": 9.166666666666666, "waiting": 17023 }, "Vastai_va16": { "available": true, "backlogHours": 1020.0659340659341, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9949399255605053, "queueWeight": 0.9949399255605053, "recentSuccess": 5, "recentSuccessRate": 0.054945054945054944, "recentTerminal": 91, "recentWilsonLowerBound": 0.02369475029005628, "running": 16, "selectionWeight": 0.049746996278025264, "stale": false, "submissionEligible": false, "throughputPerHour": 15.166666666666666, "waiting": 15471 }, "hygon_k100-ai": { "available": true, "backlogHours": 988.8, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.591508164442082, "queueFactor": 0.9995967301768017, "queueWeight": 0.9995967301768017, "recentSuccess": 27, "recentSuccessRate": 0.225, "recentTerminal": 120, "recentWilsonLowerBound": 0.1594905146581338, "running": 6, "selectionWeight": 0.5912696270491871, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 19776 } }, "queueAttemptedAt": "2026-10-01T22:18:50.055986+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T22:18:50.055986+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 }