{ "communityAttemptedAt": "2026-10-03T04:19:21.661691+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-03T04:19:21.661691+00:00", "frameworkAttemptedAt": "2026-10-03T02:30:29.161775+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40706, "officialConfigError": null, "officialConfigValid": true, "successCount": 19903, "successRate": 0.48894511865572643, "wilsonLowerBound": 0.48409025661711674 }, "vllm": { "framework": "vllm", "modelCount": 54482, "officialConfigError": null, "officialConfigValid": true, "successCount": 15057, "successRate": 0.276366506369076, "wilsonLowerBound": 0.27262718610190745 }, "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": 3493, "officialConfigError": null, "officialConfigValid": true, "successCount": 1008, "successRate": 0.28857715430861725, "wilsonLowerBound": 0.2737895955929173 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35246, "officialConfigError": null, "officialConfigValid": true, "successCount": 16232, "successRate": 0.46053452874085005, "wilsonLowerBound": 0.45533538966583903 }, "vllm": { "framework": "vllm", "modelCount": 39011, "officialConfigError": null, "officialConfigValid": true, "successCount": 10894, "successRate": 0.279254569224065, "wilsonLowerBound": 0.2748244867842493 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11259, "officialConfigError": null, "officialConfigValid": true, "successCount": 4715, "successRate": 0.41877609023892, "wilsonLowerBound": 0.4096921501259994 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64160, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.18849750623441397, "wilsonLowerBound": 0.18548982231398534 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 25323, "officialConfigError": null, "officialConfigValid": true, "successCount": 5270, "successRate": 0.20811120325395885, "wilsonLowerBound": 0.20315556465171705 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7232, "officialConfigError": null, "officialConfigValid": true, "successCount": 89, "successRate": 0.01230641592920354, "wilsonLowerBound": 0.010011857178622989 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26509, "officialConfigError": null, "officialConfigValid": true, "successCount": 3259, "successRate": 0.12293937907880342, "wilsonLowerBound": 0.1190409870533871 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16495, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10160654743861776, "wilsonLowerBound": 0.09708813703674142 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13814, "officialConfigError": null, "officialConfigValid": true, "successCount": 5612, "successRate": 0.4062545243955408, "wilsonLowerBound": 0.3980914636310763 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24532, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.15477743355617152, "wilsonLowerBound": 0.15030536683019086 }, "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": 48380, "officialConfigError": null, "officialConfigValid": true, "successCount": 12048, "successRate": 0.24902852418354693, "wilsonLowerBound": 0.2451950164977641 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23643, "officialConfigError": null, "officialConfigValid": true, "successCount": 3106, "successRate": 0.13137080742714546, "wilsonLowerBound": 0.12712465300494888 }, "vllm": { "framework": "vllm", "modelCount": 86841, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.1124814315818565, "wilsonLowerBound": 0.11039708199771825 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43872, "officialConfigError": null, "officialConfigValid": true, "successCount": 5341, "successRate": 0.12174051787016776, "wilsonLowerBound": 0.11871380343191204 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 41061, "officialConfigError": null, "officialConfigValid": true, "successCount": 3575, "successRate": 0.08706558534862766, "wilsonLowerBound": 0.08437707402457534 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90986, "officialConfigError": null, "officialConfigValid": true, "successCount": 22326, "successRate": 0.245378409865254, "wilsonLowerBound": 0.24259310563227798 }, "transformers": { "framework": "transformers", "modelCount": 5437, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.1066764759977929, "wilsonLowerBound": 0.09874669621254983 }, "vllm": { "framework": "vllm", "modelCount": 112778, "officialConfigError": null, "officialConfigValid": true, "successCount": 16528, "successRate": 0.14655340580609694, "wilsonLowerBound": 0.1445013484674234 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21083, "officialConfigError": null, "officialConfigValid": true, "successCount": 3779, "successRate": 0.1792439406156619, "wilsonLowerBound": 0.17412502912632466 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43347, "officialConfigError": null, "officialConfigValid": true, "successCount": 5642, "successRate": 0.13015894986965648, "wilsonLowerBound": 0.12702407148558806 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7560, "officialConfigError": null, "officialConfigValid": true, "successCount": 682, "successRate": 0.09021164021164021, "wilsonLowerBound": 0.08396007474904715 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 202, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1782178217821782, "wilsonLowerBound": 0.13159848249936945 }, "vllm": { "framework": "vllm", "modelCount": 33026, "officialConfigError": null, "officialConfigValid": true, "successCount": 6314, "successRate": 0.19118270453582026, "wilsonLowerBound": 0.1869776256049441 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61371, "officialConfigError": null, "officialConfigValid": true, "successCount": 12408, "successRate": 0.20218018282250574, "wilsonLowerBound": 0.19902129119195064 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12137, "officialConfigError": null, "officialConfigValid": true, "successCount": 3572, "successRate": 0.29430666556809754, "wilsonLowerBound": 0.2862648712664632 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14683, "officialConfigError": null, "officialConfigValid": true, "successCount": 3653, "successRate": 0.24879111898113465, "wilsonLowerBound": 0.24186470763477938 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65376, "officialConfigError": null, "officialConfigValid": true, "successCount": 17940, "successRate": 0.27441262848751835, "wilsonLowerBound": 0.2710054252513481 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 479, "officialConfigError": null, "officialConfigValid": true, "successCount": 303, "successRate": 0.6325678496868476, "wilsonLowerBound": 0.5884974620198467 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47658, "officialConfigError": null, "officialConfigValid": true, "successCount": 21160, "successRate": 0.4439968106089219, "wilsonLowerBound": 0.43954066115103146 }, "vllm": { "framework": "vllm", "modelCount": 38437, "officialConfigError": null, "officialConfigValid": true, "successCount": 4262, "successRate": 0.11088274319015531, "wilsonLowerBound": 0.1077825348078581 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 846, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6284, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030553787396562698, "wilsonLowerBound": 0.026576919854083197 }, "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": 6734, "officialConfigError": null, "officialConfigValid": true, "successCount": 2926, "successRate": 0.43451143451143454, "wilsonLowerBound": 0.4227126259453861 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7402, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.03282896514455553, "wilsonLowerBound": 0.029005723754547803 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15274, "officialConfigError": null, "officialConfigValid": true, "successCount": 4859, "successRate": 0.3181222993321985, "wilsonLowerBound": 0.3107824677994688 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27528, "officialConfigError": null, "officialConfigValid": true, "successCount": 14053, "successRate": 0.5104984016274339, "wilsonLowerBound": 0.5045920346215523 }, "vllm": { "framework": "vllm", "modelCount": 65205, "officialConfigError": null, "officialConfigValid": true, "successCount": 6872, "successRate": 0.10539069089793728, "wilsonLowerBound": 0.10305703479495736 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13164, "officialConfigError": null, "officialConfigValid": true, "successCount": 2071, "successRate": 0.15732300212701306, "wilsonLowerBound": 0.1512031014160803 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-03T04:33:14.059221+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1485.743119266055, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9951315831610174, "queueWeight": 0.9951315831610174, "recentSuccess": 48, "recentSuccessRate": 0.44036697247706424, "recentTerminal": 109, "recentWilsonLowerBound": 0.3507777944894326, "running": 8, "selectionWeight": 2.4878289579025434, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 26991 }, "Ascend_910-b4": { "available": true, "backlogHours": 1483.3728813559321, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8596589714153935, "queueFactor": 0.9953699350713513, "queueWeight": 0.9953699350713513, "recentSuccess": 46, "recentSuccessRate": 0.3898305084745763, "recentTerminal": 118, "recentWilsonLowerBound": 0.30663375206175597, "running": 8, "selectionWeight": 1.851048629632596, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 29173 }, "Biren_166m": { "available": true, "backlogHours": 165.92647058823528, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0582943078617204, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.3088235294117647, "recentTerminal": 136, "recentWilsonLowerBound": 0.23732037486900903, "running": 8, "selectionWeight": 1.3757826002202367, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 3761 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1455.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8822918354009918, "queueFactor": 0.9982575881028897, "queueWeight": 0.9982575881028897, "recentSuccess": 21, "recentSuccessRate": 0.3181818181818182, "recentTerminal": 66, "recentWilsonLowerBound": 0.21848849400185993, "running": 7, "selectionWeight": 0.8807545196102657, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 16005 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 486.27777777777777, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.32387957503051135, "queueFactor": 1.1766286139125222, "queueWeight": 1.1766286139125222, "recentSuccess": 22, "recentSuccessRate": 0.2037037037037037, "recentTerminal": 108, "recentWilsonLowerBound": 0.13854706947558235, "running": 7, "selectionWeight": 0.38108597544272726, "stale": false, "submissionEligible": false, "throughputPerHour": 18.0, "waiting": 8753 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.184615384615384, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.027692307692307693, "recentTerminal": 325, "recentWilsonLowerBound": 0.014635925633475117, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.166666666666664, "waiting": 2285 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 177.9672131147541, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1702211365487187, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.14754098360655737, "recentTerminal": 183, "recentWilsonLowerBound": 0.10342152716176933, "running": 2, "selectionWeight": 0.22128747751333433, "stale": false, "submissionEligible": false, "throughputPerHour": 30.5, "waiting": 5428 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2091.866666666667, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6891951283082381, "queueFactor": 0.9453485646980095, "queueWeight": 0.9453485646980095, "recentSuccess": 14, "recentSuccessRate": 0.3111111111111111, "recentTerminal": 45, "recentWilsonLowerBound": 0.19528525463541907, "running": 2, "selectionWeight": 0.6515296253430535, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15689 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 391.36170212765956, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4794782978616263, "queueFactor": 1.2155849667131815, "queueWeight": 1.2155849667131815, "recentSuccess": 32, "recentSuccessRate": 0.22695035460992907, "recentTerminal": 141, "recentWilsonLowerBound": 0.16559424924211502, "running": 8, "selectionWeight": 0.582846610745818, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 9197 }, "MetaX_c-500": { "available": true, "backlogHours": 722.8275862068965, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1166803610346263, "queueFactor": 1.1087071832027329, "queueWeight": 1.1087071832027329, "recentSuccess": 29, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 87, "recentWilsonLowerBound": 0.2431846311443509, "running": 4, "selectionWeight": 1.2380715376205114, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 10481 }, "Mthreads_s4000": { "available": true, "backlogHours": 2412.981818181818, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.9556898426502134, "queueFactor": 0.9253136347731479, "queueWeight": 0.9253136347731479, "recentSuccess": 24, "recentSuccessRate": 0.43636363636363634, "recentTerminal": 55, "recentWilsonLowerBound": 0.31373238636001305, "running": 4, "selectionWeight": 1.8096264767915946, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 22119 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4097.759999999999, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0262877136341133, "queueFactor": 0.8546535310525994, "queueWeight": 0.8546535310525994, "recentSuccess": 10, "recentSuccessRate": 0.4, "recentTerminal": 25, "recentWilsonLowerBound": 0.23403057664190918, "running": 2, "selectionWeight": 0.8771204183332939, "stale": false, "submissionEligible": true, "throughputPerHour": 4.166666666666667, "waiting": 17074 }, "Vastai_va16": { "available": true, "backlogHours": 1421.3636363636363, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.28526639288402683, "queueFactor": 1.0017660032647313, "queueWeight": 1.0017660032647313, "recentSuccess": 14, "recentSuccessRate": 0.21212121212121213, "recentTerminal": 66, "recentWilsonLowerBound": 0.13077866875683972, "running": 16, "selectionWeight": 0.28577017426517815, "stale": false, "submissionEligible": false, "throughputPerHour": 11.0, "waiting": 15635 }, "hygon_k100-ai": { "available": true, "backlogHours": 1825.909090909091, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4151041830735652, "queueFactor": 0.9648286619211522, "queueWeight": 0.9648286619211522, "recentSuccess": 16, "recentSuccessRate": 0.24242424242424243, "recentTerminal": 66, "recentWilsonLowerBound": 0.15509054458269064, "running": 6, "selectionWeight": 0.40050441351274096, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 20085 } }, "queueAttemptedAt": "2026-10-03T04:24:47.468852+00:00", "queueError": null, "queueUpdatedAt": "2026-10-03T04:24:47.468852+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 }