{ "communityAttemptedAt": "2026-09-17T09:25:17.360256+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-17T09:25:17.360256+00:00", "frameworkAttemptedAt": "2026-09-17T08:41:15.696979+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39360, "officialConfigError": null, "officialConfigValid": true, "successCount": 18975, "successRate": 0.48208841463414637, "wilsonLowerBound": 0.47715389704070915 }, "vllm": { "framework": "vllm", "modelCount": 52360, "officialConfigError": null, "officialConfigValid": true, "successCount": 14707, "successRate": 0.28088235294117647, "wilsonLowerBound": 0.2770489106119704 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2526, "officialConfigError": null, "officialConfigValid": true, "successCount": 699, "successRate": 0.27672209026128264, "wilsonLowerBound": 0.25962437090752155 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32588, "officialConfigError": null, "officialConfigValid": true, "successCount": 14318, "successRate": 0.4393641831348963, "wilsonLowerBound": 0.4339829932996816 }, "vllm": { "framework": "vllm", "modelCount": 37286, "officialConfigError": null, "officialConfigValid": true, "successCount": 10619, "successRate": 0.2847985839188972, "wilsonLowerBound": 0.28023987324717947 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8406, "officialConfigError": null, "officialConfigValid": true, "successCount": 3650, "successRate": 0.4342136569117297, "wilsonLowerBound": 0.42365014921931227 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63899, "officialConfigError": null, "officialConfigValid": true, "successCount": 12072, "successRate": 0.18892314433715707, "wilsonLowerBound": 0.18590671148501753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16754, "officialConfigError": null, "officialConfigValid": true, "successCount": 3358, "successRate": 0.20042974811985198, "wilsonLowerBound": 0.19443686356941225 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5854, "officialConfigError": null, "officialConfigValid": true, "successCount": 54, "successRate": 0.009224461906388794, "wilsonLowerBound": 0.007077057468671067 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26118, "officialConfigError": null, "officialConfigValid": true, "successCount": 3215, "successRate": 0.12309518339842254, "wilsonLowerBound": 0.11916593730837402 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16464, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10167638483965015, "wilsonLowerBound": 0.09715238732010051 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10821, "officialConfigError": null, "officialConfigValid": true, "successCount": 4581, "successRate": 0.42334349875242583, "wilsonLowerBound": 0.41406279275918273 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24125, "officialConfigError": null, "officialConfigValid": true, "successCount": 3781, "successRate": 0.15672538860103627, "wilsonLowerBound": 0.15219257612955375 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 42155, "officialConfigError": null, "officialConfigValid": true, "successCount": 10589, "successRate": 0.25119202941525326, "wilsonLowerBound": 0.24707464349705474 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23188, "officialConfigError": null, "officialConfigValid": true, "successCount": 3052, "successRate": 0.13161980334655857, "wilsonLowerBound": 0.12732924591273578 }, "vllm": { "framework": "vllm", "modelCount": 86594, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11275608009792826, "wilsonLowerBound": 0.11066653072696542 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40070, "officialConfigError": null, "officialConfigValid": true, "successCount": 4927, "successRate": 0.12295982031444971, "wilsonLowerBound": 0.1197804951601539 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30652, "officialConfigError": null, "officialConfigValid": true, "successCount": 3378, "successRate": 0.11020488059506721, "wilsonLowerBound": 0.10674792814181727 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88363, "officialConfigError": null, "officialConfigValid": true, "successCount": 20913, "successRate": 0.23667145751049648, "wilsonLowerBound": 0.23388041753277528 }, "transformers": { "framework": "transformers", "modelCount": 5156, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.1095810705973623, "wilsonLowerBound": 0.10134358646827077 }, "vllm": { "framework": "vllm", "modelCount": 112509, "officialConfigError": null, "officialConfigValid": true, "successCount": 16507, "successRate": 0.14671715151676754, "wilsonLowerBound": 0.14466169556043257 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16830, "officialConfigError": null, "officialConfigValid": true, "successCount": 3389, "successRate": 0.2013666072489602, "wilsonLowerBound": 0.19537633728304576 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42794, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.13015843342524652, "wilsonLowerBound": 0.12700358246967536 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6588, "officialConfigError": null, "officialConfigValid": true, "successCount": 528, "successRate": 0.08014571948998178, "wilsonLowerBound": 0.07383114397265658 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 30891, "officialConfigError": null, "officialConfigValid": true, "successCount": 5476, "successRate": 0.17726846006927585, "wilsonLowerBound": 0.1730498886622285 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60833, "officialConfigError": null, "officialConfigValid": true, "successCount": 12389, "successRate": 0.20365591044334488, "wilsonLowerBound": 0.20047440910894626 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7386, "officialConfigError": null, "officialConfigValid": true, "successCount": 2151, "successRate": 0.29122664500406176, "wilsonLowerBound": 0.28097584750992727 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12569, "officialConfigError": null, "officialConfigValid": true, "successCount": 3257, "successRate": 0.25912960458270345, "wilsonLowerBound": 0.2515439027003866 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60359, "officialConfigError": null, "officialConfigValid": true, "successCount": 16507, "successRate": 0.27348034261667686, "wilsonLowerBound": 0.26993876043682347 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46422, "officialConfigError": null, "officialConfigValid": true, "successCount": 20274, "successRate": 0.43673258368876827, "wilsonLowerBound": 0.4322261046567839 }, "vllm": { "framework": "vllm", "modelCount": 36270, "officialConfigError": null, "officialConfigValid": true, "successCount": 3339, "successRate": 0.09205955334987594, "wilsonLowerBound": 0.08912720006596371 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 438, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6277, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03058786044288673, "wilsonLowerBound": 0.026606614466574273 }, "vllm": { "framework": "vllm", "modelCount": 10020, "officialConfigError": null, "officialConfigValid": true, "successCount": 736, "successRate": 0.07345309381237525, "wilsonLowerBound": 0.0685068111770585 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5830, "officialConfigError": null, "officialConfigValid": true, "successCount": 2464, "successRate": 0.4226415094339623, "wilsonLowerBound": 0.41001619090083685 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7372, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031877373846988605, "wilsonLowerBound": 0.028104591006162857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11330, "officialConfigError": null, "officialConfigValid": true, "successCount": 3781, "successRate": 0.33371579876434243, "wilsonLowerBound": 0.32509066018132865 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26311, "officialConfigError": null, "officialConfigValid": true, "successCount": 13330, "successRate": 0.5066322070616852, "wilsonLowerBound": 0.5005905357351418 }, "vllm": { "framework": "vllm", "modelCount": 61902, "officialConfigError": null, "officialConfigValid": true, "successCount": 6163, "successRate": 0.09956059578042713, "wilsonLowerBound": 0.0972266766162128 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12383, "officialConfigError": null, "officialConfigValid": true, "successCount": 1760, "successRate": 0.1421303399822337, "wilsonLowerBound": 0.13609096781087412 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-17T09:28:03.649394+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1181.3553719008264, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.107501191544116, "queueFactor": 0.9786277473730628, "queueWeight": 0.9786277473730628, "recentSuccess": 41, "recentSuccessRate": 0.33884297520661155, "recentTerminal": 121, "recentWilsonLowerBound": 0.2606254540535897, "running": 8, "selectionWeight": 1.083831396293801, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 23824 }, "Ascend_910-b4": { "available": true, "backlogHours": 1537.6363636363637, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6606350394168155, "queueFactor": 0.940690077810954, "queueWeight": 0.940690077810954, "recentSuccess": 44, "recentSuccessRate": 0.4, "recentTerminal": 110, "recentWilsonLowerBound": 0.31331775680061763, "running": 8, "selectionWeight": 1.562142904444601, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 28190 }, "Biren_166m": { "available": true, "backlogHours": 191.08235294117648, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 5, "qualityFactor": 0.2673983622436453, "queueFactor": 1.2861497045628423, "queueWeight": 1.2861497045628423, "recentSuccess": 32, "recentSuccessRate": 0.18823529411764706, "recentTerminal": 170, "recentWilsonLowerBound": 0.13660858215166535, "running": 5, "selectionWeight": 0.34391432460025234, "stale": false, "submissionEligible": true, "throughputPerHour": 28.333333333333332, "waiting": 5414 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1176.5384615384614, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.20160788763921425, "queueFactor": 0.9792276997679876, "queueWeight": 0.9792276997679876, "recentSuccess": 15, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 78, "recentWilsonLowerBound": 0.12015101048823743, "running": 7, "selectionWeight": 0.19742002806803066, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 15295 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 649.2954545454546, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3392514947657783, "queueFactor": 1.070553202513857, "queueWeight": 1.070553202513857, "recentSuccess": 20, "recentSuccessRate": 0.22727272727272727, "recentTerminal": 88, "recentWilsonLowerBound": 0.1522163058823423, "running": 7, "selectionWeight": 0.363186774179117, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 9523 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.190099009900987, "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": 0.0297029702970297, "recentTerminal": 505, "recentWilsonLowerBound": 0.01808141344546893, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 84.16666666666667, "waiting": 2541 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 96.13432835820896, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.11265826521768996, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.12686567164179105, "recentTerminal": 268, "recentWilsonLowerBound": 0.09222392088517574, "running": 5, "selectionWeight": 0.14645574478299694, "stale": false, "submissionEligible": true, "throughputPerHour": 44.666666666666664, "waiting": 4294 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2523.947368421053, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2817421196977519, "queueFactor": 0.8732982004093136, "queueWeight": 0.8732982004093136, "recentSuccess": 16, "recentSuccessRate": 0.42105263157894735, "recentTerminal": 38, "recentWilsonLowerBound": 0.2785227481181953, "running": 2, "selectionWeight": 1.1193430865208658, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15985 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 529.275590551181, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4764338715581567, "queueFactor": 1.1038811810550209, "queueWeight": 1.1038811810550209, "recentSuccess": 31, "recentSuccessRate": 0.2440944881889764, "recentTerminal": 127, "recentWilsonLowerBound": 0.17762248116708082, "running": 8, "selectionWeight": 0.5259263848302341, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 11203 }, "MetaX_c-500": { "available": true, "backlogHours": 869.25, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.617648934166568, "queueFactor": 1.0247145538655662, "queueWeight": 1.0247145538655662, "recentSuccess": 23, "recentSuccessRate": 0.2875, "recentTerminal": 80, "recentWilsonLowerBound": 0.19986786008396254, "running": 4, "selectionWeight": 0.6329138520200371, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 11590 }, "Mthreads_s4000": { "available": true, "backlogHours": 2456.4, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8768589639997552, "queueWeight": 0.8768589639997552, "recentSuccess": 30, "recentSuccessRate": 0.5, "recentTerminal": 60, "recentWilsonLowerBound": 0.37734812427246284, "running": 4, "selectionWeight": 2.192147409999388, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 24564 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5481.529411764705, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.6179261031744583, "queueFactor": 0.7773907111818497, "queueWeight": 0.7773907111818497, "recentSuccess": 9, "recentSuccessRate": 0.5294117647058824, "recentTerminal": 17, "recentWilsonLowerBound": 0.3096289731154949, "running": 2, "selectionWeight": 1.2577607239864708, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15531 }, "Vastai_va16": { "available": true, "backlogHours": 1875.7333333333333, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9130592171241576, "queueWeight": 0.9130592171241576, "recentSuccess": 6, "recentSuccessRate": 0.13333333333333333, "recentTerminal": 45, "recentWilsonLowerBound": 0.06257063634349681, "running": 16, "selectionWeight": 0.04565296085620788, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 14068 }, "hygon_k100-ai": { "available": true, "backlogHours": 802.8932038834951, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7694068685959176, "queueFactor": 1.0369932801111748, "queueWeight": 1.0369932801111748, "recentSuccess": 31, "recentSuccessRate": 0.30097087378640774, "recentTerminal": 103, "recentWilsonLowerBound": 0.22085799615777002, "running": 6, "selectionWeight": 0.7978697524053482, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 13783 } }, "queueAttemptedAt": "2026-09-17T09:22:08.089170+00:00", "queueError": null, "queueUpdatedAt": "2026-09-17T09:22:08.089170+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }