{ "communityAttemptedAt": "2026-09-17T10:33:01.367389+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-17T10:33:01.367389+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": "2026-09-17T10:33:01.367389+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1042.9051094890513, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9749799054863395, "queueFactor": 0.9837149535821921, "queueWeight": 0.9837149535821921, "recentSuccess": 48, "recentSuccessRate": 0.35036496350364965, "recentTerminal": 137, "recentWilsonLowerBound": 0.27554813520811977, "running": 10, "selectionWeight": 0.9591023124690645, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 23813 }, "Ascend_910-b4": { "available": true, "backlogHours": 1374.9268292682927, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9402229533901075, "queueFactor": 0.9437654068698834, "queueWeight": 0.9437654068698834, "recentSuccess": 43, "recentSuccessRate": 0.34959349593495936, "recentTerminal": 123, "recentWilsonLowerBound": 0.27103891552996556, "running": 9, "selectionWeight": 0.8873498981546183, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 28186 }, "Biren_166m": { "available": true, "backlogHours": 177.11475409836066, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 5, "qualityFactor": 0.1362869153502709, "queueFactor": 1.2834169816811227, "queueWeight": 1.2834169816811227, "recentSuccess": 29, "recentSuccessRate": 0.15846994535519127, "recentTerminal": 183, "recentWilsonLowerBound": 0.11265994124570111, "running": 7, "selectionWeight": 0.17491294154147535, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 5402 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1410.923076923077, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.15883202472959726, "queueFactor": 0.9401139389642292, "queueWeight": 0.9401139389642292, "recentSuccess": 13, "recentSuccessRate": 0.2, "recentTerminal": 65, "recentWilsonLowerBound": 0.12077845770945214, "running": 7, "selectionWeight": 0.14932020040220553, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 15285 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 594.8125, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3167028613461248, "queueFactor": 1.0701606540487856, "queueWeight": 1.0701606540487856, "recentSuccess": 23, "recentSuccessRate": 0.23958333333333334, "recentTerminal": 96, "recentWilsonLowerBound": 0.16528105536529172, "running": 8, "selectionWeight": 0.3389229412372908, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 9517 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 25.82964224872232, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.028960817717206135, "recentTerminal": 587, "recentWilsonLowerBound": 0.018158870575656006, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 97.83333333333333, "waiting": 2527 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 79.62461538461538, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07597597618633255, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.11692307692307692, "recentTerminal": 325, "recentWilsonLowerBound": 0.08638054537443333, "running": 4, "selectionWeight": 0.09876876904223232, "stale": false, "submissionEligible": true, "throughputPerHour": 54.166666666666664, "waiting": 4313 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2592.324324324324, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8833732791737288, "queueFactor": 0.858129026240539, "queueWeight": 0.858129026240539, "recentSuccess": 15, "recentSuccessRate": 0.40540540540540543, "recentTerminal": 37, "recentWilsonLowerBound": 0.2634629583994014, "running": 2, "selectionWeight": 0.7580482518642637, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15986 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 524.71875, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3645021033025656, "queueFactor": 1.0904782428615243, "queueWeight": 1.0904782428615243, "recentSuccess": 31, "recentSuccessRate": 0.2421875, "recentTerminal": 128, "recentWilsonLowerBound": 0.17618632286113767, "running": 9, "selectionWeight": 0.39748161312871155, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 11194 }, "MetaX_c-500": { "available": true, "backlogHours": 826.6428571428571, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4299833768786161, "queueFactor": 1.018610866427511, "queueWeight": 1.018610866427511, "recentSuccess": 23, "recentSuccessRate": 0.27380952380952384, "recentTerminal": 84, "recentWilsonLowerBound": 0.18992693848374492, "running": 4, "selectionWeight": 0.43798574007175417, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 11573 }, "Mthreads_s4000": { "available": true, "backlogHours": 3073.625, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8364853909390233, "queueWeight": 0.8364853909390233, "recentSuccess": 27, "recentSuccessRate": 0.5625, "recentTerminal": 48, "recentWilsonLowerBound": 0.4227477150100165, "running": 4, "selectionWeight": 2.091213477347558, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 24589 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6213.6, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1855919544640272, "queueFactor": 0.7526698135905469, "queueWeight": 0.7526698135905469, "recentSuccess": 8, "recentSuccessRate": 0.5333333333333333, "recentTerminal": 15, "recentWilsonLowerBound": 0.3011663015105079, "running": 2, "selectionWeight": 0.8923592753608914, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 15534 }, "Vastai_va16": { "available": true, "backlogHours": 1962.9767441860465, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.09898088930742914, "queueFactor": 0.8946820399799635, "queueWeight": 0.8946820399799635, "recentSuccess": 8, "recentSuccessRate": 0.18604651162790697, "recentTerminal": 43, "recentWilsonLowerBound": 0.09741635580105981, "running": 16, "selectionWeight": 0.08855642396460166, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 14068 }, "hygon_k100-ai": { "available": true, "backlogHours": 788.0571428571428, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.48027401990534074, "queueFactor": 1.0259408819095848, "queueWeight": 1.0259408819095848, "recentSuccess": 29, "recentSuccessRate": 0.2761904761904762, "recentTerminal": 105, "recentWilsonLowerBound": 0.19972009427826307, "running": 6, "selectionWeight": 0.4927327515399468, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 13791 } }, "queueAttemptedAt": "2026-09-17T10:33:01.367389+00:00", "queueError": null, "queueUpdatedAt": "2026-09-17T10:33:01.367389+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 }