{ "communityAttemptedAt": "2026-10-14T13:35:38.565918+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-14T13:35:38.565918+00:00", "frameworkAttemptedAt": "2026-10-14T10:44:30.484914+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42627, "officialConfigError": null, "officialConfigValid": true, "successCount": 21246, "successRate": 0.4984164965866704, "wilsonLowerBound": 0.4936702654081439 }, "vllm": { "framework": "vllm", "modelCount": 57112, "officialConfigError": null, "officialConfigValid": true, "successCount": 15409, "successRate": 0.2698031937246113, "wilsonLowerBound": 0.26617847695130087 }, "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": 4613, "officialConfigError": null, "officialConfigValid": true, "successCount": 1413, "successRate": 0.3063082592672881, "wilsonLowerBound": 0.2931716790430043 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37405, "officialConfigError": null, "officialConfigValid": true, "successCount": 17657, "successRate": 0.4720491912845876, "wilsonLowerBound": 0.4669931234660206 }, "vllm": { "framework": "vllm", "modelCount": 40055, "officialConfigError": null, "officialConfigValid": true, "successCount": 11055, "successRate": 0.27599550617900387, "wilsonLowerBound": 0.27163941147666976 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13119, "officialConfigError": null, "officialConfigValid": true, "successCount": 5482, "successRate": 0.4178672154889854, "wilsonLowerBound": 0.40945258788197153 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64221, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18834960526930444, "wilsonLowerBound": 0.18534426139185217 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31373, "officialConfigError": null, "officialConfigValid": true, "successCount": 6767, "successRate": 0.2156950243840245, "wilsonLowerBound": 0.2111786247813216 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7966, "officialConfigError": null, "officialConfigValid": true, "successCount": 112, "successRate": 0.014059753954305799, "wilsonLowerBound": 0.011698484975061733 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26677, "officialConfigError": null, "officialConfigValid": true, "successCount": 3280, "successRate": 0.1229523559620647, "wilsonLowerBound": 0.11906590674029745 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16511, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10150808551874507, "wilsonLowerBound": 0.09699382329741071 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16125, "officialConfigError": null, "officialConfigValid": true, "successCount": 6332, "successRate": 0.39268217054263566, "wilsonLowerBound": 0.38517095606786644 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24786, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15363511659807957, "wilsonLowerBound": 0.1491995363144016 }, "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": 52699, "officialConfigError": null, "officialConfigValid": true, "successCount": 13281, "successRate": 0.2520161672897019, "wilsonLowerBound": 0.24832739740812645 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24808, "officialConfigError": null, "officialConfigValid": true, "successCount": 3160, "successRate": 0.127378265075782, "wilsonLowerBound": 0.1232870934209147 }, "vllm": { "framework": "vllm", "modelCount": 87041, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11226893073379213, "wilsonLowerBound": 0.11018869945392736 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46918, "officialConfigError": null, "officialConfigValid": true, "successCount": 5595, "successRate": 0.1192506074427725, "wilsonLowerBound": 0.11634920235718153 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 48110, "officialConfigError": null, "officialConfigValid": true, "successCount": 3719, "successRate": 0.07730201621284556, "wilsonLowerBound": 0.0749491109126003 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94181, "officialConfigError": null, "officialConfigValid": true, "successCount": 23565, "successRate": 0.25020970259394143, "wilsonLowerBound": 0.2474536469616067 }, "transformers": { "framework": "transformers", "modelCount": 5592, "officialConfigError": null, "officialConfigValid": true, "successCount": 587, "successRate": 0.10497138769670958, "wilsonLowerBound": 0.0972068594985044 }, "vllm": { "framework": "vllm", "modelCount": 112876, "officialConfigError": null, "officialConfigValid": true, "successCount": 16532, "successRate": 0.146461603883908, "wilsonLowerBound": 0.14441097078360798 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 165, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.006060606060606061, "wilsonLowerBound": 0.0010706205657562634 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 24167, "officialConfigError": null, "officialConfigValid": true, "successCount": 4053, "successRate": 0.16770803161335707, "wilsonLowerBound": 0.16305050441572155 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43725, "officialConfigError": null, "officialConfigValid": true, "successCount": 5688, "successRate": 0.13008576329331045, "wilsonLowerBound": 0.12696508412985413 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8208, "officialConfigError": null, "officialConfigValid": true, "successCount": 774, "successRate": 0.09429824561403509, "wilsonLowerBound": 0.08816427050276932 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34641, "officialConfigError": null, "officialConfigValid": true, "successCount": 6887, "successRate": 0.1988106578909385, "wilsonLowerBound": 0.19464126323365266 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61512, "officialConfigError": null, "officialConfigValid": true, "successCount": 12425, "successRate": 0.2019931070360255, "wilsonLowerBound": 0.19883892487730082 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16480, "officialConfigError": null, "officialConfigValid": true, "successCount": 4652, "successRate": 0.28228155339805827, "wilsonLowerBound": 0.27546070702310355 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15609, "officialConfigError": null, "officialConfigValid": true, "successCount": 3784, "successRate": 0.24242424242424243, "wilsonLowerBound": 0.2357650480752272 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68349, "officialConfigError": null, "officialConfigValid": true, "successCount": 18813, "successRate": 0.2752490892332002, "wilsonLowerBound": 0.27191331407460534 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1106, "officialConfigError": null, "officialConfigValid": true, "successCount": 664, "successRate": 0.6003616636528029, "wilsonLowerBound": 0.5711940602993184 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48462, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44839255499153974, "wilsonLowerBound": 0.44396890027928687 }, "vllm": { "framework": "vllm", "modelCount": 40110, "officialConfigError": null, "officialConfigValid": true, "successCount": 4899, "successRate": 0.12213911742707555, "wilsonLowerBound": 0.118970681742582 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1113, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10093, "officialConfigError": null, "officialConfigValid": true, "successCount": 763, "successRate": 0.07559694838006539, "wilsonLowerBound": 0.07059950132152285 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7440, "officialConfigError": null, "officialConfigValid": true, "successCount": 3258, "successRate": 0.43790322580645163, "wilsonLowerBound": 0.4266644948603199 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7424, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0330010775862069, "wilsonLowerBound": 0.029172852259161434 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18568, "officialConfigError": null, "officialConfigValid": true, "successCount": 5455, "successRate": 0.2937850064627316, "wilsonLowerBound": 0.28727645895969595 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28549, "officialConfigError": null, "officialConfigValid": true, "successCount": 14609, "successRate": 0.511716697607622, "wilsonLowerBound": 0.5059170686118604 }, "vllm": { "framework": "vllm", "modelCount": 67574, "officialConfigError": null, "officialConfigValid": true, "successCount": 7242, "successRate": 0.10717139728297866, "wilsonLowerBound": 0.10486135913816635 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13813, "officialConfigError": null, "officialConfigValid": true, "successCount": 2342, "successRate": 0.16955042351408095, "wilsonLowerBound": 0.1633847473621836 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-14T13:48:36.168810+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 289.5597920277296, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.07107540666064617, "queueFactor": 1.183747676805444, "queueWeight": 1.183747676805444, "recentSuccess": 49, "recentSuccessRate": 0.08492201039861352, "recentTerminal": 577, "recentWilsonLowerBound": 0.06483088689169358, "running": 8, "selectionWeight": 0.08413534751254209, "stale": false, "submissionEligible": true, "throughputPerHour": 96.16666666666667, "waiting": 27846 }, "Ascend_910-b4": { "available": true, "backlogHours": 1443.9692307692308, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9302211019943972, "queueWeight": 0.9302211019943972, "recentSuccess": 53, "recentSuccessRate": 0.4076923076923077, "recentTerminal": 130, "recentWilsonLowerBound": 0.3270465208994155, "running": 9, "selectionWeight": 2.325552754985993, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 31286 }, "Biren_166m": { "available": true, "backlogHours": 155.16, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23383496266879092, "queueFactor": 1.299878954535941, "queueWeight": 1.299878954535941, "recentSuccess": 31, "recentSuccessRate": 0.155, "recentTerminal": 200, "recentWilsonLowerBound": 0.11139568514638545, "running": 9, "selectionWeight": 0.30395714680785874, "stale": false, "submissionEligible": true, "throughputPerHour": 33.333333333333336, "waiting": 5172 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1501.6119402985075, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7543172173626854, "queueFactor": 0.9247752990541178, "queueWeight": 0.9247752990541178, "recentSuccess": 19, "recentSuccessRate": 0.2835820895522388, "recentTerminal": 67, "recentWilsonLowerBound": 0.18970136157200854, "running": 7, "selectionWeight": 0.6975739302682474, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 16768 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 418.5, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2572310653861406, "queueFactor": 1.1201225972347255, "queueWeight": 1.1201225972347255, "recentSuccess": 22, "recentSuccessRate": 0.171875, "recentTerminal": 128, "recentWilsonLowerBound": 0.11633031408834082, "running": 7, "selectionWeight": 0.2881303290497793, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 8928 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 81.02586206896552, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.04310344827586207, "recentTerminal": 232, "recentWilsonLowerBound": 0.02357853393525097, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 38.666666666666664, "waiting": 3133 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 187.66233766233765, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2152390766848532, "queueFactor": 1.2633198200890825, "queueWeight": 1.2633198200890825, "recentSuccess": 34, "recentSuccessRate": 0.1471861471861472, "recentTerminal": 231, "recentWilsonLowerBound": 0.10727784450657372, "running": 10, "selectionWeight": 0.271915791633649, "stale": false, "submissionEligible": true, "throughputPerHour": 38.5, "waiting": 7225 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2375.1, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3980669525880124, "queueFactor": 0.8633116332500332, "queueWeight": 0.8633116332500332, "recentSuccess": 10, "recentSuccessRate": 0.25, "recentTerminal": 40, "recentWilsonLowerBound": 0.14186967895549518, "running": 3, "selectionWeight": 0.3436558309816205, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15834 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 346.7083333333333, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.49060688189621937, "queueFactor": 1.1521930096510271, "queueWeight": 1.1521930096510271, "recentSuccess": 31, "recentSuccessRate": 0.2152777777777778, "recentTerminal": 144, "recentWilsonLowerBound": 0.1560098758775106, "running": 8, "selectionWeight": 0.565273819807511, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 8321 }, "MetaX_c-500": { "available": true, "backlogHours": 585.9633027522935, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4677475603633541, "queueFactor": 1.0649747606641577, "queueWeight": 1.0649747606641577, "recentSuccess": 24, "recentSuccessRate": 0.22018348623853212, "recentTerminal": 109, "recentWilsonLowerBound": 0.1526627048081528, "running": 5, "selectionWeight": 0.4981393461492067, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 10645 }, "Mthreads_s4000": { "available": true, "backlogHours": 2998.823529411765, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4867847214877373, "queueFactor": 0.8336374982758801, "queueWeight": 0.8336374982758801, "recentSuccess": 13, "recentSuccessRate": 0.2549019607843137, "recentTerminal": 51, "recentWilsonLowerBound": 0.1554562324126639, "running": 4, "selectionWeight": 0.40580199741995837, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 25490 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2767.6923076923076, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8437275050065292, "queueWeight": 0.8437275050065292, "recentSuccess": 4, "recentSuccessRate": 0.10256410256410256, "recentTerminal": 39, "recentWilsonLowerBound": 0.040612655582869875, "running": 2, "selectionWeight": 0.04218637525032646, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 17990 }, "Vastai_va16": { "available": true, "backlogHours": 1281.157894736842, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9470643294596265, "queueWeight": 0.9470643294596265, "recentSuccess": 6, "recentSuccessRate": 0.07894736842105263, "recentTerminal": 76, "recentWilsonLowerBound": 0.03668350552145427, "running": 16, "selectionWeight": 0.047353216472981324, "stale": false, "submissionEligible": false, "throughputPerHour": 12.666666666666666, "waiting": 16228 }, "hygon_k100-ai": { "available": true, "backlogHours": 1197.0825688073394, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.641100426214226, "queueFactor": 0.9567561489121179, "queueWeight": 0.9567561489121179, "recentSuccess": 27, "recentSuccessRate": 0.24770642201834864, "recentTerminal": 109, "recentWilsonLowerBound": 0.17618414860824205, "running": 7, "selectionWeight": 0.6133767748506403, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 21747 } }, "queueAttemptedAt": "2026-10-14T13:43:27.976134+00:00", "queueError": null, "queueUpdatedAt": "2026-10-14T13:43:27.976134+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "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 }