{ "communityAttemptedAt": "2026-09-30T16:49:50.052973+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T16:49:50.052973+00:00", "frameworkAttemptedAt": "2026-09-30T14:06:32.456187+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40297, "officialConfigError": null, "officialConfigValid": true, "successCount": 19595, "successRate": 0.486264486190039, "wilsonLowerBound": 0.4813859609251263 }, "vllm": { "framework": "vllm", "modelCount": 53974, "officialConfigError": null, "officialConfigValid": true, "successCount": 14978, "successRate": 0.2775039833994145, "wilsonLowerBound": 0.27374231846200514 }, "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": 3256, "officialConfigError": null, "officialConfigValid": true, "successCount": 919, "successRate": 0.28224815724815727, "wilsonLowerBound": 0.2670514984199868 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34830, "officialConfigError": null, "officialConfigValid": true, "successCount": 15922, "successRate": 0.4571346540338788, "wilsonLowerBound": 0.45190791191510427 }, "vllm": { "framework": "vllm", "modelCount": 38676, "officialConfigError": null, "officialConfigValid": true, "successCount": 10847, "successRate": 0.280458165270452, "wilsonLowerBound": 0.2760030330638779 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10876, "officialConfigError": null, "officialConfigValid": true, "successCount": 4552, "successRate": 0.4185362265538801, "wilsonLowerBound": 0.40929509759295823 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64141, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.1885221621115979, "wilsonLowerBound": 0.18551388209912542 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24062, "officialConfigError": null, "officialConfigValid": true, "successCount": 4926, "successRate": 0.20472113706258832, "wilsonLowerBound": 0.1996700920070491 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7086, "officialConfigError": null, "officialConfigValid": true, "successCount": 81, "successRate": 0.01143099068585944, "wilsonLowerBound": 0.009207123167413667 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26473, "officialConfigError": null, "officialConfigValid": true, "successCount": 3254, "successRate": 0.12291768972160315, "wilsonLowerBound": 0.11901698805184105 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16491, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163119277181493, "wilsonLowerBound": 0.09711174413917853 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13321, "officialConfigError": null, "officialConfigValid": true, "successCount": 5445, "successRate": 0.4087530966143683, "wilsonLowerBound": 0.40043217750348314 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24483, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.155046358697872, "wilsonLowerBound": 0.15056661913453734 }, "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": 47431, "officialConfigError": null, "officialConfigValid": true, "successCount": 11806, "successRate": 0.2489089414096266, "wilsonLowerBound": 0.24503810994655498 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23592, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13140047473719904, "wilsonLowerBound": 0.12714938005904983 }, "vllm": { "framework": "vllm", "modelCount": 86820, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.11249712047915227, "wilsonLowerBound": 0.11041239222412472 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43320, "officialConfigError": null, "officialConfigValid": true, "successCount": 5284, "successRate": 0.12197599261311173, "wilsonLowerBound": 0.1189276828009753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39242, "officialConfigError": null, "officialConfigValid": true, "successCount": 3551, "successRate": 0.09048978135670965, "wilsonLowerBound": 0.0876912539527556 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90592, "officialConfigError": null, "officialConfigValid": true, "successCount": 22107, "successRate": 0.24402817025785942, "wilsonLowerBound": 0.24124211759450565 }, "transformers": { "framework": "transformers", "modelCount": 5417, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10707033413328411, "wilsonLowerBound": 0.09911283141358335 }, "vllm": { "framework": "vllm", "modelCount": 112757, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14656296283157585, "wilsonLowerBound": 0.14451065946378644 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20598, "officialConfigError": null, "officialConfigValid": true, "successCount": 3724, "successRate": 0.1807942518691135, "wilsonLowerBound": 0.1755982051766546 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43297, "officialConfigError": null, "officialConfigValid": true, "successCount": 5635, "successRate": 0.13014758528304501, "wilsonLowerBound": 0.12701103486523738 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7434, "officialConfigError": null, "officialConfigValid": true, "successCount": 660, "successRate": 0.08878127522195318, "wilsonLowerBound": 0.08252613016665643 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32640, "officialConfigError": null, "officialConfigValid": true, "successCount": 6189, "successRate": 0.1896139705882353, "wilsonLowerBound": 0.18539791644848905 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61300, "officialConfigError": null, "officialConfigValid": true, "successCount": 12405, "successRate": 0.20236541598694943, "wilsonLowerBound": 0.1992036080298809 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11295, "officialConfigError": null, "officialConfigValid": true, "successCount": 3318, "successRate": 0.29375830013280213, "wilsonLowerBound": 0.28542945279094356 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14430, "officialConfigError": null, "officialConfigValid": true, "successCount": 3614, "successRate": 0.25045045045045045, "wilsonLowerBound": 0.243448074111039 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64682, "officialConfigError": null, "officialConfigValid": true, "successCount": 17738, "successRate": 0.27423394452861694, "wilsonLowerBound": 0.27080929057542136 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 353, "officialConfigError": null, "officialConfigValid": true, "successCount": 222, "successRate": 0.6288951841359773, "wilsonLowerBound": 0.5773631929281926 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47468, "officialConfigError": null, "officialConfigValid": true, "successCount": 21026, "successRate": 0.4429510407011039, "wilsonLowerBound": 0.43848714653728676 }, "vllm": { "framework": "vllm", "modelCount": 38034, "officialConfigError": null, "officialConfigValid": true, "successCount": 4095, "successRate": 0.10766682442025556, "wilsonLowerBound": 0.10459123480293221 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 806, "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": 10048, "officialConfigError": null, "officialConfigValid": true, "successCount": 747, "successRate": 0.07434315286624203, "wilsonLowerBound": 0.069374887461707 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6569, "officialConfigError": null, "officialConfigValid": true, "successCount": 2848, "successRate": 0.4335515299132288, "wilsonLowerBound": 0.42160966283706863 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7399, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03270712258413299, "wilsonLowerBound": 0.028890483711308153 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14784, "officialConfigError": null, "officialConfigValid": true, "successCount": 4765, "successRate": 0.3223079004329004, "wilsonLowerBound": 0.3148211386449185 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27373, "officialConfigError": null, "officialConfigValid": true, "successCount": 13954, "successRate": 0.5097724034632667, "wilsonLowerBound": 0.5038492633394774 }, "vllm": { "framework": "vllm", "modelCount": 64708, "officialConfigError": null, "officialConfigValid": true, "successCount": 6740, "successRate": 0.10416022748346418, "wilsonLowerBound": 0.10183002173967819 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13057, "officialConfigError": null, "officialConfigValid": true, "successCount": 2023, "successRate": 0.15493604962855173, "wilsonLowerBound": 0.14883100318641082 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-30T17:02:02.560810+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1048.5290322580645, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.182218791651377, "queueFactor": 0.8835609206492189, "queueWeight": 0.8835609206492189, "recentSuccess": 60, "recentSuccessRate": 0.3870967741935484, "recentTerminal": 155, "recentWilsonLowerBound": 0.3140286675909342, "running": 10, "selectionWeight": 1.044562323960298, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 27087 }, "Ascend_910-b4": { "available": true, "backlogHours": 1468.7394957983195, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9182092860976585, "queueFactor": 0.8400049629781823, "queueWeight": 0.8400049629781823, "recentSuccess": 57, "recentSuccessRate": 0.4789915966386555, "recentTerminal": 119, "recentWilsonLowerBound": 0.39130365224400837, "running": 10, "selectionWeight": 1.611305320352869, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 29130 }, "Biren_166m": { "available": true, "backlogHours": 24.715151515151515, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.024242424242424242, "recentTerminal": 990, "recentWilsonLowerBound": 0.016344017390467497, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 165.0, "waiting": 4078 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 189.54320987654322, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.1420032329767031, "queueWeight": 1.1420032329767031, "recentSuccess": 21, "recentSuccessRate": 0.043209876543209874, "recentTerminal": 486, "recentWilsonLowerBound": 0.028432918161966428, "running": 7, "selectionWeight": 0.05710016164883516, "stale": false, "submissionEligible": false, "throughputPerHour": 81.0, "waiting": 15353 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 54.308008213552355, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.028747433264887063, "recentTerminal": 974, "recentWilsonLowerBound": 0.019963050177960743, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 162.33333333333334, "waiting": 8816 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 33.04477611940298, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.014925373134328358, "recentTerminal": 402, "recentWilsonLowerBound": 0.006857820410904231, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.0, "waiting": 2214 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 103.2, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.10039103380211423, "queueFactor": 1.2510412031313047, "queueWeight": 1.2510412031313047, "recentSuccess": 41, "recentSuccessRate": 0.13666666666666666, "recentTerminal": 300, "recentWilsonLowerBound": 0.10236459725248649, "running": 4, "selectionWeight": 0.12559331971139245, "stale": false, "submissionEligible": false, "throughputPerHour": 50.0, "waiting": 5160 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 202.75107296137338, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.1305221970951378, "queueWeight": 1.1305221970951378, "recentSuccess": 12, "recentSuccessRate": 0.02575107296137339, "recentTerminal": 466, "recentWilsonLowerBound": 0.014790766637142192, "running": 2, "selectionWeight": 0.056526109854756895, "stale": false, "submissionEligible": false, "throughputPerHour": 77.66666666666667, "waiting": 15747 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 23.289350649350652, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.014545454545454545, "recentTerminal": 1925, "recentWilsonLowerBound": 0.010082484345426823, "running": 10, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 320.8333333333333, "waiting": 7472 }, "MetaX_c-500": { "available": true, "backlogHours": 715.9772727272727, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9263675641040953, "queueFactor": 0.9355967026327132, "queueWeight": 0.9355967026327132, "recentSuccess": 33, "recentSuccessRate": 0.375, "recentTerminal": 88, "recentWilsonLowerBound": 0.2810776628624691, "running": 4, "selectionWeight": 0.8667064384016901, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 10501 }, "Mthreads_s4000": { "available": true, "backlogHours": 2358.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.782423701721562, "queueWeight": 0.782423701721562, "recentSuccess": 32, "recentSuccessRate": 0.5714285714285714, "recentTerminal": 56, "recentWilsonLowerBound": 0.4413738892040555, "running": 4, "selectionWeight": 1.9560592543039048, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 22008 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5059.2, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7685120904396854, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 9, "recentSuccessRate": 0.45, "recentTerminal": 20, "recentWilsonLowerBound": 0.25819502085709295, "running": 2, "selectionWeight": 0.5379584633077797, "stale": false, "submissionEligible": true, "throughputPerHour": 3.3333333333333335, "waiting": 16864 }, "Vastai_va16": { "available": true, "backlogHours": 1253.7534246575342, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8601847686315599, "queueWeight": 0.8601847686315599, "recentSuccess": 8, "recentSuccessRate": 0.1095890410958904, "recentTerminal": 73, "recentWilsonLowerBound": 0.05658604161011908, "running": 16, "selectionWeight": 0.043009238431578, "stale": false, "submissionEligible": false, "throughputPerHour": 12.166666666666666, "waiting": 15254 }, "hygon_k100-ai": { "available": true, "backlogHours": 1420.5569620253166, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6952952091658682, "queueFactor": 0.8442183156397668, "queueWeight": 0.8442183156397668, "recentSuccess": 27, "recentSuccessRate": 0.34177215189873417, "recentTerminal": 79, "recentWilsonLowerBound": 0.24670818573119843, "running": 6, "selectionWeight": 0.5869809503544086, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 18704 } }, "queueAttemptedAt": "2026-09-30T16:55:31.964049+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T16:55:31.964049+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 }