{ "communityAttemptedAt": "2026-10-12T06:43:23.691372+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-12T06:43:23.691372+00:00", "frameworkAttemptedAt": "2026-10-12T06:03:26.875419+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42251, "officialConfigError": null, "officialConfigValid": true, "successCount": 20990, "successRate": 0.49679297531419375, "wilsonLowerBound": 0.4920258963909101 }, "vllm": { "framework": "vllm", "modelCount": 56606, "officialConfigError": null, "officialConfigValid": true, "successCount": 15358, "successRate": 0.271313994982864, "wilsonLowerBound": 0.26766665390687955 }, "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": 4393, "officialConfigError": null, "officialConfigValid": true, "successCount": 1329, "successRate": 0.30252674709765537, "wilsonLowerBound": 0.289120326791084 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37070, "officialConfigError": null, "officialConfigValid": true, "successCount": 17434, "successRate": 0.4702994335041813, "wilsonLowerBound": 0.46522179645296513 }, "vllm": { "framework": "vllm", "modelCount": 39858, "officialConfigError": null, "officialConfigValid": true, "successCount": 11026, "successRate": 0.2766320437553314, "wilsonLowerBound": 0.272262064315014 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5372, "successRate": 0.4190327613104524, "wilsonLowerBound": 0.410517199481513 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26636, "officialConfigError": null, "officialConfigValid": true, "successCount": 3272, "successRate": 0.12284126745757622, "wilsonLowerBound": 0.11895341776860138 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16508, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10152653259025927, "wilsonLowerBound": 0.09701149316250736 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15698, "officialConfigError": null, "officialConfigValid": true, "successCount": 6192, "successRate": 0.3944451522486941, "wilsonLowerBound": 0.38682640288536724 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24751, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.1537715647852612, "wilsonLowerBound": 0.1493312345815923 }, "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": 51886, "officialConfigError": null, "officialConfigValid": true, "successCount": 13071, "successRate": 0.2519176656516209, "wilsonLowerBound": 0.24820074353828164 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24512, "officialConfigError": null, "officialConfigValid": true, "successCount": 3153, "successRate": 0.12863087467362924, "wilsonLowerBound": 0.12449777274283834 }, "vllm": { "framework": "vllm", "modelCount": 87002, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11231925702857405, "wilsonLowerBound": 0.11023815054284405 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46249, "officialConfigError": null, "officialConfigValid": true, "successCount": 5558, "successRate": 0.12017557136370516, "wilsonLowerBound": 0.11724353198557494 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47031, "officialConfigError": null, "officialConfigValid": true, "successCount": 3663, "successRate": 0.07788479938763794, "wilsonLowerBound": 0.07549708054187655 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93816, "officialConfigError": null, "officialConfigValid": true, "successCount": 23385, "successRate": 0.24926451777948325, "wilsonLowerBound": 0.2465066613490456 }, "transformers": { "framework": "transformers", "modelCount": 5564, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10514018691588785, "wilsonLowerBound": 0.09735099919972286 }, "vllm": { "framework": "vllm", "modelCount": 112859, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14646594423129747, "wilsonLowerBound": 0.14441513213269574 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 99, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.010101010101010102, "wilsonLowerBound": 0.001785261320052029 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23653, "officialConfigError": null, "officialConfigValid": true, "successCount": 4001, "successRate": 0.1691540185177356, "wilsonLowerBound": 0.1644301794497605 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43636, "officialConfigError": null, "officialConfigValid": true, "successCount": 5677, "successRate": 0.1300990008250069, "wilsonLowerBound": 0.12697503619101175 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8111, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.09357662433731968, "wilsonLowerBound": 0.08742937539428293 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34356, "officialConfigError": null, "officialConfigValid": true, "successCount": 6802, "successRate": 0.19798579578530678, "wilsonLowerBound": 0.19380597040203276 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61487, "officialConfigError": null, "officialConfigValid": true, "successCount": 12423, "successRate": 0.20204270821474457, "wilsonLowerBound": 0.1988875946519515 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15640, "officialConfigError": null, "officialConfigValid": true, "successCount": 4413, "successRate": 0.2821611253196931, "wilsonLowerBound": 0.27516186196165415 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15362, "officialConfigError": null, "officialConfigValid": true, "successCount": 3745, "successRate": 0.24378336154146596, "wilsonLowerBound": 0.23705815911190287 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67779, "officialConfigError": null, "officialConfigValid": true, "successCount": 18661, "successRate": 0.27532126469850543, "wilsonLowerBound": 0.2719712688722731 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 954, "officialConfigError": null, "officialConfigValid": true, "successCount": 574, "successRate": 0.6016771488469602, "wilsonLowerBound": 0.5702633242331318 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48400, "officialConfigError": null, "officialConfigValid": true, "successCount": 21719, "successRate": 0.44873966942148763, "wilsonLowerBound": 0.4443128378031433 }, "vllm": { "framework": "vllm", "modelCount": 39781, "officialConfigError": null, "officialConfigValid": true, "successCount": 4783, "successRate": 0.12023327719262965, "wilsonLowerBound": 0.11707383553458772 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1072, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10085, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545860188398612, "wilsonLowerBound": 0.07046362140369612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7284, "officialConfigError": null, "officialConfigValid": true, "successCount": 3202, "successRate": 0.43959362987369577, "wilsonLowerBound": 0.4282299152485383 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7420, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0330188679245283, "wilsonLowerBound": 0.02918860803183403 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18154, "officialConfigError": null, "officialConfigValid": true, "successCount": 5389, "successRate": 0.2968491792442437, "wilsonLowerBound": 0.29024669672689546 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28352, "officialConfigError": null, "officialConfigValid": true, "successCount": 14496, "successRate": 0.5112866817155757, "wilsonLowerBound": 0.5054668789746478 }, "vllm": { "framework": "vllm", "modelCount": 67228, "officialConfigError": null, "officialConfigValid": true, "successCount": 7168, "successRate": 0.10662224073302791, "wilsonLowerBound": 0.1043116351485705 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13670, "officialConfigError": null, "officialConfigValid": true, "successCount": 2272, "successRate": 0.1662033650329188, "wilsonLowerBound": 0.1600567810846869 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-12T06:54:23.375990+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 962.0677966101695, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4889818992535253, "queueFactor": 0.9920297043629406, "queueWeight": 0.9920297043629406, "recentSuccess": 47, "recentSuccessRate": 0.2655367231638418, "recentTerminal": 177, "recentWilsonLowerBound": 0.20595932375620876, "running": 8, "selectionWeight": 1.4771142733182445, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 28381 }, "Ascend_910-b4": { "available": true, "backlogHours": 1181.2784810126582, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9619504102699338, "queueWeight": 0.9619504102699338, "recentSuccess": 52, "recentSuccessRate": 0.3291139240506329, "recentTerminal": 158, "recentWilsonLowerBound": 0.26066167404529694, "running": 8, "selectionWeight": 2.4048760256748345, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 31107 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1085.2173913043478, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5184098273433426, "queueFactor": 0.9742670533951907, "queueWeight": 0.9742670533951907, "recentSuccess": 18, "recentSuccessRate": 0.1956521739130435, "recentTerminal": 92, "recentWilsonLowerBound": 0.12749741209297205, "running": 7, "selectionWeight": 0.5050696149369079, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 16640 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 334.2857142857143, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2231593572534241, "queueFactor": 1.1624863323576964, "queueWeight": 1.1624863323576964, "recentSuccess": 21, "recentSuccessRate": 0.13043478260869565, "recentTerminal": 161, "recentWilsonLowerBound": 0.08691831797877285, "running": 7, "selectionWeight": 0.25941970274483384, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 8970 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.550000000000004, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.04090909090909091, "recentTerminal": 440, "recentWilsonLowerBound": 0.026030986109664474, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 73.33333333333333, "waiting": 3487 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 118.01680672268908, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3237290353725389, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 48, "recentSuccessRate": 0.13445378151260504, "recentTerminal": 357, "recentWilsonLowerBound": 0.10293205772146208, "running": 2, "selectionWeight": 0.4208477459843006, "stale": false, "submissionEligible": true, "throughputPerHour": 59.5, "waiting": 7022 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2023.3043478260868, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2584215375630108, "queueFactor": 0.88735284462275, "queueWeight": 0.88735284462275, "recentSuccess": 14, "recentSuccessRate": 0.30434782608695654, "recentTerminal": 46, "recentWilsonLowerBound": 0.190796708074489, "running": 2, "selectionWeight": 1.1166639310910724, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15512 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 248.79807692307693, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3831977589190158, "queueFactor": 1.2151460380301131, "queueWeight": 1.2151460380301131, "recentSuccess": 32, "recentSuccessRate": 0.15384615384615385, "recentTerminal": 208, "recentWilsonLowerBound": 0.11113277482794173, "running": 8, "selectionWeight": 0.4656412385324605, "stale": false, "submissionEligible": true, "throughputPerHour": 34.666666666666664, "waiting": 8625 }, "MetaX_c-500": { "available": true, "backlogHours": 426.5165562913907, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.45618055249031647, "queueFactor": 1.1207665069390627, "queueWeight": 1.1207665069390627, "recentSuccess": 26, "recentSuccessRate": 0.17218543046357615, "recentTerminal": 151, "recentWilsonLowerBound": 0.12029775558876803, "running": 4, "selectionWeight": 0.5112718843481037, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 10734 }, "Mthreads_s4000": { "available": true, "backlogHours": 2131.8857142857146, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.898094968386905, "queueFactor": 0.8804221094857535, "queueWeight": 0.8804221094857535, "recentSuccess": 23, "recentSuccessRate": 0.32857142857142857, "recentTerminal": 70, "recentWilsonLowerBound": 0.2299871182671781, "running": 4, "selectionWeight": 1.6711247760714936, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 24872 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1812.2068965517242, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.20616184612229443, "queueFactor": 0.9021408762515227, "queueWeight": 0.9021408762515227, "recentSuccess": 9, "recentSuccessRate": 0.15517241379310345, "recentTerminal": 58, "recentWilsonLowerBound": 0.083843974167502, "running": 2, "selectionWeight": 0.1859870285103983, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 17518 }, "Vastai_va16": { "available": true, "backlogHours": 807.4871794871794, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.18215328950097853, "queueFactor": 1.018439377406848, "queueWeight": 1.018439377406848, "recentSuccess": 15, "recentSuccessRate": 0.1282051282051282, "recentTerminal": 117, "recentWilsonLowerBound": 0.0792556745095868, "running": 16, "selectionWeight": 0.18551208275198594, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 15746 }, "hygon_k100-ai": { "available": true, "backlogHours": 912.0882352941176, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6386779546618011, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 27, "recentSuccessRate": 0.19852941176470587, "recentTerminal": 136, "recentWilsonLowerBound": 0.14018035078929256, "running": 6, "selectionWeight": 0.6386779546618011, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 20674 } }, "queueAttemptedAt": "2026-10-12T06:54:23.375990+00:00", "queueError": null, "queueUpdatedAt": "2026-10-12T06:54:23.375990+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }