{ "communityAttemptedAt": "2026-09-19T14:14:50.984242+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T14:14:50.984242+00:00", "frameworkAttemptedAt": "2026-09-19T10:55:53.360314+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39649, "officialConfigError": null, "officialConfigValid": true, "successCount": 19173, "successRate": 0.48356831193724936, "wilsonLowerBound": 0.4786511590050993 }, "vllm": { "framework": "vllm", "modelCount": 52929, "officialConfigError": null, "officialConfigValid": true, "successCount": 14803, "successRate": 0.2796765478282227, "wilsonLowerBound": 0.2758687915255134 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2727, "officialConfigError": null, "officialConfigValid": true, "successCount": 774, "successRate": 0.2838283828382838, "wilsonLowerBound": 0.2672197210297423 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32941, "officialConfigError": null, "officialConfigValid": true, "successCount": 14560, "successRate": 0.4420023678698279, "wilsonLowerBound": 0.43664633598673586 }, "vllm": { "framework": "vllm", "modelCount": 37487, "officialConfigError": null, "officialConfigValid": true, "successCount": 10658, "successRate": 0.2843118947901939, "wilsonLowerBound": 0.27976776380124685 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8803, "officialConfigError": null, "officialConfigValid": true, "successCount": 3793, "successRate": 0.4308758377825741, "wilsonLowerBound": 0.4205634454732765 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63943, "officialConfigError": null, "officialConfigValid": true, "successCount": 12085, "successRate": 0.18899644996324852, "wilsonLowerBound": 0.18598059285508717 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3555, "successRate": 0.20040588533739218, "wilsonLowerBound": 0.19458013428186713 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6055, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.010074318744838976, "wilsonLowerBound": 0.007851232482495736 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26149, "officialConfigError": null, "officialConfigValid": true, "successCount": 3222, "successRate": 0.12321694902290718, "wilsonLowerBound": 0.11928829014571207 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16467, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165786117689925, "wilsonLowerBound": 0.09713464441717601 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11219, "officialConfigError": null, "officialConfigValid": true, "successCount": 4718, "successRate": 0.42053658971387825, "wilsonLowerBound": 0.41143062139785014 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24160, "officialConfigError": null, "officialConfigValid": true, "successCount": 3787, "successRate": 0.15674668874172185, "wilsonLowerBound": 0.15221686421980002 }, "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": 43001, "officialConfigError": null, "officialConfigValid": true, "successCount": 10783, "successRate": 0.25076161019511173, "wilsonLowerBound": 0.24668707847642302 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23275, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.13138560687432868, "wilsonLowerBound": 0.12710628044551123 }, "vllm": { "framework": "vllm", "modelCount": 86638, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11269881576213671, "wilsonLowerBound": 0.1106102621394359 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40495, "officialConfigError": null, "officialConfigValid": true, "successCount": 4966, "successRate": 0.12263242375601927, "wilsonLowerBound": 0.11947333290376597 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31872, "officialConfigError": null, "officialConfigValid": true, "successCount": 3412, "successRate": 0.10705321285140562, "wilsonLowerBound": 0.10370603594923977 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88608, "officialConfigError": null, "officialConfigValid": true, "successCount": 21053, "successRate": 0.23759705669916936, "wilsonLowerBound": 0.2348060555643921 }, "transformers": { "framework": "transformers", "modelCount": 5176, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10935085007727975, "wilsonLowerBound": 0.10113674531118214 }, "vllm": { "framework": "vllm", "modelCount": 112544, "officialConfigError": null, "officialConfigValid": true, "successCount": 16510, "successRate": 0.14669818026727324, "wilsonLowerBound": 0.1446431533880307 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17386, "officialConfigError": null, "officialConfigValid": true, "successCount": 3447, "successRate": 0.1982629702059128, "wilsonLowerBound": 0.1924034789077327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42842, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.13005928761495728, "wilsonLowerBound": 0.1269072268820772 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6716, "officialConfigError": null, "officialConfigValid": true, "successCount": 553, "successRate": 0.0823406789755807, "wilsonLowerBound": 0.07600270288220645 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31163, "officialConfigError": null, "officialConfigValid": true, "successCount": 5594, "successRate": 0.1795077495748163, "wilsonLowerBound": 0.1752862958884982 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60885, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20349839862034985, "wilsonLowerBound": 0.20031917905724989 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7940, "officialConfigError": null, "officialConfigValid": true, "successCount": 2298, "successRate": 0.28942065491183877, "wilsonLowerBound": 0.2795492911887878 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12909, "officialConfigError": null, "officialConfigValid": true, "successCount": 3334, "successRate": 0.25826942443256645, "wilsonLowerBound": 0.25079173096035 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60959, "officialConfigError": null, "officialConfigValid": true, "successCount": 16706, "successRate": 0.2740530520513788, "wilsonLowerBound": 0.2705265281208323 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46588, "officialConfigError": null, "officialConfigValid": true, "successCount": 20396, "successRate": 0.43779514037949685, "wilsonLowerBound": 0.4332953794169114 }, "vllm": { "framework": "vllm", "modelCount": 36538, "officialConfigError": null, "officialConfigValid": true, "successCount": 3457, "successRate": 0.09461382670096885, "wilsonLowerBound": 0.09165521722299894 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 529, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10025, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07371571072319202, "wilsonLowerBound": 0.06876213429325025 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5945, "officialConfigError": null, "officialConfigValid": true, "successCount": 2522, "successRate": 0.42422203532380154, "wilsonLowerBound": 0.4117116168026808 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7376, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03186008676789588, "wilsonLowerBound": 0.02808932214804452 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11639, "officialConfigError": null, "officialConfigValid": true, "successCount": 3830, "successRate": 0.32906607096829626, "wilsonLowerBound": 0.32058719684809334 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26465, "officialConfigError": null, "officialConfigValid": true, "successCount": 13426, "successRate": 0.5073115435480824, "wilsonLowerBound": 0.501287491899656 }, "vllm": { "framework": "vllm", "modelCount": 62390, "officialConfigError": null, "officialConfigValid": true, "successCount": 6274, "successRate": 0.10056098733771437, "wilsonLowerBound": 0.09822559492565791 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12473, "officialConfigError": null, "officialConfigValid": true, "successCount": 1793, "successRate": 0.14375050108233786, "wilsonLowerBound": 0.13770307117974315 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T14:23:07.025869+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 482.02061855670104, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23037444203121432, "queueFactor": 0.800659451453228, "queueWeight": 0.800659451453228, "recentSuccess": 37, "recentSuccessRate": 0.12714776632302405, "recentTerminal": 291, "recentWilsonLowerBound": 0.09367022980445568, "running": 9, "selectionWeight": 0.18445147438555554, "stale": false, "submissionEligible": true, "throughputPerHour": 48.5, "waiting": 23378 }, "Ascend_910-b4": { "available": true, "backlogHours": 288.9740932642487, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15526844943417406, "queueFactor": 0.8645275560505766, "queueWeight": 0.8645275560505766, "recentSuccess": 58, "recentSuccessRate": 0.1001727115716753, "recentTerminal": 579, "recentWilsonLowerBound": 0.07829152111509291, "running": 8, "selectionWeight": 0.13423385312108904, "stale": false, "submissionEligible": true, "throughputPerHour": 96.5, "waiting": 27886 }, "Biren_166m": { "available": true, "backlogHours": 37.96078431372549, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.1722153402697357, "queueWeight": 1.1722153402697357, "recentSuccess": 26, "recentSuccessRate": 0.03398692810457516, "recentTerminal": 765, "recentWilsonLowerBound": 0.02329736540305909, "running": 9, "selectionWeight": 0.05861076701348679, "stale": false, "submissionEligible": false, "throughputPerHour": 127.5, "waiting": 4840 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 99.22247191011235, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0148834506727633, "queueWeight": 1.0148834506727633, "recentSuccess": 17, "recentSuccessRate": 0.019101123595505618, "recentTerminal": 890, "recentWilsonLowerBound": 0.01195939845712969, "running": 7, "selectionWeight": 0.050744172533638165, "stale": false, "submissionEligible": false, "throughputPerHour": 148.33333333333334, "waiting": 14718 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 84.51321928460342, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.0396064857576826, "queueWeight": 1.0396064857576826, "recentSuccess": 22, "recentSuccessRate": 0.03421461897356143, "recentTerminal": 643, "recentWilsonLowerBound": 0.022701532179382828, "running": 7, "selectionWeight": 0.05198032428788413, "stale": false, "submissionEligible": false, "throughputPerHour": 107.16666666666667, "waiting": 9057 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 62.12048192771084, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.0887356768819798, "queueWeight": 1.0887356768819798, "recentSuccess": 9, "recentSuccessRate": 0.03614457831325301, "recentTerminal": 249, "recentWilsonLowerBound": 0.01913004314200757, "running": 25, "selectionWeight": 0.054436783844098995, "stale": false, "submissionEligible": false, "throughputPerHour": 41.5, "waiting": 2578 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 108.45985401459855, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.15303240413212232, "queueFactor": 1.001422453389738, "queueWeight": 1.001422453389738, "recentSuccess": 30, "recentSuccessRate": 0.10948905109489052, "recentTerminal": 274, "recentWilsonLowerBound": 0.07777699841194863, "running": 3, "selectionWeight": 0.15325008559411982, "stale": false, "submissionEligible": true, "throughputPerHour": 45.666666666666664, "waiting": 4953 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2189.318181818182, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 18, "recentSuccessRate": 0.4090909090909091, "recentTerminal": 44, "recentWilsonLowerBound": 0.27687643879006824, "running": 2, "selectionWeight": 1.75, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 16055 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 152.46889952153109, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 0.9515475320077071, "queueWeight": 0.9515475320077071, "recentSuccess": 24, "recentSuccessRate": 0.05741626794258373, "recentTerminal": 418, "recentWilsonLowerBound": 0.03888355785510315, "running": 8, "selectionWeight": 0.04757737660038536, "stale": false, "submissionEligible": false, "throughputPerHour": 69.66666666666667, "waiting": 10622 }, "MetaX_c-500": { "available": true, "backlogHours": 152.43280182232346, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 0.9515813290838757, "queueWeight": 0.9515813290838757, "recentSuccess": 24, "recentSuccessRate": 0.05466970387243736, "recentTerminal": 439, "recentWilsonLowerBound": 0.03700964193840353, "running": 4, "selectionWeight": 0.04757906645419379, "stale": false, "submissionEligible": false, "throughputPerHour": 73.16666666666667, "waiting": 11153 }, "Mthreads_s4000": { "available": true, "backlogHours": 110.52521739130435, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 0.9985928918906531, "queueWeight": 0.9985928918906531, "recentSuccess": 25, "recentSuccessRate": 0.021739130434782608, "recentTerminal": 1150, "recentWilsonLowerBound": 0.014767556675079166, "running": 4, "selectionWeight": 0.04992964459453266, "stale": false, "submissionEligible": false, "throughputPerHour": 191.66666666666666, "waiting": 21184 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5282.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.9203628358909297, "queueFactor": 0.7, "queueWeight": 0.7, "recentSuccess": 8, "recentSuccessRate": 0.4444444444444444, "recentTerminal": 18, "recentWilsonLowerBound": 0.24559231101389123, "running": 2, "selectionWeight": 1.3442539851236508, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 15846 }, "Vastai_va16": { "available": true, "backlogHours": 72.00520381613184, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.064885943617288, "queueWeight": 1.064885943617288, "recentSuccess": 8, "recentSuccessRate": 0.006938421509106678, "recentTerminal": 1153, "recentWilsonLowerBound": 0.0035198863211001914, "running": 16, "selectionWeight": 0.0532442971808644, "stale": false, "submissionEligible": false, "throughputPerHour": 192.16666666666666, "waiting": 13837 }, "hygon_k100-ai": { "available": true, "backlogHours": 68.1011673151751, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0738274303985718, "queueWeight": 1.0738274303985718, "recentSuccess": 25, "recentSuccessRate": 0.019455252918287938, "recentTerminal": 1285, "recentWilsonLowerBound": 0.013212119016518743, "running": 6, "selectionWeight": 0.05369137151992859, "stale": false, "submissionEligible": false, "throughputPerHour": 214.16666666666666, "waiting": 14585 } }, "queueAttemptedAt": "2026-09-19T14:17:12.591569+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T14:17:12.591569+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", "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 }