{ "communityAttemptedAt": "2026-10-05T22:41:41.579468+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T22:41:41.579468+00:00", "frameworkAttemptedAt": "2026-10-05T16:49:15.747715+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41114, "officialConfigError": null, "officialConfigValid": true, "successCount": 20198, "successRate": 0.4912681811548378, "wilsonLowerBound": 0.48643679928644223 }, "vllm": { "framework": "vllm", "modelCount": 55042, "officialConfigError": null, "officialConfigValid": true, "successCount": 15154, "successRate": 0.27531703063115437, "wilsonLowerBound": 0.2716011700887115 }, "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": 3785, "officialConfigError": null, "officialConfigValid": true, "successCount": 1132, "successRate": 0.29907529722589166, "wilsonLowerBound": 0.2846985606696568 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35763, "officialConfigError": null, "officialConfigValid": true, "successCount": 16575, "successRate": 0.46346782988004365, "wilsonLowerBound": 0.4583037408701274 }, "vllm": { "framework": "vllm", "modelCount": 39227, "officialConfigError": null, "officialConfigValid": true, "successCount": 10937, "successRate": 0.2788130624314885, "wilsonLowerBound": 0.2743973284766934 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11711, "officialConfigError": null, "officialConfigValid": true, "successCount": 4907, "successRate": 0.4190077704722056, "wilsonLowerBound": 0.41009950637200965 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64188, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.1884152801146632, "wilsonLowerBound": 0.18540875980721094 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26563, "officialConfigError": null, "officialConfigValid": true, "successCount": 5701, "successRate": 0.2146218424123781, "wilsonLowerBound": 0.20972594340007317 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7396, "officialConfigError": null, "officialConfigValid": true, "successCount": 97, "successRate": 0.013115197404002164, "wilsonLowerBound": 0.010763485319455634 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26529, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.1229220852651815, "wilsonLowerBound": 0.11902538389284043 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16498, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10158807128136745, "wilsonLowerBound": 0.09707043924110484 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14302, "officialConfigError": null, "officialConfigValid": true, "successCount": 5753, "successRate": 0.4022514333659628, "wilsonLowerBound": 0.3942422404489415 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24592, "officialConfigError": null, "officialConfigValid": true, "successCount": 3800, "successRate": 0.15452179570592062, "wilsonLowerBound": 0.1500582126345915 }, "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": 49316, "officialConfigError": null, "officialConfigValid": true, "successCount": 12328, "successRate": 0.24997972260523968, "wilsonLowerBound": 0.24617764513111773 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23712, "officialConfigError": null, "officialConfigValid": true, "successCount": 3114, "successRate": 0.1313259109311741, "wilsonLowerBound": 0.12708648289155947 }, "vllm": { "framework": "vllm", "modelCount": 86879, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11243223333601907, "wilsonLowerBound": 0.11034873934667119 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44680, "officialConfigError": null, "officialConfigValid": true, "successCount": 5427, "successRate": 0.12146374216651745, "wilsonLowerBound": 0.11846721777371287 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43109, "officialConfigError": null, "officialConfigValid": true, "successCount": 3609, "successRate": 0.08371801711939503, "wilsonLowerBound": 0.08114041848583305 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91441, "officialConfigError": null, "officialConfigValid": true, "successCount": 22574, "successRate": 0.246869566168349, "wilsonLowerBound": 0.24408541466094857 }, "transformers": { "framework": "transformers", "modelCount": 5466, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10611050128064398, "wilsonLowerBound": 0.09822058009522845 }, "vllm": { "framework": "vllm", "modelCount": 112794, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14654148270298065, "wilsonLowerBound": 0.14448964000392267 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21793, "officialConfigError": null, "officialConfigValid": true, "successCount": 3838, "successRate": 0.17611159546643418, "wilsonLowerBound": 0.17111142121977357 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43488, "officialConfigError": null, "officialConfigValid": true, "successCount": 5658, "successRate": 0.1301048565121413, "wilsonLowerBound": 0.12697557492317835 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7713, "officialConfigError": null, "officialConfigValid": true, "successCount": 710, "successRate": 0.0920523791002204, "wilsonLowerBound": 0.08580190406851902 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33399, "officialConfigError": null, "officialConfigValid": true, "successCount": 6456, "successRate": 0.19329920057486752, "wilsonLowerBound": 0.189099500133058 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61419, "officialConfigError": null, "officialConfigValid": true, "successCount": 12413, "successRate": 0.20210358358162783, "wilsonLowerBound": 0.1989463732919047 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13120, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.29047256097560975, "wilsonLowerBound": 0.28276648286080375 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14864, "officialConfigError": null, "officialConfigValid": true, "successCount": 3674, "successRate": 0.24717438105489775, "wilsonLowerBound": 0.24030544402603232 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66045, "officialConfigError": null, "officialConfigValid": true, "successCount": 18169, "successRate": 0.27510031039442806, "wilsonLowerBound": 0.27170765375538236 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 600, "officialConfigError": null, "officialConfigValid": true, "successCount": 369, "successRate": 0.615, "wilsonLowerBound": 0.5754497991896141 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47877, "officialConfigError": null, "officialConfigValid": true, "successCount": 21320, "successRate": 0.4453077678217098, "wilsonLowerBound": 0.44086039766709234 }, "vllm": { "framework": "vllm", "modelCount": 38796, "officialConfigError": null, "officialConfigValid": true, "successCount": 4412, "successRate": 0.11372306423342612, "wilsonLowerBound": 0.11060207486574089 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 940, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10065, "officialConfigError": null, "officialConfigValid": true, "successCount": 754, "successRate": 0.0749130650769995, "wilsonLowerBound": 0.06993064194246942 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6884, "officialConfigError": null, "officialConfigValid": true, "successCount": 3002, "successRate": 0.43608367228355605, "wilsonLowerBound": 0.42440792233302893 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7404, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.032955159373311727, "wilsonLowerBound": 0.029124828822416106 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15711, "officialConfigError": null, "officialConfigValid": true, "successCount": 4914, "successRate": 0.31277448921138057, "wilsonLowerBound": 0.30557130913102326 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27738, "officialConfigError": null, "officialConfigValid": true, "successCount": 14125, "successRate": 0.5092292162376523, "wilsonLowerBound": 0.5033451333198427 }, "vllm": { "framework": "vllm", "modelCount": 66061, "officialConfigError": null, "officialConfigValid": true, "successCount": 6911, "successRate": 0.1046154311923828, "wilsonLowerBound": 0.1023044558630363 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13309, "officialConfigError": null, "officialConfigValid": true, "successCount": 2084, "successRate": 0.15658576902847698, "wilsonLowerBound": 0.1505107717423421 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-05T22:48:14.253158+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1054.3708609271523, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1323483541400599, "queueFactor": 0.9934418970372845, "queueWeight": 0.9934418970372845, "recentSuccess": 47, "recentSuccessRate": 0.31125827814569534, "recentTerminal": 151, "recentWilsonLowerBound": 0.24286165023873077, "running": 8, "selectionWeight": 1.1249222970439479, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 26535 }, "Ascend_910-b4": { "available": true, "backlogHours": 1446.9, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9473832534119646, "queueWeight": 0.9473832534119646, "recentSuccess": 52, "recentSuccessRate": 0.43333333333333335, "recentTerminal": 120, "recentWilsonLowerBound": 0.34810028273121946, "running": 8, "selectionWeight": 2.3684581335299115, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 28938 }, "Biren_166m": { "available": true, "backlogHours": 108.77837837837838, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5339934268490932, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.22702702702702704, "recentTerminal": 185, "recentWilsonLowerBound": 0.17257395044323523, "running": 8, "selectionWeight": 0.6941914549038213, "stale": false, "submissionEligible": true, "throughputPerHour": 30.833333333333332, "waiting": 3354 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1098.7586206896551, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2249342455495406, "queueFactor": 0.987315912917622, "queueWeight": 0.987315912917622, "recentSuccess": 16, "recentSuccessRate": 0.1839080459770115, "recentTerminal": 87, "recentWilsonLowerBound": 0.1164936795956926, "running": 7, "selectionWeight": 0.22208115999118125, "stale": false, "submissionEligible": false, "throughputPerHour": 14.5, "waiting": 15932 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 370.36764705882354, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.44661871013576104, "queueFactor": 1.1622418907878316, "queueWeight": 1.1622418907878316, "recentSuccess": 30, "recentSuccessRate": 0.22058823529411764, "recentTerminal": 136, "recentWilsonLowerBound": 0.15911201250331414, "running": 7, "selectionWeight": 0.5190789741294094, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 8395 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.08539325842696, "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": 0.038202247191011236, "recentTerminal": 445, "recentWilsonLowerBound": 0.0239860498269455, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 74.16666666666667, "waiting": 3418 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 127.20394736842105, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.10152737000827446, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.1118421052631579, "recentTerminal": 304, "recentWilsonLowerBound": 0.08114643299296953, "running": 3, "selectionWeight": 0.1319855810107568, "stale": false, "submissionEligible": false, "throughputPerHour": 50.666666666666664, "waiting": 6445 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2033.2173913043478, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.583903069919822, "queueFactor": 0.9002516140789681, "queueWeight": 0.9002516140789681, "recentSuccess": 19, "recentSuccessRate": 0.41304347826086957, "recentTerminal": 46, "recentWilsonLowerBound": 0.2828839329710102, "running": 2, "selectionWeight": 1.4259112952399524, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15588 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 418.61157024793386, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.14768647281792227, "queueFactor": 1.141089730595068, "queueWeight": 1.141089730595068, "recentSuccess": 18, "recentSuccessRate": 0.1487603305785124, "recentTerminal": 121, "recentWilsonLowerBound": 0.09621663256142898, "running": 8, "selectionWeight": 0.16852351748033875, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 8442 }, "MetaX_c-500": { "available": true, "backlogHours": 587.6435643564357, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.881046642267258, "queueFactor": 1.0844870824986421, "queueWeight": 1.0844870824986421, "recentSuccess": 30, "recentSuccessRate": 0.297029702970297, "recentTerminal": 101, "recentWilsonLowerBound": 0.2166816101177431, "running": 4, "selectionWeight": 0.9554837026176435, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 9892 }, "Mthreads_s4000": { "available": true, "backlogHours": 1622.2222222222222, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7458086784356497, "queueFactor": 0.9312685339985295, "queueWeight": 0.9312685339985295, "recentSuccess": 32, "recentSuccessRate": 0.3950617283950617, "recentTerminal": 81, "recentWilsonLowerBound": 0.29567937414518425, "running": 4, "selectionWeight": 1.6258166886086776, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 21900 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2225.608695652174, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2517269892912958, "queueFactor": 0.8881251316545532, "queueWeight": 0.8881251316545532, "recentSuccess": 10, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 46, "recentWilsonLowerBound": 0.1226077461858075, "running": 2, "selectionWeight": 0.22356506550533636, "stale": false, "submissionEligible": false, "throughputPerHour": 7.666666666666667, "waiting": 17063 }, "Vastai_va16": { "available": true, "backlogHours": 1126.2857142857142, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9836581502873423, "queueWeight": 0.9836581502873423, "recentSuccess": 6, "recentSuccessRate": 0.07142857142857142, "recentTerminal": 84, "recentWilsonLowerBound": 0.033145358330644366, "running": 16, "selectionWeight": 0.049182907514367116, "stale": false, "submissionEligible": false, "throughputPerHour": 14.0, "waiting": 15768 }, "hygon_k100-ai": { "available": true, "backlogHours": 963.8709677419354, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05675734237124733, "queueFactor": 1.0069053448349685, "queueWeight": 1.0069053448349685, "recentSuccess": 13, "recentSuccessRate": 0.10483870967741936, "recentTerminal": 124, "recentWilsonLowerBound": 0.06229725933736693, "running": 6, "selectionWeight": 0.05714927139223716, "stale": false, "submissionEligible": false, "throughputPerHour": 20.666666666666668, "waiting": 19920 } }, "queueAttemptedAt": "2026-10-05T22:48:14.253158+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T22:48:14.253158+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }