{ "communityAttemptedAt": "2026-10-05T18:25:05.158749+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-05T18:25:05.158749+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": "2026-10-05T18:30:51.945560+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 765.4615384615386, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4534750731410697, "queueFactor": 0.9840280647733822, "queueWeight": 0.9840280647733822, "recentSuccess": 49, "recentSuccessRate": 0.23557692307692307, "recentTerminal": 208, "recentWilsonLowerBound": 0.18302550278934326, "running": 8, "selectionWeight": 1.430260263419357, "stale": false, "submissionEligible": true, "throughputPerHour": 34.666666666666664, "waiting": 26536 }, "Ascend_910-b4": { "available": true, "backlogHours": 764.6431718061674, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9920051187723682, "queueFactor": 0.9841859677790585, "queueWeight": 0.9841859677790585, "recentSuccess": 60, "recentSuccessRate": 0.2643171806167401, "recentTerminal": 227, "recentWilsonLowerBound": 0.21121808038334514, "running": 8, "selectionWeight": 1.9605034856398216, "stale": false, "submissionEligible": true, "throughputPerHour": 37.833333333333336, "waiting": 28929 }, "Biren_166m": { "available": true, "backlogHours": 130.9090909090909, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5990977657937018, "queueFactor": 1.2824797600897841, "queueWeight": 1.2824797600897841, "recentSuccess": 39, "recentSuccessRate": 0.2532467532467532, "recentTerminal": 154, "recentWilsonLowerBound": 0.19114389858731054, "running": 8, "selectionWeight": 2.0508105190352164, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 3360 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1051.4505494505495, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.21678725803702112, "queueFactor": 0.9382696381962256, "queueWeight": 0.9382696381962256, "recentSuccess": 12, "recentSuccessRate": 0.13186813186813187, "recentTerminal": 91, "recentWilsonLowerBound": 0.07707031566880387, "running": 7, "selectionWeight": 0.2034049021639476, "stale": false, "submissionEligible": false, "throughputPerHour": 15.166666666666666, "waiting": 15947 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 287.86285714285714, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29899478885173436, "queueFactor": 1.1395100141491783, "queueWeight": 1.1395100141491783, "recentSuccess": 23, "recentSuccessRate": 0.13142857142857142, "recentTerminal": 175, "recentWilsonLowerBound": 0.08919802923089393, "running": 7, "selectionWeight": 0.3407075560749704, "stale": false, "submissionEligible": false, "throughputPerHour": 29.166666666666668, "waiting": 8396 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.150141643059484, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.036827195467422094, "recentTerminal": 353, "recentWilsonLowerBound": 0.02164601077430518, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.833333333333336, "waiting": 3480 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 215.56424581005587, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 2.043696563679661, "queueFactor": 1.190034306702056, "queueWeight": 1.190034306702056, "recentSuccess": 49, "recentSuccessRate": 0.2737430167597765, "recentTerminal": 179, "recentWilsonLowerBound": 0.21369204142271267, "running": 7, "selectionWeight": 2.4320690232678994, "stale": false, "submissionEligible": true, "throughputPerHour": 29.833333333333332, "waiting": 6431 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1908.4897959183675, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3754850930212914, "queueFactor": 0.8580103260609369, "queueWeight": 0.8580103260609369, "recentSuccess": 14, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 49, "recentWilsonLowerBound": 0.1784943493972417, "running": 2, "selectionWeight": 1.1801804131551563, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15586 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 349.027397260274, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3987024717876697, "queueFactor": 1.107049558594686, "queueWeight": 1.107049558594686, "recentSuccess": 22, "recentSuccessRate": 0.1506849315068493, "recentTerminal": 146, "recentWilsonLowerBound": 0.1016638993381026, "running": 8, "selectionWeight": 0.44138339540315, "stale": false, "submissionEligible": false, "throughputPerHour": 24.333333333333332, "waiting": 8493 }, "MetaX_c-500": { "available": true, "backlogHours": 484.0487804878049, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0151478031828125, "queueFactor": 1.0540534191413053, "queueWeight": 1.0540534191413053, "recentSuccess": 27, "recentSuccessRate": 0.21951219512195122, "recentTerminal": 123, "recentWilsonLowerBound": 0.1554740213505587, "running": 4, "selectionWeight": 1.0700200128786284, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 9923 }, "Mthreads_s4000": { "available": true, "backlogHours": 1583.6385542168673, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8823635939950983, "queueWeight": 0.8823635939950983, "recentSuccess": 27, "recentSuccessRate": 0.3253012048192771, "recentTerminal": 83, "recentWilsonLowerBound": 0.23419186209445625, "running": 4, "selectionWeight": 2.205908984987746, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 21907 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2225.3478260869565, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.44166723736871527, "queueFactor": 0.8384676393118006, "queueWeight": 0.8384676393118006, "recentSuccess": 9, "recentSuccessRate": 0.1956521739130435, "recentTerminal": 46, "recentWilsonLowerBound": 0.106504904441218, "running": 2, "selectionWeight": 0.37032368587791137, "stale": false, "submissionEligible": false, "throughputPerHour": 7.666666666666667, "waiting": 17061 }, "Vastai_va16": { "available": true, "backlogHours": 700.6666666666666, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9971701564593938, "queueWeight": 0.9971701564593938, "recentSuccess": 4, "recentSuccessRate": 0.02962962962962963, "recentTerminal": 135, "recentWilsonLowerBound": 0.011581269352682074, "running": 16, "selectionWeight": 0.04985850782296969, "stale": false, "submissionEligible": false, "throughputPerHour": 22.5, "waiting": 15765 }, "hygon_k100-ai": { "available": true, "backlogHours": 674.4406779661017, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0028926014985546, "queueWeight": 1.0028926014985546, "recentSuccess": 5, "recentSuccessRate": 0.02824858757062147, "recentTerminal": 177, "recentWilsonLowerBound": 0.012125008322919682, "running": 6, "selectionWeight": 0.05014463007492773, "stale": false, "submissionEligible": false, "throughputPerHour": 29.5, "waiting": 19896 } }, "queueAttemptedAt": "2026-10-05T18:22:27.564599+00:00", "queueError": null, "queueUpdatedAt": "2026-10-05T18:22:27.564599+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 }