{ "communityAttemptedAt": "2026-10-04T15:28:01.385632+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-04T15:28:01.385632+00:00", "frameworkAttemptedAt": "2026-10-04T10:26:55.869476+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40908, "officialConfigError": null, "officialConfigValid": true, "successCount": 20056, "successRate": 0.49027085166715556, "wilsonLowerBound": 0.48542759567459687 }, "vllm": { "framework": "vllm", "modelCount": 54763, "officialConfigError": null, "officialConfigValid": true, "successCount": 15107, "successRate": 0.27586143929295326, "wilsonLowerBound": 0.2721338376564295 }, "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": 3631, "officialConfigError": null, "officialConfigValid": true, "successCount": 1068, "successRate": 0.2941338474249518, "wilsonLowerBound": 0.279536690038261 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35499, "officialConfigError": null, "officialConfigValid": true, "successCount": 16402, "successRate": 0.4620411842587115, "wilsonLowerBound": 0.4568592080631989 }, "vllm": { "framework": "vllm", "modelCount": 39118, "officialConfigError": null, "officialConfigValid": true, "successCount": 10922, "successRate": 0.27920650339996933, "wilsonLowerBound": 0.27478269287270923 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11481, "officialConfigError": null, "officialConfigValid": true, "successCount": 4807, "successRate": 0.4186917515895828, "wilsonLowerBound": 0.4096960519488871 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64175, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.18845344760420724, "wilsonLowerBound": 0.18544638715707698 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 25965, "officialConfigError": null, "officialConfigValid": true, "successCount": 5499, "successRate": 0.21178509532062392, "wilsonLowerBound": 0.20685819592115395 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7313, "officialConfigError": null, "officialConfigValid": true, "successCount": 94, "successRate": 0.012853821960891562, "wilsonLowerBound": 0.010515871347068004 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26519, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.12296843772389607, "wilsonLowerBound": 0.11907036486703776 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16496, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1016003879728419, "wilsonLowerBound": 0.09708223705449089 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14052, "officialConfigError": null, "officialConfigValid": true, "successCount": 5687, "successRate": 0.404711073156846, "wilsonLowerBound": 0.39662253132052433 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24559, "officialConfigError": null, "officialConfigValid": true, "successCount": 3798, "successRate": 0.1546479905533613, "wilsonLowerBound": 0.15017991859559596 }, "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": 48860, "officialConfigError": null, "officialConfigValid": true, "successCount": 12188, "successRate": 0.24944740073679902, "wilsonLowerBound": 0.2456304853033133 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23670, "officialConfigError": null, "officialConfigValid": true, "successCount": 3109, "successRate": 0.13134769750739334, "wilsonLowerBound": 0.12710425641730155 }, "vllm": { "framework": "vllm", "modelCount": 86856, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11246200607902736, "wilsonLowerBound": 0.1103779943130531 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44272, "officialConfigError": null, "officialConfigValid": true, "successCount": 5390, "successRate": 0.12174737983375497, "wilsonLowerBound": 0.11873414632104204 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42034, "officialConfigError": null, "officialConfigValid": true, "successCount": 3588, "successRate": 0.08535947090450588, "wilsonLowerBound": 0.08272601349902839 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91183, "officialConfigError": null, "officialConfigValid": true, "successCount": 22425, "successRate": 0.2459340008554226, "wilsonLowerBound": 0.2431495413931281 }, "transformers": { "framework": "transformers", "modelCount": 5451, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10640249495505412, "wilsonLowerBound": 0.09849200715454062 }, "vllm": { "framework": "vllm", "modelCount": 112786, "officialConfigError": null, "officialConfigValid": true, "successCount": 16528, "successRate": 0.1465430106573511, "wilsonLowerBound": 0.14449108665305666 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21363, "officialConfigError": null, "officialConfigValid": true, "successCount": 3812, "successRate": 0.17843935776810374, "wilsonLowerBound": 0.1733629034486735 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43426, "officialConfigError": null, "officialConfigValid": true, "successCount": 5646, "successRate": 0.1300142771611477, "wilsonLowerBound": 0.12688373060122243 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7627, "officialConfigError": null, "officialConfigValid": true, "successCount": 697, "successRate": 0.09138586600236004, "wilsonLowerBound": 0.08512284797491627 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 204, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18137254901960784, "wilsonLowerBound": 0.1345454147948475 }, "vllm": { "framework": "vllm", "modelCount": 33198, "officialConfigError": null, "officialConfigValid": true, "successCount": 6380, "successRate": 0.19218025182239895, "wilsonLowerBound": 0.1879774680284932 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61391, "officialConfigError": null, "officialConfigValid": true, "successCount": 12411, "successRate": 0.20216318352853024, "wilsonLowerBound": 0.1990049042157344 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12620, "officialConfigError": null, "officialConfigValid": true, "successCount": 3698, "successRate": 0.293026941362916, "wilsonLowerBound": 0.2851497674103749 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14767, "officialConfigError": null, "officialConfigValid": true, "successCount": 3662, "successRate": 0.24798537279068192, "wilsonLowerBound": 0.24108627374125574 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65739, "officialConfigError": null, "officialConfigValid": true, "successCount": 18056, "successRate": 0.2746619206255039, "wilsonLowerBound": 0.2712631232282727 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 540, "officialConfigError": null, "officialConfigValid": true, "successCount": 334, "successRate": 0.6185185185185185, "wilsonLowerBound": 0.5768471073200663 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47780, "officialConfigError": null, "officialConfigValid": true, "successCount": 21246, "successRate": 0.44466303892842196, "wilsonLowerBound": 0.440211853219937 }, "vllm": { "framework": "vllm", "modelCount": 38613, "officialConfigError": null, "officialConfigValid": true, "successCount": 4335, "successRate": 0.11226788905290964, "wilsonLowerBound": 0.10915748699592323 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 889, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6284, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030553787396562698, "wilsonLowerBound": 0.026576919854083197 }, "vllm": { "framework": "vllm", "modelCount": 10058, "officialConfigError": null, "officialConfigValid": true, "successCount": 751, "successRate": 0.0746669317955856, "wilsonLowerBound": 0.06969069169765733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6811, "officialConfigError": null, "officialConfigValid": true, "successCount": 2963, "successRate": 0.4350315665834679, "wilsonLowerBound": 0.4232974770704181 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7403, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.03282453059570444, "wilsonLowerBound": 0.029001798401434808 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15498, "officialConfigError": null, "officialConfigValid": true, "successCount": 4888, "successRate": 0.31539553490773004, "wilsonLowerBound": 0.3081261780203354 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27626, "officialConfigError": null, "officialConfigValid": true, "successCount": 14091, "successRate": 0.5100629841453703, "wilsonLowerBound": 0.5041670586220731 }, "vllm": { "framework": "vllm", "modelCount": 65595, "officialConfigError": null, "officialConfigValid": true, "successCount": 6899, "successRate": 0.10517569936732983, "wilsonLowerBound": 0.10285105059265287 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13230, "officialConfigError": null, "officialConfigValid": true, "successCount": 2083, "successRate": 0.15744520030234316, "wilsonLowerBound": 0.15133834085622908 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-04T15:42:42.367029+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1201.9253731343283, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.741692395497652, "queueFactor": 0.9554927155858782, "queueWeight": 0.9554927155858782, "recentSuccess": 49, "recentSuccessRate": 0.3656716417910448, "recentTerminal": 134, "recentWilsonLowerBound": 0.2889258915556576, "running": 8, "selectionWeight": 1.664174396689325, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 26843 }, "Ascend_910-b4": { "available": true, "backlogHours": 1314.451127819549, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.942751733111661, "queueWeight": 0.942751733111661, "recentSuccess": 56, "recentSuccessRate": 0.42105263157894735, "recentTerminal": 133, "recentWilsonLowerBound": 0.3405146523621463, "running": 8, "selectionWeight": 2.356879332779153, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 29137 }, "Biren_166m": { "available": true, "backlogHours": 144.32, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8482868714453413, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.2733333333333333, "recentTerminal": 150, "recentWilsonLowerBound": 0.20834036087778668, "running": 8, "selectionWeight": 1.1027729328789437, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 3608 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1372.9714285714285, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.10183837649817798, "queueFactor": 0.9366121365072558, "queueWeight": 0.9366121365072558, "recentSuccess": 10, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 70, "recentWilsonLowerBound": 0.07948856360443703, "running": 7, "selectionWeight": 0.09538305939038878, "stale": false, "submissionEligible": false, "throughputPerHour": 11.666666666666666, "waiting": 16018 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 403.3125, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6378155305946975, "queueFactor": 1.1255447163517247, "queueWeight": 1.1255447163517247, "recentSuccess": 32, "recentSuccessRate": 0.25, "recentTerminal": 128, "recentWilsonLowerBound": 0.183011770761507, "running": 7, "selectionWeight": 0.7178899004679337, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 8604 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.53796095444686, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.03470715835140998, "recentTerminal": 461, "recentWilsonLowerBound": 0.021474356868289985, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 76.83333333333333, "waiting": 3422 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 111.61383285302593, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.07780979827089338, "recentTerminal": 347, "recentWilsonLowerBound": 0.05402368114875497, "running": 1, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.833333333333336, "waiting": 6455 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1994.2978723404256, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6649518804487152, "queueFactor": 0.8856059018127241, "queueWeight": 0.8856059018127241, "recentSuccess": 14, "recentSuccessRate": 0.2978723404255319, "recentTerminal": 47, "recentWilsonLowerBound": 0.18651084151016264, "running": 2, "selectionWeight": 0.5888853097468512, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 15622 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 369.69230769230774, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.49574265788346283, "queueFactor": 1.1403362856459849, "queueWeight": 1.1403362856459849, "recentSuccess": 32, "recentSuccessRate": 0.22377622377622378, "recentTerminal": 143, "recentWilsonLowerBound": 0.16320524601406686, "running": 8, "selectionWeight": 0.5653133411270962, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 8811 }, "MetaX_c-500": { "available": true, "backlogHours": 604.14, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.714421115439906, "queueFactor": 1.0593473079605982, "queueWeight": 1.0593473079605982, "recentSuccess": 27, "recentSuccessRate": 0.27, "recentTerminal": 100, "recentWilsonLowerBound": 0.1926946091766482, "running": 4, "selectionWeight": 0.7568200853914722, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 10069 }, "Mthreads_s4000": { "available": true, "backlogHours": 1609.2439024390244, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.26262199393957, "queueFactor": 0.9145674176078545, "queueWeight": 0.9145674176078545, "recentSuccess": 35, "recentSuccessRate": 0.4268292682926829, "recentTerminal": 82, "recentWilsonLowerBound": 0.32541776424127283, "running": 4, "selectionWeight": 2.0693203540200473, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 21993 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1121.2747252747254, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9654998286770509, "queueWeight": 0.9654998286770509, "recentSuccess": 7, "recentSuccessRate": 0.07692307692307693, "recentTerminal": 91, "recentWilsonLowerBound": 0.03775902099480837, "running": 2, "selectionWeight": 0.04827499143385255, "stale": false, "submissionEligible": false, "throughputPerHour": 15.166666666666666, "waiting": 17006 }, "Vastai_va16": { "available": true, "backlogHours": 1261.44, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.948591035772521, "queueWeight": 0.948591035772521, "recentSuccess": 7, "recentSuccessRate": 0.09333333333333334, "recentTerminal": 75, "recentWilsonLowerBound": 0.04594793932894482, "running": 16, "selectionWeight": 0.047429551788626054, "stale": false, "submissionEligible": false, "throughputPerHour": 12.5, "waiting": 15768 }, "hygon_k100-ai": { "available": true, "backlogHours": 653.2826086956521, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0469931527817944, "queueWeight": 1.0469931527817944, "recentSuccess": 8, "recentSuccessRate": 0.043478260869565216, "recentTerminal": 184, "recentWilsonLowerBound": 0.02219290788793925, "running": 6, "selectionWeight": 0.05234965763908972, "stale": false, "submissionEligible": false, "throughputPerHour": 30.666666666666668, "waiting": 20034 } }, "queueAttemptedAt": "2026-10-04T15:33:40.285838+00:00", "queueError": null, "queueUpdatedAt": "2026-10-04T15:33:40.285838+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 }