{ "communityAttemptedAt": "2026-10-04T12:27:20.460408+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-04T12:27:20.460408+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": "2026-10-04T12:41:57.459654+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1301.8548387096773, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9600452530494201, "queueWeight": 0.9600452530494201, "recentSuccess": 47, "recentSuccessRate": 0.3790322580645161, "recentTerminal": 124, "recentWilsonLowerBound": 0.2984894399920374, "running": 8, "selectionWeight": 2.4001131326235505, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 26905 }, "Ascend_910-b4": { "available": true, "backlogHours": 1446.5454545454545, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.2293909922613557, "queueFactor": 0.9449879618369302, "queueWeight": 0.9449879618369302, "recentSuccess": 44, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 121, "recentWilsonLowerBound": 0.2833437404240205, "running": 8, "selectionWeight": 2.10674764991467, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 29172 }, "Biren_166m": { "available": true, "backlogHours": 139.46153846153845, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9723626754744809, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.2564102564102564, "recentTerminal": 156, "recentWilsonLowerBound": 0.1943186788273458, "running": 8, "selectionWeight": 1.2640714781168252, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 3626 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1435.7910447761194, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31880021397031827, "queueFactor": 0.9460463245502525, "queueWeight": 0.9460463245502525, "recentSuccess": 13, "recentSuccessRate": 0.19402985074626866, "recentTerminal": 67, "recentWilsonLowerBound": 0.11705063857457097, "running": 7, "selectionWeight": 0.30159977069245364, "stale": false, "submissionEligible": false, "throughputPerHour": 11.166666666666666, "waiting": 16033 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 453.4736842105263, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.0210610281227657, "queueFactor": 1.1245875608315907, "queueWeight": 1.1245875608315907, "recentSuccess": 31, "recentSuccessRate": 0.2719298245614035, "recentTerminal": 114, "recentWilsonLowerBound": 0.198683388564943, "running": 7, "selectionWeight": 1.1482725310767774, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 8616 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.30977130977131, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.029106029106029108, "recentTerminal": 481, "recentWilsonLowerBound": 0.017415453560753393, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 80.16666666666667, "waiting": 3472 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 146.79545454545453, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.296659688923303, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.15151515151515152, "recentTerminal": 264, "recentWilsonLowerBound": 0.11328298024099304, "running": 5, "selectionWeight": 0.38565759560029395, "stale": false, "submissionEligible": false, "throughputPerHour": 44.0, "waiting": 6459 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1995.7021276595744, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5707924833683211, "queueFactor": 0.9004544128873329, "queueWeight": 0.9004544128873329, "recentSuccess": 12, "recentSuccessRate": 0.2553191489361702, "recentTerminal": 47, "recentWilsonLowerBound": 0.15253006046383735, "running": 2, "selectionWeight": 0.5139726104919243, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 15633 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 365.95862068965516, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0054182319423532, "queueFactor": 1.1613450990397944, "queueWeight": 1.1613450990397944, "recentSuccess": 38, "recentSuccessRate": 0.2620689655172414, "recentTerminal": 145, "recentWilsonLowerBound": 0.19729399026575561, "running": 8, "selectionWeight": 1.1676375361515072, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 8844 }, "MetaX_c-500": { "available": true, "backlogHours": 582.2884615384615, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9615271157682991, "queueFactor": 1.0831917938369784, "queueWeight": 1.0831917938369784, "recentSuccess": 28, "recentSuccessRate": 0.2692307692307692, "recentTerminal": 104, "recentWilsonLowerBound": 0.19333139862414106, "running": 4, "selectionWeight": 1.04151828135196, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 10093 }, "Mthreads_s4000": { "available": true, "backlogHours": 1592.4578313253012, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3243038444801156, "queueFactor": 0.9314636206068942, "queueWeight": 0.9314636206068942, "recentSuccess": 26, "recentSuccessRate": 0.3132530120481928, "recentTerminal": 83, "recentWilsonLowerBound": 0.22361249958256627, "running": 4, "selectionWeight": 1.2335408537630779, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 22029 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3777.3333333333335, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.25668974875030703, "queueFactor": 0.8182731335247482, "queueWeight": 0.8182731335247482, "recentSuccess": 6, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 27, "recentWilsonLowerBound": 0.10607095489408955, "running": 2, "selectionWeight": 0.21004232505359405, "stale": false, "submissionEligible": false, "throughputPerHour": 4.5, "waiting": 16998 }, "Vastai_va16": { "available": true, "backlogHours": 1499.904761904762, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.060216648866850964, "queueFactor": 0.9398672922353083, "queueWeight": 0.9398672922353083, "recentSuccess": 7, "recentSuccessRate": 0.1111111111111111, "recentTerminal": 63, "recentWilsonLowerBound": 0.05487478965589833, "running": 16, "selectionWeight": 0.05659565871797156, "stale": false, "submissionEligible": false, "throughputPerHour": 10.5, "waiting": 15749 }, "hygon_k100-ai": { "available": true, "backlogHours": 682.125, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.0577827826660928, "queueWeight": 1.0577827826660928, "recentSuccess": 6, "recentSuccessRate": 0.03409090909090909, "recentTerminal": 176, "recentWilsonLowerBound": 0.015715845261067427, "running": 6, "selectionWeight": 0.05288913913330465, "stale": false, "submissionEligible": false, "throughputPerHour": 29.333333333333332, "waiting": 20009 } }, "queueAttemptedAt": "2026-10-04T12:38:37.267297+00:00", "queueError": null, "queueUpdatedAt": "2026-10-04T12:38:37.267297+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 }