{ "communityAttemptedAt": "2026-10-01T06:49:43.658489+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T06:49:43.658489+00:00", "frameworkAttemptedAt": "2026-10-01T02:08:52.569292+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40388, "officialConfigError": null, "officialConfigValid": true, "successCount": 19666, "successRate": 0.4869268099435476, "wilsonLowerBound": 0.4820535455907323 }, "vllm": { "framework": "vllm", "modelCount": 54057, "officialConfigError": null, "officialConfigValid": true, "successCount": 14990, "successRate": 0.27729988715615, "wilsonLowerBound": 0.2735419687157209 }, "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": 3317, "officialConfigError": null, "officialConfigValid": true, "successCount": 940, "successRate": 0.2833886041603859, "wilsonLowerBound": 0.26830985724967893 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34905, "officialConfigError": null, "officialConfigValid": true, "successCount": 15986, "successRate": 0.4579859618965764, "wilsonLowerBound": 0.45276397807114516 }, "vllm": { "framework": "vllm", "modelCount": 38736, "officialConfigError": null, "officialConfigValid": true, "successCount": 10860, "successRate": 0.28035935563816605, "wilsonLowerBound": 0.2759081487644032 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10950, "officialConfigError": null, "officialConfigValid": true, "successCount": 4583, "successRate": 0.4185388127853881, "wilsonLowerBound": 0.4093288459062975 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64144, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18852893489648292, "wilsonLowerBound": 0.18552068265502691 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24324, "officialConfigError": null, "officialConfigValid": true, "successCount": 4997, "successRate": 0.2054349613550403, "wilsonLowerBound": 0.20040427436815803 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7120, "officialConfigError": null, "officialConfigValid": true, "successCount": 82, "successRate": 0.011516853932584269, "wilsonLowerBound": 0.009288599525007681 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26481, "officialConfigError": null, "officialConfigValid": true, "successCount": 3256, "successRate": 0.12295608171896831, "wilsonLowerBound": 0.119055424674239 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16492, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1016250303177298, "wilsonLowerBound": 0.09710584128729235 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13395, "officialConfigError": null, "officialConfigValid": true, "successCount": 5473, "successRate": 0.4085852930197835, "wilsonLowerBound": 0.40028788690818456 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24491, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.15503654403658487, "wilsonLowerBound": 0.15055764599820173 }, "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": 47604, "officialConfigError": null, "officialConfigValid": true, "successCount": 11853, "successRate": 0.24899168137131333, "wilsonLowerBound": 0.24512741445247757 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23601, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13135036650989365, "wilsonLowerBound": 0.12710077657717714 }, "vllm": { "framework": "vllm", "modelCount": 86823, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11250475104522994, "wilsonLowerBound": 0.11041999593565358 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43439, "officialConfigError": null, "officialConfigValid": true, "successCount": 5293, "successRate": 0.12184902967379543, "wilsonLowerBound": 0.11880624304573173 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39602, "officialConfigError": null, "officialConfigValid": true, "successCount": 3559, "successRate": 0.089869198525327, "wilsonLowerBound": 0.08709204271392837 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90675, "officialConfigError": null, "officialConfigValid": true, "successCount": 22164, "successRate": 0.24443341604631927, "wilsonLowerBound": 0.2416470464275076 }, "transformers": { "framework": "transformers", "modelCount": 5421, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10699133001291275, "wilsonLowerBound": 0.09903938729663994 }, "vllm": { "framework": "vllm", "modelCount": 112760, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.1465590634976942, "wilsonLowerBound": 0.1445068101472657 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20711, "officialConfigError": null, "officialConfigValid": true, "successCount": 3732, "successRate": 0.18019409975375406, "wilsonLowerBound": 0.17501898370059668 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43305, "officialConfigError": null, "officialConfigValid": true, "successCount": 5635, "successRate": 0.13012354231612977, "wilsonLowerBound": 0.12698752962984056 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7459, "officialConfigError": null, "officialConfigValid": true, "successCount": 663, "successRate": 0.08888590963936184, "wilsonLowerBound": 0.08263742557686235 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32721, "officialConfigError": null, "officialConfigValid": true, "successCount": 6218, "successRate": 0.19003086702729136, "wilsonLowerBound": 0.18581636803237603 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61314, "officialConfigError": null, "officialConfigValid": true, "successCount": 12406, "successRate": 0.20233551880484066, "wilsonLowerBound": 0.19917424688395857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11467, "officialConfigError": null, "officialConfigValid": true, "successCount": 3371, "successRate": 0.29397401238336096, "wilsonLowerBound": 0.28570546720557083 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14484, "officialConfigError": null, "officialConfigValid": true, "successCount": 3625, "successRate": 0.25027616680475007, "wilsonLowerBound": 0.24328841104487942 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64806, "officialConfigError": null, "officialConfigValid": true, "successCount": 17782, "successRate": 0.27438817393451226, "wilsonLowerBound": 0.2709661752124722 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 383, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.6266318537859008, "wilsonLowerBound": 0.5771559906660856 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47506, "officialConfigError": null, "officialConfigValid": true, "successCount": 21045, "successRate": 0.44299667410432364, "wilsonLowerBound": 0.43853451284741574 }, "vllm": { "framework": "vllm", "modelCount": 38123, "officialConfigError": null, "officialConfigValid": true, "successCount": 4128, "successRate": 0.10828109015554914, "wilsonLowerBound": 0.1052011975318565 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 817, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10050, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.07442786069651741, "wilsonLowerBound": 0.06945735804096988 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6609, "officialConfigError": null, "officialConfigValid": true, "successCount": 2866, "successRate": 0.43365108185807233, "wilsonLowerBound": 0.4217448907338436 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14874, "officialConfigError": null, "officialConfigValid": true, "successCount": 4784, "successRate": 0.32163506790372465, "wilsonLowerBound": 0.3141751387556192 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27408, "officialConfigError": null, "officialConfigValid": true, "successCount": 13978, "successRate": 0.5099970811441915, "wilsonLowerBound": 0.5040777455951545 }, "vllm": { "framework": "vllm", "modelCount": 64810, "officialConfigError": null, "officialConfigValid": true, "successCount": 6768, "successRate": 0.10442832896158, "wilsonLowerBound": 0.10209725133426692 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13084, "officialConfigError": null, "officialConfigValid": true, "successCount": 2032, "successRate": 0.1553041883216142, "wilsonLowerBound": 0.1491992254616591 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T06:58:27.453985+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1175.0869565217392, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6890570351393194, "queueFactor": 1.0040884037802875, "queueWeight": 1.0040884037802875, "recentSuccess": 44, "recentSuccessRate": 0.3188405797101449, "recentTerminal": 138, "recentWilsonLowerBound": 0.24689555453184556, "running": 8, "selectionWeight": 0.6918741785266167, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27027 }, "Ascend_910-b4": { "available": true, "backlogHours": 1590.8727272727274, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9594826739408419, "queueWeight": 0.9594826739408419, "recentSuccess": 59, "recentSuccessRate": 0.5363636363636364, "recentTerminal": 110, "recentWilsonLowerBound": 0.4435223086398581, "running": 9, "selectionWeight": 2.3987066848521046, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 29166 }, "Biren_166m": { "available": true, "backlogHours": 126.84375, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.19353225278503466, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.1875, "recentTerminal": 192, "recentWilsonLowerBound": 0.13862150998944606, "running": 8, "selectionWeight": 0.2515919286205451, "stale": false, "submissionEligible": false, "throughputPerHour": 32.0, "waiting": 4059 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2201.1428571428573, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48324459552128607, "queueFactor": 0.9138716771538401, "queueWeight": 0.9138716771538401, "recentSuccess": 14, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 42, "recentWilsonLowerBound": 0.21012280761972318, "running": 7, "selectionWeight": 0.4416235489845668, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15408 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 548.75, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5309524190418179, "queueFactor": 1.1255797527759879, "queueWeight": 1.1255797527759879, "recentSuccess": 29, "recentSuccessRate": 0.3020833333333333, "recentTerminal": 96, "recentWilsonLowerBound": 0.2193102457465474, "running": 9, "selectionWeight": 0.5976292925609021, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 8780 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.82857142857143, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.039285714285714285, "recentTerminal": 280, "recentWilsonLowerBound": 0.022075536853285366, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 46.666666666666664, "waiting": 2232 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 143.80645161290323, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21855838793117394, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.1935483870967742, "recentTerminal": 217, "recentWilsonLowerBound": 0.14649980495677986, "running": 4, "selectionWeight": 0.28412590431052615, "stale": false, "submissionEligible": false, "throughputPerHour": 36.166666666666664, "waiting": 5201 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2482.7368421052633, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6114315984905149, "queueFactor": 0.8975173421911451, "queueWeight": 0.8975173421911451, "recentSuccess": 14, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 38, "recentWilsonLowerBound": 0.23384013155413794, "running": 2, "selectionWeight": 0.5487704632088902, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15724 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 328.19117647058823, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3641820801696308, "queueFactor": 1.2158035780934675, "queueWeight": 1.2158035780934675, "recentSuccess": 34, "recentSuccessRate": 0.25, "recentTerminal": 136, "recentWilsonLowerBound": 0.18477065488842295, "running": 8, "selectionWeight": 0.44277387614775915, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 7439 }, "MetaX_c-500": { "available": true, "backlogHours": 621.2079207920792, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5170523250713641, "queueFactor": 1.1048336791978932, "queueWeight": 1.1048336791978932, "recentSuccess": 30, "recentSuccessRate": 0.297029702970297, "recentTerminal": 101, "recentWilsonLowerBound": 0.2166816101177431, "running": 5, "selectionWeight": 0.5712568226464203, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 10457 }, "Mthreads_s4000": { "available": true, "backlogHours": 1808.4657534246576, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8268781968777112, "queueFactor": 0.9412086480589706, "queueWeight": 0.9412086480589706, "recentSuccess": 27, "recentSuccessRate": 0.3698630136986301, "recentTerminal": 73, "recentWilsonLowerBound": 0.26822983017391167, "running": 5, "selectionWeight": 0.77826490979271, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 22003 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5069.099999999999, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.34883406367251796, "queueFactor": 0.8063857108279513, "queueWeight": 0.8063857108279513, "recentSuccess": 7, "recentSuccessRate": 0.35, "recentTerminal": 20, "recentWilsonLowerBound": 0.1811895478679446, "running": 2, "selectionWeight": 0.2812948043955662, "stale": false, "submissionEligible": true, "throughputPerHour": 3.3333333333333335, "waiting": 16897 }, "Vastai_va16": { "available": true, "backlogHours": 1538.4, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.17155094369485502, "queueFactor": 0.9643219705725701, "queueWeight": 0.9643219705725701, "recentSuccess": 13, "recentSuccessRate": 0.21666666666666667, "recentTerminal": 60, "recentWilsonLowerBound": 0.13122921046407013, "running": 17, "selectionWeight": 0.16543034407740662, "stale": false, "submissionEligible": false, "throughputPerHour": 10.0, "waiting": 15384 }, "hygon_k100-ai": { "available": true, "backlogHours": 1239.89010989011, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.917747476020314, "queueFactor": 0.9960358563774514, "queueWeight": 0.9960358563774514, "recentSuccess": 34, "recentSuccessRate": 0.37362637362637363, "recentTerminal": 91, "recentWilsonLowerBound": 0.28124813194188497, "running": 6, "selectionWeight": 0.914109393216138, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 18805 } }, "queueAttemptedAt": "2026-10-01T06:55:30.165270+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T06:55:30.165270+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 }