{ "communityAttemptedAt": "2026-10-01T04:00:31.260858+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T04:00:31.260858+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": "2026-10-01T04:05:38.667482+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1053.1948051948052, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5760477842947562, "queueFactor": 0.9681289213811591, "queueWeight": 0.9681289213811591, "recentSuccess": 50, "recentSuccessRate": 0.3246753246753247, "recentTerminal": 154, "recentWilsonLowerBound": 0.255766892716209, "running": 8, "selectionWeight": 1.525817441454448, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 27032 }, "Ascend_910-b4": { "available": true, "backlogHours": 1223.076923076923, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9466543495111632, "queueWeight": 0.9466543495111632, "recentSuccess": 56, "recentSuccessRate": 0.3916083916083916, "recentTerminal": 143, "recentWilsonLowerBound": 0.31544371983096325, "running": 8, "selectionWeight": 2.3666358737779083, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 29150 }, "Biren_166m": { "available": true, "backlogHours": 107.65638766519822, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3454757473568621, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.17180616740088106, "recentTerminal": 227, "recentWilsonLowerBound": 0.12830094808041428, "running": 8, "selectionWeight": 0.44911847156392076, "stale": false, "submissionEligible": false, "throughputPerHour": 37.833333333333336, "waiting": 4073 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1113.3253012048192, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25970620288402796, "queueFactor": 0.9600993786356662, "queueWeight": 0.9600993786356662, "recentSuccess": 15, "recentSuccessRate": 0.18072289156626506, "recentTerminal": 83, "recentWilsonLowerBound": 0.1126926689223679, "running": 7, "selectionWeight": 0.24934376401678351, "stale": false, "submissionEligible": false, "throughputPerHour": 13.833333333333334, "waiting": 15401 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 436.31404958677683, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.49486054274925073, "queueFactor": 1.104942353423198, "queueWeight": 1.104942353423198, "recentSuccess": 26, "recentSuccessRate": 0.21487603305785125, "recentTerminal": 121, "recentWilsonLowerBound": 0.15106665784733153, "running": 7, "selectionWeight": 0.5467923727216382, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 8799 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.73684210526316, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.029605263157894735, "recentTerminal": 304, "recentWilsonLowerBound": 0.01565193868162498, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.666666666666664, "waiting": 2216 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 149.36231884057972, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4538223300067836, "queueFactor": 1.2976971276064362, "queueWeight": 1.2976971276064362, "recentSuccess": 40, "recentSuccessRate": 0.1932367149758454, "recentTerminal": 207, "recentWilsonLowerBound": 0.14523760917281775, "running": 3, "selectionWeight": 0.5889239340934633, "stale": false, "submissionEligible": false, "throughputPerHour": 34.5, "waiting": 5153 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1925.387755102041, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7143083049002206, "queueFactor": 0.8843654545095175, "queueWeight": 0.8843654545095175, "recentSuccess": 14, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 49, "recentWilsonLowerBound": 0.1784943493972417, "running": 2, "selectionWeight": 0.6317095887230066, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15724 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 279.45, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5747476222532686, "queueFactor": 1.1813100081612096, "queueWeight": 1.1813100081612096, "recentSuccess": 35, "recentSuccessRate": 0.21875, "recentTerminal": 160, "recentWilsonLowerBound": 0.16170055490523763, "running": 8, "selectionWeight": 0.6789551183346445, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 7452 }, "MetaX_c-500": { "available": true, "backlogHours": 577.5412844036697, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3806034537187137, "queueFactor": 1.059429459809095, "queueWeight": 1.059429459809095, "recentSuccess": 35, "recentSuccessRate": 0.3211009174311927, "recentTerminal": 109, "recentWilsonLowerBound": 0.24082843883410396, "running": 4, "selectionWeight": 1.4626519711837878, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 10492 }, "Mthreads_s4000": { "available": true, "backlogHours": 1534.8837209302326, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.080444390550295, "queueFactor": 0.9149517211724484, "queueWeight": 0.9149517211724484, "recentSuccess": 26, "recentSuccessRate": 0.3023255813953488, "recentTerminal": 86, "recentWilsonLowerBound": 0.21543382392193752, "running": 4, "selectionWeight": 0.9885544547651094, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 22000 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 830.2131147540985, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05834306110696539, "queueFactor": 1.0033005770118042, "queueWeight": 1.0033005770118042, "recentSuccess": 12, "recentSuccessRate": 0.09836065573770492, "recentTerminal": 122, "recentWilsonLowerBound": 0.05716445517274649, "running": 2, "selectionWeight": 0.058535626873253324, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 16881 }, "Vastai_va16": { "available": true, "backlogHours": 913.009900990099, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.989095389261599, "queueWeight": 0.989095389261599, "recentSuccess": 9, "recentSuccessRate": 0.0891089108910891, "recentTerminal": 101, "recentWilsonLowerBound": 0.047588698373387, "running": 16, "selectionWeight": 0.04945476946307995, "stale": false, "submissionEligible": false, "throughputPerHour": 16.833333333333332, "waiting": 15369 }, "hygon_k100-ai": { "available": true, "backlogHours": 867.0923076923076, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6700770317676452, "queueFactor": 0.9967808835983649, "queueWeight": 0.9967808835983649, "recentSuccess": 31, "recentSuccessRate": 0.23846153846153847, "recentTerminal": 130, "recentWilsonLowerBound": 0.17338273546709032, "running": 6, "selectionWeight": 0.667919975804323, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 18787 } }, "queueAttemptedAt": "2026-10-01T03:56:39.749061+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T03:56:39.749061+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 }