{ "communityAttemptedAt": "2026-10-10T12:20:11.356125+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T12:20:11.356125+00:00", "frameworkAttemptedAt": "2026-10-10T07:29:46.991502+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41913, "officialConfigError": null, "officialConfigValid": true, "successCount": 20756, "successRate": 0.4952162813446902, "wilsonLowerBound": 0.49043028742450373 }, "vllm": { "framework": "vllm", "modelCount": 56106, "officialConfigError": null, "officialConfigValid": true, "successCount": 15297, "successRate": 0.27264463693722596, "wilsonLowerBound": 0.26897541734804775 }, "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": 4221, "officialConfigError": null, "officialConfigValid": true, "successCount": 1267, "successRate": 0.30016583747927034, "wilsonLowerBound": 0.2865256812404507 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36693, "officialConfigError": null, "officialConfigValid": true, "successCount": 17187, "successRate": 0.4683999672962145, "wilsonLowerBound": 0.4632977228375229 }, "vllm": { "framework": "vllm", "modelCount": 39628, "officialConfigError": null, "officialConfigValid": true, "successCount": 10995, "successRate": 0.2774553346118906, "wilsonLowerBound": 0.27306863789875013 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12495, "officialConfigError": null, "officialConfigValid": true, "successCount": 5255, "successRate": 0.42056822729091636, "wilsonLowerBound": 0.4119381348279238 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883789381881609, "wilsonLowerBound": 0.18537317918882054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29033, "officialConfigError": null, "officialConfigValid": true, "successCount": 6300, "successRate": 0.21699445458616057, "wilsonLowerBound": 0.21229055032992292 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7626, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013506425386834513, "wilsonLowerBound": 0.011149721830591139 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26612, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.12283932060724485, "wilsonLowerBound": 0.11894976977717306 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16505, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10154498636776735, "wilsonLowerBound": 0.09702916946724117 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15326, "officialConfigError": null, "officialConfigValid": true, "successCount": 6068, "successRate": 0.39592848753751797, "wilsonLowerBound": 0.3882127619846015 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24706, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15405164737310775, "wilsonLowerBound": 0.14960393208736786 }, "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": 51112, "officialConfigError": null, "officialConfigValid": true, "successCount": 12851, "successRate": 0.2514282360306777, "wilsonLowerBound": 0.24768588203209174 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3127, "successRate": 0.13112210667561222, "wilsonLowerBound": 0.12689747163100207 }, "vllm": { "framework": "vllm", "modelCount": 86979, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.1123374607663919, "wilsonLowerBound": 0.1102559320853489 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45917, "officialConfigError": null, "officialConfigValid": true, "successCount": 5530, "successRate": 0.12043469738876669, "wilsonLowerBound": 0.11748940352604008 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46010, "officialConfigError": null, "officialConfigValid": true, "successCount": 3649, "successRate": 0.07930884590306456, "wilsonLowerBound": 0.07687467020950307 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92503, "officialConfigError": null, "officialConfigValid": true, "successCount": 23119, "successRate": 0.24992702939364128, "wilsonLowerBound": 0.24714724526172824 }, "transformers": { "framework": "transformers", "modelCount": 5521, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.10559681217170802, "wilsonLowerBound": 0.09776262346075357 }, "vllm": { "framework": "vllm", "modelCount": 112848, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648022118247553, "wilsonLowerBound": 0.14442922595225255 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 55, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.01818181818181818, "wilsonLowerBound": 0.0032166975922527864 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22862, "officialConfigError": null, "officialConfigValid": true, "successCount": 3956, "successRate": 0.17303822937625754, "wilsonLowerBound": 0.1681896914490327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43600, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13006880733944953, "wilsonLowerBound": 0.12694388094171583 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7921, "officialConfigError": null, "officialConfigValid": true, "successCount": 745, "successRate": 0.09405378108824643, "wilsonLowerBound": 0.08782067439260924 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34072, "officialConfigError": null, "officialConfigValid": true, "successCount": 6702, "successRate": 0.1967011035454332, "wilsonLowerBound": 0.19251455248856156 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61469, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20205306739982756, "wilsonLowerBound": 0.19889743324247072 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14837, "officialConfigError": null, "officialConfigValid": true, "successCount": 4228, "successRate": 0.2849632675069084, "wilsonLowerBound": 0.27775622921991017 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15204, "officialConfigError": null, "officialConfigValid": true, "successCount": 3722, "successRate": 0.24480399894764535, "wilsonLowerBound": 0.23803437306084016 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67247, "officialConfigError": null, "officialConfigValid": true, "successCount": 18528, "successRate": 0.27552158460600473, "wilsonLowerBound": 0.2721576422574394 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 840, "officialConfigError": null, "officialConfigValid": true, "successCount": 506, "successRate": 0.6023809523809524, "wilsonLowerBound": 0.5688902235092256 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48245, "officialConfigError": null, "officialConfigValid": true, "successCount": 21617, "successRate": 0.4480671572183646, "wilsonLowerBound": 0.44363390327653096 }, "vllm": { "framework": "vllm", "modelCount": 39466, "officialConfigError": null, "officialConfigValid": true, "successCount": 4682, "successRate": 0.11863376070541733, "wilsonLowerBound": 0.11548055259290799 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1035, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7166, "officialConfigError": null, "officialConfigValid": true, "successCount": 3137, "successRate": 0.43776165224672065, "wilsonLowerBound": 0.4263112896899593 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7416, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290183387270766, "wilsonLowerBound": 0.029077614020079336 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17530, "officialConfigError": null, "officialConfigValid": true, "successCount": 5218, "successRate": 0.29766115231032514, "wilsonLowerBound": 0.2909374696139977 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28141, "officialConfigError": null, "officialConfigValid": true, "successCount": 14370, "successRate": 0.51064283429871, "wilsonLowerBound": 0.5048011741196732 }, "vllm": { "framework": "vllm", "modelCount": 66933, "officialConfigError": null, "officialConfigValid": true, "successCount": 7107, "successRate": 0.10618080767334499, "wilsonLowerBound": 0.10386945881483124 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13544, "officialConfigError": null, "officialConfigValid": true, "successCount": 2206, "successRate": 0.16287655050206734, "wilsonLowerBound": 0.15675349091990512 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T12:26:36.875978+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1115.56, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4451741515273558, "queueFactor": 0.9749612201496648, "queueWeight": 0.9749612201496648, "recentSuccess": 40, "recentSuccessRate": 0.26666666666666666, "recentTerminal": 150, "recentWilsonLowerBound": 0.2023705573107324, "running": 9, "selectionWeight": 0.43402753395220256, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27889 }, "Ascend_910-b4": { "available": true, "backlogHours": 1625.840707964602, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.775823636314469, "queueFactor": 0.9214029167287792, "queueWeight": 0.9214029167287792, "recentSuccess": 53, "recentSuccessRate": 0.4690265486725664, "recentTerminal": 113, "recentWilsonLowerBound": 0.37955088300166584, "running": 9, "selectionWeight": 1.6362490780960586, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 30620 }, "Biren_166m": { "available": true, "backlogHours": 170.25454545454545, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.18459229637255525, "queueFactor": 1.292547387934258, "queueWeight": 1.292547387934258, "recentSuccess": 31, "recentSuccessRate": 0.18787878787878787, "recentTerminal": 165, "recentWilsonLowerBound": 0.13563355997899723, "running": 8, "selectionWeight": 0.2385942905091327, "stale": false, "submissionEligible": false, "throughputPerHour": 27.5, "waiting": 4682 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1206.0731707317075, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3194504722600752, "queueFactor": 0.9636187307363289, "queueWeight": 0.9636187307363289, "recentSuccess": 21, "recentSuccessRate": 0.25609756097560976, "recentTerminal": 82, "recentWilsonLowerBound": 0.17403449018407666, "running": 7, "selectionWeight": 0.3078284586123745, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 16483 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 394.4233576642336, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.23587169429316907, "queueFactor": 1.1395067124396039, "queueWeight": 1.1395067124396039, "recentSuccess": 29, "recentSuccessRate": 0.2116788321167883, "recentTerminal": 137, "recentWilsonLowerBound": 0.15162090848199464, "running": 7, "selectionWeight": 0.26877737892156833, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 9006 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 77.27131782945736, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.0103359173126615, "recentTerminal": 387, "recentWilsonLowerBound": 0.004026507515209902, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.5, "waiting": 4984 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 186.27615062761504, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1982180677792658, "queueFactor": 1.275227570047445, "queueWeight": 1.275227570047445, "recentSuccess": 44, "recentSuccessRate": 0.18410041841004185, "recentTerminal": 239, "recentWilsonLowerBound": 0.1400961175109468, "running": 50, "selectionWeight": 0.2527731449136528, "stale": false, "submissionEligible": false, "throughputPerHour": 39.833333333333336, "waiting": 7420 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2024.086956521739, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5720770092352425, "queueFactor": 0.891614056769264, "queueWeight": 0.891614056769264, "recentSuccess": 16, "recentSuccessRate": 0.34782608695652173, "recentTerminal": 46, "recentWilsonLowerBound": 0.22680806269918058, "running": 2, "selectionWeight": 0.5100719029886622, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15518 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 501.9029126213592, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09017635686795532, "queueFactor": 1.09905221101263, "queueWeight": 1.09905221101263, "recentSuccess": 16, "recentSuccessRate": 0.1553398058252427, "recentTerminal": 103, "recentWilsonLowerBound": 0.09793740125754884, "running": 8, "selectionWeight": 0.09910852439679026, "stale": false, "submissionEligible": false, "throughputPerHour": 17.166666666666668, "waiting": 8616 }, "MetaX_c-500": { "available": true, "backlogHours": 579.8181818181819, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4639681803160031, "queueFactor": 1.0755175642120314, "queueWeight": 1.0755175642120314, "recentSuccess": 31, "recentSuccessRate": 0.2818181818181818, "recentTerminal": 110, "recentWilsonLowerBound": 0.206210213519945, "running": 4, "selectionWeight": 0.49900592716535624, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 10630 }, "Mthreads_s4000": { "available": true, "backlogHours": 2942.086956521739, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8429716245448972, "queueWeight": 0.8429716245448972, "recentSuccess": 27, "recentSuccessRate": 0.5869565217391305, "recentTerminal": 46, "recentWilsonLowerBound": 0.44339242387017885, "running": 4, "selectionWeight": 2.107429061362243, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 22556 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3372.1935483870966, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.26900653096190696, "queueFactor": 0.8258941838300148, "queueWeight": 0.8258941838300148, "recentSuccess": 9, "recentSuccessRate": 0.2903225806451613, "recentTerminal": 31, "recentWilsonLowerBound": 0.16095620718432874, "running": 2, "selectionWeight": 0.22217092933372776, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 17423 }, "Vastai_va16": { "available": true, "backlogHours": 768.5454545454545, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5134941990485249, "queueFactor": 1.031005181540591, "queueWeight": 1.031005181540591, "recentSuccess": 35, "recentSuccessRate": 0.2892561983471074, "recentTerminal": 121, "recentWilsonLowerBound": 0.21593930152944865, "running": 16, "selectionWeight": 0.5294151799100647, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 15499 }, "hygon_k100-ai": { "available": true, "backlogHours": 1136.857142857143, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.516242898351962, "queueFactor": 0.9721995091315487, "queueWeight": 0.9721995091315487, "recentSuccess": 31, "recentSuccessRate": 0.29523809523809524, "recentTerminal": 105, "recentWilsonLowerBound": 0.2164639494567783, "running": 6, "selectionWeight": 0.5018910923704255, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 19895 } }, "queueAttemptedAt": "2026-10-10T12:20:11.356125+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T12:20:11.356125+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }