{ "communityAttemptedAt": "2026-10-18T22:15:29.264456+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-18T22:15:29.264456+00:00", "frameworkAttemptedAt": "2026-10-18T19:38:23.560846+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43403, "officialConfigError": null, "officialConfigValid": true, "successCount": 21780, "successRate": 0.5018086307398106, "wilsonLowerBound": 0.4971047216463101 }, "vllm": { "framework": "vllm", "modelCount": 57949, "officialConfigError": null, "officialConfigValid": true, "successCount": 15503, "successRate": 0.2675283438885917, "wilsonLowerBound": 0.2639396029929535 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5071, "officialConfigError": null, "officialConfigValid": true, "successCount": 1590, "successRate": 0.3135476237428515, "wilsonLowerBound": 0.30092354518390896 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38260, "officialConfigError": null, "officialConfigValid": true, "successCount": 18233, "successRate": 0.47655514898065865, "wilsonLowerBound": 0.47155308126172446 }, "vllm": { "framework": "vllm", "modelCount": 40453, "officialConfigError": null, "officialConfigValid": true, "successCount": 11099, "successRate": 0.2743677848367241, "wilsonLowerBound": 0.2700412032797469 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13888, "officialConfigError": null, "officialConfigValid": true, "successCount": 5771, "successRate": 0.4155385944700461, "wilsonLowerBound": 0.40736671396179563 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64260, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1882664176781824, "wilsonLowerBound": 0.18526249795713923 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33940, "officialConfigError": null, "officialConfigValid": true, "successCount": 7257, "successRate": 0.21381850324101356, "wilsonLowerBound": 0.20948903310612216 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8255, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.013930950938824955, "wilsonLowerBound": 0.011619167267882506 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26754, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12289751065261269, "wilsonLowerBound": 0.11901734278860183 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16518, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10146506841021916, "wilsonLowerBound": 0.09695261863545855 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17041, "officialConfigError": null, "officialConfigValid": true, "successCount": 6626, "successRate": 0.38882694677542395, "wilsonLowerBound": 0.38153349759605093 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24813, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15346794019264096, "wilsonLowerBound": 0.14903676884046205 }, "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": 54467, "officialConfigError": null, "officialConfigValid": true, "successCount": 13706, "successRate": 0.2516386068628711, "wilsonLowerBound": 0.24801174515227895 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25114, "officialConfigError": null, "officialConfigValid": true, "successCount": 3192, "successRate": 0.12710042207533648, "wilsonLowerBound": 0.12303778692096162 }, "vllm": { "framework": "vllm", "modelCount": 87108, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11218257794921248, "wilsonLowerBound": 0.11010384852202956 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48779, "officialConfigError": null, "officialConfigValid": true, "successCount": 5655, "successRate": 0.11593103589659484, "wilsonLowerBound": 0.11312015775668172 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 50655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3787, "successRate": 0.07476063567268779, "wilsonLowerBound": 0.0725023577767007 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94787, "officialConfigError": null, "officialConfigValid": true, "successCount": 23864, "successRate": 0.25176448247122496, "wilsonLowerBound": 0.2490114710637053 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 116, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5659, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10425870295105143, "wilsonLowerBound": 0.09656313278158477 }, "vllm": { "framework": "vllm", "modelCount": 112904, "officialConfigError": null, "officialConfigValid": true, "successCount": 16538, "successRate": 0.1464784241479487, "wilsonLowerBound": 0.14442794518106644 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 272, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003676470588235294, "wilsonLowerBound": 0.0006492656971213476 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25227, "officialConfigError": null, "officialConfigValid": true, "successCount": 4140, "successRate": 0.1641098822689975, "wilsonLowerBound": 0.15959057011837258 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44249, "officialConfigError": null, "officialConfigValid": true, "successCount": 5714, "successRate": 0.1291328617595878, "wilsonLowerBound": 0.12604039599610958 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8424, "officialConfigError": null, "officialConfigValid": true, "successCount": 813, "successRate": 0.09650997150997151, "wilsonLowerBound": 0.09038678152017786 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35353, "officialConfigError": null, "officialConfigValid": true, "successCount": 7089, "successRate": 0.20052046502418466, "wilsonLowerBound": 0.19637935856954994 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61551, "officialConfigError": null, "officialConfigValid": true, "successCount": 12429, "successRate": 0.20193010674075157, "wilsonLowerBound": 0.1987772914803586 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17901, "officialConfigError": null, "officialConfigValid": true, "successCount": 5063, "successRate": 0.2828333612647338, "wilsonLowerBound": 0.27628279575049247 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16061, "officialConfigError": null, "officialConfigValid": true, "successCount": 3876, "successRate": 0.24132992964323516, "wilsonLowerBound": 0.23477466745425554 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69271, "officialConfigError": null, "officialConfigValid": true, "successCount": 19052, "successRate": 0.2750357292373432, "wilsonLowerBound": 0.27172295516859657 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1495, "officialConfigError": null, "officialConfigValid": true, "successCount": 882, "successRate": 0.5899665551839465, "wilsonLowerBound": 0.5648347734075669 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48572, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44737708968129786, "wilsonLowerBound": 0.4429594685047271 }, "vllm": { "framework": "vllm", "modelCount": 40859, "officialConfigError": null, "officialConfigValid": true, "successCount": 5123, "successRate": 0.1253824126875352, "wilsonLowerBound": 0.12220659413097266 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1195, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10105, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07570509648688768, "wilsonLowerBound": 0.07070710236143048 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7699, "officialConfigError": null, "officialConfigValid": true, "successCount": 3383, "successRate": 0.4394077152876997, "wilsonLowerBound": 0.4283541107353508 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7430, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03297442799461642, "wilsonLowerBound": 0.029149250467990415 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19360, "officialConfigError": null, "officialConfigValid": true, "successCount": 5558, "successRate": 0.2870867768595041, "wilsonLowerBound": 0.2807567378015814 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28945, "officialConfigError": null, "officialConfigValid": true, "successCount": 14816, "successRate": 0.5118673346001037, "wilsonLowerBound": 0.506107541328486 }, "vllm": { "framework": "vllm", "modelCount": 68203, "officialConfigError": null, "officialConfigValid": true, "successCount": 7354, "successRate": 0.10782516898083662, "wilsonLowerBound": 0.10551945174701577 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14159, "officialConfigError": null, "officialConfigValid": true, "successCount": 2499, "successRate": 0.17649551522000143, "wilsonLowerBound": 0.1703037925945164 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-18T22:15:29.264456+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1146.1655172413793, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.974791563442095, "queueFactor": 1.0107400589080329, "queueWeight": 1.0107400589080329, "recentSuccess": 50, "recentSuccessRate": 0.3448275862068966, "recentTerminal": 145, "recentWilsonLowerBound": 0.27236643559303747, "running": 8, "selectionWeight": 1.9960009411645494, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 27699 }, "Ascend_910-b4": { "available": true, "backlogHours": 1491.515625, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9715885950183432, "queueWeight": 0.9715885950183432, "recentSuccess": 49, "recentSuccessRate": 0.3828125, "recentTerminal": 128, "recentWilsonLowerBound": 0.3031848964440972, "running": 8, "selectionWeight": 2.4289714875458577, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 31819 }, "Biren_166m": { "available": true, "backlogHours": 149.93478260869566, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3057772416935611, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.16304347826086957, "recentTerminal": 184, "recentWilsonLowerBound": 0.11665920013278122, "running": 8, "selectionWeight": 0.3975104142016294, "stale": false, "submissionEligible": true, "throughputPerHour": 30.666666666666668, "waiting": 4598 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1530.6857142857143, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5000001261415818, "queueFactor": 0.9678179551311953, "queueWeight": 0.9678179551311953, "recentSuccess": 16, "recentSuccessRate": 0.22857142857142856, "recentTerminal": 70, "recentWilsonLowerBound": 0.14587940188627677, "running": 7, "selectionWeight": 0.4839090996476854, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 17858 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 470.35200000000003, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40499612851671163, "queueFactor": 1.1552158263196688, "queueWeight": 1.1552158263196688, "recentSuccess": 24, "recentSuccessRate": 0.192, "recentTerminal": 125, "recentWilsonLowerBound": 0.13255445195236565, "running": 7, "selectionWeight": 0.4678579372606998, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 9799 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 125.92857142857143, "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": 0.06547619047619048, "recentTerminal": 168, "recentWilsonLowerBound": 0.036950512943835216, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 28.0, "waiting": 3526 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 260.76404494382024, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.08423754443807537, "queueFactor": 1.2620873765679177, "queueWeight": 1.2620873765679177, "recentSuccess": 18, "recentSuccessRate": 0.10112359550561797, "recentTerminal": 178, "recentWilsonLowerBound": 0.06492608854925704, "running": 4, "selectionWeight": 0.10631514146837392, "stale": false, "submissionEligible": true, "throughputPerHour": 29.666666666666668, "waiting": 7736 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2483.5384615384614, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.072036993643348, "queueFactor": 0.9000485690771785, "queueWeight": 0.9000485690771785, "recentSuccess": 13, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 39, "recentWilsonLowerBound": 0.2063276610691516, "running": 2, "selectionWeight": 0.9648853621264957, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 16143 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 542.5142857142857, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8248973446981263, "queueFactor": 1.1307455896456573, "queueWeight": 1.1307455896456573, "recentSuccess": 27, "recentSuccessRate": 0.2571428571428571, "recentTerminal": 105, "recentWilsonLowerBound": 0.18315791773630993, "running": 9, "selectionWeight": 0.9327490344278198, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 9494 }, "MetaX_c-500": { "available": true, "backlogHours": 718.125, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7381623621504205, "queueFactor": 1.084167969498514, "queueWeight": 1.084167969498514, "recentSuccess": 24, "recentSuccessRate": 0.25, "recentTerminal": 96, "recentWilsonLowerBound": 0.17413849417796742, "running": 4, "selectionWeight": 0.8002919893328482, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 11490 }, "Mthreads_s4000": { "available": true, "backlogHours": 2682.6206896551726, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.34055650026781703, "queueFactor": 0.8896981527184467, "queueWeight": 0.8896981527184467, "recentSuccess": 12, "recentSuccessRate": 0.20689655172413793, "recentTerminal": 58, "recentWilsonLowerBound": 0.12251364354883215, "running": 4, "selectionWeight": 0.302992489184536, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 25932 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3569.2258064516127, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1281043331746097, "queueFactor": 0.8523941797693814, "queueWeight": 0.8523941797693814, "recentSuccess": 11, "recentSuccessRate": 0.3548387096774194, "recentTerminal": 31, "recentWilsonLowerBound": 0.21116447741565816, "running": 2, "selectionWeight": 0.9615895677706563, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 18441 }, "Vastai_va16": { "available": true, "backlogHours": 1869.3818181818183, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9392298295799175, "queueWeight": 0.9392298295799175, "recentSuccess": 4, "recentSuccessRate": 0.07272727272727272, "recentTerminal": 55, "recentWilsonLowerBound": 0.028643596503688543, "running": 17, "selectionWeight": 0.04696149147899588, "stale": false, "submissionEligible": false, "throughputPerHour": 9.166666666666666, "waiting": 17136 }, "hygon_k100-ai": { "available": true, "backlogHours": 1315.3761467889908, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0023463121306497, "queueFactor": 0.9900772581941064, "queueWeight": 0.9900772581941064, "recentSuccess": 30, "recentSuccessRate": 0.27522935779816515, "recentTerminal": 109, "recentWilsonLowerBound": 0.20011902364559714, "running": 7, "selectionWeight": 0.9924002884752877, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 23896 } }, "queueAttemptedAt": "2026-10-18T22:15:29.264456+00:00", "queueError": null, "queueUpdatedAt": "2026-10-18T22:15:29.264456+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }