{ "communityAttemptedAt": "2026-09-12T08:39:04.315696+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T08:39:04.315696+00:00", "frameworkAttemptedAt": "2026-09-12T08:18:06.149130+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38583, "officialConfigError": null, "officialConfigValid": true, "successCount": 18468, "successRate": 0.47865640307907625, "wilsonLowerBound": 0.47367415592642104 }, "vllm": { "framework": "vllm", "modelCount": 50979, "officialConfigError": null, "officialConfigValid": true, "successCount": 14403, "successRate": 0.2825280998058024, "wilsonLowerBound": 0.27863624724171304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1954, "officialConfigError": null, "officialConfigValid": true, "successCount": 514, "successRate": 0.263050153531218, "wilsonLowerBound": 0.244006361218498 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31701, "officialConfigError": null, "officialConfigValid": true, "successCount": 13713, "successRate": 0.4325731049493707, "wilsonLowerBound": 0.4271277351911923 }, "vllm": { "framework": "vllm", "modelCount": 36766, "officialConfigError": null, "officialConfigValid": true, "successCount": 10503, "successRate": 0.2856715443616385, "wilsonLowerBound": 0.28107653390146514 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7384, "officialConfigError": null, "officialConfigValid": true, "successCount": 3301, "successRate": 0.4470476706392199, "wilsonLowerBound": 0.4357376523382282 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63827, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.18901092014351292, "wilsonLowerBound": 0.18599225076038986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14768, "officialConfigError": null, "officialConfigValid": true, "successCount": 2955, "successRate": 0.20009479956663057, "wilsonLowerBound": 0.19372059626324806 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5346, "officialConfigError": null, "officialConfigValid": true, "successCount": 43, "successRate": 0.008043396932285821, "wilsonLowerBound": 0.005977131186492563 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26007, "officialConfigError": null, "officialConfigValid": true, "successCount": 3194, "successRate": 0.12281308878378898, "wilsonLowerBound": 0.11887956140607057 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10161045274992403, "wilsonLowerBound": 0.09708658609121286 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9767, "officialConfigError": null, "officialConfigValid": true, "successCount": 4220, "successRate": 0.432067164943176, "wilsonLowerBound": 0.4222715149010729 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24054, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.1568969817909703, "wilsonLowerBound": 0.15235549190674152 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40103, "officialConfigError": null, "officialConfigValid": true, "successCount": 10141, "successRate": 0.25287384983667055, "wilsonLowerBound": 0.248643471565594 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22946, "officialConfigError": null, "officialConfigValid": true, "successCount": 3030, "successRate": 0.1320491588947965, "wilsonLowerBound": 0.12773024195460306 }, "vllm": { "framework": "vllm", "modelCount": 86508, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11284505479262033, "wilsonLowerBound": 0.11075374596914171 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38863, "officialConfigError": null, "officialConfigValid": true, "successCount": 4764, "successRate": 0.12258446337133005, "wilsonLowerBound": 0.11936103409975718 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26928, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12136066547831253, "wilsonLowerBound": 0.11751427667292988 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87638, "officialConfigError": null, "officialConfigValid": true, "successCount": 20443, "successRate": 0.2332663912914489, "wilsonLowerBound": 0.23047811902204748 }, "transformers": { "framework": "transformers", "modelCount": 5080, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11062992125984251, "wilsonLowerBound": 0.10229654212126328 }, "vllm": { "framework": "vllm", "modelCount": 112447, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.1467713678444067, "wilsonLowerBound": 0.1447150304422362 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15782, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.20396654416423773, "wilsonLowerBound": 0.19775227524258396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42596, "officialConfigError": null, "officialConfigValid": true, "successCount": 5538, "successRate": 0.13001220771903466, "wilsonLowerBound": 0.12685164988946446 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6151, "officialConfigError": null, "officialConfigValid": true, "successCount": 480, "successRate": 0.07803609169240774, "wilsonLowerBound": 0.07159309429986854 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30123, "officialConfigError": null, "officialConfigValid": true, "successCount": 5176, "successRate": 0.17182883510938485, "wilsonLowerBound": 0.1676106943410041 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60756, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20374942392520903, "wilsonLowerBound": 0.20056536618544735 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6304, "officialConfigError": null, "officialConfigValid": true, "successCount": 1867, "successRate": 0.29616116751269034, "wilsonLowerBound": 0.28501741649712525 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11910, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.26154492023509657, "wilsonLowerBound": 0.25372983001525573 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58749, "officialConfigError": null, "officialConfigValid": true, "successCount": 15992, "successRate": 0.27220888866193466, "wilsonLowerBound": 0.26862463354087446 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45978, "officialConfigError": null, "officialConfigValid": true, "successCount": 19977, "successRate": 0.43449040845621817, "wilsonLowerBound": 0.42996509821025436 }, "vllm": { "framework": "vllm", "modelCount": 35555, "officialConfigError": null, "officialConfigValid": true, "successCount": 3053, "successRate": 0.08586696667135424, "wilsonLowerBound": 0.08299930578975623 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 265, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 8.549676112883085e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5501, "officialConfigError": null, "officialConfigValid": true, "successCount": 2306, "successRate": 0.41919650972550443, "wilsonLowerBound": 0.40621789539852826 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7365, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031907671418873046, "wilsonLowerBound": 0.028131351489675802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10297, "officialConfigError": null, "officialConfigValid": true, "successCount": 3547, "successRate": 0.3444692628921045, "wilsonLowerBound": 0.33535027867026973 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25879, "officialConfigError": null, "officialConfigValid": true, "successCount": 13057, "successRate": 0.5045403609103907, "wilsonLowerBound": 0.49844849634449073 }, "vllm": { "framework": "vllm", "modelCount": 60546, "officialConfigError": null, "officialConfigValid": true, "successCount": 5883, "successRate": 0.09716579129917749, "wilsonLowerBound": 0.09483203519851144 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12166, "officialConfigError": null, "officialConfigValid": true, "successCount": 1695, "successRate": 0.13932270261384186, "wilsonLowerBound": 0.13328310032737467 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T08:50:53.078003+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 918.156862745098, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1107542217613449, "queueFactor": 1.0018941947908158, "queueWeight": 1.0018941947908158, "recentSuccess": 56, "recentSuccessRate": 0.3660130718954248, "recentTerminal": 153, "recentWilsonLowerBound": 0.29383345909854114, "running": 8, "selectionWeight": 1.1128582066220818, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 23413 }, "Ascend_910-b4": { "available": true, "backlogHours": 1119.142857142857, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0073853464300855, "queueFactor": 0.9725827529145159, "queueWeight": 0.9725827529145159, "recentSuccess": 52, "recentSuccessRate": 0.35374149659863946, "recentTerminal": 147, "recentWilsonLowerBound": 0.28107250514529913, "running": 8, "selectionWeight": 0.9797656134767159, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 27419 }, "Biren_166m": { "available": true, "backlogHours": 157.0909090909091, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3185492470808266, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.2215909090909091, "recentTerminal": 176, "recentWilsonLowerBound": 0.16654706350320464, "running": 8, "selectionWeight": 0.4141140212050746, "stale": false, "submissionEligible": true, "throughputPerHour": 29.333333333333332, "waiting": 4608 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1233.0857142857144, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5737710262641564, "queueFactor": 0.9585403580057731, "queueWeight": 0.9585403580057731, "recentSuccess": 22, "recentSuccessRate": 0.3142857142857143, "recentTerminal": 70, "recentWilsonLowerBound": 0.21762136964668136, "running": 7, "selectionWeight": 0.5499826849285844, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 14386 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 442.45, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3501223648884583, "queueFactor": 1.1178403010231714, "queueWeight": 1.1178403010231714, "recentSuccess": 29, "recentSuccessRate": 0.24166666666666667, "recentTerminal": 120, "recentWilsonLowerBound": 0.1738573324150334, "running": 8, "selectionWeight": 0.3913808897618589, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 8849 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.792792792792795, "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": 0.02702702702702703, "recentTerminal": 333, "recentWilsonLowerBound": 0.014282732737124871, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.5, "waiting": 2486 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 56.326829268292684, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.15427833744486763, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 62, "recentSuccessRate": 0.15121951219512195, "recentTerminal": 410, "recentWilsonLowerBound": 0.11978805416912529, "running": 4, "selectionWeight": 0.20056183867832791, "stale": false, "submissionEligible": true, "throughputPerHour": 68.33333333333333, "waiting": 3849 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2654.571428571429, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5211709566320335, "queueFactor": 0.8543980147110947, "queueWeight": 0.8543980147110947, "recentSuccess": 12, "recentSuccessRate": 0.34285714285714286, "recentTerminal": 35, "recentWilsonLowerBound": 0.20831495282688925, "running": 2, "selectionWeight": 0.44528743067149146, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15485 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 983.4626865671643, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3651966224752099, "queueFactor": 0.9916209872444902, "queueWeight": 0.9916209872444902, "recentSuccess": 18, "recentSuccessRate": 0.26865671641791045, "recentTerminal": 67, "recentWilsonLowerBound": 0.17722065178970134, "running": 7, "selectionWeight": 0.362136635317221, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 10982 }, "MetaX_c-500": { "available": true, "backlogHours": 643.9245283018868, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5548647539494079, "queueFactor": 1.0566572754165795, "queueWeight": 1.0566572754165795, "recentSuccess": 31, "recentSuccessRate": 0.29245283018867924, "recentTerminal": 106, "recentWilsonLowerBound": 0.21433210649260998, "running": 6, "selectionWeight": 0.5863018791328721, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 11376 }, "Mthreads_s4000": { "available": true, "backlogHours": 2200.344827586207, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.495559786036085, "queueFactor": 0.8787913650215995, "queueWeight": 0.8787913650215995, "recentSuccess": 32, "recentSuccessRate": 0.5517241379310345, "recentTerminal": 58, "recentWilsonLowerBound": 0.4245185822161052, "running": 4, "selectionWeight": 2.193076390863662, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 21270 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3078.428571428571, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1086098213209822, "queueFactor": 0.8356223180740944, "queueWeight": 0.8356223180740944, "recentSuccess": 6, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 28, "recentWilsonLowerBound": 0.10212321701189421, "running": 2, "selectionWeight": 0.09075679065785235, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 14366 }, "Vastai_va16": { "available": true, "backlogHours": 941.470588235294, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.4287704485019928, "queueFactor": 0.9981329195521775, "queueWeight": 0.9981329195521775, "recentSuccess": 30, "recentSuccessRate": 0.4411764705882353, "recentTerminal": 68, "recentWilsonLowerBound": 0.329460449863809, "running": 17, "selectionWeight": 1.4261028191331682, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 10670 }, "hygon_k100-ai": { "available": true, "backlogHours": 618.1379310344828, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.063154994559514, "queueWeight": 1.063154994559514, "recentSuccess": 46, "recentSuccessRate": 0.5287356321839081, "recentTerminal": 87, "recentWilsonLowerBound": 0.4248617443382648, "running": 6, "selectionWeight": 2.657887486398785, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 8963 } }, "queueAttemptedAt": "2026-09-12T08:44:52.417040+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T08:44:52.417040+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }