{ "communityAttemptedAt": "2026-09-14T11:37:51.280865+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T11:37:51.280865+00:00", "frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38903, "officialConfigError": null, "officialConfigValid": true, "successCount": 18691, "successRate": 0.4804513790710228, "wilsonLowerBound": 0.4754887473013081 }, "vllm": { "framework": "vllm", "modelCount": 51589, "officialConfigError": null, "officialConfigValid": true, "successCount": 14531, "successRate": 0.2816685727577584, "wilsonLowerBound": 0.27780335476171675 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2159, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.2686428902269569, "wilsonLowerBound": 0.25036847480988095 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32051, "officialConfigError": null, "officialConfigValid": true, "successCount": 13950, "successRate": 0.4352438301457053, "wilsonLowerBound": 0.42982400747321364 }, "vllm": { "framework": "vllm", "modelCount": 37050, "officialConfigError": null, "officialConfigValid": true, "successCount": 10563, "successRate": 0.2851012145748988, "wilsonLowerBound": 0.28052658059967994 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7797, "officialConfigError": null, "officialConfigValid": true, "successCount": 3443, "successRate": 0.4415800949082981, "wilsonLowerBound": 0.43058910752609597 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63852, "officialConfigError": null, "officialConfigValid": true, "successCount": 12067, "successRate": 0.18898390026937292, "wilsonLowerBound": 0.1859659863111859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15938, "officialConfigError": null, "officialConfigValid": true, "successCount": 3198, "successRate": 0.200652528548124, "wilsonLowerBound": 0.19450730170886638 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5588, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.008410880458124553, "wilsonLowerBound": 0.006331220151686142 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26055, "officialConfigError": null, "officialConfigValid": true, "successCount": 3202, "successRate": 0.12289387833429284, "wilsonLowerBound": 0.11896278620056841 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16459, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10158575855155234, "wilsonLowerBound": 0.09706293342977017 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10195, "officialConfigError": null, "officialConfigValid": true, "successCount": 4364, "successRate": 0.42805296714075525, "wilsonLowerBound": 0.4184770207892547 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24081, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.15688717245961548, "wilsonLowerBound": 0.15234831695375226 }, "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": 40959, "officialConfigError": null, "officialConfigValid": true, "successCount": 10336, "successRate": 0.2523499108864963, "wilsonLowerBound": 0.2481666600454341 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23002, "officialConfigError": null, "officialConfigValid": true, "successCount": 3038, "successRate": 0.1320754716981132, "wilsonLowerBound": 0.1277613667522935 }, "vllm": { "framework": "vllm", "modelCount": 86532, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11282531317893958, "wilsonLowerBound": 0.11073445383652336 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39288, "officialConfigError": null, "officialConfigValid": true, "successCount": 4820, "successRate": 0.12268377112604358, "wilsonLowerBound": 0.11947648424760395 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3314, "successRate": 0.115651718722736, "wilsonLowerBound": 0.11200021520136422 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87896, "officialConfigError": null, "officialConfigValid": true, "successCount": 20604, "successRate": 0.23441339765177027, "wilsonLowerBound": 0.23162438527040344 }, "transformers": { "framework": "transformers", "modelCount": 5099, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11021768974308688, "wilsonLowerBound": 0.10191366158708373 }, "vllm": { "framework": "vllm", "modelCount": 112465, "officialConfigError": null, "officialConfigValid": true, "successCount": 16505, "successRate": 0.146756768772507, "wilsonLowerBound": 0.14470068063362454 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16030, "officialConfigError": null, "officialConfigValid": true, "successCount": 3281, "successRate": 0.20467872738615098, "wilsonLowerBound": 0.19850390397513457 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42663, "officialConfigError": null, "officialConfigValid": true, "successCount": 5552, "successRate": 0.13013618357827625, "wilsonLowerBound": 0.12697677767960353 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6301, "officialConfigError": null, "officialConfigValid": true, "successCount": 491, "successRate": 0.0779241390255515, "wilsonLowerBound": 0.07155966553002724 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30464, "officialConfigError": null, "officialConfigValid": true, "successCount": 5308, "successRate": 0.17423844537815125, "wilsonLowerBound": 0.17002005773437032 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60777, "officialConfigError": null, "officialConfigValid": true, "successCount": 12381, "successRate": 0.20371193050002467, "wilsonLowerBound": 0.20052864125350028 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6692, "officialConfigError": null, "officialConfigValid": true, "successCount": 1985, "successRate": 0.2966228332337119, "wilsonLowerBound": 0.2857980735780291 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12113, "officialConfigError": null, "officialConfigValid": true, "successCount": 3172, "successRate": 0.26186741517378026, "wilsonLowerBound": 0.2541142174545183 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59448, "officialConfigError": null, "officialConfigValid": true, "successCount": 16198, "successRate": 0.27247342215045084, "wilsonLowerBound": 0.2689091086929003 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46164, "officialConfigError": null, "officialConfigValid": true, "successCount": 20096, "successRate": 0.43531756346937006, "wilsonLowerBound": 0.4308003076514547 }, "vllm": { "framework": "vllm", "modelCount": 35872, "officialConfigError": null, "officialConfigValid": true, "successCount": 3170, "successRate": 0.08836975914362176, "wilsonLowerBound": 0.08547642295677237 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 321, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07322677322677322, "wilsonLowerBound": 0.06828543573281327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5636, "officialConfigError": null, "officialConfigValid": true, "successCount": 2370, "successRate": 0.4205110007097232, "wilsonLowerBound": 0.4076815301382713 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7369, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189035147238431, "wilsonLowerBound": 0.02811605354795059 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10812, "officialConfigError": null, "officialConfigValid": true, "successCount": 3682, "successRate": 0.34054753977062524, "wilsonLowerBound": 0.3316728624686578 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26067, "officialConfigError": null, "officialConfigValid": true, "successCount": 13178, "successRate": 0.5055434073733073, "wilsonLowerBound": 0.4994735245262943 }, "vllm": { "framework": "vllm", "modelCount": 61085, "officialConfigError": null, "officialConfigValid": true, "successCount": 5998, "successRate": 0.09819104526479495, "wilsonLowerBound": 0.09585641518631678 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12266, "officialConfigError": null, "officialConfigValid": true, "successCount": 1734, "successRate": 0.141366378607533, "wilsonLowerBound": 0.13531291819401237 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-14T11:47:20.052608+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 960.6164383561644, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.068664814758446, "queueFactor": 0.9826073688972133, "queueWeight": 0.9826073688972133, "recentSuccess": 52, "recentSuccessRate": 0.3561643835616438, "recentTerminal": 146, "recentWilsonLowerBound": 0.2830885849907313, "running": 8, "selectionWeight": 1.0500779218628247, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23375 }, "Ascend_910-b4": { "available": true, "backlogHours": 1538.9444444444443, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0500449260567737, "queueFactor": 0.9155436978791658, "queueWeight": 0.9155436978791658, "recentSuccess": 51, "recentSuccessRate": 0.4722222222222222, "recentTerminal": 108, "recentWilsonLowerBound": 0.380647697079678, "running": 8, "selectionWeight": 1.8769057124204396, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 27701 }, "Biren_166m": { "available": true, "backlogHours": 130.63888888888889, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.0787037037037037, "recentTerminal": 216, "recentWilsonLowerBound": 0.049716513538093976, "running": 2, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 36.0, "waiting": 4703 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1185.157894736842, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.28559841743644837, "queueFactor": 0.9521296437839372, "queueWeight": 0.9521296437839372, "recentSuccess": 18, "recentSuccessRate": 0.23684210526315788, "recentTerminal": 76, "recentWilsonLowerBound": 0.15539206970596958, "running": 7, "selectionWeight": 0.27192671945902175, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 15012 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 464.71794871794873, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.23386396833857556, "queueFactor": 1.0956809272991195, "queueWeight": 1.0956809272991195, "recentSuccess": 24, "recentSuccessRate": 0.20512820512820512, "recentTerminal": 117, "recentWilsonLowerBound": 0.14189847337772166, "running": 7, "selectionWeight": 0.2562402896910624, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 9062 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 49.325153374233125, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.049079754601226995, "recentTerminal": 326, "recentWilsonLowerBound": 0.03043282412627246, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.333333333333336, "waiting": 2680 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 144.2696629213483, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6457644361810198, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 51, "recentSuccessRate": 0.28651685393258425, "recentTerminal": 178, "recentWilsonLowerBound": 0.22515553943415106, "running": 6, "selectionWeight": 0.8394937670353257, "stale": false, "submissionEligible": true, "throughputPerHour": 29.666666666666668, "waiting": 4280 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1794.8076923076924, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.49293313507851744, "queueFactor": 0.8946637285183782, "queueWeight": 0.8946637285183782, "recentSuccess": 16, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 52, "recentWilsonLowerBound": 0.19914562391353519, "running": 2, "selectionWeight": 0.44100939653959975, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 15555 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 748.5333333333333, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4748743627794567, "queueFactor": 1.020072047805823, "queueWeight": 1.020072047805823, "recentSuccess": 25, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 90, "recentWilsonLowerBound": 0.1957955914762625, "running": 7, "selectionWeight": 0.4844060636909257, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 11228 }, "MetaX_c-500": { "available": true, "backlogHours": 639.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3844827593513192, "queueFactor": 1.044447071507262, "queueWeight": 1.044447071507262, "recentSuccess": 27, "recentSuccessRate": 0.25, "recentTerminal": 108, "recentWilsonLowerBound": 0.17787718518702555, "running": 4, "selectionWeight": 0.4015718920495167, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 11511 }, "Mthreads_s4000": { "available": true, "backlogHours": 2296.1694915254234, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8622077605001762, "queueWeight": 0.8622077605001762, "recentSuccess": 32, "recentSuccessRate": 0.5423728813559322, "recentTerminal": 59, "recentWilsonLowerBound": 0.4165761502342809, "running": 4, "selectionWeight": 2.1555194012504404, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 22579 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5533.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4182225536797846, "queueFactor": 0.7556358108946403, "queueWeight": 0.7556358108946403, "recentSuccess": 6, "recentSuccessRate": 0.375, "recentTerminal": 16, "recentWilsonLowerBound": 0.18480982554752803, "running": 2, "selectionWeight": 0.31602393848425125, "stale": false, "submissionEligible": false, "throughputPerHour": 2.6666666666666665, "waiting": 14756 }, "Vastai_va16": { "available": true, "backlogHours": 1335.0, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.18340673363759993, "queueFactor": 0.9352771605136296, "queueWeight": 0.9352771605136296, "recentSuccess": 12, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 56, "recentWilsonLowerBound": 0.12705780314744497, "running": 16, "selectionWeight": 0.17153612905565407, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 12460 }, "hygon_k100-ai": { "available": true, "backlogHours": 583.609756097561, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3149318045797362, "queueFactor": 1.0588736409897876, "queueWeight": 1.0588736409897876, "recentSuccess": 28, "recentSuccessRate": 0.22764227642276422, "recentTerminal": 123, "recentWilsonLowerBound": 0.16245354051668648, "running": 6, "selectionWeight": 0.3334729865788295, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 11964 } }, "queueAttemptedAt": "2026-09-14T11:44:18.814892+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T11:44:18.814892+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", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }