{ "communityAttemptedAt": "2026-09-26T08:25:05.818004+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-26T08:25:05.818004+00:00", "frameworkAttemptedAt": "2026-09-26T06:40:13.845715+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34076, "officialConfigError": null, "officialConfigValid": true, "successCount": 15367, "successRate": 0.45096255429040966, "wilsonLowerBound": 0.4456851046124 }, "vllm": { "framework": "vllm", "modelCount": 38132, "officialConfigError": null, "officialConfigValid": true, "successCount": 10780, "successRate": 0.2827021923843491, "wilsonLowerBound": 0.2782043898310242 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10202, "officialConfigError": null, "officialConfigValid": true, "successCount": 4282, "successRate": 0.4197216232111351, "wilsonLowerBound": 0.41017697531461333 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64118, "officialConfigError": null, "officialConfigValid": true, "successCount": 12090, "successRate": 0.18855859509030226, "wilsonLowerBound": 0.18554955221282746 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21434, "officialConfigError": null, "officialConfigValid": true, "successCount": 4423, "successRate": 0.206354390221144, "wilsonLowerBound": 0.20098941992742975 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6734, "officialConfigError": null, "officialConfigValid": true, "successCount": 71, "successRate": 0.010543510543510543, "wilsonLowerBound": 0.008367802862082448 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26360, "officialConfigError": null, "officialConfigValid": true, "successCount": 3242, "successRate": 0.12298937784522003, "wilsonLowerBound": 0.11907943751748465 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16480, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10169902912621359, "wilsonLowerBound": 0.09717672290932522 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12443, "officialConfigError": null, "officialConfigValid": true, "successCount": 5156, "successRate": 0.41436952503415575, "wilsonLowerBound": 0.4057416080939314 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24392, "officialConfigError": null, "officialConfigValid": true, "successCount": 3792, "successRate": 0.15546080682190883, "wilsonLowerBound": 0.15096780478809763 }, "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": 45745, "officialConfigError": null, "officialConfigValid": true, "successCount": 11380, "successRate": 0.24877035741611106, "wilsonLowerBound": 0.24482997004839574 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23487, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.1316472942478818, "wilsonLowerBound": 0.1273833610292734 }, "vllm": { "framework": "vllm", "modelCount": 86751, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11255201669145025, "wilsonLowerBound": 0.11046601601705014 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41985, "officialConfigError": null, "officialConfigValid": true, "successCount": 5165, "successRate": 0.12302012623556031, "wilsonLowerBound": 0.11991267429726925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36166, "officialConfigError": null, "officialConfigValid": true, "successCount": 3492, "successRate": 0.09655477520322955, "wilsonLowerBound": 0.09355349236684991 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89723, "officialConfigError": null, "officialConfigValid": true, "successCount": 21579, "successRate": 0.24050689343869464, "wilsonLowerBound": 0.2377214444488309 }, "transformers": { "framework": "transformers", "modelCount": 5344, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10797155688622755, "wilsonLowerBound": 0.09993055782900416 }, "vllm": { "framework": "vllm", "modelCount": 112713, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14659356063630638, "wilsonLowerBound": 0.14454067954731284 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19134, "officialConfigError": null, "officialConfigValid": true, "successCount": 3661, "successRate": 0.1913347966969792, "wilsonLowerBound": 0.18582338715056435 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43049, "officialConfigError": null, "officialConfigValid": true, "successCount": 5596, "successRate": 0.1299914051429766, "wilsonLowerBound": 0.12684756367714353 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7075, "officialConfigError": null, "officialConfigValid": true, "successCount": 597, "successRate": 0.08438162544169611, "wilsonLowerBound": 0.07812800487410555 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32033, "officialConfigError": null, "officialConfigValid": true, "successCount": 5953, "successRate": 0.18583960290949958, "wilsonLowerBound": 0.18161764005109526 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61163, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20275329856285662, "wilsonLowerBound": 0.19958567335547175 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9841, "officialConfigError": null, "officialConfigValid": true, "successCount": 2884, "successRate": 0.29305964840971443, "wilsonLowerBound": 0.28414876561490743 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13943, "officialConfigError": null, "officialConfigValid": true, "successCount": 3510, "successRate": 0.25173922398336085, "wilsonLowerBound": 0.24460417139589882 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63351, "officialConfigError": null, "officialConfigValid": true, "successCount": 17343, "successRate": 0.2737604773405313, "wilsonLowerBound": 0.2703020745000164 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 154, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.6623376623376623, "wilsonLowerBound": 0.5845030029992225 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47118, "officialConfigError": null, "officialConfigValid": true, "successCount": 20781, "successRate": 0.44104164013752706, "wilsonLowerBound": 0.4365633849808702 }, "vllm": { "framework": "vllm", "modelCount": 37434, "officialConfigError": null, "officialConfigValid": true, "successCount": 3839, "successRate": 0.10255382807073783, "wilsonLowerBound": 0.09952121136020466 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 745, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6281, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030568380831077855, "wilsonLowerBound": 0.02658963799640948 }, "vllm": { "framework": "vllm", "modelCount": 10034, "officialConfigError": null, "officialConfigValid": true, "successCount": 742, "successRate": 0.07394857484552521, "wilsonLowerBound": 0.06898964202217013 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6314, "officialConfigError": null, "officialConfigValid": true, "successCount": 2717, "successRate": 0.43031358885017423, "wilsonLowerBound": 0.4181468303053745 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7389, "officialConfigError": null, "officialConfigValid": true, "successCount": 239, "successRate": 0.0323453782649885, "wilsonLowerBound": 0.028548181555336994 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13435, "officialConfigError": null, "officialConfigValid": true, "successCount": 4351, "successRate": 0.32385560104205435, "wilsonLowerBound": 0.31599407895283566 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26998, "officialConfigError": null, "officialConfigValid": true, "successCount": 13736, "successRate": 0.508778428031706, "wilsonLowerBound": 0.5028142115294845 }, "vllm": { "framework": "vllm", "modelCount": 63862, "officialConfigError": null, "officialConfigValid": true, "successCount": 6550, "successRate": 0.10256490557765181, "wilsonLowerBound": 0.10023568627857628 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12839, "officialConfigError": null, "officialConfigValid": true, "successCount": 1922, "successRate": 0.14970013240906613, "wilsonLowerBound": 0.1436334931681949 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-26T08:28:30.563613+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1266.441176470588, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9763880510239296, "queueFactor": 0.9406221215026596, "queueWeight": 0.9406221215026596, "recentSuccess": 61, "recentSuccessRate": 0.4485294117647059, "recentTerminal": 136, "recentWilsonLowerBound": 0.36749948858079223, "running": 9, "selectionWeight": 1.8590343214666352, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 28706 }, "Biren_166m": { "available": true, "backlogHours": 127.30964467005076, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3054931910971159, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.20812182741116753, "recentTerminal": 197, "recentWilsonLowerBound": 0.15728204786355077, "running": 10, "selectionWeight": 0.3971411484262507, "stale": false, "submissionEligible": true, "throughputPerHour": 32.833333333333336, "waiting": 4180 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1001.0109890109891, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.22888854117028923, "queueFactor": 0.9743996400379288, "queueWeight": 0.9743996400379288, "recentSuccess": 19, "recentSuccessRate": 0.2087912087912088, "recentTerminal": 91, "recentWilsonLowerBound": 0.13793973578452018, "running": 7, "selectionWeight": 0.22302891212513645, "stale": false, "submissionEligible": false, "throughputPerHour": 15.166666666666666, "waiting": 15182 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 415.6875, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2996366188989509, "queueFactor": 1.1117007453765166, "queueWeight": 1.1117007453765166, "recentSuccess": 28, "recentSuccessRate": 0.21875, "recentTerminal": 128, "recentWilsonLowerBound": 0.1559042491230976, "running": 7, "selectionWeight": 0.33310625257206294, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 8868 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.72222222222222, "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": 0.033950617283950615, "recentTerminal": 324, "recentWilsonLowerBound": 0.01906115189716367, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.0, "waiting": 2307 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 162.20111731843576, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.15409363829120165, "queueFactor": 1.280250238459127, "queueWeight": 1.280250238459127, "recentSuccess": 29, "recentSuccessRate": 0.16201117318435754, "recentTerminal": 179, "recentWilsonLowerBound": 0.11523398957150835, "running": 1, "selectionWeight": 0.19727841716734537, "stale": false, "submissionEligible": false, "throughputPerHour": 29.833333333333332, "waiting": 4839 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2997.75, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8859771001701916, "queueFactor": 0.8265775962306102, "queueWeight": 0.8265775962306102, "recentSuccess": 13, "recentSuccessRate": 0.40625, "recentTerminal": 32, "recentWilsonLowerBound": 0.25519402480313796, "running": 2, "selectionWeight": 0.7323288217740436, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 15988 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 464.6190476190476, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5592147287055895, "queueFactor": 1.0932975882718887, "queueWeight": 1.0932975882718887, "recentSuccess": 35, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 126, "recentWilsonLowerBound": 0.20702956384009177, "running": 8, "selectionWeight": 0.6113881142199395, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 9757 }, "MetaX_c-500": { "available": true, "backlogHours": 556.591304347826, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5905517184707173, "queueFactor": 1.0640755863750364, "queueWeight": 1.0640755863750364, "recentSuccess": 33, "recentSuccessRate": 0.28695652173913044, "recentTerminal": 115, "recentWilsonLowerBound": 0.2122245893047851, "running": 5, "selectionWeight": 0.628391666116514, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 10668 }, "Mthreads_s4000": { "available": true, "backlogHours": 2114.7, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8709949296274925, "queueWeight": 0.8709949296274925, "recentSuccess": 32, "recentSuccessRate": 0.5333333333333333, "recentTerminal": 60, "recentWilsonLowerBound": 0.4089320867113511, "running": 4, "selectionWeight": 2.177487324068731, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 21147 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5453.666666666667, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.635116347229263, "queueFactor": 0.7556134035976819, "queueWeight": 0.7556134035976819, "recentSuccess": 10, "recentSuccessRate": 0.5555555555555556, "recentTerminal": 18, "recentWilsonLowerBound": 0.33716069428251627, "running": 2, "selectionWeight": 1.2355158284081125, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 16361 }, "Vastai_va16": { "available": true, "backlogHours": 842.0792079207921, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.37981918494331834, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 25, "recentSuccessRate": 0.24752475247524752, "recentTerminal": 101, "recentWilsonLowerBound": 0.1736472685476873, "running": 16, "selectionWeight": 0.37981918494331834, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 14175 }, "hygon_k100-ai": { "available": true, "backlogHours": 857.6528925619834, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4847200583960027, "queueFactor": 0.9972549671326099, "queueWeight": 0.9972549671326099, "recentSuccess": 32, "recentSuccessRate": 0.2644628099173554, "recentTerminal": 121, "recentWilsonLowerBound": 0.1940040187978015, "running": 7, "selectionWeight": 0.48338948590422237, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 17296 } }, "queueAttemptedAt": "2026-09-26T08:22:00.186387+00:00", "queueError": null, "queueUpdatedAt": "2026-09-26T08:22:00.186387+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "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 }