{ "communityAttemptedAt": "2026-10-01T23:04:07.255214+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T23:04:07.255214+00:00", "frameworkAttemptedAt": "2026-10-01T20:13:05.053249+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40501, "officialConfigError": null, "officialConfigValid": true, "successCount": 19753, "successRate": 0.4877163526826498, "wilsonLowerBound": 0.48284961913738905 }, "vllm": { "framework": "vllm", "modelCount": 54216, "officialConfigError": null, "officialConfigValid": true, "successCount": 15019, "successRate": 0.27702154345580643, "wilsonLowerBound": 0.273270302101239 }, "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": 3381, "officialConfigError": null, "officialConfigValid": true, "successCount": 963, "successRate": 0.28482697426796805, "wilsonLowerBound": 0.26986434150287636 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35026, "officialConfigError": null, "officialConfigValid": true, "successCount": 16078, "successRate": 0.4590304345343459, "wilsonLowerBound": 0.4538164441697888 }, "vllm": { "framework": "vllm", "modelCount": 38853, "officialConfigError": null, "officialConfigValid": true, "successCount": 10873, "successRate": 0.2798496898566391, "wilsonLowerBound": 0.2754076885375085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11065, "officialConfigError": null, "officialConfigValid": true, "successCount": 4635, "successRate": 0.41888838680524176, "wilsonLowerBound": 0.40972504689746564 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64152, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18850542461653572, "wilsonLowerBound": 0.18549750506265683 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24722, "officialConfigError": null, "officialConfigValid": true, "successCount": 5084, "successRate": 0.2056467923307176, "wilsonLowerBound": 0.20065443187778395 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7157, "officialConfigError": null, "officialConfigValid": true, "successCount": 83, "successRate": 0.011597037865027245, "wilsonLowerBound": 0.009365460884557607 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26490, "officialConfigError": null, "officialConfigValid": true, "successCount": 3258, "successRate": 0.12298980747451868, "wilsonLowerBound": 0.11908933284098963 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16493, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161886861092585, "wilsonLowerBound": 0.09709993915301135 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5519, "successRate": 0.40769742188077124, "wilsonLowerBound": 0.399446546519971 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24506, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.15494164694360565, "wilsonLowerBound": 0.1504652505509688 }, "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": 47890, "officialConfigError": null, "officialConfigValid": true, "successCount": 11926, "successRate": 0.2490290248486114, "wilsonLowerBound": 0.24517605585519614 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23621, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.131408492443165, "wilsonLowerBound": 0.12715985859061718 }, "vllm": { "framework": "vllm", "modelCount": 86828, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11249827244667619, "wilsonLowerBound": 0.11041362999877788 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43614, "officialConfigError": null, "officialConfigValid": true, "successCount": 5313, "successRate": 0.12181868207456321, "wilsonLowerBound": 0.11878227120632555 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 40145, "officialConfigError": null, "officialConfigValid": true, "successCount": 3565, "successRate": 0.0888030888030888, "wilsonLowerBound": 0.08605962648137706 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90767, "officialConfigError": null, "officialConfigValid": true, "successCount": 22213, "successRate": 0.2447255059658246, "wilsonLowerBound": 0.24193940183742896 }, "transformers": { "framework": "transformers", "modelCount": 5427, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10687304219642528, "wilsonLowerBound": 0.09892942500735333 }, "vllm": { "framework": "vllm", "modelCount": 112770, "officialConfigError": null, "officialConfigValid": true, "successCount": 16527, "successRate": 0.14655493482309126, "wilsonLowerBound": 0.1445027961550782 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20835, "officialConfigError": null, "officialConfigValid": true, "successCount": 3754, "successRate": 0.18017758579313656, "wilsonLowerBound": 0.17501790516040086 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43317, "officialConfigError": null, "officialConfigValid": true, "successCount": 5637, "successRate": 0.13013366576632732, "wilsonLowerBound": 0.12699797727009096 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7508, "officialConfigError": null, "officialConfigValid": true, "successCount": 669, "successRate": 0.0891049547149707, "wilsonLowerBound": 0.08286896220319388 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 201, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1791044776119403, "wilsonLowerBound": 0.13226856106642715 }, "vllm": { "framework": "vllm", "modelCount": 32834, "officialConfigError": null, "officialConfigValid": true, "successCount": 6254, "successRate": 0.19047328988243895, "wilsonLowerBound": 0.18626215892924336 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61333, "officialConfigError": null, "officialConfigValid": true, "successCount": 12407, "successRate": 0.2022891428757765, "wilsonLowerBound": 0.19912863260012836 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11704, "officialConfigError": null, "officialConfigValid": true, "successCount": 3444, "successRate": 0.2942583732057416, "wilsonLowerBound": 0.2860708363276976 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14561, "officialConfigError": null, "officialConfigValid": true, "successCount": 3639, "successRate": 0.24991415424764782, "wilsonLowerBound": 0.2429482080411315 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65024, "officialConfigError": null, "officialConfigValid": true, "successCount": 17845, "successRate": 0.2744371309055118, "wilsonLowerBound": 0.27102065754663635 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 415, "officialConfigError": null, "officialConfigValid": true, "successCount": 263, "successRate": 0.6337349397590362, "wilsonLowerBound": 0.5863514794257708 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47558, "officialConfigError": null, "officialConfigValid": true, "successCount": 21087, "successRate": 0.44339543294503553, "wilsonLowerBound": 0.4389352671396835 }, "vllm": { "framework": "vllm", "modelCount": 38246, "officialConfigError": null, "officialConfigValid": true, "successCount": 4177, "successRate": 0.10921403545468807, "wilsonLowerBound": 0.10612719441823742 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 828, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10057, "officialConfigError": null, "officialConfigValid": true, "successCount": 750, "successRate": 0.0745749229392463, "wilsonLowerBound": 0.06960138633482998 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6660, "officialConfigError": null, "officialConfigValid": true, "successCount": 2894, "successRate": 0.43453453453453456, "wilsonLowerBound": 0.4226705163822443 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15022, "officialConfigError": null, "officialConfigValid": true, "successCount": 4809, "successRate": 0.3201304753028891, "wilsonLowerBound": 0.3127167643482098 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27469, "officialConfigError": null, "officialConfigValid": true, "successCount": 14012, "successRate": 0.5101022971349521, "wilsonLowerBound": 0.504189548660233 }, "vllm": { "framework": "vllm", "modelCount": 64956, "officialConfigError": null, "officialConfigValid": true, "successCount": 6811, "successRate": 0.10485559455631505, "wilsonLowerBound": 0.10252284316416681 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13123, "officialConfigError": null, "officialConfigValid": true, "successCount": 2050, "successRate": 0.15621428027127943, "wilsonLowerBound": 0.1501032056595181 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T23:04:07.255214+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1259.5348837209303, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9790549957891048, "queueWeight": 0.9790549957891048, "recentSuccess": 51, "recentSuccessRate": 0.3953488372093023, "recentTerminal": 129, "recentWilsonLowerBound": 0.3151759967239364, "running": 9, "selectionWeight": 2.447637489472762, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 27080 }, "Ascend_910-b4": { "available": true, "backlogHours": 1217.4166666666667, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1399513714777454, "queueFactor": 0.9840626111633038, "queueWeight": 0.9840626111633038, "recentSuccess": 53, "recentSuccessRate": 0.3680555555555556, "recentTerminal": 144, "recentWilsonLowerBound": 0.2936668371177367, "running": 11, "selectionWeight": 2.1058461343788832, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 29218 }, "Biren_166m": { "available": true, "backlogHours": 121.67010309278349, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.43035104200033863, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.19072164948453607, "recentTerminal": 194, "recentWilsonLowerBound": 0.1416534504648952, "running": 8, "selectionWeight": 0.5594563546004403, "stale": false, "submissionEligible": false, "throughputPerHour": 32.333333333333336, "waiting": 3934 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1127.780487804878, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.44351421471493835, "queueFactor": 0.9954167201426303, "queueWeight": 0.9954167201426303, "recentSuccess": 18, "recentSuccessRate": 0.21951219512195122, "recentTerminal": 82, "recentWilsonLowerBound": 0.1436067129787513, "running": 7, "selectionWeight": 0.4414814649481782, "stale": false, "submissionEligible": false, "throughputPerHour": 13.666666666666666, "waiting": 15413 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 425.75409836065575, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31098882313635345, "queueFactor": 1.1520326620802062, "queueWeight": 1.1520326620802062, "recentSuccess": 22, "recentSuccessRate": 0.18032786885245902, "recentTerminal": 122, "recentWilsonLowerBound": 0.12220831571602409, "running": 7, "selectionWeight": 0.3582692817949637, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 8657 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 52.96470588235294, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.03137254901960784, "recentTerminal": 255, "recentWilsonLowerBound": 0.015980822787297944, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 42.5, "waiting": 2251 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 216.0, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4196172771101955, "queueFactor": 1.2754709016822938, "queueWeight": 1.2754709016822938, "recentSuccess": 29, "recentSuccessRate": 0.19594594594594594, "recentTerminal": 148, "recentWilsonLowerBound": 0.14003642738631053, "running": 3, "selectionWeight": 0.53520962679721, "stale": false, "submissionEligible": false, "throughputPerHour": 24.666666666666668, "waiting": 5328 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2148.5454545454545, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.25432895504074904, "queueFactor": 0.9036847134949538, "queueWeight": 0.9036847134949538, "recentSuccess": 9, "recentSuccessRate": 0.20454545454545456, "recentTerminal": 44, "recentWilsonLowerBound": 0.11153127823467596, "running": 2, "selectionWeight": 0.2298331888694703, "stale": false, "submissionEligible": false, "throughputPerHour": 7.333333333333333, "waiting": 15756 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 340.09302325581393, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5220817600282737, "queueFactor": 1.1915134782906618, "queueWeight": 1.1915134782906618, "recentSuccess": 28, "recentSuccessRate": 0.21705426356589147, "recentTerminal": 129, "recentWilsonLowerBound": 0.154657377030721, "running": 8, "selectionWeight": 0.6220674538433989, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 7312 }, "MetaX_c-500": { "available": true, "backlogHours": 597.6923076923077, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2163738602581868, "queueFactor": 1.0948811223855657, "queueWeight": 1.0948811223855657, "recentSuccess": 32, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 104, "recentWilsonLowerBound": 0.22716329878931368, "running": 5, "selectionWeight": 1.3317847773599467, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 10360 }, "Mthreads_s4000": { "available": true, "backlogHours": 1741.5, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5960119712471086, "queueFactor": 0.9326100603513722, "queueWeight": 0.9326100603513722, "recentSuccess": 27, "recentSuccessRate": 0.35526315789473684, "recentTerminal": 76, "recentWilsonLowerBound": 0.25701618295439105, "running": 4, "selectionWeight": 1.4884568208262785, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 22059 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2221.0434782608695, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.31322939523934035, "queueFactor": 0.899197433793147, "queueWeight": 0.899197433793147, "recentSuccess": 10, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 46, "recentWilsonLowerBound": 0.1226077461858075, "running": 2, "selectionWeight": 0.2816550683877942, "stale": false, "submissionEligible": false, "throughputPerHour": 7.666666666666667, "waiting": 17028 }, "Vastai_va16": { "available": true, "backlogHours": 1221.7105263157896, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9835430422529939, "queueWeight": 0.9835430422529939, "recentSuccess": 4, "recentSuccessRate": 0.05263157894736842, "recentTerminal": 76, "recentWilsonLowerBound": 0.020655095015801955, "running": 16, "selectionWeight": 0.0491771521126497, "stale": false, "submissionEligible": false, "throughputPerHour": 12.666666666666666, "waiting": 15475 }, "hygon_k100-ai": { "available": true, "backlogHours": 1059.75, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7905155707055458, "queueFactor": 1.0047502063218712, "queueWeight": 1.0047502063218712, "recentSuccess": 29, "recentSuccessRate": 0.25892857142857145, "recentTerminal": 112, "recentWilsonLowerBound": 0.18675273129699618, "running": 7, "selectionWeight": 0.7942706827670488, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 19782 } }, "queueAttemptedAt": "2026-10-01T23:04:07.255214+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T23:04:07.255214+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }