{ "communityAttemptedAt": "2026-10-07T09:48:38.069449+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T09:48:38.069449+00:00", "frameworkAttemptedAt": "2026-10-07T08:51:19.082816+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41380, "officialConfigError": null, "officialConfigValid": true, "successCount": 20391, "successRate": 0.4927742870952151, "wilsonLowerBound": 0.4879580834301793 }, "vllm": { "framework": "vllm", "modelCount": 55428, "officialConfigError": null, "officialConfigValid": true, "successCount": 15217, "successRate": 0.2745363354261384, "wilsonLowerBound": 0.27083671106569096 }, "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": 3957, "officialConfigError": null, "officialConfigValid": true, "successCount": 1194, "successRate": 0.3017437452615618, "wilsonLowerBound": 0.2876395841035005 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36095, "officialConfigError": null, "officialConfigValid": true, "successCount": 16791, "successRate": 0.46518908436071477, "wilsonLowerBound": 0.4600473261317595 }, "vllm": { "framework": "vllm", "modelCount": 39331, "officialConfigError": null, "officialConfigValid": true, "successCount": 10955, "successRate": 0.27853347232462944, "wilsonLowerBound": 0.27412494242580115 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12001, "officialConfigError": null, "officialConfigValid": true, "successCount": 5050, "successRate": 0.42079826681109905, "wilsonLowerBound": 0.41199217134203897 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64200, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1883956386292835, "wilsonLowerBound": 0.18538951980161134 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27503, "officialConfigError": null, "officialConfigValid": true, "successCount": 5961, "successRate": 0.21673999200087263, "wilsonLowerBound": 0.21191018463597908 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7501, "officialConfigError": null, "officialConfigValid": true, "successCount": 101, "successRate": 0.013464871350486601, "wilsonLowerBound": 0.011094443907275046 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26550, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12293785310734463, "wilsonLowerBound": 0.11904245157890218 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16501, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156960184231259, "wilsonLowerBound": 0.09705274789685281 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14674, "officialConfigError": null, "officialConfigValid": true, "successCount": 5871, "successRate": 0.40009540684203354, "wilsonLowerBound": 0.3921956250152796 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24636, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.1544081831466147, "wilsonLowerBound": 0.14994991340580133 }, "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": 49955, "officialConfigError": null, "officialConfigValid": true, "successCount": 12535, "successRate": 0.25092583324992496, "wilsonLowerBound": 0.24714317508322478 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13109165895126673, "wilsonLowerBound": 0.12685992110174144 }, "vllm": { "framework": "vllm", "modelCount": 86912, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11238954344624448, "wilsonLowerBound": 0.11030679190751505 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45238, "officialConfigError": null, "officialConfigValid": true, "successCount": 5474, "successRate": 0.12100446527255847, "wilsonLowerBound": 0.11803122886915433 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44383, "officialConfigError": null, "officialConfigValid": true, "successCount": 3627, "successRate": 0.08172047856161142, "wilsonLowerBound": 0.07920793914224697 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91719, "officialConfigError": null, "officialConfigValid": true, "successCount": 22737, "successRate": 0.24789847250842245, "wilsonLowerBound": 0.2451145861002462 }, "transformers": { "framework": "transformers", "modelCount": 5473, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10615750045678787, "wilsonLowerBound": 0.09827082957026088 }, "vllm": { "framework": "vllm", "modelCount": 112820, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14650771139868818, "wilsonLowerBound": 0.14445630187082825 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22333, "officialConfigError": null, "officialConfigValid": true, "successCount": 3894, "successRate": 0.17436081135539336, "wilsonLowerBound": 0.1694406798689507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43526, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13001424435969305, "wilsonLowerBound": 0.12688725889012745 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7797, "officialConfigError": null, "officialConfigValid": true, "successCount": 723, "successRate": 0.09272797229703732, "wilsonLowerBound": 0.08648876940540856 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33654, "officialConfigError": null, "officialConfigValid": true, "successCount": 6544, "successRate": 0.19444939680275747, "wilsonLowerBound": 0.19025585812926368 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61448, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20204074990235646, "wilsonLowerBound": 0.19888465279701611 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13752, "officialConfigError": null, "officialConfigValid": true, "successCount": 3953, "successRate": 0.28744909831297266, "wilsonLowerBound": 0.27994510596458577 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14989, "officialConfigError": null, "officialConfigValid": true, "successCount": 3689, "successRate": 0.24611381679898592, "wilsonLowerBound": 0.239283551574437 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66420, "officialConfigError": null, "officialConfigValid": true, "successCount": 18306, "successRate": 0.275609756097561, "wilsonLowerBound": 0.27222467526809935 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 690, "officialConfigError": null, "officialConfigValid": true, "successCount": 423, "successRate": 0.6130434782608696, "wilsonLowerBound": 0.5761709802269077 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48007, "officialConfigError": null, "officialConfigValid": true, "successCount": 21417, "successRate": 0.4461224404774304, "wilsonLowerBound": 0.44168022858064404 }, "vllm": { "framework": "vllm", "modelCount": 39059, "officialConfigError": null, "officialConfigValid": true, "successCount": 4511, "successRate": 0.11549194807854783, "wilsonLowerBound": 0.11235996255723332 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 991, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10069, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07498261992253451, "wilsonLowerBound": 0.06999893763887836 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6998, "officialConfigError": null, "officialConfigValid": true, "successCount": 3060, "successRate": 0.43726779079737066, "wilsonLowerBound": 0.42568300276636784 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15982, "officialConfigError": null, "officialConfigValid": true, "successCount": 4934, "successRate": 0.3087223126016769, "wilsonLowerBound": 0.3016067205519647 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27859, "officialConfigError": null, "officialConfigValid": true, "successCount": 14190, "successRate": 0.5093506586740371, "wilsonLowerBound": 0.5034793785890819 }, "vllm": { "framework": "vllm", "modelCount": 66447, "officialConfigError": null, "officialConfigValid": true, "successCount": 7001, "successRate": 0.10536216834469578, "wilsonLowerBound": 0.10305048996394064 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13390, "officialConfigError": null, "officialConfigValid": true, "successCount": 2123, "successRate": 0.1585511575802838, "wilsonLowerBound": 0.15246242810234995 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T09:48:38.069449+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1005.548780487805, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0445040272123471, "queueFactor": 1.0022639422411619, "queueWeight": 1.0022639422411619, "recentSuccess": 51, "recentSuccessRate": 0.31097560975609756, "recentTerminal": 164, "recentWilsonLowerBound": 0.2451381121786042, "running": 7, "selectionWeight": 1.046868724000617, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 27485 }, "Ascend_910-b4": { "available": true, "backlogHours": 1268.5774647887324, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9679324035959381, "queueWeight": 0.9679324035959381, "recentSuccess": 63, "recentSuccessRate": 0.44366197183098594, "recentTerminal": 142, "recentWilsonLowerBound": 0.364499679538778, "running": 7, "selectionWeight": 2.419831008989845, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 30023 }, "Biren_166m": { "available": true, "backlogHours": 132.79591836734696, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.26443705263165873, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.17857142857142858, "recentTerminal": 196, "recentWilsonLowerBound": 0.13129088009696172, "running": 6, "selectionWeight": 0.3437681684211564, "stale": false, "submissionEligible": true, "throughputPerHour": 32.666666666666664, "waiting": 4338 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1369.6, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.23786361378953835, "queueFactor": 0.9568712714501738, "queueWeight": 0.9568712714501738, "recentSuccess": 15, "recentSuccessRate": 0.2, "recentTerminal": 75, "recentWilsonLowerBound": 0.12512038203120296, "running": 6, "selectionWeight": 0.22760485855852866, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 17120 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 461.1219512195122, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5530662588572335, "queueFactor": 1.126601197035025, "queueWeight": 1.126601197035025, "recentSuccess": 31, "recentSuccessRate": 0.25203252032520324, "recentTerminal": 123, "recentWilsonLowerBound": 0.18360980012600733, "running": 7, "selectionWeight": 0.6230851092682422, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 9453 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.80893300248139, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.03225806451612903, "recentTerminal": 403, "recentWilsonLowerBound": 0.018946835349343365, "running": 12, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.16666666666667, "waiting": 3144 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 195.84615384615384, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.35395336189694093, "queueFactor": 1.2810182613963137, "queueWeight": 1.2810182613963137, "recentSuccess": 39, "recentSuccessRate": 0.2, "recentTerminal": 195, "recentWilsonLowerBound": 0.14989626176513593, "running": 6, "selectionWeight": 0.4534207202725995, "stale": false, "submissionEligible": true, "throughputPerHour": 32.5, "waiting": 6365 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1636.1052631578948, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6336774410609467, "queueFactor": 0.931688836096815, "queueWeight": 0.931688836096815, "recentSuccess": 17, "recentSuccessRate": 0.2982456140350877, "recentTerminal": 57, "recentWilsonLowerBound": 0.19532392409243257, "running": 2, "selectionWeight": 0.5903901975228815, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 15543 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 404.82608695652175, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15088693832642197, "queueFactor": 1.1488208375074558, "queueWeight": 1.1488208375074558, "recentSuccess": 21, "recentSuccessRate": 0.15217391304347827, "recentTerminal": 138, "recentWilsonLowerBound": 0.101736119387597, "running": 8, "selectionWeight": 0.17334205885709592, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 9311 }, "MetaX_c-500": { "available": true, "backlogHours": 681.1546391752577, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7269289141117421, "queueFactor": 1.062565522438012, "queueWeight": 1.062565522438012, "recentSuccess": 28, "recentSuccessRate": 0.28865979381443296, "recentTerminal": 97, "recentWilsonLowerBound": 0.20790125991766098, "running": 3, "selectionWeight": 0.77240960139844, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 11012 }, "Mthreads_s4000": { "available": true, "backlogHours": 1921.941176470588, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.001582560737856, "queueFactor": 0.9094557312657439, "queueWeight": 0.9094557312657439, "recentSuccess": 30, "recentSuccessRate": 0.4411764705882353, "recentTerminal": 68, "recentWilsonLowerBound": 0.329460449863809, "running": 4, "selectionWeight": 1.820350731464607, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 21782 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2008.7058823529412, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.062412612828517296, "queueFactor": 0.9034520863876111, "queueWeight": 0.9034520863876111, "recentSuccess": 7, "recentSuccessRate": 0.13725490196078433, "recentTerminal": 51, "recentWilsonLowerBound": 0.06811015331542725, "running": 1, "selectionWeight": 0.05638680527682613, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 17074 }, "Vastai_va16": { "available": true, "backlogHours": 1349.842105263158, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9589592049209992, "queueWeight": 0.9589592049209992, "recentSuccess": 2, "recentSuccessRate": 0.02631578947368421, "recentTerminal": 76, "recentWilsonLowerBound": 0.00724650713060782, "running": 16, "selectionWeight": 0.04794796024604996, "stale": false, "submissionEligible": false, "throughputPerHour": 12.666666666666666, "waiting": 17098 }, "hygon_k100-ai": { "available": true, "backlogHours": 1036.0975609756097, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3469101253791057, "queueFactor": 0.9977746829557308, "queueWeight": 0.9977746829557308, "recentSuccess": 26, "recentSuccessRate": 0.21138211382113822, "recentTerminal": 123, "recentWilsonLowerBound": 0.1485330315397392, "running": 6, "selectionWeight": 0.34613814036427004, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 21240 } }, "queueAttemptedAt": "2026-10-07T09:43:22.567627+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T09:43:22.567627+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }