{ "communityAttemptedAt": "2026-10-02T16:25:52.756126+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-02T16:25:52.756126+00:00", "frameworkAttemptedAt": "2026-10-02T14:27:45.049993+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40619, "officialConfigError": null, "officialConfigValid": true, "successCount": 19837, "successRate": 0.4883675127403432, "wilsonLowerBound": 0.4835076379644724 }, "vllm": { "framework": "vllm", "modelCount": 54378, "officialConfigError": null, "officialConfigValid": true, "successCount": 15045, "successRate": 0.27667439037846187, "wilsonLowerBound": 0.27293019671277796 }, "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": 3449, "officialConfigError": null, "officialConfigValid": true, "successCount": 989, "successRate": 0.2867497825456654, "wilsonLowerBound": 0.27190035300088367 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35154, "officialConfigError": null, "officialConfigValid": true, "successCount": 16169, "successRate": 0.45994765887239003, "wilsonLowerBound": 0.4547422808236842 }, "vllm": { "framework": "vllm", "modelCount": 38956, "officialConfigError": null, "officialConfigValid": true, "successCount": 10889, "successRate": 0.279520484649348, "wilsonLowerBound": 0.27508596723722817 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11186, "officialConfigError": null, "officialConfigValid": true, "successCount": 4683, "successRate": 0.418648310387985, "wilsonLowerBound": 0.40953531173160523 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64159, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.18850044420891846, "wilsonLowerBound": 0.18549271871463957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 25104, "officialConfigError": null, "officialConfigValid": true, "successCount": 5180, "successRate": 0.20634161886551944, "wilsonLowerBound": 0.20138068519852056 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7198, "officialConfigError": null, "officialConfigValid": true, "successCount": 85, "successRate": 0.01180883578771881, "wilsonLowerBound": 0.009560763109601073 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3259, "successRate": 0.12297649145315272, "wilsonLowerBound": 0.11907700102378067 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16494, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161270765126713, "wilsonLowerBound": 0.09709403773620466 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13707, "officialConfigError": null, "officialConfigValid": true, "successCount": 5574, "successRate": 0.40665353469030424, "wilsonLowerBound": 0.398457401486817 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24523, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.1548342372466664, "wilsonLowerBound": 0.15036067272453987 }, "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": 48199, "officialConfigError": null, "officialConfigValid": true, "successCount": 12000, "successRate": 0.24896782090914749, "wilsonLowerBound": 0.24512747923512027 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23637, "officialConfigError": null, "officialConfigValid": true, "successCount": 3105, "successRate": 0.1313618479502475, "wilsonLowerBound": 0.12711528828278 }, "vllm": { "framework": "vllm", "modelCount": 86836, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11248790824082178, "wilsonLowerBound": 0.11040344602645016 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43763, "officialConfigError": null, "officialConfigValid": true, "successCount": 5331, "successRate": 0.1218152320453351, "wilsonLowerBound": 0.11878397580416732 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 40676, "officialConfigError": null, "officialConfigValid": true, "successCount": 3570, "successRate": 0.08776674205919953, "wilsonLowerBound": 0.08505570162304368 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90909, "officialConfigError": null, "officialConfigValid": true, "successCount": 22282, "successRate": 0.2451022451022451, "wilsonLowerBound": 0.24231684076571253 }, "transformers": { "framework": "transformers", "modelCount": 5432, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10677466863033873, "wilsonLowerBound": 0.09883797614347417 }, "vllm": { "framework": "vllm", "modelCount": 112775, "officialConfigError": null, "officialConfigValid": true, "successCount": 16528, "successRate": 0.14655730436710263, "wilsonLowerBound": 0.14450519702362666 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20987, "officialConfigError": null, "officialConfigValid": true, "successCount": 3768, "successRate": 0.17953971506170485, "wilsonLowerBound": 0.17440584686659302 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43327, "officialConfigError": null, "officialConfigValid": true, "successCount": 5639, "successRate": 0.13014979112331804, "wilsonLowerBound": 0.12701429242264384 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7532, "officialConfigError": null, "officialConfigValid": true, "successCount": 677, "successRate": 0.08988316516197557, "wilsonLowerBound": 0.08363114879685626 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 202, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1782178217821782, "wilsonLowerBound": 0.13159848249936945 }, "vllm": { "framework": "vllm", "modelCount": 32945, "officialConfigError": null, "officialConfigValid": true, "successCount": 6285, "successRate": 0.19077249962057977, "wilsonLowerBound": 0.18656582838193767 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61358, "officialConfigError": null, "officialConfigValid": true, "successCount": 12407, "successRate": 0.20220672120994818, "wilsonLowerBound": 0.19904733959485013 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11949, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.2945853209473596, "wilsonLowerBound": 0.2864786988167567 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14640, "officialConfigError": null, "officialConfigValid": true, "successCount": 3648, "successRate": 0.24918032786885247, "wilsonLowerBound": 0.2422400900108904 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65248, "officialConfigError": null, "officialConfigValid": true, "successCount": 17898, "successRate": 0.2743072584600294, "wilsonLowerBound": 0.270897143014917 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 451, "officialConfigError": null, "officialConfigValid": true, "successCount": 286, "successRate": 0.6341463414634146, "wilsonLowerBound": 0.5887324189731684 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47626, "officialConfigError": null, "officialConfigValid": true, "successCount": 21137, "successRate": 0.4438122034183009, "wilsonLowerBound": 0.43935476086037417 }, "vllm": { "framework": "vllm", "modelCount": 38364, "officialConfigError": null, "officialConfigValid": true, "successCount": 4232, "successRate": 0.11031175059952038, "wilsonLowerBound": 0.1072157806345598 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 839, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6284, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030553787396562698, "wilsonLowerBound": 0.026576919854083197 }, "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": 6705, "officialConfigError": null, "officialConfigValid": true, "successCount": 2909, "successRate": 0.433855331841909, "wilsonLowerBound": 0.4220335895203994 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7401, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032833400891771385, "wilsonLowerBound": 0.029009650170403356 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15170, "officialConfigError": null, "officialConfigValid": true, "successCount": 4836, "successRate": 0.3187870797626895, "wilsonLowerBound": 0.3114180048532006 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27511, "officialConfigError": null, "officialConfigValid": true, "successCount": 14042, "successRate": 0.5104140162116971, "wilsonLowerBound": 0.5045058153435799 }, "vllm": { "framework": "vllm", "modelCount": 65118, "officialConfigError": null, "officialConfigValid": true, "successCount": 6849, "successRate": 0.10517829171657606, "wilsonLowerBound": 0.1028452029839664 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13155, "officialConfigError": null, "officialConfigValid": true, "successCount": 2066, "successRate": 0.15705055112124666, "wilsonLowerBound": 0.1509330537443343 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-02T16:28:48.566754+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1280.7401574803148, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7604395367285324, "queueFactor": 1.0084254435289366, "queueWeight": 1.0084254435289366, "recentSuccess": 38, "recentSuccessRate": 0.2992125984251969, "recentTerminal": 127, "recentWilsonLowerBound": 0.22642346171260536, "running": 8, "selectionWeight": 0.7668465771024093, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 27109 }, "Ascend_910-b4": { "available": true, "backlogHours": 1428.0975609756097, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6705964208508561, "queueFactor": 0.9920858770712379, "queueWeight": 0.9920858770712379, "recentSuccess": 50, "recentSuccessRate": 0.4065040650406504, "recentTerminal": 123, "recentWilsonLowerBound": 0.32380845131879504, "running": 8, "selectionWeight": 1.6573751154118923, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 29276 }, "Biren_166m": { "available": true, "backlogHours": 135.03488372093022, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.33123257277084006, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 172, "recentWilsonLowerBound": 0.1551892322736421, "running": 8, "selectionWeight": 0.43060234460209207, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 3871 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1577.9016393442623, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3963814052926737, "queueFactor": 0.9773518958716659, "queueWeight": 0.9773518958716659, "recentSuccess": 16, "recentSuccessRate": 0.26229508196721313, "recentTerminal": 61, "recentWilsonLowerBound": 0.16838645195913182, "running": 7, "selectionWeight": 0.3874041179510698, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 16042 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 465.05263157894734, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25735197782297564, "queueFactor": 1.173917651553081, "queueWeight": 1.173917651553081, "recentSuccess": 23, "recentSuccessRate": 0.20175438596491227, "recentTerminal": 114, "recentWilsonLowerBound": 0.13836966525548045, "running": 7, "selectionWeight": 0.30211002942848814, "stale": false, "submissionEligible": false, "throughputPerHour": 19.0, "waiting": 8836 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.70807453416149, "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": 0.040372670807453416, "recentTerminal": 322, "recentWilsonLowerBound": 0.02374316096389121, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.666666666666664, "waiting": 2292 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 172.59574468085108, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1041491596420824, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.13297872340425532, "recentTerminal": 188, "recentWilsonLowerBound": 0.09171974245115859, "running": 3, "selectionWeight": 0.13539390753470712, "stale": false, "submissionEligible": false, "throughputPerHour": 31.333333333333332, "waiting": 5408 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2359.0499999999997, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.14023025466440842, "queueFactor": 0.9201367506998374, "queueWeight": 0.9201367506998374, "recentSuccess": 8, "recentSuccessRate": 0.2, "recentTerminal": 40, "recentWilsonLowerBound": 0.10499864973166873, "running": 2, "selectionWeight": 0.12903101087671948, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 15727 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 429.85, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.46520343775967193, "queueFactor": 1.1878604131368111, "queueWeight": 1.1878604131368111, "recentSuccess": 30, "recentSuccessRate": 0.25, "recentTerminal": 120, "recentWilsonLowerBound": 0.1810971138452223, "running": 8, "selectionWeight": 0.5525967477698687, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 8597 }, "MetaX_c-500": { "available": true, "backlogHours": 746.1882352941177, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9390985353433321, "queueFactor": 1.0935425576173095, "queueWeight": 1.0935425576173095, "recentSuccess": 29, "recentSuccessRate": 0.3411764705882353, "recentTerminal": 85, "recentWilsonLowerBound": 0.2492177176176207, "running": 4, "selectionWeight": 1.0269442141940166, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 10571 }, "Mthreads_s4000": { "available": true, "backlogHours": 1788.8108108108108, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9591317932876608, "queueWeight": 0.9591317932876608, "recentSuccess": 37, "recentSuccessRate": 0.5, "recentTerminal": 74, "recentWilsonLowerBound": 0.38892400848268727, "running": 4, "selectionWeight": 2.397829483219152, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 22062 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4876.857142857143, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.07022123736742569, "queueFactor": 0.8251671754885227, "queueWeight": 0.8251671754885227, "recentSuccess": 4, "recentSuccessRate": 0.19047619047619047, "recentTerminal": 21, "recentWilsonLowerBound": 0.07667440615177303, "running": 2, "selectionWeight": 0.05794426009778776, "stale": false, "submissionEligible": false, "throughputPerHour": 3.5, "waiting": 17069 }, "Vastai_va16": { "available": true, "backlogHours": 1514.3225806451612, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.16914072853653828, "queueFactor": 0.9833999663738596, "queueWeight": 0.9833999663738596, "recentSuccess": 12, "recentSuccessRate": 0.1935483870967742, "recentTerminal": 62, "recentWilsonLowerBound": 0.11433696420146607, "running": 16, "selectionWeight": 0.16633298675528185, "stale": false, "submissionEligible": false, "throughputPerHour": 10.333333333333334, "waiting": 15648 }, "hygon_k100-ai": { "available": true, "backlogHours": 1482.2962962962963, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3332766597935092, "queueFactor": 0.9865581651681702, "queueWeight": 0.9865581651681702, "recentSuccess": 19, "recentSuccessRate": 0.2345679012345679, "recentTerminal": 81, "recentWilsonLowerBound": 0.15562381855614316, "running": 6, "selectionWeight": 0.3287968099792609, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 20011 } }, "queueAttemptedAt": "2026-10-02T16:28:48.566754+00:00", "queueError": null, "queueUpdatedAt": "2026-10-02T16:28:48.566754+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 }