{ "communityAttemptedAt": "2026-09-19T17:25:15.759461+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T17:25:15.759461+00:00", "frameworkAttemptedAt": "2026-09-19T16:57:00.094728+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39680, "officialConfigError": null, "officialConfigValid": true, "successCount": 19193, "successRate": 0.4836945564516129, "wilsonLowerBound": 0.4787792709478902 }, "vllm": { "framework": "vllm", "modelCount": 52987, "officialConfigError": null, "officialConfigValid": true, "successCount": 14816, "successRate": 0.27961575480778306, "wilsonLowerBound": 0.2758103327278731 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2753, "officialConfigError": null, "officialConfigValid": true, "successCount": 782, "successRate": 0.2840537595350527, "wilsonLowerBound": 0.267517858082399 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32979, "officialConfigError": null, "officialConfigValid": true, "successCount": 14584, "successRate": 0.44222080718032686, "wilsonLowerBound": 0.4368675574806479 }, "vllm": { "framework": "vllm", "modelCount": 37516, "officialConfigError": null, "officialConfigValid": true, "successCount": 10661, "successRate": 0.2841720865763941, "wilsonLowerBound": 0.2796303945037936 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8863, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.42998984542479973, "wilsonLowerBound": 0.4197152754642753 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63946, "officialConfigError": null, "officialConfigValid": true, "successCount": 12085, "successRate": 0.1889875832733869, "wilsonLowerBound": 0.18597185159120364 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17873, "officialConfigError": null, "officialConfigValid": true, "successCount": 3579, "successRate": 0.20024618139092487, "wilsonLowerBound": 0.19444385225854224 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6078, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.010036196117143797, "wilsonLowerBound": 0.007821493248097717 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26157, "officialConfigError": null, "officialConfigValid": true, "successCount": 3223, "successRate": 0.12321749436097412, "wilsonLowerBound": 0.11928942022491816 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16468, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165168812241923, "wilsonLowerBound": 0.09712873155638158 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11255, "officialConfigError": null, "officialConfigValid": true, "successCount": 4735, "successRate": 0.42070191026210574, "wilsonLowerBound": 0.41160992109971617 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24164, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.1567621254759146, "wilsonLowerBound": 0.15223248521681057 }, "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": 43098, "officialConfigError": null, "officialConfigValid": true, "successCount": 10806, "successRate": 0.25073089238479745, "wilsonLowerBound": 0.24666109266673353 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23282, "officialConfigError": null, "officialConfigValid": true, "successCount": 3059, "successRate": 0.13138905592303066, "wilsonLowerBound": 0.12711031484186042 }, "vllm": { "framework": "vllm", "modelCount": 86642, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11269361279748852, "wilsonLowerBound": 0.11060514965061183 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40541, "officialConfigError": null, "officialConfigValid": true, "successCount": 4971, "successRate": 0.12261661034508275, "wilsonLowerBound": 0.11945947056123453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31992, "officialConfigError": null, "officialConfigValid": true, "successCount": 3417, "successRate": 0.106807951987997, "wilsonLowerBound": 0.10347041729843114 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88629, "officialConfigError": null, "officialConfigValid": true, "successCount": 21070, "successRate": 0.2377325706033014, "wilsonLowerBound": 0.2349413430908641 }, "transformers": { "framework": "transformers", "modelCount": 5181, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10924531943640224, "wilsonLowerBound": 0.10103871178963275 }, "vllm": { "framework": "vllm", "modelCount": 112547, "officialConfigError": null, "officialConfigValid": true, "successCount": 16510, "successRate": 0.14669426994944335, "wilsonLowerBound": 0.1446392932437984 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17440, "officialConfigError": null, "officialConfigValid": true, "successCount": 3456, "successRate": 0.1981651376146789, "wilsonLowerBound": 0.1923157411675186 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42850, "officialConfigError": null, "officialConfigValid": true, "successCount": 5574, "successRate": 0.13008168028004669, "wilsonLowerBound": 0.1269296755781395 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6733, "officialConfigError": null, "officialConfigValid": true, "successCount": 555, "successRate": 0.08242982325857716, "wilsonLowerBound": 0.07609627867751127 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31197, "officialConfigError": null, "officialConfigValid": true, "successCount": 5609, "successRate": 0.1797929288072571, "wilsonLowerBound": 0.17557107925014906 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60889, "officialConfigError": null, "officialConfigValid": true, "successCount": 12391, "successRate": 0.20350145346450096, "wilsonLowerBound": 0.20032231965167654 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7994, "officialConfigError": null, "officialConfigValid": true, "successCount": 2319, "successRate": 0.2900925694270703, "wilsonLowerBound": 0.28024710343656134 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12941, "officialConfigError": null, "officialConfigValid": true, "successCount": 3340, "successRate": 0.25809442856038944, "wilsonLowerBound": 0.2506276124741752 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61040, "officialConfigError": null, "officialConfigValid": true, "successCount": 16732, "successRate": 0.27411533420707734, "wilsonLowerBound": 0.2705908872031442 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46607, "officialConfigError": null, "officialConfigValid": true, "successCount": 20409, "successRate": 0.43789559508228376, "wilsonLowerBound": 0.43339662776602217 }, "vllm": { "framework": "vllm", "modelCount": 36575, "officialConfigError": null, "officialConfigValid": true, "successCount": 3470, "successRate": 0.09487354750512646, "wilsonLowerBound": 0.0919127038523324 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 535, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10026, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07370835826850189, "wilsonLowerBound": 0.06875525826123706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5955, "officialConfigError": null, "officialConfigValid": true, "successCount": 2525, "successRate": 0.42401343408900083, "wilsonLowerBound": 0.4115144236485661 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7376, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03186008676789588, "wilsonLowerBound": 0.02808932214804452 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11685, "officialConfigError": null, "officialConfigValid": true, "successCount": 3836, "successRate": 0.3282841249465126, "wilsonLowerBound": 0.3198272664249393 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26485, "officialConfigError": null, "officialConfigValid": true, "successCount": 13438, "successRate": 0.5073815367188975, "wilsonLowerBound": 0.5013597623186946 }, "vllm": { "framework": "vllm", "modelCount": 62428, "officialConfigError": null, "officialConfigValid": true, "successCount": 6281, "successRate": 0.10061190491446145, "wilsonLowerBound": 0.09827668247931033 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12490, "officialConfigError": null, "officialConfigValid": true, "successCount": 1801, "successRate": 0.14419535628502803, "wilsonLowerBound": 0.1381439247920521 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T17:39:37.313908+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1263.5675675675675, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7081929959443661, "queueFactor": 0.9774596589488272, "queueWeight": 0.9774596589488272, "recentSuccess": 31, "recentSuccessRate": 0.27927927927927926, "recentTerminal": 111, "recentWilsonLowerBound": 0.20427535700815577, "running": 8, "selectionWeight": 0.6922300842857283, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 23376 }, "Ascend_910-b4": { "available": true, "backlogHours": 1418.8983050847457, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9606073882410551, "queueWeight": 0.9606073882410551, "recentSuccess": 53, "recentSuccessRate": 0.4491525423728814, "recentTerminal": 118, "recentWilsonLowerBound": 0.36241878244216363, "running": 8, "selectionWeight": 2.4015184706026376, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 27905 }, "Biren_166m": { "available": true, "backlogHours": 170.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.22276454143107444, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.1695906432748538, "recentTerminal": 171, "recentWilsonLowerBound": 0.1207522598493439, "running": 8, "selectionWeight": 0.2895939038603968, "stale": false, "submissionEligible": true, "throughputPerHour": 28.5, "waiting": 4845 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1429.5483870967741, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3062570093042113, "queueFactor": 0.9595305003081482, "queueWeight": 0.9595305003081482, "recentSuccess": 14, "recentSuccessRate": 0.22580645161290322, "recentTerminal": 62, "recentWilsonLowerBound": 0.13955057139297952, "running": 7, "selectionWeight": 0.2938629413605471, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 14772 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 414.9618320610687, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24597623275961603, "queueFactor": 1.1551473607894285, "queueWeight": 1.1551473607894285, "recentSuccess": 24, "recentSuccessRate": 0.183206106870229, "recentTerminal": 131, "recentWilsonLowerBound": 0.1263170931455936, "running": 7, "selectionWeight": 0.2841387960891966, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 9060 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 45.3782991202346, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.03519061583577713, "recentTerminal": 341, "recentWilsonLowerBound": 0.020242909522105133, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 56.833333333333336, "waiting": 2579 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 108.45985401459855, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09218788963173699, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.11313868613138686, "recentTerminal": 274, "recentWilsonLowerBound": 0.0808585762362588, "running": 10, "selectionWeight": 0.11984425652125809, "stale": false, "submissionEligible": true, "throughputPerHour": 45.666666666666664, "waiting": 4953 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3006.9375, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.4356244755058638, "queueFactor": 0.8582621354386027, "queueWeight": 0.8582621354386027, "recentSuccess": 14, "recentSuccessRate": 0.4375, "recentTerminal": 32, "recentWilsonLowerBound": 0.28165085969443177, "running": 2, "selectionWeight": 1.2321421280355866, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 16037 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 569.7321428571428, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.27756735256488657, "queueFactor": 1.1015088853943897, "queueWeight": 1.1015088853943897, "recentSuccess": 22, "recentSuccessRate": 0.19642857142857142, "recentTerminal": 112, "recentWilsonLowerBound": 0.13344874797915993, "running": 8, "selectionWeight": 0.3057429051456198, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 10635 }, "MetaX_c-500": { "available": true, "backlogHours": 676.060606060606, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.41426458425406, "queueFactor": 1.0735957126565696, "queueWeight": 1.0735957126565696, "recentSuccess": 23, "recentSuccessRate": 0.23232323232323232, "recentTerminal": 99, "recentWilsonLowerBound": 0.16009001362979594, "running": 4, "selectionWeight": 0.44475268156061504, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 11155 }, "Mthreads_s4000": { "available": true, "backlogHours": 1825.8000000000002, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.153941440506758, "queueFactor": 0.9249550601925856, "queueWeight": 0.9249550601925856, "recentSuccess": 25, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 70, "recentWilsonLowerBound": 0.2550317346898088, "running": 4, "selectionWeight": 1.0673439745626472, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 21301 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5599.764705882352, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2208290126682038, "queueFactor": 0.7818314676629364, "queueWeight": 0.7818314676629364, "recentSuccess": 8, "recentSuccessRate": 0.47058823529411764, "recentTerminal": 17, "recentWilsonLowerBound": 0.26164801196088106, "running": 2, "selectionWeight": 0.9544825387398753, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15866 }, "Vastai_va16": { "available": true, "backlogHours": 1940.6511627906975, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9165295918772284, "queueWeight": 0.9165295918772284, "recentSuccess": 5, "recentSuccessRate": 0.11627906976744186, "recentTerminal": 43, "recentWilsonLowerBound": 0.050703529948620846, "running": 16, "selectionWeight": 0.04582647959386142, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 13908 }, "hygon_k100-ai": { "available": true, "backlogHours": 907.2371134020618, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.050555548848201, "queueFactor": 1.0272602701034381, "queueWeight": 1.0272602701034381, "recentSuccess": 32, "recentSuccessRate": 0.32989690721649484, "recentTerminal": 97, "recentWilsonLowerBound": 0.2443795121542261, "running": 6, "selectionWeight": 1.0791939768684686, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 14667 } }, "queueAttemptedAt": "2026-09-19T17:31:50.378053+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T17:31:50.378053+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "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 }