{ "communityAttemptedAt": "2026-09-19T16:53:30.666157+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T16:53:30.666157+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": "2026-09-19T17:01:00.520054+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1298.9444444444443, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7408025436990223, "queueFactor": 0.9770451910202235, "queueWeight": 0.9770451910202235, "recentSuccess": 30, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 108, "recentWilsonLowerBound": 0.20204904430713197, "running": 11, "selectionWeight": 0.7237975628166787, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 23381 }, "Ascend_910-b4": { "available": true, "backlogHours": 1406.9243697478992, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9654118497568919, "queueWeight": 0.9654118497568919, "recentSuccess": 52, "recentSuccessRate": 0.4369747899159664, "recentTerminal": 119, "recentWilsonLowerBound": 0.35120830331317215, "running": 9, "selectionWeight": 2.4135296243922295, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 27904 }, "Biren_166m": { "available": true, "backlogHours": 173.39285714285714, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2264813118116252, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 168, "recentWilsonLowerBound": 0.11790055491853224, "running": 9, "selectionWeight": 0.29442570535511275, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 4855 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1528.448275862069, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3097623910226218, "queueFactor": 0.9534888658967111, "queueWeight": 0.9534888658967111, "recentSuccess": 13, "recentSuccessRate": 0.22413793103448276, "recentTerminal": 58, "recentWilsonLowerBound": 0.13593533332871563, "running": 7, "selectionWeight": 0.2953549909136132, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 14775 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 422.3255813953488, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.30437015251664484, "queueFactor": 1.1563947990059769, "queueWeight": 1.1563947990059769, "recentSuccess": 25, "recentSuccessRate": 0.1937984496124031, "recentTerminal": 129, "recentWilsonLowerBound": 0.13485458233735692, "running": 8, "selectionWeight": 0.35197206134290404, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 9080 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.30372492836676, "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": 0.03151862464183381, "recentTerminal": 349, "recentWilsonLowerBound": 0.017688790378488705, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.166666666666664, "waiting": 2577 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 101.85665529010238, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.08505879783538031, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.10580204778156997, "recentTerminal": 293, "recentWilsonLowerBound": 0.07554256005576392, "running": 5, "selectionWeight": 0.11057643718599441, "stale": false, "submissionEligible": true, "throughputPerHour": 48.833333333333336, "waiting": 4974 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2601.4054054054054, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.599882090636693, "queueFactor": 0.8803837793066999, "queueWeight": 0.8803837793066999, "recentSuccess": 16, "recentSuccessRate": 0.43243243243243246, "recentTerminal": 37, "recentWilsonLowerBound": 0.2867148684035131, "running": 2, "selectionWeight": 1.408510241399836, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 16042 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 536.5210084033614, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3654427238727617, "queueFactor": 1.1156172688861832, "queueWeight": 1.1156172688861832, "recentSuccess": 25, "recentSuccessRate": 0.21008403361344538, "recentTerminal": 119, "recentWilsonLowerBound": 0.14654279199949027, "running": 8, "selectionWeight": 0.407694213541258, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 10641 }, "MetaX_c-500": { "available": true, "backlogHours": 697.25, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5341534403967264, "queueFactor": 1.0726177007306061, "queueWeight": 1.0726177007306061, "recentSuccess": 24, "recentSuccessRate": 0.25, "recentTerminal": 96, "recentWilsonLowerBound": 0.17413849417796742, "running": 4, "selectionWeight": 0.5729424350756795, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 11156 }, "Mthreads_s4000": { "available": true, "backlogHours": 1824.6000000000001, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1063662305956063, "queueFactor": 0.9284918316949178, "queueWeight": 0.9284918316949178, "recentSuccess": 24, "recentSuccessRate": 0.34285714285714286, "recentTerminal": 70, "recentWilsonLowerBound": 0.24245827082896973, "running": 4, "selectionWeight": 1.0272520079711163, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 21287 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5600.117647058823, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3082051968311814, "queueFactor": 0.784736160718228, "queueWeight": 0.784736160718228, "recentSuccess": 8, "recentSuccessRate": 0.47058823529411764, "recentTerminal": 17, "recentWilsonLowerBound": 0.26164801196088106, "running": 2, "selectionWeight": 1.0265959235929352, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15867 }, "Vastai_va16": { "available": true, "backlogHours": 1987.142857142857, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9166823607356588, "queueWeight": 0.9166823607356588, "recentSuccess": 5, "recentSuccessRate": 0.11904761904761904, "recentTerminal": 42, "recentWilsonLowerBound": 0.05193726765019085, "running": 17, "selectionWeight": 0.045834118036782945, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 13910 }, "hygon_k100-ai": { "available": true, "backlogHours": 926.3368421052631, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0856668264763354, "queueFactor": 1.0278693060051889, "queueWeight": 1.0278693060051889, "recentSuccess": 31, "recentSuccessRate": 0.3263157894736842, "recentTerminal": 95, "recentWilsonLowerBound": 0.24038572025731433, "running": 6, "selectionWeight": 1.1159236074830867, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 14667 } }, "queueAttemptedAt": "2026-09-19T17:01:00.520054+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T17:01:00.520054+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 }