{ "communityAttemptedAt": "2026-09-29T18:17:23.670829+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-29T18:17:23.670829+00:00", "frameworkAttemptedAt": "2026-09-29T14:16:43.687953+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40116, "officialConfigError": null, "officialConfigValid": true, "successCount": 19456, "successRate": 0.4849935187954931, "wilsonLowerBound": 0.4801044834507619 }, "vllm": { "framework": "vllm", "modelCount": 53729, "officialConfigError": null, "officialConfigValid": true, "successCount": 14943, "successRate": 0.2781179623666921, "wilsonLowerBound": 0.2743451484412363 }, "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": 3153, "officialConfigError": null, "officialConfigValid": true, "successCount": 892, "successRate": 0.28290516967967017, "wilsonLowerBound": 0.26745488305646276 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34666, "officialConfigError": null, "officialConfigValid": true, "successCount": 15806, "successRate": 0.45595107598223045, "wilsonLowerBound": 0.45071321549842774 }, "vllm": { "framework": "vllm", "modelCount": 38554, "officialConfigError": null, "officialConfigValid": true, "successCount": 10828, "successRate": 0.28085282979716764, "wilsonLowerBound": 0.27638872712384643 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10721, "officialConfigError": null, "officialConfigValid": true, "successCount": 4485, "successRate": 0.4183378416192519, "wilsonLowerBound": 0.40903107341728273 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64137, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.1885339195784025, "wilsonLowerBound": 0.1855254731849487 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23453, "officialConfigError": null, "officialConfigValid": true, "successCount": 4815, "successRate": 0.20530422547222105, "wilsonLowerBound": 0.20018309478585897 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6994, "officialConfigError": null, "officialConfigValid": true, "successCount": 79, "successRate": 0.011295396053760365, "wilsonLowerBound": 0.00907314563211225 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26461, "officialConfigError": null, "officialConfigValid": true, "successCount": 3251, "successRate": 0.1228600581988587, "wilsonLowerBound": 0.11895929025291135 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16490, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163735597331716, "wilsonLowerBound": 0.09711764770880076 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13098, "officialConfigError": null, "officialConfigValid": true, "successCount": 5371, "successRate": 0.41006260497785924, "wilsonLowerBound": 0.4016668817796288 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24459, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15519849544135084, "wilsonLowerBound": 0.15071474546935393 }, "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": 47015, "officialConfigError": null, "officialConfigValid": true, "successCount": 11692, "successRate": 0.24868658938636606, "wilsonLowerBound": 0.24479994758645382 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23582, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.1314561954032737, "wilsonLowerBound": 0.12720342754712557 }, "vllm": { "framework": "vllm", "modelCount": 86807, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.11251396776757634, "wilsonLowerBound": 0.11042894652771498 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43069, "officialConfigError": null, "officialConfigValid": true, "successCount": 5266, "successRate": 0.12226891731872112, "wilsonLowerBound": 0.11920861711777476 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38504, "officialConfigError": null, "officialConfigValid": true, "successCount": 3548, "successRate": 0.09214627051734885, "wilsonLowerBound": 0.08929780005893741 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90417, "officialConfigError": null, "officialConfigValid": true, "successCount": 21996, "successRate": 0.24327283586051296, "wilsonLowerBound": 0.24048707086670867 }, "transformers": { "framework": "transformers", "modelCount": 5396, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10730170496664196, "wilsonLowerBound": 0.09932127668000892 }, "vllm": { "framework": "vllm", "modelCount": 112752, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.146569462182489, "wilsonLowerBound": 0.14451707544708278 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20305, "officialConfigError": null, "officialConfigValid": true, "successCount": 3714, "successRate": 0.18291061314947057, "wilsonLowerBound": 0.17765324202558166 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43279, "officialConfigError": null, "officialConfigValid": true, "successCount": 5632, "successRate": 0.13013239677441715, "wilsonLowerBound": 0.1269953596027995 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7366, "officialConfigError": null, "officialConfigValid": true, "successCount": 652, "successRate": 0.08851479771925061, "wilsonLowerBound": 0.0822407456315834 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32482, "officialConfigError": null, "officialConfigValid": true, "successCount": 6131, "successRate": 0.18875069269133674, "wilsonLowerBound": 0.18453203749524386 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61269, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20245148443748062, "wilsonLowerBound": 0.19928837132737603 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10979, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.2931961016486019, "wilsonLowerBound": 0.2847542555248915 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14314, "officialConfigError": null, "officialConfigValid": true, "successCount": 3590, "successRate": 0.25080340924968564, "wilsonLowerBound": 0.2437695708622839 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64408, "officialConfigError": null, "officialConfigValid": true, "successCount": 17657, "successRate": 0.27414296360700535, "wilsonLowerBound": 0.270711422854147 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 310, "officialConfigError": null, "officialConfigValid": true, "successCount": 197, "successRate": 0.635483870967742, "wilsonLowerBound": 0.5805506524696656 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47387, "officialConfigError": null, "officialConfigValid": true, "successCount": 20970, "successRate": 0.4425264312997236, "wilsonLowerBound": 0.4380592029808077 }, "vllm": { "framework": "vllm", "modelCount": 37881, "officialConfigError": null, "officialConfigValid": true, "successCount": 4036, "successRate": 0.10654417782001531, "wilsonLowerBound": 0.10347693704225316 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 795, "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": 10048, "officialConfigError": null, "officialConfigValid": true, "successCount": 747, "successRate": 0.07434315286624203, "wilsonLowerBound": 0.069374887461707 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6508, "officialConfigError": null, "officialConfigValid": true, "successCount": 2817, "successRate": 0.4328518746158574, "wilsonLowerBound": 0.4208570888660912 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7397, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03271596593213465, "wilsonLowerBound": 0.02889830954648983 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14527, "officialConfigError": null, "officialConfigValid": true, "successCount": 4705, "successRate": 0.3238796723342741, "wilsonLowerBound": 0.3163173205065392 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27292, "officialConfigError": null, "officialConfigValid": true, "successCount": 13909, "successRate": 0.5096365235233768, "wilsonLowerBound": 0.503704587293613 }, "vllm": { "framework": "vllm", "modelCount": 64499, "officialConfigError": null, "officialConfigValid": true, "successCount": 6692, "successRate": 0.10375354656661344, "wilsonLowerBound": 0.10142370284494356 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13009, "officialConfigError": null, "officialConfigValid": true, "successCount": 1994, "successRate": 0.15327849950034592, "wilsonLowerBound": 0.14719014976133446 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-29T18:29:30.361730+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1224.3157894736842, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.960986787258956, "queueWeight": 0.960986787258956, "recentSuccess": 53, "recentSuccessRate": 0.39849624060150374, "recentTerminal": 133, "recentWilsonLowerBound": 0.3192652583897698, "running": 10, "selectionWeight": 2.4024669681473902, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 27139 }, "Ascend_910-b4": { "available": true, "backlogHours": 1275.8382352941176, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8389734016053576, "queueFactor": 0.9550631576247892, "queueWeight": 0.9550631576247892, "recentSuccess": 48, "recentSuccessRate": 0.35294117647058826, "recentTerminal": 136, "recentWilsonLowerBound": 0.2776715645733574, "running": 8, "selectionWeight": 1.7563357437252125, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 28919 }, "Biren_166m": { "available": true, "backlogHours": 126.93939393939394, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15881854619545402, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.13131313131313133, "recentTerminal": 198, "recentWilsonLowerBound": 0.09121013957312656, "running": 9, "selectionWeight": 0.20646411005409024, "stale": false, "submissionEligible": false, "throughputPerHour": 33.0, "waiting": 4189 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1368.5294117647059, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.398033279753581, "queueFactor": 0.9450685561493453, "queueWeight": 0.9450685561493453, "recentSuccess": 15, "recentSuccessRate": 0.22058823529411764, "recentTerminal": 68, "recentWilsonLowerBound": 0.1384889157967965, "running": 7, "selectionWeight": 0.3761687369961052, "stale": false, "submissionEligible": false, "throughputPerHour": 11.333333333333334, "waiting": 15510 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 503.36538461538464, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9963377949463819, "queueFactor": 1.0980419492791689, "queueWeight": 1.0980419492791689, "recentSuccess": 30, "recentSuccessRate": 0.28846153846153844, "recentTerminal": 104, "recentWilsonLowerBound": 0.21015782725460305, "running": 7, "selectionWeight": 1.094020694503434, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 8725 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 24.607734806629836, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.01841620626151013, "recentTerminal": 543, "recentWilsonLowerBound": 0.010033385499074995, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 90.5, "waiting": 2227 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 66.14132762312634, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.08116361912039977, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.08993576017130621, "recentTerminal": 467, "recentWilsonLowerBound": 0.06722410423120519, "running": 3, "selectionWeight": 0.1055127048565197, "stale": false, "submissionEligible": false, "throughputPerHour": 77.83333333333333, "waiting": 5148 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2158.6666666666665, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6854269128394642, "queueFactor": 0.8826196586606063, "queueWeight": 0.8826196586606063, "recentSuccess": 13, "recentSuccessRate": 0.28888888888888886, "recentTerminal": 45, "recentWilsonLowerBound": 0.17729918031900158, "running": 2, "selectionWeight": 0.604971267847161, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 16190 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 420.3664122137405, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5881632152119667, "queueFactor": 1.1281250241611216, "queueWeight": 1.1281250241611216, "recentSuccess": 30, "recentSuccessRate": 0.22900763358778625, "recentTerminal": 131, "recentWilsonLowerBound": 0.16538500851400117, "running": 9, "selectionWeight": 0.6635216413716829, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 9178 }, "MetaX_c-500": { "available": true, "backlogHours": 595.7142857142857, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.156608492869194, "queueFactor": 1.0706455884736028, "queueWeight": 1.0706455884736028, "recentSuccess": 32, "recentSuccessRate": 0.3047619047619048, "recentTerminal": 105, "recentWilsonLowerBound": 0.22490075875702692, "running": 5, "selectionWeight": 1.238317780481505, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 10425 }, "Mthreads_s4000": { "available": true, "backlogHours": 1785.6486486486485, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1945604054112855, "queueFactor": 0.9080965645455636, "queueWeight": 0.9080965645455636, "recentSuccess": 30, "recentSuccessRate": 0.40540540540540543, "recentTerminal": 74, "recentWilsonLowerBound": 0.3009038972107517, "running": 4, "selectionWeight": 1.9928727648417077, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 22023 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3915.923076923077, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8366844745672962, "queueFactor": 0.8071910005929054, "queueWeight": 0.8071910005929054, "recentSuccess": 9, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 26, "recentWilsonLowerBound": 0.1941201497285213, "running": 2, "selectionWeight": 0.6753641782065252, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 16969 }, "Vastai_va16": { "available": true, "backlogHours": 786.1636363636364, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7293906440431657, "queueFactor": 1.0270095719199832, "queueWeight": 1.0270095719199832, "recentSuccess": 28, "recentSuccessRate": 0.2545454545454545, "recentTerminal": 110, "recentWilsonLowerBound": 0.18238075813593077, "running": 16, "selectionWeight": 0.7490911731012124, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 14413 }, "hygon_k100-ai": { "available": true, "backlogHours": 1091.8823529411766, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9519368794016467, "queueFactor": 0.9776312088172673, "queueWeight": 0.9776312088172673, "recentSuccess": 29, "recentSuccessRate": 0.28431372549019607, "recentTerminal": 102, "recentWilsonLowerBound": 0.20584782049770634, "running": 7, "selectionWeight": 0.9306432021271691, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 18562 } }, "queueAttemptedAt": "2026-09-29T18:23:18.073418+00:00", "queueError": null, "queueUpdatedAt": "2026-09-29T18:23:18.073418+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 }