{ "communityAttemptedAt": "2026-09-23T03:17:40.753032+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-23T03:17:40.753032+00:00", "frameworkAttemptedAt": "2026-09-23T01:39:44.904617+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33522, "officialConfigError": null, "officialConfigValid": true, "successCount": 14972, "successRate": 0.44663206252610227, "wilsonLowerBound": 0.4413165014100769 }, "vllm": { "framework": "vllm", "modelCount": 37885, "officialConfigError": null, "officialConfigValid": true, "successCount": 10729, "successRate": 0.28319915533852447, "wilsonLowerBound": 0.27868432555059713 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9619, "officialConfigError": null, "officialConfigValid": true, "successCount": 4050, "successRate": 0.42104168832518973, "wilsonLowerBound": 0.4112083068888436 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64092, "officialConfigError": null, "officialConfigValid": true, "successCount": 12089, "successRate": 0.18861948449104413, "wilsonLowerBound": 0.18560945625417716 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19683, "officialConfigError": null, "officialConfigValid": true, "successCount": 3976, "successRate": 0.20200172737895647, "wilsonLowerBound": 0.1964510780026152 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6356, "officialConfigError": null, "officialConfigValid": true, "successCount": 65, "successRate": 0.010226557583385778, "wilsonLowerBound": 0.008032098669339785 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26223, "officialConfigError": null, "officialConfigValid": true, "successCount": 3233, "successRate": 0.12328871601266064, "wilsonLowerBound": 0.11936452080982458 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16472, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.1016270033997086, "wilsonLowerBound": 0.09710508731059955 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11824, "officialConfigError": null, "officialConfigValid": true, "successCount": 4939, "successRate": 0.41770974289580515, "wilsonLowerBound": 0.40884830026001817 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24305, "officialConfigError": null, "officialConfigValid": true, "successCount": 3789, "successRate": 0.1558938490022629, "wilsonLowerBound": 0.15138767266168512 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8117, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06701983491437723, "wilsonLowerBound": 0.061782123503913065 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 44514, "officialConfigError": null, "officialConfigValid": true, "successCount": 11103, "successRate": 0.2494271465157029, "wilsonLowerBound": 0.24542934745078349 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23396, "officialConfigError": null, "officialConfigValid": true, "successCount": 3077, "successRate": 0.1315182082407249, "wilsonLowerBound": 0.12724793098498738 }, "vllm": { "framework": "vllm", "modelCount": 86713, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11260134005281791, "wilsonLowerBound": 0.11051448155701736 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41166, "officialConfigError": null, "officialConfigValid": true, "successCount": 5061, "successRate": 0.12294126220667541, "wilsonLowerBound": 0.11980427661360105 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33890, "officialConfigError": null, "officialConfigValid": true, "successCount": 3446, "successRate": 0.10168191206845677, "wilsonLowerBound": 0.09850913754310354 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89059, "officialConfigError": null, "officialConfigValid": true, "successCount": 21299, "successRate": 0.23915606508045228, "wilsonLowerBound": 0.23636575709937582 }, "transformers": { "framework": "transformers", "modelCount": 5275, "officialConfigError": null, "officialConfigValid": true, "successCount": 572, "successRate": 0.10843601895734598, "wilsonLowerBound": 0.10032830162541802 }, "vllm": { "framework": "vllm", "modelCount": 112673, "officialConfigError": null, "officialConfigValid": true, "successCount": 16519, "successRate": 0.1466101017990113, "wilsonLowerBound": 0.1445567614259641 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 18308, "officialConfigError": null, "officialConfigValid": true, "successCount": 3553, "successRate": 0.19406816692156434, "wilsonLowerBound": 0.18840381195247902 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42985, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.1299523089449808, "wilsonLowerBound": 0.12680656258764683 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6914, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.08345386172982355, "wilsonLowerBound": 0.07716372194340888 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31610, "officialConfigError": null, "officialConfigValid": true, "successCount": 5782, "successRate": 0.1829167984814932, "wilsonLowerBound": 0.17869350910752324 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61010, "officialConfigError": null, "officialConfigValid": true, "successCount": 12400, "successRate": 0.20324536961153908, "wilsonLowerBound": 0.20007088477216128 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8883, "officialConfigError": null, "officialConfigValid": true, "successCount": 2572, "successRate": 0.2895418214567151, "wilsonLowerBound": 0.28020245558873214 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13436, "officialConfigError": null, "officialConfigValid": true, "successCount": 3431, "successRate": 0.2553587377195594, "wilsonLowerBound": 0.2480559502473149 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 62273, "officialConfigError": null, "officialConfigValid": true, "successCount": 17062, "successRate": 0.2739871212242866, "wilsonLowerBound": 0.2704981168908029 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 3, "officialConfigError": null, "officialConfigValid": true, "successCount": 2, "successRate": 0.6666666666666666, "wilsonLowerBound": 0.20765495512648788 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46871, "officialConfigError": null, "officialConfigValid": true, "successCount": 20593, "successRate": 0.439354824945062, "wilsonLowerBound": 0.4348667769133688 }, "vllm": { "framework": "vllm", "modelCount": 37028, "officialConfigError": null, "officialConfigValid": true, "successCount": 3650, "successRate": 0.09857405206870476, "wilsonLowerBound": 0.0955793187698912 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 685, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6280, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030573248407643312, "wilsonLowerBound": 0.02659388008261268 }, "vllm": { "framework": "vllm", "modelCount": 10029, "officialConfigError": null, "officialConfigValid": true, "successCount": 741, "successRate": 0.0738857313790009, "wilsonLowerBound": 0.06892762728669295 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6119, "officialConfigError": null, "officialConfigValid": true, "successCount": 2611, "successRate": 0.4267037097564962, "wilsonLowerBound": 0.4143607238280708 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7379, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03184713375796178, "wilsonLowerBound": 0.028077881387858192 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12193, "officialConfigError": null, "officialConfigValid": true, "successCount": 3897, "successRate": 0.3196096120725006, "wilsonLowerBound": 0.31139021690565494 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26731, "officialConfigError": null, "officialConfigValid": true, "successCount": 13579, "successRate": 0.5079869814073548, "wilsonLowerBound": 0.501993005090935 }, "vllm": { "framework": "vllm", "modelCount": 63249, "officialConfigError": null, "officialConfigValid": true, "successCount": 6423, "successRate": 0.10155101266423185, "wilsonLowerBound": 0.09922109618427101 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12682, "officialConfigError": null, "officialConfigValid": true, "successCount": 1855, "successRate": 0.14627030436839616, "wilsonLowerBound": 0.14022706216766626 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-23T03:26:38.268910+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1376.780487804878, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3217805473840196, "queueFactor": 0.945102783266026, "queueWeight": 0.945102783266026, "recentSuccess": 51, "recentSuccessRate": 0.4146341463414634, "recentTerminal": 123, "recentWilsonLowerBound": 0.33144299050634907, "running": 8, "selectionWeight": 1.2492184741995283, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 28224 }, "Biren_166m": { "available": true, "backlogHours": 194.1818181818182, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.12254803963321097, "queueFactor": 1.2678779909853146, "queueWeight": 1.2678779909853146, "recentSuccess": 25, "recentSuccessRate": 0.16233766233766234, "recentTerminal": 154, "recentWilsonLowerBound": 0.11244242622704335, "running": 8, "selectionWeight": 0.15537596228934422, "stale": false, "submissionEligible": false, "throughputPerHour": 25.666666666666668, "waiting": 4984 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1629.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.30257754501659784, "queueFactor": 0.9215535678351716, "queueWeight": 0.9215535678351716, "recentSuccess": 15, "recentSuccessRate": 0.26785714285714285, "recentTerminal": 56, "recentWilsonLowerBound": 0.16957158661894964, "running": 7, "selectionWeight": 0.278841416156853, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 15204 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 414.82442748091603, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2863857592766917, "queueFactor": 1.1314336712706037, "queueWeight": 1.1314336712706037, "recentSuccess": 30, "recentSuccessRate": 0.22900763358778625, "recentTerminal": 131, "recentWilsonLowerBound": 0.16538500851400117, "running": 7, "selectionWeight": 0.32402649101804665, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 9057 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.313479623824456, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 2, "recentSuccessRate": 0.006269592476489028, "recentTerminal": 319, "recentWilsonLowerBound": 0.0017209995305411216, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.166666666666664, "waiting": 2356 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 145.24137931034483, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.06403940886699508, "recentTerminal": 203, "recentWilsonLowerBound": 0.03780305461836858, "running": 6, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 33.833333333333336, "waiting": 4914 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2734.457142857143, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6010575149818347, "queueFactor": 0.852664298714071, "queueWeight": 0.852664298714071, "recentSuccess": 13, "recentSuccessRate": 0.37142857142857144, "recentTerminal": 35, "recentWilsonLowerBound": 0.2316560736889106, "running": 2, "selectionWeight": 0.5125002844988084, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15951 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 476.7230769230769, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5418150648519838, "queueFactor": 1.1080741442068258, "queueWeight": 1.1080741442068258, "recentSuccess": 38, "recentSuccessRate": 0.2923076923076923, "recentTerminal": 130, "recentWilsonLowerBound": 0.22098338444253135, "running": 8, "selectionWeight": 0.6003712643042278, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 10329 }, "MetaX_c-500": { "available": true, "backlogHours": 620.5961538461539, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.485132270298394, "queueFactor": 1.0650926446711244, "queueWeight": 1.0650926446711244, "recentSuccess": 30, "recentSuccessRate": 0.28846153846153844, "recentTerminal": 104, "recentWilsonLowerBound": 0.21015782725460305, "running": 4, "selectionWeight": 0.5167108127874233, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 10757 }, "Mthreads_s4000": { "available": true, "backlogHours": 2514.75, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8634446938626926, "queueWeight": 0.8634446938626926, "recentSuccess": 28, "recentSuccessRate": 0.5833333333333334, "recentTerminal": 48, "recentWilsonLowerBound": 0.4428108221536465, "running": 4, "selectionWeight": 2.1586117346567315, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 20118 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4314.272727272727, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.42236064781375804, "queueFactor": 0.7962924686029589, "queueWeight": 0.7962924686029589, "recentSuccess": 8, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 22, "recentWilsonLowerBound": 0.19732972772607896, "running": 2, "selectionWeight": 0.3363226028883623, "stale": false, "submissionEligible": true, "throughputPerHour": 3.6666666666666665, "waiting": 15819 }, "Vastai_va16": { "available": true, "backlogHours": 2246.153846153846, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8781987662111657, "queueWeight": 0.8781987662111657, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 39, "recentWilsonLowerBound": 0.0, "running": 16, "selectionWeight": 0.04390993831055828, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 14600 }, "hygon_k100-ai": { "available": true, "backlogHours": 944.9126213592232, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.19046339371393828, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 21, "recentSuccessRate": 0.20388349514563106, "recentTerminal": 103, "recentWilsonLowerBound": 0.13739723831977257, "running": 6, "selectionWeight": 0.19046339371393828, "stale": false, "submissionEligible": false, "throughputPerHour": 17.166666666666668, "waiting": 16221 } }, "queueAttemptedAt": "2026-09-23T03:26:38.268910+00:00", "queueError": null, "queueUpdatedAt": "2026-09-23T03:26:38.268910+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }