{ "communityAttemptedAt": "2026-09-23T02:16:45.960495+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-23T02:16:45.960495+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": "2026-09-23T02:19:28.719574+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1283.1363636363637, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3609741570979192, "queueFactor": 0.9621286528846528, "queueWeight": 0.9621286528846528, "recentSuccess": 54, "recentSuccessRate": 0.4090909090909091, "recentTerminal": 132, "recentWilsonLowerBound": 0.32894005673952187, "running": 9, "selectionWeight": 1.3094322323794467, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 28229 }, "Biren_166m": { "available": true, "backlogHours": 188.2875, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20776837441788437, "queueFactor": 1.2830714663789353, "queueWeight": 1.2830714663789353, "recentSuccess": 31, "recentSuccessRate": 0.19375, "recentTerminal": 160, "recentWilsonLowerBound": 0.13998604583958757, "running": 8, "selectionWeight": 0.26658167283152256, "stale": false, "submissionEligible": false, "throughputPerHour": 26.666666666666668, "waiting": 5021 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2073.1363636363635, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5547615681472305, "queueFactor": 0.8953233065923565, "queueWeight": 0.8953233065923565, "recentSuccess": 15, "recentSuccessRate": 0.3409090909090909, "recentTerminal": 44, "recentWilsonLowerBound": 0.21875632628639943, "running": 7, "selectionWeight": 0.4966909615639394, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15203 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 428.8818897637795, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.17777126772447208, "queueFactor": 1.1340270507231907, "queueWeight": 1.1340270507231907, "recentSuccess": 24, "recentSuccessRate": 0.1889763779527559, "recentTerminal": 127, "recentWilsonLowerBound": 0.1304078981380311, "running": 7, "selectionWeight": 0.2015974264409058, "stale": false, "submissionEligible": false, "throughputPerHour": 21.166666666666668, "waiting": 9078 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.78181818181818, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 3, "recentSuccessRate": 0.00909090909090909, "recentTerminal": 330, "recentWilsonLowerBound": 0.003096395856904769, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.0, "waiting": 2353 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 131.27354260089686, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.06278026905829596, "recentTerminal": 223, "recentWilsonLowerBound": 0.03776133896774705, "running": 2, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 37.166666666666664, "waiting": 4879 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2587.6216216216217, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.551963241563703, "queueFactor": 0.8660420007738229, "queueWeight": 0.8660420007738229, "recentSuccess": 13, "recentSuccessRate": 0.35135135135135137, "recentTerminal": 37, "recentWilsonLowerBound": 0.21825406631100872, "running": 2, "selectionWeight": 0.4780233500774343, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15957 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 450.3478260869565, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3701267356139638, "queueFactor": 1.1257497515294868, "queueWeight": 1.1257497515294868, "recentSuccess": 34, "recentSuccessRate": 0.2463768115942029, "recentTerminal": 138, "recentWilsonLowerBound": 0.18200007681875943, "running": 9, "selectionWeight": 0.4166700806518398, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 10358 }, "MetaX_c-500": { "available": true, "backlogHours": 521.9516129032257, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3397376220060553, "queueFactor": 1.1011070259268148, "queueWeight": 1.1011070259268148, "recentSuccess": 30, "recentSuccessRate": 0.24193548387096775, "recentTerminal": 124, "recentWilsonLowerBound": 0.17504889877225968, "running": 4, "selectionWeight": 0.37408748256253593, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 10787 }, "Mthreads_s4000": { "available": true, "backlogHours": 2942.7804878048782, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8494941455888695, "queueWeight": 0.8494941455888695, "recentSuccess": 24, "recentSuccessRate": 0.5853658536585366, "recentTerminal": 41, "recentWilsonLowerBound": 0.433668353568366, "running": 4, "selectionWeight": 2.1237353639721737, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 20109 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5582.823529411765, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5400926161790316, "queueFactor": 0.7716955312703953, "queueWeight": 0.7716955312703953, "recentSuccess": 7, "recentSuccessRate": 0.4117647058823529, "recentTerminal": 17, "recentWilsonLowerBound": 0.21610786039131383, "running": 2, "selectionWeight": 0.41678705837749547, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15818 }, "Vastai_va16": { "available": true, "backlogHours": 3138.428571428571, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8413316618835115, "queueWeight": 0.8413316618835115, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 28, "recentWilsonLowerBound": 0.0, "running": 16, "selectionWeight": 0.042066583094175575, "stale": false, "submissionEligible": false, "throughputPerHour": 4.666666666666667, "waiting": 14646 }, "hygon_k100-ai": { "available": true, "backlogHours": 991.9591836734695, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.2533061760370964, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 22, "recentSuccessRate": 0.22448979591836735, "recentTerminal": 98, "recentWilsonLowerBound": 0.1531813203076455, "running": 6, "selectionWeight": 0.2533061760370964, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 16202 } }, "queueAttemptedAt": "2026-09-23T02:12:08.180540+00:00", "queueError": null, "queueUpdatedAt": "2026-09-23T02:12:08.180540+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 }