{ "communityAttemptedAt": "2026-09-23T02:01:45.345913+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-23T02:01:45.345913+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": "2026-09-23T02:06:58.651001+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1303.1538461538462, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6631459417888008, "queueFactor": 0.9541807783080172, "queueWeight": 0.9541807783080172, "recentSuccess": 55, "recentSuccessRate": 0.4230769230769231, "recentTerminal": 130, "recentWilsonLowerBound": 0.34155499024701075, "running": 8, "selectionWeight": 1.5869418891758582, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28235 }, "Biren_166m": { "available": true, "backlogHours": 181.6987951807229, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21508098404936535, "queueFactor": 1.282263292841861, "queueWeight": 1.282263292841861, "recentSuccess": 31, "recentSuccessRate": 0.18674698795180722, "recentTerminal": 166, "recentWilsonLowerBound": 0.1347953849388279, "running": 8, "selectionWeight": 0.27579045083480697, "stale": false, "submissionEligible": false, "throughputPerHour": 27.666666666666668, "waiting": 5027 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1940.808510638298, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6425152317355626, "queueFactor": 0.8988404612052547, "queueWeight": 0.8988404612052547, "recentSuccess": 16, "recentSuccessRate": 0.3404255319148936, "recentTerminal": 47, "recentWilsonLowerBound": 0.2216726071376219, "running": 7, "selectionWeight": 0.5775186872245942, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 15203 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 425.625, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24326968385427875, "queueFactor": 1.128563363574534, "queueWeight": 1.128563363574534, "recentSuccess": 26, "recentSuccessRate": 0.203125, "recentTerminal": 128, "recentWilsonLowerBound": 0.14255643643579252, "running": 7, "selectionWeight": 0.2745452526662983, "stale": false, "submissionEligible": false, "throughputPerHour": 21.333333333333332, "waiting": 9080 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.70694864048338, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.012084592145015106, "recentTerminal": 331, "recentWilsonLowerBound": 0.0047091473116656095, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.166666666666664, "waiting": 2356 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 131.64864864864865, "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": 0.05855855855855856, "recentTerminal": 222, "recentWilsonLowerBound": 0.03453747531112645, "running": 3, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 37.0, "waiting": 4871 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2519.5263157894738, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7226680696415356, "queueFactor": 0.8643351647734924, "queueWeight": 0.8643351647734924, "recentSuccess": 14, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 38, "recentWilsonLowerBound": 0.23384013155413794, "running": 2, "selectionWeight": 0.6246274250501583, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15957 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 428.9793103448276, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3440961604836127, "queueFactor": 1.1272352600505497, "queueWeight": 1.1272352600505497, "recentSuccess": 33, "recentSuccessRate": 0.22758620689655173, "recentTerminal": 145, "recentWilsonLowerBound": 0.16689282461508925, "running": 8, "selectionWeight": 0.3878773249451409, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 10367 }, "MetaX_c-500": { "available": true, "backlogHours": 509.62204724409446, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3619375316827328, "queueFactor": 1.098481597877436, "queueWeight": 1.098481597877436, "recentSuccess": 30, "recentSuccessRate": 0.23622047244094488, "recentTerminal": 127, "recentWilsonLowerBound": 0.17077199899216422, "running": 4, "selectionWeight": 0.3975817181346635, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 10787 }, "Mthreads_s4000": { "available": true, "backlogHours": 2805.767441860465, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8504959823513284, "queueWeight": 0.8504959823513284, "recentSuccess": 24, "recentSuccessRate": 0.5581395348837209, "recentTerminal": 43, "recentWilsonLowerBound": 0.4110735806551172, "running": 4, "selectionWeight": 2.126239955878321, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 20108 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5583.176470588235, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6075642388551664, "queueFactor": 0.7670926364424122, "queueWeight": 0.7670926364424122, "recentSuccess": 7, "recentSuccessRate": 0.4117647058823529, "recentTerminal": 17, "recentWilsonLowerBound": 0.21610786039131383, "running": 2, "selectionWeight": 0.4660580537915371, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15819 }, "Vastai_va16": { "available": true, "backlogHours": 3137.785714285714, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8363470413425208, "queueWeight": 0.8363470413425208, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 28, "recentWilsonLowerBound": 0.0, "running": 16, "selectionWeight": 0.04181735206712604, "stale": false, "submissionEligible": false, "throughputPerHour": 4.666666666666667, "waiting": 14643 }, "hygon_k100-ai": { "available": true, "backlogHours": 953.2352941176471, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.32898174033489436, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 24, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 102, "recentWilsonLowerBound": 0.1635198113173856, "running": 6, "selectionWeight": 0.32898174033489436, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 16205 } }, "queueAttemptedAt": "2026-09-23T02:01:45.345913+00:00", "queueError": null, "queueUpdatedAt": "2026-09-23T02:01:45.345913+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 }