{ "communityAttemptedAt": "2026-10-23T14:38:40.665360+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-23T12:06:14.759955+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 44007, "officialConfigError": null, "officialConfigValid": true, "successCount": 22187, "successRate": 0.5041697911695867, "wilsonLowerBound": 0.49949819842432125 }, "vllm": { "framework": "vllm", "modelCount": 58620, "officialConfigError": null, "officialConfigValid": true, "successCount": 15634, "successRate": 0.26670078471511427, "wilsonLowerBound": 0.2631361335283267 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5635, "officialConfigError": null, "officialConfigValid": true, "successCount": 1816, "successRate": 0.3222715173025732, "wilsonLowerBound": 0.3101936801872484 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39072, "officialConfigError": null, "officialConfigValid": true, "successCount": 18787, "successRate": 0.4808302620802621, "wilsonLowerBound": 0.47587818647406654 }, "vllm": { "framework": "vllm", "modelCount": 40924, "officialConfigError": null, "officialConfigValid": true, "successCount": 11203, "successRate": 0.2737513439546476, "wilsonLowerBound": 0.26945269017047235 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14693, "officialConfigError": null, "officialConfigValid": true, "successCount": 6050, "successRate": 0.41176070237528073, "wilsonLowerBound": 0.4038268405531547 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64317, "officialConfigError": null, "officialConfigValid": true, "successCount": 12100, "successRate": 0.18813066529844363, "wilsonLowerBound": 0.18512891361905193 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36727, "officialConfigError": null, "officialConfigValid": true, "successCount": 7692, "successRate": 0.20943719879108014, "wilsonLowerBound": 0.20530611294120568 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8466, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013819985825655563, "wilsonLowerBound": 0.011544457364223739 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26824, "officialConfigError": null, "officialConfigValid": true, "successCount": 3294, "successRate": 0.12280047718461079, "wilsonLowerBound": 0.11892665277892703 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16526, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10141595062326032, "wilsonLowerBound": 0.09690557044342328 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 18024, "officialConfigError": null, "officialConfigValid": true, "successCount": 6914, "successRate": 0.3835996449178873, "wilsonLowerBound": 0.376526099219241 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.15337250482936252, "wilsonLowerBound": 0.14894557314894244 }, "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": 56492, "officialConfigError": null, "officialConfigValid": true, "successCount": 14172, "successRate": 0.2508673794519578, "wilsonLowerBound": 0.24730950013092923 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 26004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3373, "successRate": 0.12971081372096602, "wilsonLowerBound": 0.12568172494110819 }, "vllm": { "framework": "vllm", "modelCount": 87134, "officialConfigError": null, "officialConfigValid": true, "successCount": 9775, "successRate": 0.11218353340831363, "wilsonLowerBound": 0.11010510375972507 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50465, "officialConfigError": null, "officialConfigValid": true, "successCount": 5774, "successRate": 0.11441593183394431, "wilsonLowerBound": 0.11166795618194252 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 53076, "officialConfigError": null, "officialConfigValid": true, "successCount": 3870, "successRate": 0.0729143115532444, "wilsonLowerBound": 0.07073314570821167 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95327, "officialConfigError": null, "officialConfigValid": true, "successCount": 24116, "successRate": 0.2529818414510055, "wilsonLowerBound": 0.25023215564111395 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5724, "officialConfigError": null, "officialConfigValid": true, "successCount": 593, "successRate": 0.1035988819007687, "wilsonLowerBound": 0.09596822651095949 }, "vllm": { "framework": "vllm", "modelCount": 112952, "officialConfigError": null, "officialConfigValid": true, "successCount": 16543, "successRate": 0.14646044337417663, "wilsonLowerBound": 0.14441050303598618 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 334, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0029940119760479044, "wilsonLowerBound": 0.0005286986847552426 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26388, "officialConfigError": null, "officialConfigValid": true, "successCount": 4250, "successRate": 0.16105805669243595, "wilsonLowerBound": 0.15667227412799561 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44667, "officialConfigError": null, "officialConfigValid": true, "successCount": 5811, "successRate": 0.1300960440593727, "wilsonLowerBound": 0.1270080009746952 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8579, "officialConfigError": null, "officialConfigValid": true, "successCount": 841, "successRate": 0.0980300734351323, "wilsonLowerBound": 0.09191646943805239 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 36059, "officialConfigError": null, "officialConfigValid": true, "successCount": 7295, "successRate": 0.2023073296541779, "wilsonLowerBound": 0.19819272528444692 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61593, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20182488269770915, "wilsonLowerBound": 0.19867375988306904 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19396, "officialConfigError": null, "officialConfigValid": true, "successCount": 5489, "successRate": 0.2829964941224995, "wilsonLowerBound": 0.2767005039717228 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16492, "officialConfigError": null, "officialConfigValid": true, "successCount": 3983, "successRate": 0.24151103565365026, "wilsonLowerBound": 0.23503947058948763 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70196, "officialConfigError": null, "officialConfigValid": true, "successCount": 19272, "successRate": 0.27454555815146164, "wilsonLowerBound": 0.27125645653772457 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1947, "officialConfigError": null, "officialConfigValid": true, "successCount": 1118, "successRate": 0.5742167437082691, "wilsonLowerBound": 0.5521280551109713 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48770, "officialConfigError": null, "officialConfigValid": true, "successCount": 21815, "successRate": 0.44730367028911217, "wilsonLowerBound": 0.4428950913704027 }, "vllm": { "framework": "vllm", "modelCount": 41602, "officialConfigError": null, "officialConfigValid": true, "successCount": 5343, "successRate": 0.12843132541704727, "wilsonLowerBound": 0.12525056724249523 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1298, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6289, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03052949594530132, "wilsonLowerBound": 0.026555749965692398 }, "vllm": { "framework": "vllm", "modelCount": 10117, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07571414450924187, "wilsonLowerBound": 0.07071873575009961 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7984, "officialConfigError": null, "officialConfigValid": true, "successCount": 3511, "successRate": 0.4397545090180361, "wilsonLowerBound": 0.4288982626274817 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7445, "officialConfigError": null, "officialConfigValid": true, "successCount": 247, "successRate": 0.03317662860980524, "wilsonLowerBound": 0.02934300967033281 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20681, "officialConfigError": null, "officialConfigValid": true, "successCount": 5864, "successRate": 0.2835452831101011, "wilsonLowerBound": 0.27744298752470353 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29318, "officialConfigError": null, "officialConfigValid": true, "successCount": 15031, "successRate": 0.5126884507810902, "wilsonLowerBound": 0.5069655428587235 }, "vllm": { "framework": "vllm", "modelCount": 68873, "officialConfigError": null, "officialConfigValid": true, "successCount": 7482, "successRate": 0.10863473349498352, "wilsonLowerBound": 0.10633248321023593 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14516, "officialConfigError": null, "officialConfigValid": true, "successCount": 2632, "successRate": 0.181317167263709, "wilsonLowerBound": 0.17513402062025307 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-23T14:41:06.363072+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1357.5121951219512, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0825979625490918, "queueFactor": 0.9464880454558389, "queueWeight": 0.9464880454558389, "recentSuccess": 37, "recentSuccessRate": 0.3008130081300813, "recentTerminal": 123, "recentWilsonLowerBound": 0.22680566759840012, "running": 8, "selectionWeight": 1.0246660295875634, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 27829 }, "Ascend_910-b4": { "available": true, "backlogHours": 1398.6474820143885, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9422593460322725, "queueWeight": 0.9422593460322725, "recentSuccess": 57, "recentSuccessRate": 0.41007194244604317, "recentTerminal": 139, "recentWilsonLowerBound": 0.33179421791116376, "running": 8, "selectionWeight": 2.355648365080681, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 32402 }, "Biren_166m": { "available": true, "backlogHours": 138.67005076142132, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.17945256925922418, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.14213197969543148, "recentTerminal": 197, "recentWilsonLowerBound": 0.10020126624456825, "running": 8, "selectionWeight": 0.23328834003699145, "stale": false, "submissionEligible": true, "throughputPerHour": 32.833333333333336, "waiting": 4553 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1180.4347826086955, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.22025480845634912, "queueFactor": 0.9665412516178685, "queueWeight": 0.9665412516178685, "recentSuccess": 16, "recentSuccessRate": 0.17391304347826086, "recentTerminal": 92, "recentWilsonLowerBound": 0.10998076035163003, "running": 7, "selectionWeight": 0.21288535824025356, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 18100 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 402.3857142857143, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.22941850463782149, "queueFactor": 1.1358743980451487, "queueWeight": 1.1358743980451487, "recentSuccess": 23, "recentSuccessRate": 0.16428571428571428, "recentTerminal": 140, "recentWilsonLowerBound": 0.11203753808504885, "running": 7, "selectionWeight": 0.2605906058559036, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 9389 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 57.62637362637363, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.06868131868131869, "recentTerminal": 364, "recentWilsonLowerBound": 0.04695020752686372, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.666666666666664, "waiting": 3496 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 270.58620689655174, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.052665831398907265, "queueFactor": 1.2055378372081307, "queueWeight": 1.2055378372081307, "recentSuccess": 16, "recentSuccessRate": 0.09195402298850575, "recentTerminal": 174, "recentWilsonLowerBound": 0.057393641975025125, "running": 9, "selectionWeight": 0.06349065247940672, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 7847 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1855.846153846154, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.21144664978028427, "queueFactor": 0.9031198716178509, "queueWeight": 0.9031198716178509, "recentSuccess": 10, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 52, "recentWilsonLowerBound": 0.10795930648521072, "running": 2, "selectionWeight": 0.190961671203595, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 16084 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 310.82080924855495, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.430954146455137, "queueFactor": 1.1807288663122588, "queueWeight": 1.1807288663122588, "recentSuccess": 35, "recentSuccessRate": 0.2023121387283237, "recentTerminal": 173, "recentWilsonLowerBound": 0.14921733969871423, "running": 8, "selectionWeight": 0.5088400007765411, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 8962 }, "MetaX_c-500": { "available": true, "backlogHours": 624.3818181818182, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8780333207731019, "queueFactor": 1.063430609479549, "queueWeight": 1.063430609479549, "recentSuccess": 31, "recentSuccessRate": 0.2818181818181818, "recentTerminal": 110, "recentWilsonLowerBound": 0.206210213519945, "running": 4, "selectionWeight": 0.933727509453092, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 11447 }, "Mthreads_s4000": { "available": true, "backlogHours": 1733.3406593406594, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1374482303627296, "queueFactor": 0.9124185482069198, "queueWeight": 0.9124185482069198, "recentSuccess": 29, "recentSuccessRate": 0.31868131868131866, "recentTerminal": 91, "recentWilsonLowerBound": 0.2319585919157763, "running": 4, "selectionWeight": 1.0378288630080919, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 26289 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2155.6153846153848, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.07346468101788112, "queueFactor": 0.8830616059975841, "queueWeight": 0.8830616059975841, "recentSuccess": 7, "recentSuccessRate": 0.1346153846153846, "recentTerminal": 52, "recentWilsonLowerBound": 0.06676796994292625, "running": 2, "selectionWeight": 0.06487383920375032, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 18682 }, "Vastai_va16": { "available": true, "backlogHours": 701.2258064516129, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.594730831666815, "queueFactor": 1.0450763273450074, "queueWeight": 1.0450763273450074, "recentSuccess": 36, "recentSuccessRate": 0.23225806451612904, "recentTerminal": 155, "recentWilsonLowerBound": 0.1727449576065253, "running": 16, "selectionWeight": 0.6215391133171968, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 18115 }, "hygon_k100-ai": { "available": true, "backlogHours": 1451.3529411764705, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.20623384417280394, "queueFactor": 0.9370456272680415, "queueWeight": 0.9370456272680415, "recentSuccess": 17, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 102, "recentWilsonLowerBound": 0.10674128266359069, "running": 6, "selectionWeight": 0.1932505218768046, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 24673 } }, "queueAttemptedAt": "2026-10-23T14:38:40.665360+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T14:38:40.665360+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "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 }