{ "communityAttemptedAt": "2026-10-22T10:37:19.672339+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-22T09:53:57.959510+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38920, "officialConfigError": null, "officialConfigValid": true, "successCount": 18677, "successRate": 0.4798818088386434, "wilsonLowerBound": 0.4749205413016678 }, "vllm": { "framework": "vllm", "modelCount": 40763, "officialConfigError": null, "officialConfigValid": true, "successCount": 11149, "successRate": 0.27350783799033435, "wilsonLowerBound": 0.2692019690956449 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14511, "officialConfigError": null, "officialConfigValid": true, "successCount": 5983, "successRate": 0.41230790434842535, "wilsonLowerBound": 0.4043228658112287 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64303, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18814052221513772, "wilsonLowerBound": 0.1851383844411247 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36123, "officialConfigError": null, "officialConfigValid": true, "successCount": 7573, "successRate": 0.20964482462696896, "wilsonLowerBound": 0.20547805168946148 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8427, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013883944464222144, "wilsonLowerBound": 0.011597941199158086 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26804, "officialConfigError": null, "officialConfigValid": true, "successCount": 3293, "successRate": 0.12285479779137443, "wilsonLowerBound": 0.11897879368548589 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16524, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10142822561123215, "wilsonLowerBound": 0.09691732820979243 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17808, "officialConfigError": null, "officialConfigValid": true, "successCount": 6845, "successRate": 0.3843778077268643, "wilsonLowerBound": 0.3772587588016121 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24837, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.1534404316141241, "wilsonLowerBound": 0.14901170886927304 }, "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": 56033, "officialConfigError": null, "officialConfigValid": true, "successCount": 14062, "successRate": 0.2509592561526243, "wilsonLowerBound": 0.24738646104471193 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25531, "officialConfigError": null, "officialConfigValid": true, "successCount": 3276, "successRate": 0.1283145979397595, "wilsonLowerBound": 0.12426802419899168 }, "vllm": { "framework": "vllm", "modelCount": 87131, "officialConfigError": null, "officialConfigValid": true, "successCount": 9773, "successRate": 0.11216444204703263, "wilsonLowerBound": 0.11008613352518778 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50185, "officialConfigError": null, "officialConfigValid": true, "successCount": 5743, "successRate": 0.11443658463684368, "wilsonLowerBound": 0.11168081497188816 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52654, "officialConfigError": null, "officialConfigValid": true, "successCount": 3849, "successRate": 0.07309985945987009, "wilsonLowerBound": 0.07090747915574051 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95211, "officialConfigError": null, "officialConfigValid": true, "successCount": 24047, "successRate": 0.25256535484345294, "wilsonLowerBound": 0.24981552225299083 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 155, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5700, "officialConfigError": null, "officialConfigValid": true, "successCount": 591, "successRate": 0.1036842105263158, "wilsonLowerBound": 0.09603512572430042 }, "vllm": { "framework": "vllm", "modelCount": 112928, "officialConfigError": null, "officialConfigValid": true, "successCount": 16541, "successRate": 0.1464738594502692, "wilsonLowerBound": 0.14442362387842142 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 324, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0030864197530864196, "wilsonLowerBound": 0.0005450227751171053 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26282, "officialConfigError": null, "officialConfigValid": true, "successCount": 4222, "successRate": 0.1606422646678335, "wilsonLowerBound": 0.15625244639410169 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44595, "officialConfigError": null, "officialConfigValid": true, "successCount": 5803, "successRate": 0.1301266958179168, "wilsonLowerBound": 0.12703587113747228 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8540, "officialConfigError": null, "officialConfigValid": true, "successCount": 840, "successRate": 0.09836065573770492, "wilsonLowerBound": 0.09222390805613583 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35885, "officialConfigError": null, "officialConfigValid": true, "successCount": 7244, "successRate": 0.2018670753796851, "wilsonLowerBound": 0.19774601095049524 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61577, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20187732432564107, "wilsonLowerBound": 0.19872548365841847 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18924, "officialConfigError": null, "officialConfigValid": true, "successCount": 5370, "successRate": 0.2837666455294864, "wilsonLowerBound": 0.2773877440077507 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16385, "officialConfigError": null, "officialConfigValid": true, "successCount": 3961, "successRate": 0.24174549893194996, "wilsonLowerBound": 0.235250816369528 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69922, "officialConfigError": null, "officialConfigValid": true, "successCount": 19206, "successRate": 0.2746774977832442, "wilsonLowerBound": 0.2713814814336607 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1853, "officialConfigError": null, "officialConfigValid": true, "successCount": 1080, "successRate": 0.5828386400431732, "wilsonLowerBound": 0.5602383791568307 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48656, "officialConfigError": null, "officialConfigValid": true, "successCount": 21732, "successRate": 0.44664584018414993, "wilsonLowerBound": 0.44223278021547113 }, "vllm": { "framework": "vllm", "modelCount": 41433, "officialConfigError": null, "officialConfigValid": true, "successCount": 5294, "successRate": 0.12777254845171723, "wilsonLowerBound": 0.12459249836307325 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1270, "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": 10115, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07572911517548196, "wilsonLowerBound": 0.07073275509622819 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7924, "officialConfigError": null, "officialConfigValid": true, "successCount": 3487, "successRate": 0.4400555275113579, "wilsonLowerBound": 0.4291574389365201 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7437, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.032943391152346374, "wilsonLowerBound": 0.02912176326715448 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20125, "officialConfigError": null, "officialConfigValid": true, "successCount": 5684, "successRate": 0.28243478260869564, "wilsonLowerBound": 0.27625693870351054 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29235, "officialConfigError": null, "officialConfigValid": true, "successCount": 14982, "successRate": 0.5124679322729605, "wilsonLowerBound": 0.5067368703393946 }, "vllm": { "framework": "vllm", "modelCount": 68648, "officialConfigError": null, "officialConfigValid": true, "successCount": 7433, "successRate": 0.10827700734180165, "wilsonLowerBound": 0.10597441206619507 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14438, "officialConfigError": null, "officialConfigValid": true, "successCount": 2601, "successRate": 0.18014960520847764, "wilsonLowerBound": 0.17396611304583898 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-22T10:39:55.655880+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1276.7450980392157, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9565698077315484, "queueWeight": 0.9565698077315484, "recentSuccess": 38, "recentSuccessRate": 0.24836601307189543, "recentTerminal": 153, "recentWilsonLowerBound": 0.18662917039145915, "running": 8, "selectionWeight": 2.3914245193288712, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 32557 }, "Biren_166m": { "available": true, "backlogHours": 114.63035019455252, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.10807156937547627, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.07003891050583658, "recentTerminal": 257, "recentWilsonLowerBound": 0.04475851189667564, "running": 8, "selectionWeight": 0.14049304018811914, "stale": false, "submissionEligible": false, "throughputPerHour": 42.833333333333336, "waiting": 4910 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 949.6173913043477, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.32587392830797013, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 14, "recentSuccessRate": 0.12173913043478261, "recentTerminal": 115, "recentWilsonLowerBound": 0.07391909135929692, "running": 7, "selectionWeight": 0.32587392830797013, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 18201 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 275.34285714285716, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6046641543175448, "queueFactor": 1.204068588512341, "queueWeight": 1.204068588512341, "recentSuccess": 29, "recentSuccessRate": 0.1380952380952381, "recentTerminal": 210, "recentWilsonLowerBound": 0.09790074277842073, "running": 7, "selectionWeight": 0.7280571148131345, "stale": false, "submissionEligible": true, "throughputPerHour": 35.0, "waiting": 9637 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 53.1875, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.013020833333333334, "recentTerminal": 384, "recentWilsonLowerBound": 0.005574118046011553, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 64.0, "waiting": 3404 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 150.09493670886076, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07904433603980703, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 19, "recentSuccessRate": 0.060126582278481014, "recentTerminal": 316, "recentWilsonLowerBound": 0.03882664502120181, "running": 2, "selectionWeight": 0.10275763685174914, "stale": false, "submissionEligible": false, "throughputPerHour": 52.666666666666664, "waiting": 7905 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2685.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2766548247357048, "queueFactor": 0.8556391654334252, "queueWeight": 0.8556391654334252, "recentSuccess": 9, "recentSuccessRate": 0.25, "recentTerminal": 36, "recentWilsonLowerBound": 0.13750323839225387, "running": 2, "selectionWeight": 1.0923558687834143, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 16110 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 325.1162790697674, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3282775275885155, "queueFactor": 1.1744282560856907, "queueWeight": 1.1744282560856907, "recentSuccess": 33, "recentSuccessRate": 0.19186046511627908, "recentTerminal": 172, "recentWilsonLowerBound": 0.14000323744713258, "running": 8, "selectionWeight": 1.559966660323593, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 9320 }, "MetaX_c-500": { "available": true, "backlogHours": 487.13286713286715, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2000569388199943, "queueFactor": 1.1053127610246691, "queueWeight": 1.1053127610246691, "recentSuccess": 14, "recentSuccessRate": 0.0979020979020979, "recentTerminal": 143, "recentWilsonLowerBound": 0.059216162230928404, "running": 4, "selectionWeight": 0.22112548740927124, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 11610 }, "Mthreads_s4000": { "available": true, "backlogHours": 2425.107692307692, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.183854288627841, "queueFactor": 0.8688056660593267, "queueWeight": 0.8688056660593267, "recentSuccess": 14, "recentSuccessRate": 0.2153846153846154, "recentTerminal": 65, "recentWilsonLowerBound": 0.1328663763104895, "running": 4, "selectionWeight": 1.0285393137485017, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 26272 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2381.1063829787236, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.48861487302441553, "queueFactor": 0.871195210301699, "queueWeight": 0.871195210301699, "recentSuccess": 8, "recentSuccessRate": 0.1702127659574468, "recentTerminal": 47, "recentWilsonLowerBound": 0.08886258091263928, "running": 2, "selectionWeight": 0.42567893706104365, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 18652 }, "Vastai_va16": { "available": true, "backlogHours": 952.344827586207, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.20723088497525888, "queueFactor": 0.9995698886868608, "queueWeight": 0.9995698886868608, "recentSuccess": 12, "recentSuccessRate": 0.10344827586206896, "recentTerminal": 116, "recentWilsonLowerBound": 0.060172103668258294, "running": 16, "selectionWeight": 0.20714175262719917, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 18412 }, "hygon_k100-ai": { "available": true, "backlogHours": 1877.8481012658228, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.2911792953031767, "queueFactor": 0.9027827040273855, "queueWeight": 0.9027827040273855, "recentSuccess": 10, "recentSuccessRate": 0.12658227848101267, "recentTerminal": 79, "recentWilsonLowerBound": 0.07023187936799045, "running": 6, "selectionWeight": 0.26287163157059046, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 24725 } }, "queueAttemptedAt": "2026-10-22T10:37:19.672339+00:00", "queueError": null, "queueUpdatedAt": "2026-10-22T10:37:19.672339+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }