{ "communityAttemptedAt": "2026-10-21T05:00:50.667241+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-21T04:35:31.778043+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43732, "officialConfigError": null, "officialConfigValid": true, "successCount": 22009, "successRate": 0.503269916765755, "wilsonLowerBound": 0.49858367528838665 }, "vllm": { "framework": "vllm", "modelCount": 58259, "officialConfigError": null, "officialConfigValid": true, "successCount": 15547, "successRate": 0.2668600559570195, "wilsonLowerBound": 0.26328373323668874 }, "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": 5369, "officialConfigError": null, "officialConfigValid": true, "successCount": 1713, "successRate": 0.3190538275284038, "wilsonLowerBound": 0.3067189641359153 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38713, "officialConfigError": null, "officialConfigValid": true, "successCount": 18526, "successRate": 0.47854725802701936, "wilsonLowerBound": 0.47357343621593845 }, "vllm": { "framework": "vllm", "modelCount": 40635, "officialConfigError": null, "officialConfigValid": true, "successCount": 11108, "successRate": 0.2733604035929617, "wilsonLowerBound": 0.26904853491525516 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14312, "officialConfigError": null, "officialConfigValid": true, "successCount": 5919, "successRate": 0.4135690329793181, "wilsonLowerBound": 0.40552485820792766 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26786, "officialConfigError": null, "officialConfigValid": true, "successCount": 3290, "successRate": 0.12282535652953035, "wilsonLowerBound": 0.11894847762322813 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16523, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10143436421957272, "wilsonLowerBound": 0.09692320816306216 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17581, "officialConfigError": null, "officialConfigValid": true, "successCount": 6767, "successRate": 0.3849041578977305, "wilsonLowerBound": 0.3777375086122086 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24828, "officialConfigError": null, "officialConfigValid": true, "successCount": 3809, "successRate": 0.15341549863057838, "wilsonLowerBound": 0.14898628499581715 }, "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": 55536, "officialConfigError": null, "officialConfigValid": true, "successCount": 13960, "successRate": 0.25136848170556036, "wilsonLowerBound": 0.24777783181130825 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25390, "officialConfigError": null, "officialConfigValid": true, "successCount": 3246, "successRate": 0.12784560850728632, "wilsonLowerBound": 0.12379445853456586 }, "vllm": { "framework": "vllm", "modelCount": 87129, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1121555394874267, "wilsonLowerBound": 0.1100772803468428 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49563, "officialConfigError": null, "officialConfigValid": true, "successCount": 5679, "successRate": 0.11458144180134375, "wilsonLowerBound": 0.11180706427462757 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52049, "officialConfigError": null, "officialConfigValid": true, "successCount": 3803, "successRate": 0.07306576495225653, "wilsonLowerBound": 0.07086134248273578 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95034, "officialConfigError": null, "officialConfigValid": true, "successCount": 23967, "successRate": 0.252193951638361, "wilsonLowerBound": 0.24944292987326638 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 149, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5681, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10385495511353635, "wilsonLowerBound": 0.0961876547107571 }, "vllm": { "framework": "vllm", "modelCount": 112917, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.14647041632349425, "wilsonLowerBound": 0.1444201016721459 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 312, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003205128205128205, "wilsonLowerBound": 0.0005659935005814385 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25891, "officialConfigError": null, "officialConfigValid": true, "successCount": 4173, "successRate": 0.1611756981190375, "wilsonLowerBound": 0.1567471598140801 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44367, "officialConfigError": null, "officialConfigValid": true, "successCount": 5726, "successRate": 0.1290598868528411, "wilsonLowerBound": 0.12597225086103897 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8492, "officialConfigError": null, "officialConfigValid": true, "successCount": 819, "successRate": 0.09644371172868582, "wilsonLowerBound": 0.09034631651909467 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35716, "officialConfigError": null, "officialConfigValid": true, "successCount": 7192, "successRate": 0.20136633441594803, "wilsonLowerBound": 0.19723952296309608 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61566, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20189715102491634, "wilsonLowerBound": 0.19874491293207971 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18546, "officialConfigError": null, "officialConfigValid": true, "successCount": 5256, "successRate": 0.2834034293109026, "wilsonLowerBound": 0.27696289304135974 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16263, "officialConfigError": null, "officialConfigValid": true, "successCount": 3930, "successRate": 0.24165283158088913, "wilsonLowerBound": 0.23513494589481165 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69670, "officialConfigError": null, "officialConfigValid": true, "successCount": 19153, "successRate": 0.2749102913736185, "wilsonLowerBound": 0.27160745729936536 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1726, "officialConfigError": null, "officialConfigValid": true, "successCount": 1021, "successRate": 0.5915411355735806, "wilsonLowerBound": 0.5681726314695114 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48626, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4468802698145025, "wilsonLowerBound": 0.4424656085139923 }, "vllm": { "framework": "vllm", "modelCount": 41245, "officialConfigError": null, "officialConfigValid": true, "successCount": 5241, "successRate": 0.1270699478724694, "wilsonLowerBound": 0.12389037757865048 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1251, "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": 10114, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07573660272889064, "wilsonLowerBound": 0.07073976685401544 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7844, "officialConfigError": null, "officialConfigValid": true, "successCount": 3449, "successRate": 0.4396991330953595, "wilsonLowerBound": 0.4287469155357791 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7433, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0329611193327055, "wilsonLowerBound": 0.02913746388780375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19767, "officialConfigError": null, "officialConfigValid": true, "successCount": 5614, "successRate": 0.28400870137097184, "wilsonLowerBound": 0.27776469168755896 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29136, "officialConfigError": null, "officialConfigValid": true, "successCount": 14916, "successRate": 0.5119439868204283, "wilsonLowerBound": 0.5062031171611926 }, "vllm": { "framework": "vllm", "modelCount": 68513, "officialConfigError": null, "officialConfigValid": true, "successCount": 7408, "successRate": 0.1081254652401734, "wilsonLowerBound": 0.10582206362477703 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14341, "officialConfigError": null, "officialConfigValid": true, "successCount": 2564, "successRate": 0.1787880900913465, "wilsonLowerBound": 0.17260297943542174 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-21T05:00:50.667241+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1103.4935064935064, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9196743091826192, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 45, "recentSuccessRate": 0.2922077922077922, "recentTerminal": 154, "recentWilsonLowerBound": 0.22613644141526473, "running": 8, "selectionWeight": 1.9196743091826192, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 28323 }, "Ascend_910-b4": { "available": true, "backlogHours": 1298.4238410596026, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9758947802477177, "queueWeight": 0.9758947802477177, "recentSuccess": 49, "recentSuccessRate": 0.32450331125827814, "recentTerminal": 151, "recentWilsonLowerBound": 0.2549837940951799, "running": 8, "selectionWeight": 2.4397369506192943, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 32677 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 984.4324324324324, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.304144531284214, "queueFactor": 1.017273146390434, "queueWeight": 1.017273146390434, "recentSuccess": 17, "recentSuccessRate": 0.15315315315315314, "recentTerminal": 111, "recentWilsonLowerBound": 0.09787395226245063, "running": 7, "selectionWeight": 0.30939806429693617, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 18212 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 375.30379746835445, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8756373070716448, "queueFactor": 1.1755957936320092, "queueWeight": 1.1755957936320092, "recentSuccess": 34, "recentSuccessRate": 0.21518987341772153, "recentTerminal": 158, "recentWilsonLowerBound": 0.15827579730737143, "running": 7, "selectionWeight": 1.0293955349406856, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 9883 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 74.25, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.0561242250116449, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.06944444444444445, "recentTerminal": 288, "recentWilsonLowerBound": 0.04540071969903184, "running": 20, "selectionWeight": 0.07296149251513838, "stale": false, "submissionEligible": false, "throughputPerHour": 48.0, "waiting": 3564 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 344.0425531914894, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.1910325840380154, "queueWeight": 1.1910325840380154, "recentSuccess": 6, "recentSuccessRate": 0.0425531914893617, "recentTerminal": 141, "recentWilsonLowerBound": 0.019645892542244543, "running": 6, "selectionWeight": 0.05955162920190077, "stale": false, "submissionEligible": false, "throughputPerHour": 23.5, "waiting": 8085 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2857.0588235294117, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.1681349575843396, "queueFactor": 0.8670169540831371, "queueWeight": 0.8670169540831371, "recentSuccess": 13, "recentSuccessRate": 0.38235294117647056, "recentTerminal": 34, "recentWilsonLowerBound": 0.23899964851608782, "running": 2, "selectionWeight": 1.8798097669659457, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 16190 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 403.7323943661972, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7345339706233269, "queueFactor": 1.1627903734913232, "queueWeight": 1.1627903734913232, "recentSuccess": 29, "recentSuccessRate": 0.20422535211267606, "recentTerminal": 142, "recentWilsonLowerBound": 0.14612585612225176, "running": 8, "selectionWeight": 0.854109030043163, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 9555 }, "MetaX_c-500": { "available": true, "backlogHours": 718.469387755102, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9189006403714948, "queueFactor": 1.066483711924848, "queueWeight": 1.066483711924848, "recentSuccess": 23, "recentSuccessRate": 0.23469387755102042, "recentTerminal": 98, "recentWilsonLowerBound": 0.16178365590883514, "running": 4, "selectionWeight": 0.9799925658335116, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 11735 }, "Mthreads_s4000": { "available": true, "backlogHours": 2810.035714285714, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6789587239655681, "queueFactor": 0.8691779321513753, "queueWeight": 0.8691779321513753, "recentSuccess": 13, "recentSuccessRate": 0.23214285714285715, "recentTerminal": 56, "recentWilsonLowerBound": 0.1409924724565329, "running": 4, "selectionWeight": 0.5901359397125289, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 26227 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3278.6470588235293, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.12149177601958598, "queueFactor": 0.8493002796284373, "queueWeight": 0.8493002796284373, "recentSuccess": 5, "recentSuccessRate": 0.14705882352941177, "recentTerminal": 34, "recentWilsonLowerBound": 0.06449346382626417, "running": 2, "selectionWeight": 0.10318299934598986, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 18579 }, "Vastai_va16": { "available": true, "backlogHours": 1714.0615384615385, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9360768519343116, "queueWeight": 0.9360768519343116, "recentSuccess": 6, "recentSuccessRate": 0.09230769230769231, "recentTerminal": 65, "recentWilsonLowerBound": 0.04299450413746197, "running": 16, "selectionWeight": 0.04680384259671558, "stale": false, "submissionEligible": false, "throughputPerHour": 10.833333333333334, "waiting": 18569 }, "hygon_k100-ai": { "available": true, "backlogHours": 1521.0927835051546, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0551011843439548, "queueFactor": 0.9529982681178385, "queueWeight": 0.9529982681178385, "recentSuccess": 24, "recentSuccessRate": 0.24742268041237114, "recentTerminal": 97, "recentWilsonLowerBound": 0.172273703017395, "running": 6, "selectionWeight": 1.0055096013688691, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 24591 } }, "queueAttemptedAt": "2026-10-21T04:58:35.968697+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T04:58:35.968697+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", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }