{ "communityAttemptedAt": "2026-10-22T09:49:38.062800+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-22T07:53:15.664212+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38913, "officialConfigError": null, "officialConfigValid": true, "successCount": 18673, "successRate": 0.4798653406316655, "wilsonLowerBound": 0.4749036353163474 }, "vllm": { "framework": "vllm", "modelCount": 40746, "officialConfigError": null, "officialConfigValid": true, "successCount": 11140, "successRate": 0.27340107004368525, "wilsonLowerBound": 0.26909484440686626 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14490, "officialConfigError": null, "officialConfigValid": true, "successCount": 5974, "successRate": 0.4122843340234645, "wilsonLowerBound": 0.4042936042238755 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26803, "officialConfigError": null, "officialConfigValid": true, "successCount": 3293, "successRate": 0.12285938141252845, "wilsonLowerBound": 0.11898324232511058 }, "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": 17796, "officialConfigError": null, "officialConfigValid": true, "successCount": 6837, "successRate": 0.3841874578556979, "wilsonLowerBound": 0.37706672419315634 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24835, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.15345278840346285, "wilsonLowerBound": 0.14902373985698383 }, "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": 56003, "officialConfigError": null, "officialConfigValid": true, "successCount": 14060, "successRate": 0.2510579790368373, "wilsonLowerBound": 0.24748375547167886 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25521, "officialConfigError": null, "officialConfigValid": true, "successCount": 3276, "successRate": 0.12836487598448337, "wilsonLowerBound": 0.12431682765172877 }, "vllm": { "framework": "vllm", "modelCount": 87130, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11215425226672787, "wilsonLowerBound": 0.11007601551547098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50135, "officialConfigError": null, "officialConfigValid": true, "successCount": 5736, "successRate": 0.11441109005684652, "wilsonLowerBound": 0.11165423345140905 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52585, "officialConfigError": null, "officialConfigValid": true, "successCount": 3820, "successRate": 0.0726442901968242, "wilsonLowerBound": 0.07045692283081231 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95196, "officialConfigError": null, "officialConfigValid": true, "successCount": 24047, "successRate": 0.25260515147695284, "wilsonLowerBound": 0.24985495748876954 }, "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": 112925, "officialConfigError": null, "officialConfigValid": true, "successCount": 16540, "successRate": 0.14646889528448084, "wilsonLowerBound": 0.14441866175571438 }, "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": 26254, "officialConfigError": null, "officialConfigValid": true, "successCount": 4209, "successRate": 0.16031842766816484, "wilsonLowerBound": 0.15592996545181997 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44588, "officialConfigError": null, "officialConfigValid": true, "successCount": 5802, "successRate": 0.13012469722795372, "wilsonLowerBound": 0.12703365299746633 }, "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": 35876, "officialConfigError": null, "officialConfigValid": true, "successCount": 7242, "successRate": 0.2018619690043483, "wilsonLowerBound": 0.19774043150809084 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61572, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20189371792373156, "wilsonLowerBound": 0.1987416528625256 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18883, "officialConfigError": null, "officialConfigValid": true, "successCount": 5357, "successRate": 0.28369432823174284, "wilsonLowerBound": 0.27730906345313416 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16373, "officialConfigError": null, "officialConfigValid": true, "successCount": 3960, "successRate": 0.24186160141696697, "wilsonLowerBound": 0.23536346258121096 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69881, "officialConfigError": null, "officialConfigValid": true, "successCount": 19197, "successRate": 0.2747098639115067, "wilsonLowerBound": 0.2714127615698899 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1850, "officialConfigError": null, "officialConfigValid": true, "successCount": 1080, "successRate": 0.5837837837837838, "wilsonLowerBound": 0.5611704006103626 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48652, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4466414535887528, "wilsonLowerBound": 0.44222821692711733 }, "vllm": { "framework": "vllm", "modelCount": 41409, "officialConfigError": null, "officialConfigValid": true, "successCount": 5290, "successRate": 0.12775000603733488, "wilsonLowerBound": 0.12456928866177049 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1269, "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": 7917, "officialConfigError": null, "officialConfigValid": true, "successCount": 3483, "successRate": 0.4399393709738537, "wilsonLowerBound": 0.4290368461055825 } }, "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": 20079, "officialConfigError": null, "officialConfigValid": true, "successCount": 5663, "successRate": 0.28203595796603415, "wilsonLowerBound": 0.275853834677039 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29232, "officialConfigError": null, "officialConfigValid": true, "successCount": 14982, "successRate": 0.5125205254515599, "wilsonLowerBound": 0.5067891775554142 }, "vllm": { "framework": "vllm", "modelCount": 68639, "officialConfigError": null, "officialConfigValid": true, "successCount": 7430, "successRate": 0.10824749777823103, "wilsonLowerBound": 0.10594503293370434 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14433, "officialConfigError": null, "officialConfigValid": true, "successCount": 2600, "successRate": 0.18014272846947965, "wilsonLowerBound": 0.1739582753099673 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-22T09:52:15.967733+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1293.615894039735, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.945029061149077, "queueWeight": 0.945029061149077, "recentSuccess": 39, "recentSuccessRate": 0.2582781456953642, "recentTerminal": 151, "recentWilsonLowerBound": 0.19507403827300274, "running": 8, "selectionWeight": 2.3625726528726925, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 32556 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 846.5116279069767, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.45719542587504736, "queueFactor": 1.007096359788056, "queueWeight": 1.007096359788056, "recentSuccess": 18, "recentSuccessRate": 0.13953488372093023, "recentTerminal": 129, "recentWilsonLowerBound": 0.09011944437190834, "running": 7, "selectionWeight": 0.46043984911051017, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 18200 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 277.0334928229665, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.33642864130488087, "queueFactor": 1.190792590755356, "queueWeight": 1.190792590755356, "recentSuccess": 24, "recentSuccessRate": 0.11483253588516747, "recentTerminal": 209, "recentWilsonLowerBound": 0.07839150432193796, "running": 7, "selectionWeight": 0.4006167333837435, "stale": false, "submissionEligible": true, "throughputPerHour": 34.833333333333336, "waiting": 9650 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.19402985074627, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.014925373134328358, "recentTerminal": 402, "recentWilsonLowerBound": 0.006857820410904231, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 67.0, "waiting": 3430 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 176.83271375464682, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.2737423058169723, "queueWeight": 1.2737423058169723, "recentSuccess": 13, "recentSuccessRate": 0.048327137546468404, "recentTerminal": 269, "recentWilsonLowerBound": 0.028456841839458517, "running": 8, "selectionWeight": 0.06368711529084863, "stale": false, "submissionEligible": false, "throughputPerHour": 44.833333333333336, "waiting": 7928 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2762.2285714285717, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.6898882042141519, "queueFactor": 0.8433872348406298, "queueWeight": 0.8433872348406298, "recentSuccess": 10, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 35, "recentWilsonLowerBound": 0.16326363398295565, "running": 2, "selectionWeight": 1.425230139741971, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 16113 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 312.43575418994413, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3811415466733268, "queueFactor": 1.1695043897815791, "queueWeight": 1.1695043897815791, "recentSuccess": 36, "recentSuccessRate": 0.2011173184357542, "recentTerminal": 179, "recentWilsonLowerBound": 0.148957468867183, "running": 8, "selectionWeight": 1.6152511017441753, "stale": false, "submissionEligible": true, "throughputPerHour": 29.833333333333332, "waiting": 9321 }, "MetaX_c-500": { "available": true, "backlogHours": 477.41095890410963, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.20984598792203976, "queueFactor": 1.0974433413615792, "queueWeight": 1.0974433413615792, "recentSuccess": 15, "recentSuccessRate": 0.10273972602739725, "recentTerminal": 146, "recentWilsonLowerBound": 0.06325439180443915, "running": 4, "selectionWeight": 0.2302940821564849, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 11617 }, "Mthreads_s4000": { "available": true, "backlogHours": 2219.070422535211, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.27705153403225, "queueFactor": 0.8715459772304979, "queueWeight": 0.8715459772304979, "recentSuccess": 16, "recentSuccessRate": 0.22535211267605634, "recentTerminal": 71, "recentWilsonLowerBound": 0.1437454836103039, "running": 4, "selectionWeight": 1.1130091272018436, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 26259 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2112.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.47842950212865076, "queueFactor": 0.8780351017628135, "queueWeight": 0.8780351017628135, "recentSuccess": 9, "recentSuccessRate": 0.16981132075471697, "recentTerminal": 53, "recentWilsonLowerBound": 0.09199841772223753, "running": 2, "selectionWeight": 0.4200778965878621, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 18656 }, "Vastai_va16": { "available": true, "backlogHours": 928.2352941176471, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1386853563651177, "queueFactor": 0.9932698518315758, "queueWeight": 0.9932698518315758, "recentSuccess": 11, "recentSuccessRate": 0.09243697478991597, "recentTerminal": 119, "recentWilsonLowerBound": 0.05240003349104728, "running": 16, "selectionWeight": 0.13775198336798974, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 18410 }, "hygon_k100-ai": { "available": true, "backlogHours": 1765.857142857143, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5998103069241351, "queueFactor": 0.9019295800020208, "queueWeight": 0.9019295800020208, "recentSuccess": 14, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 84, "recentWilsonLowerBound": 0.10195649348099849, "running": 6, "selectionWeight": 0.5409866582049684, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 24722 } }, "queueAttemptedAt": "2026-10-22T09:49:38.062800+00:00", "queueError": null, "queueUpdatedAt": "2026-10-22T09:49:38.062800+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "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 }