{ "communityAttemptedAt": "2026-10-23T15:02:00.862987+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": "2026-10-23T15:02:00.862987+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1403.0420168067228, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9494705230246663, "queueFactor": 0.9402078160903596, "queueWeight": 0.9402078160903596, "recentSuccess": 35, "recentSuccessRate": 0.29411764705882354, "recentTerminal": 119, "recentWilsonLowerBound": 0.2197225317868407, "running": 8, "selectionWeight": 0.892699606895193, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 27827 }, "Ascend_910-b4": { "available": true, "backlogHours": 1408.7391304347825, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9396364860139509, "queueWeight": 0.9396364860139509, "recentSuccess": 58, "recentSuccessRate": 0.42028985507246375, "recentTerminal": 138, "recentWilsonLowerBound": 0.3411867089821718, "running": 8, "selectionWeight": 2.349091215034877, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 32401 }, "Biren_166m": { "available": true, "backlogHours": 146.5483870967742, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1422946523276693, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.13440860215053763, "recentTerminal": 186, "recentWilsonLowerBound": 0.09272482029439132, "running": 8, "selectionWeight": 0.1849830480259701, "stale": false, "submissionEligible": true, "throughputPerHour": 31.0, "waiting": 4543 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1167.9354838709678, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2797722802376861, "queueFactor": 0.9664327324266687, "queueWeight": 0.9664327324266687, "recentSuccess": 18, "recentSuccessRate": 0.1935483870967742, "recentTerminal": 93, "recentWilsonLowerBound": 0.1260833866437487, "running": 7, "selectionWeight": 0.27038108924734666, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 18103 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 414.30882352941177, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.23032511193567393, "queueFactor": 1.1289789159017563, "queueWeight": 1.1289789159017563, "recentSuccess": 23, "recentSuccessRate": 0.16911764705882354, "recentTerminal": 136, "recentWilsonLowerBound": 0.11541583950698799, "running": 7, "selectionWeight": 0.2600321951780878, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 9391 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.69405099150141, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 23, "recentSuccessRate": 0.06515580736543909, "recentTerminal": 353, "recentWilsonLowerBound": 0.04380541908801486, "running": 23, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.833333333333336, "waiting": 3512 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 280.5, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05356410319034333, "queueFactor": 1.1970010433018248, "queueWeight": 1.1970010433018248, "recentSuccess": 16, "recentSuccessRate": 0.09523809523809523, "recentTerminal": 168, "recentWilsonLowerBound": 0.05947379664629028, "running": 16, "selectionWeight": 0.06411628740236756, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 7854 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1855.9615384615386, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.19885181873998686, "queueFactor": 0.9015692961973096, "queueWeight": 0.9015692961973096, "recentSuccess": 10, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 52, "recentWilsonLowerBound": 0.10795930648521072, "running": 2, "selectionWeight": 0.17927869426896495, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 16085 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 349.2857142857143, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5274161848038197, "queueFactor": 1.1582634052859242, "queueWeight": 1.1582634052859242, "recentSuccess": 35, "recentSuccessRate": 0.22727272727272727, "recentTerminal": 154, "recentWilsonLowerBound": 0.16819628437818135, "running": 7, "selectionWeight": 0.6108868662137825, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 8965 }, "MetaX_c-500": { "available": true, "backlogHours": 597.4434782608695, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6250704195974143, "queueFactor": 1.0686609376199498, "queueWeight": 1.0686609376199498, "recentSuccess": 29, "recentSuccessRate": 0.25217391304347825, "recentTerminal": 115, "recentWilsonLowerBound": 0.1816982368953653, "running": 4, "selectionWeight": 0.6679883406854682, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 11451 }, "Mthreads_s4000": { "available": true, "backlogHours": 1733.3406593406594, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.069696065486199, "queueFactor": 0.9108605022130308, "queueWeight": 0.9108605022130308, "recentSuccess": 29, "recentSuccessRate": 0.31868131868131866, "recentTerminal": 91, "recentWilsonLowerBound": 0.2319585919157763, "running": 4, "selectionWeight": 0.9743438954240624, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 26289 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2198.1176470588234, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8789755988549325, "queueWeight": 0.8789755988549325, "recentSuccess": 6, "recentSuccessRate": 0.11764705882352941, "recentTerminal": 51, "recentWilsonLowerBound": 0.05504998764172767, "running": 1, "selectionWeight": 0.043948779942746624, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 18684 }, "Vastai_va16": { "available": true, "backlogHours": 692.4076433121019, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5833905373284843, "queueFactor": 1.045274079018174, "queueWeight": 1.045274079018174, "recentSuccess": 37, "recentSuccessRate": 0.2356687898089172, "recentTerminal": 157, "recentWilsonLowerBound": 0.17608736022955435, "running": 16, "selectionWeight": 0.6098030066139492, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 18118 }, "hygon_k100-ai": { "available": true, "backlogHours": 1423.326923076923, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.2171919102823575, "queueFactor": 0.9381855921048557, "queueWeight": 0.9381855921048557, "recentSuccess": 18, "recentSuccessRate": 0.17307692307692307, "recentTerminal": 104, "recentWilsonLowerBound": 0.11237651918444377, "running": 5, "selectionWeight": 0.20376632094863825, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 24671 } }, "queueAttemptedAt": "2026-10-23T15:02:00.862987+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T15:02:00.862987+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 }