pfluo

/

k2fsa-zipformer-chinese-english-mixed

like 12

• "__torch__.scaling.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_7.Linear",
• "__torch__.zipformer.___torch_mangle_19.DownsampledZipformerEncoder",
• "torch.FloatStorage",
• "__torch__.zipformer.FeedforwardModule",
• "__torch__.torch.nn.modules.container.ModuleList",
• "__torch__.torch.nn.modules.container.___torch_mangle_23.ModuleList",
• "__torch__.zipformer.___torch_mangle_12.ZipformerEncoder",
• "__torch__.torch.nn.modules.conv.___torch_mangle_25.Conv1d",
• "__torch__.zipformer.___torch_mangle_16.ZipformerEncoderLayer",
• "__torch__.zipformer.ConvolutionModule",
• "__torch__.zipformer.RelPositionalEncoding",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1.Conv2d",
• "__torch__.zipformer.ZipformerEncoderLayer",
• "__torch__.torch.nn.modules.linear.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_8.Linear",
• "__torch__.joiner.Joiner",
• "__torch__.zipformer.PoolingModule",
• "torch.jit._pickle.build_intlist",
• "__torch__.torch.nn.modules.dropout.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_28.Linear",
• "__torch__.torch.nn.modules.conv.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_26.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_3.Linear",
• "__torch__.zipformer.SimpleCombiner",
• "__torch__.decoder.Decoder",
• "__torch__.torch.nn.modules.conv.___torch_mangle_9.Conv1d",
• "collections.OrderedDict",
• "__torch__.zipformer.DownsampledZipformerEncoder",
• "__torch__.zipformer.AttentionDownsample",
• "__torch__.zipformer.___torch_mangle_21.ZipformerEncoder",
• "__torch__.torch.nn.modules.container.___torch_mangle_20.ModuleList",
• "__torch__.torch.nn.modules.conv.___torch_mangle_10.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_4.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_5.Linear",
• "__torch__.scaling_converter.NonScaledNorm",
• "__torch__.zipformer.SimpleUpsample",
• "__torch__.torch.nn.modules.linear.___torch_mangle_2.Linear",
• "__torch__.zipformer.Conv2dSubsampling",
• "__torch__.torch.nn.modules.linear.___torch_mangle_13.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_0.Conv2d",
• "__torch__.torch.nn.modules.container.___torch_mangle_11.ModuleList",
• "__torch__.torch.nn.modules.linear.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_6.Linear",
• "__torch__.torch.nn.modules.container.___torch_mangle_24.ModuleList",
• "torch.jit._pickle.restore_type_tag",
• "__torch__.scaling.DoubleSwish",
• "__torch__.zipformer.ZipformerEncoder",
• "__torch__.torch.nn.modules.container.___torch_mangle_17.ModuleList",
• "torch._utils._rebuild_tensor_v2",
• "__torch__.torch.nn.modules.linear.___torch_mangle_14.Linear",
• "__torch__.torch.nn.modules.conv.Conv2d",
• "__torch__.torch.nn.modules.container.Sequential",
• "__torch__.zipformer.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.sparse.Embedding",
• "__torch__.zipformer.___torch_mangle_15.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_27.Linear",
• "__torch__.zipformer.SimpleCombinerIdentity",
• "__torch__.zipformer.___torch_mangle_22.DownsampledZipformerEncoder",
• "__torch__.model.Transducer",
• "__torch__.zipformer.___torch_mangle_18.ZipformerEncoder",
• "__torch__.zipformer.Zipformer"

How to fix it?

• "torch.FloatStorage",
• "__torch__.decoder.Decoder",
• "__torch__.torch.nn.modules.conv.___torch_mangle_1562.Conv1d",
• "torch._utils._rebuild_tensor_v2",
• "collections.OrderedDict",
• "__torch__.torch.nn.modules.sparse.Embedding",
• "collections.OrderedDict",
• "torch.BoolStorage",
• "torch._utils._rebuild_tensor_v2",
• "torch.LongStorage",
• "torch.jit._pickle.restore_type_tag"

How to fix it?

• "__torch__.zipformer.___torch_mangle_136.ConvolutionModule",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_213.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_197.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_132.Conv1d",
• "__torch__.scaling_converter.___torch_mangle_394.NonScaledNorm",
• "__torch__.torch.nn.modules.dropout.Dropout",
• "__torch__.scaling.___torch_mangle_239.DoubleSwish",
• "__torch__.zipformer.AttentionDownsample",
• "__torch__.torch.nn.modules.linear.___torch_mangle_162.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_721.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_511.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_630.Identity",
• "__torch__.scaling.___torch_mangle_267.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_424.Identity",
• "__torch__.zipformer.___torch_mangle_555.SimpleUpsample",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_675.Dropout",
• "__torch__.scaling.___torch_mangle_183.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_494.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_61.Linear",
• "__torch__.scaling_converter.___torch_mangle_753.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_62.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_351.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_265.Linear",
• "__torch__.scaling.___torch_mangle_413.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_756.ZipformerEncoderLayer",
• "__torch__.torch.nn.modules.linear.___torch_mangle_679.Identity",
• "__torch__.scaling.___torch_mangle_232.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_292.Identity",
• "__torch__.scaling_converter.___torch_mangle_242.NonScaledNorm",
• "__torch__.scaling.___torch_mangle_735.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_235.Conv1d",
• "__torch__.zipformer.___torch_mangle_499.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_567.Linear",
• "__torch__.scaling.___torch_mangle_153.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_287.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_303.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_543.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_604.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_40.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_121.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_199.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_575.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_562.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_181.Conv1d",
• "__torch__.zipformer.___torch_mangle_503.ZipformerEncoderLayer",
• "__torch__.zipformer.___torch_mangle_318.FeedforwardModule",
• "__torch__.torch.nn.modules.conv.___torch_mangle_179.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_691.Identity",
• "__torch__.scaling.___torch_mangle_75.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_180.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_366.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_432.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_526.Dropout",
• "__torch__.zipformer.___torch_mangle_454.RelPositionalEncoding",
• "__torch__.torch.nn.modules.linear.___torch_mangle_536.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_81.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_445.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_236.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_444.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_493.Conv1d",
• "__torch__.scaling.___torch_mangle_251.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_228.Conv1d",
• "__torch__.zipformer.___torch_mangle_745.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_607.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_749.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_14.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_336.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_656.Identity",
• "__torch__.torch.nn.modules.conv.Conv2d",
• "__torch__.scaling.___torch_mangle_440.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_764.SimpleCombinerIdentity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_404.Linear",
• "__torch__.scaling.___torch_mangle_5.DoubleSwish",
• "__torch__.zipformer.SimpleUpsample",
• "__torch__.zipformer.___torch_mangle_554.ZipformerEncoder",
• "__torch__.torch.nn.modules.linear.___torch_mangle_684.Linear",
• "__torch__.zipformer.___torch_mangle_422.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_644.Identity",
• "__torch__.zipformer.___torch_mangle_534.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_512.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_532.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_225.Dropout",
• "__torch__.scaling.___torch_mangle_712.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_401.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_685.Identity",
• "__torch__.scaling.___torch_mangle_11.Identity",
• "__torch__.zipformer.___torch_mangle_408.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_722.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_115.Dropout",
• "__torch__.scaling.___torch_mangle_114.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_203.Linear",
• "__torch__.scaling.___torch_mangle_729.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_344.ConvolutionModule",
• "__torch__.zipformer.___torch_mangle_435.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_587.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_524.Identity",
• "__torch__.scaling_converter.___torch_mangle_549.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_529.Linear",
• "__torch__.scaling.___torch_mangle_353.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_279.Conv1d",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_687.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_380.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_89.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_20.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_599.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_617.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_285.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_332.Identity",
• "__torch__.scaling.___torch_mangle_694.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_35.Conv1d",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_483.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_32.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_741.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_171.Linear",
• "__torch__.zipformer.___torch_mangle_707.ZipformerEncoderLayer",
• "__torch__.zipformer.___torch_mangle_290.ConvolutionModule",
• "torch.jit._pickle.restore_type_tag",
• "__torch__.torch.nn.modules.linear.___torch_mangle_352.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_118.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_719.Linear",
• "__torch__.zipformer.___torch_mangle_129.FeedforwardModule",
• "__torch__.scaling.___torch_mangle_321.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_668.Identity",
• "__torch__.scaling.___torch_mangle_482.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_276.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_8.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_311.Linear",
• "__torch__.zipformer.___torch_mangle_573.PoolingModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_259.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_286.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_475.Identity",
• "__torch__.zipformer.___torch_mangle_60.PoolingModule",
• "__torch__.zipformer.___torch_mangle_92.ConvolutionModule",
• "__torch__.scaling.___torch_mangle_384.DoubleSwish",
• "__torch__.zipformer.Zipformer",
• "__torch__.torch.nn.modules.linear.___torch_mangle_10.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_204.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_621.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_673.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_148.Linear",
• "__torch__.torch.nn.modules.linear.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_300.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_533.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_559.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_661.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_496.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_375.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_77.Linear",
• "__torch__.zipformer.___torch_mangle_703.ConvolutionModule",
• "__torch__.scaling.___torch_mangle_69.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_676.Linear",
• "__torch__.scaling.Identity",
• "__torch__.scaling_converter.___torch_mangle_704.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_618.Linear",
• "__torch__.zipformer.___torch_mangle_718.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_167.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_54.Linear",
• "__torch__.zipformer.___torch_mangle_760.SimpleCombiner",
• "__torch__.torch.nn.modules.linear.___torch_mangle_717.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_350.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_430.Identity",
• "__torch__.zipformer.___torch_mangle_473.FeedforwardModule",
• "__torch__.zipformer.___torch_mangle_66.FeedforwardModule",
• "__torch__.zipformer.___torch_mangle_178.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_326.Identity",
• "__torch__.scaling.___torch_mangle_342.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_639.Linear",
• "__torch__.zipformer.___torch_mangle_324.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_307.Linear",
• "__torch__.torch.nn.modules.container.___torch_mangle_553.ModuleList",
• "__torch__.torch.nn.modules.linear.___torch_mangle_17.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_417.Linear",
• "__torch__.zipformer.___torch_mangle_147.ZipformerEncoderLayer",
• "__torch__.scaling.___torch_mangle_83.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_339.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_358.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_602.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_154.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_194.Identity",
• "__torch__.scaling_converter.___torch_mangle_291.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_313.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_507.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_632.Dropout",
• "__torch__.torch.nn.modules.container.___torch_mangle_757.ModuleList",
• "__torch__.torch.nn.modules.linear.___torch_mangle_678.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_42.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_128.Linear",
• "__torch__.zipformer.___torch_mangle_33.FeedforwardModule",
• "__torch__.zipformer.___torch_mangle_766.SimpleCombiner",
• "__torch__.scaling_converter.___torch_mangle_93.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_210.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_174.Identity",
• "__torch__.zipformer.___torch_mangle_348.ZipformerEncoderLayer",
• "__torch__.torch.nn.modules.conv.___torch_mangle_748.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_670.Linear",
• "__torch__.scaling.___torch_mangle_152.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_439.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_627.Linear",
• "__torch__.zipformer.___torch_mangle_58.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_12.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_97.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_396.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_38.Conv1d",
• "__torch__.scaling.___torch_mangle_459.Identity",
• "__torch__.scaling.___torch_mangle_565.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_237.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_737.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_49.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_409.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_538.Identity",
• "__torch__.zipformer.___torch_mangle_585.FeedforwardModule",
• "__torch__.scaling.___torch_mangle_509.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_400.Identity",
• "__torch__.zipformer.___torch_mangle_759.SimpleUpsample",
• "__torch__.torch.nn.modules.linear.___torch_mangle_456.Identity",
• "__torch__.zipformer.___torch_mangle_245.ZipformerEncoderLayer",
• "__torch__.torch.nn.modules.linear.___torch_mangle_478.Linear",
• "__torch__.zipformer.___torch_mangle_528.FeedforwardModule",
• "__torch__.zipformer.___torch_mangle_450.SimpleCombiner",
• "__torch__.scaling.___torch_mangle_37.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_436.Conv1d",
• "__torch__.torch.nn.modules.container.Sequential",
• "__torch__.torch.nn.modules.conv.___torch_mangle_39.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_349.Linear",
• "__torch__.zipformer.___torch_mangle_185.ConvolutionModule",
• "__torch__.zipformer.___torch_mangle_492.ConvolutionModule",
• "__torch__.torch.nn.modules.conv.___torch_mangle_289.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_489.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_601.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_280.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_429.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_581.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_29.Identity",
• "__torch__.scaling.___torch_mangle_224.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_598.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_698.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_161.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_643.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_374.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_341.Identity",
• "__torch__.scaling_converter.___torch_mangle_606.NonScaledNorm",
• "__torch__.scaling.___torch_mangle_273.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_514.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_623.Linear",
• "__torch__.zipformer.___torch_mangle_669.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.conv.___torch_mangle_702.Conv1d",
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• "__torch__.zipformer.___torch_mangle_452.AttentionDownsample",
• "__torch__.zipformer.___torch_mangle_117.FeedforwardModule",
• "__torch__.zipformer.___torch_mangle_234.ConvolutionModule",
• "__torch__.zipformer.___torch_mangle_310.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_693.Identity",
• "__torch__.zipformer.___torch_mangle_428.FeedforwardModule",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_730.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_372.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_260.Identity",
• "__torch__.zipformer.___torch_mangle_558.AttentionDownsample",
• "__torch__.torch.nn.modules.linear.___torch_mangle_682.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_95.Identity",
• "__torch__.zipformer.___torch_mangle_386.ConvolutionModule",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_170.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_578.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_387.Conv1d",
• "__torch__.scaling.___torch_mangle_163.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_548.ConvolutionModule",
• "__torch__.zipformer.___torch_mangle_27.FeedforwardModule",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_453.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_334.Identity",
• "__torch__.scaling.___torch_mangle_663.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_736.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_653.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_101.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_589.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_754.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_222.Linear",
• "__torch__.zipformer.___torch_mangle_72.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_238.Identity",
• "__torch__.zipformer.ZipformerEncoderLayer",
• "__torch__.zipformer.___torch_mangle_677.FeedforwardModule",
• "__torch__.torch.nn.modules.container.___torch_mangle_295.ModuleList",
• "__torch__.zipformer.___torch_mangle_732.FeedforwardModule",
• "__torch__.zipformer.___torch_mangle_227.FeedforwardModule",
• "__torch__.scaling.___torch_mangle_169.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_530.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_611.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_740.Identity",
• "__torch__.scaling.___torch_mangle_539.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_495.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_486.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_629.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_672.Linear",
• "__torch__.zipformer.SimpleCombinerIdentity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_633.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_426.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_484.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_220.Linear",
• "__torch__.zipformer.___torch_mangle_591.FeedforwardModule",
• "__torch__.torch.nn.modules.conv.___torch_mangle_648.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_411.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_317.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_461.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_612.Identity",
• "__torch__.zipformer.___torch_mangle_479.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_706.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_208.Linear",
• "__torch__.scaling.___torch_mangle_403.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_592.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_108.Identity",
• "__torch__.zipformer.___torch_mangle_296.ZipformerEncoder",
• "__torch__.torch.nn.modules.conv.___torch_mangle_340.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_382.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_284.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_755.Identity",
• "__torch__.scaling.___torch_mangle_315.DoubleSwish",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_322.Dropout",
• "__torch__.zipformer.___torch_mangle_111.PoolingModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_346.Identity",
• "__torch__.scaling.___torch_mangle_615.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_378.Linear",
• "__torch__.scaling.___torch_mangle_63.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_571.RelPositionMultiheadAttention",
• "__torch__.scaling.___torch_mangle_476.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_73.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_570.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_229.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_431.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_498.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_7.Linear",
• "__torch__.scaling.___torch_mangle_376.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_312.PoolingModule",
• "__torch__.zipformer.___torch_mangle_78.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_665.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_371.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_667.Linear",
• "__torch__.scaling.___torch_mangle_519.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_709.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_99.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_727.Linear",
• "__torch__.zipformer.___torch_mangle_622.PoolingModule",
• "__torch__.scaling.___torch_mangle_218.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_282.Conv1d",
• "__torch__.scaling.___torch_mangle_460.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_362.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_122.Linear",
• "__torch__.scaling.___torch_mangle_30.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_619.Identity",
• "__torch__.zipformer.___torch_mangle_297.AttentionDownsample",
• "__torch__.torch.nn.modules.linear.___torch_mangle_106.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_51.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_595.Identity",
• "__torch__.zipformer.___torch_mangle_85.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_22.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_263.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_293.Identity",
• "__torch__.zipformer.___torch_mangle_361.PoolingModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_47.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_635.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_487.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_649.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_418.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_323.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_550.Identity",
• "__torch__.scaling_converter.___torch_mangle_193.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_65.Linear",
• "__torch__.zipformer.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_16.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_389.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_41.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_149.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_504.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_681.Dropout",
• "__torch__.scaling.___torch_mangle_497.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_699.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_255.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_133.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_325.Linear",
• "__torch__.scaling.___torch_mangle_686.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_329.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_156.Linear",
• "__torch__.scaling.___torch_mangle_370.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_427.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_731.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_240.Conv1d",
• "__torch__.scaling.___torch_mangle_603.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_86.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_597.Conv1d",
• "__torch__.zipformer.___torch_mangle_689.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_48.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_146.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_491.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_159.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_252.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_710.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_659.Linear",
• "__torch__.zipformer.___torch_mangle_330.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_223.Identity",
• "__torch__.zipformer.___torch_mangle_726.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_257.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_697.Conv1d",
• "__torch__.torch.nn.modules.container.___torch_mangle_767.ModuleList",
• "__torch__.zipformer.___torch_mangle_465.RelPositionMultiheadAttention",
• "__torch__.zipformer.DownsampledZipformerEncoder",
• "__torch__.zipformer.___torch_mangle_609.ZipformerEncoderLayer",
• "__torch__.zipformer.PoolingModule",
• "__torch__.scaling.___torch_mangle_250.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_751.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_107.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_650.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_469.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_15.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_542.Conv1d",
• "__torch__.zipformer.___torch_mangle_752.ConvolutionModule",
• "__torch__.scaling.___torch_mangle_126.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_50.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_21.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_88.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_155.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_124.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_407.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_64.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_306.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_360.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_272.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_666.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_195.Identity",
• "__torch__.scaling.___torch_mangle_750.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_264.FeedforwardModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_187.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_377.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_728.Identity",
• "__torch__.zipformer.___torch_mangle_209.PoolingModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_517.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_191.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_455.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_231.Identity",
• "__torch__.scaling.___torch_mangle_288.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_226.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_168.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_734.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_705.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_568.Linear",
• "__torch__.scaling.___torch_mangle_134.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_275.Linear",
• "__torch__.scaling.___torch_mangle_364.DoubleSwish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_383.Identity",
• "__torch__.zipformer.___torch_mangle_96.ZipformerEncoderLayer",
• "__torch__.torch.nn.modules.linear.___torch_mangle_474.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_247.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_441.Conv1d",
• "__torch__.zipformer.___torch_mangle_207.RelPositionMultiheadAttention",
• "__torch__.scaling.___torch_mangle_212.DoubleSwish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_488.Conv1d",
• "__torch__.zipformer.___torch_mangle_654.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_278.Identity",
• "__torch__.scaling.___torch_mangle_490.DoubleSwish",
• "__torch__.zipformer.___torch_mangle_605.ConvolutionModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_357.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_521.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_188.Conv1d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_385.Conv1d",
• "__torch__.zipformer.Conv2dSubsampling",
• "__torch__.torch.nn.modules.linear.___torch_mangle_399.Identity",
• "__torch__.zipformer.___torch_mangle_446.ZipformerEncoderLayer",
• "__torch__.zipformer.___torch_mangle_416.FeedforwardModule",
• "__torch__.scaling.___torch_mangle_743.DoubleSwish",
• "__torch__.scaling.___torch_mangle_566.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_13.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_91.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_271.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_253.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_724.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_651.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_626.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_547.Conv1d",
• "__torch__.zipformer.___torch_mangle_192.ConvolutionModule",
• "__torch__.torch.nn.modules.conv.___torch_mangle_392.Conv1d",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_477.Dropout",
• "__torch__.scaling.___torch_mangle_304.Identity",
• "__torch__.zipformer.___torch_mangle_379.FeedforwardModule",
• "__torch__.scaling.___torch_mangle_43.DoubleSwish",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_6.Dropout",
• "__torch__.scaling_converter.___torch_mangle_655.NonScaledNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_415.Linear",
• "__torch__.zipformer.___torch_mangle_359.RelPositionMultiheadAttention",
• "__torch__.torch.nn.modules.conv.___torch_mangle_142.Conv1d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_248.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_302.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_25.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_338.Conv1d",
• "__torch__.torch.nn.modules.container.ModuleList",
• "torch.LongStorage",
• "torch.DoubleStorage",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.jit._pickle.build_tensorlist",
• "torch._utils._rebuild_tensor_v2",
• "collections.OrderedDict",
• "torch.LongStorage",
• "torch.IntStorage",
• "torch.jit._pickle.restore_type_tag",
• "torch.FloatStorage"

How to fix it?

• "torch._utils._rebuild_tensor_v2",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1566.Linear",
• "collections.OrderedDict",
• "__torch__.joiner.Joiner",
• "torch.FloatStorage",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1567.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_1568.Linear",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.jit._pickle.restore_type_tag",
• "torch.FloatStorage"

How to fix it?

• "torch.FloatStorage",
• "pathlib.PosixPath",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2"

How to fix it?