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Rendeiro lab 12

• "__torch__.torch.nn.modules.batchnorm.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_440.Attention",
• "__torch__.timm.layers.activations.___torch_mangle_135.Swish",
• "__torch__.timm.layers.norm_act.___torch_mangle_140.BatchNormAct2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_246.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_35.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_340.Conv2dReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_283.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_449.BatchNorm2d",
• "__torch__.timm.layers.activations.___torch_mangle_200.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_162.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_242.BatchNormAct2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_271.Identity",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_91.InvertedResidual",
• "__torch__.timm.layers.norm_act.___torch_mangle_278.BatchNormAct2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_396.Conv2d",
• "__torch__.timm.layers.norm_act.___torch_mangle_116.BatchNormAct2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_274.InvertedResidual",
• "__torch__.torch.nn.modules.linear.___torch_mangle_199.Identity",
• "__torch__.torch.nn.modules.container.___torch_mangle_153.Sequential",
• "__torch__.timm.layers.drop.___torch_mangle_253.DropPath",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.decoder.___torch_mangle_447.DecoderBlock",
• "__torch__.torch.nn.modules.conv.___torch_mangle_269.Conv2d",
• "__torch__.timm.layers.activations.___torch_mangle_156.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_361.Identity",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_85.SqueezeExcite",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_401.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_335.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_437.ReLU",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_399.Conv2dReLU",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_112.InvertedResidual",
• "__torch__.torch.nn.modules.linear.___torch_mangle_47.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_202.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_411.ReLU",
• "__torch__.timm.layers.activations.___torch_mangle_74.Swish",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.decoder.UnetPlusPlusDecoder",
• "__torch__.torch.nn.modules.container.___torch_mangle_316.Sequential",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_455.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_453.Attention",
• "__torch__.torch.nn.modules.conv.___torch_mangle_45.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_326.BatchNorm2d",
• "__torch__.timm.layers.activations.___torch_mangle_160.Swish",
• "__torch__.timm.layers.activations.___torch_mangle_180.Swish",
• "__torch__.timm.layers.activations.___torch_mangle_302.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_311.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_402.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_458.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_189.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_67.Identity",
• "__torch__.timm.layers.activations.___torch_mangle_37.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_223.Identity",
• "__torch__.timm.layers.activations.___torch_mangle_261.Swish",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_152.InvertedResidual",
• "__torch__.torch.nn.modules.conv.___torch_mangle_127.Conv2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_254.InvertedResidual",
• "__torch__.torch.nn.modules.conv.___torch_mangle_31.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_376.Conv2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_268.SqueezeExcite",
• "__torch__.torch.nn.modules.linear.___torch_mangle_29.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_270.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_344.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_305.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_336.Attention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_430.ReLU",
• "__torch__.timm.layers.activations.___torch_mangle_2.Swish",
• "__torch__.timm.layers.norm_act.___torch_mangle_96.BatchNormAct2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_53.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_105.Sigmoid",
• "__torch__.torch.nn.modules.linear.___torch_mangle_159.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_208.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_414.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_236.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_206.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_5.Conv2d",
• "__torch__.timm.layers.activations.___torch_mangle_245.Swish",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_364.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_429.BatchNorm2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_138.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_220.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_4.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_175.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_256.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_362.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_291.Identity",
• "__torch__.timm.layers.activations.___torch_mangle_164.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_224.Conv2d",
• "__torch__.timm.layers.activations.___torch_mangle_281.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_380.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_59.BatchNormAct2d",
• "__torch__.timm.layers.activations.___torch_mangle_19.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_284.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_39.Identity",
• "torch._utils._rebuild_tensor_v2",
• "__torch__.torch.nn.modules.linear.___torch_mangle_169.Identity",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_234.InvertedResidual",
• "__torch__.torch.nn.modules.activation.___torch_mangle_125.Sigmoid",
• "torch.LongStorage",
• "__torch__.torch.nn.modules.conv.___torch_mangle_389.Conv2d",
• "__torch__.timm.layers.norm_act.___torch_mangle_48.BatchNormAct2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_141.Identity",
• "__torch__.timm.layers.activations.___torch_mangle_78.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_42.Conv2d",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.model.UnetPlusPlus",
• "__torch__.torch.nn.modules.conv.___torch_mangle_147.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_249.Conv2d",
• "__torch__.timm.layers.norm_act.___torch_mangle_16.BatchNormAct2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_417.ReLU",
• "__torch__.torch.nn.modules.conv.___torch_mangle_318.Conv2d",
• "__torch__.timm.layers.norm_act.___torch_mangle_11.BatchNormAct2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_198.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_403.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_24.Conv2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_351.BatchNorm2d",
• "__torch__.timm.layers.activations.___torch_mangle_217.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_86.Conv2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_309.SqueezeExcite",
• "__torch__.torch.nn.modules.conv.___torch_mangle_107.Conv2d",
• "__torch__.timm.layers.activations.___torch_mangle_119.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_182.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_219.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_226.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_459.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_301.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_321.BatchNormAct2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_352.ReLU",
• "__torch__.timm.layers.drop.___torch_mangle_111.DropPath",
• "__torch__.torch.nn.modules.linear.___torch_mangle_426.Identity",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.decoder.___torch_mangle_369.DecoderBlock",
• "__torch__.timm.layers.norm_act.___torch_mangle_232.BatchNormAct2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_46.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_346.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_21.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_365.ReLU",
• "__torch__.timm.layers.drop.___torch_mangle_172.DropPath",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_368.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_276.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_87.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_171.BatchNormAct2d",
• "__torch__.timm.layers.drop.___torch_mangle_212.DropPath",
• "__torch__.torch.nn.modules.activation.ReLU",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_345.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_409.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_113.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_373.Conv2dReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_304.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_222.BatchNormAct2d",
• "__torch__.timm.layers.activations.___torch_mangle_257.Swish",
• "__torch__.timm.layers.activations.___torch_mangle_143.Swish",
• "__torch__.timm.layers.drop.___torch_mangle_192.DropPath",
• "__torch__.torch.nn.modules.conv.___torch_mangle_178.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_52.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_342.Attention",
• "__torch__.timm.layers.norm_act.___torch_mangle_197.BatchNormAct2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_319.Identity",
• "__torch__.timm.layers.activations.___torch_mangle_176.Swish",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_360.Conv2dReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_216.Identity",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.decoder.___torch_mangle_434.DecoderBlock",
• "__torch__.torch.nn.modules.linear.___torch_mangle_209.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_279.Conv2d",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.decoder.___torch_mangle_382.DecoderBlock",
• "__torch__.torch.nn.modules.conv.___torch_mangle_275.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_280.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_367.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_323.Conv2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_193.InvertedResidual",
• "__torch__.torch.nn.modules.linear.___torch_mangle_243.Identity",
• "__torch__.torch.nn.modules.activation.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_168.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_244.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_412.Conv2dReLU",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_381.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_170.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_133.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_386.Conv2dReLU",
• "__torch__.timm.models._efficientnet_blocks.DepthwiseSeparableConv",
• "__torch__.timm.layers.drop.___torch_mangle_70.DropPath",
• "__torch__.torch.nn.modules.linear.___torch_mangle_148.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_407.Attention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_385.ReLU",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_106.SqueezeExcite",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_446.Attention",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_442.BatchNorm2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_9.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_60.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_353.Conv2dReLU",
• "__torch__.timm.layers.norm_act.___torch_mangle_262.BatchNormAct2d",
• "__torch__.timm.layers.activations.___torch_mangle_54.Swish",
• "__torch__.torch.nn.modules.linear.___torch_mangle_406.Identity",
• "__torch__.timm.layers.activations.___torch_mangle_33.Swish",
• "__torch__.torch.nn.modules.activation.___torch_mangle_145.Sigmoid",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_394.Attention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_424.ReLU",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_50.InvertedResidual",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_416.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_229.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_370.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_462.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_166.Sigmoid",
• "__torch__.torch.nn.modules.conv.___torch_mangle_158.Conv2d",
• "__torch__.timm.layers.activations.___torch_mangle_23.Swish",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_173.InvertedResidual",
• "__torch__.timm.layers.norm_act.___torch_mangle_218.BatchNormAct2d",
• "__torch__.segmentation_models_pytorch.base.modules.Conv2dReLU",
• "collections.OrderedDict",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_126.SqueezeExcite",
• "__torch__.torch.nn.modules.conv.___torch_mangle_255.Conv2d",
• "__torch__.timm.layers.activations.___torch_mangle_204.Swish",
• "__torch__.timm.layers.activations.___torch_mangle_184.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_154.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_88.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_379.Conv2dReLU",
• "__torch__.timm.layers.activations.___torch_mangle_115.Swish",
• "__torch__.torch.nn.modules.conv.___torch_mangle_144.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_350.Conv2d",
• "__torch__.timm.models._efficientnet_blocks.InvertedResidual",
• "__torch__.torch.nn.modules.linear.___torch_mangle_108.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_393.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.Activation",
• "__torch__.timm.layers.norm_act.___torch_mangle_313.BatchNormAct2d",
• "__torch__.segmentation_models_pytorch.decoders.unetplusplus.decoder.DecoderBlock",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_397.BatchNorm2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_355.Attention",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_390.BatchNorm2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_294.InvertedResidual",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_349.Attention",
• "__torch__.timm.layers.norm_act.___torch_mangle_299.BatchNormAct2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_463.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_347.Conv2dReLU",
• "__torch__.timm.layers.norm_act.___torch_mangle_181.BatchNormAct2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_428.Conv2d",
• "__torch__.timm.layers.drop.___torch_mangle_90.DropPath",
• "__torch__.timm.layers.norm_act.___torch_mangle_136.BatchNormAct2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_185.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_405.Conv2dReLU",
• "__torch__.torch.nn.modules.flatten.Flatten",
• "__torch__.torch.nn.modules.container.___torch_mangle_92.Sequential",
• "__torch__.torch.nn.modules.conv.___torch_mangle_194.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_444.Conv2dReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_452.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_188.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_57.Identity",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_388.Attention",
• "__torch__.timm.layers.norm_act.___torch_mangle_177.BatchNormAct2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_357.Conv2d",
• "__torch__.timm.layers.norm_act.___torch_mangle_34.BatchNormAct2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_410.BatchNorm2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_8.Conv2d",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_451.Conv2dReLU",
• "__torch__.timm.layers.activations.___torch_mangle_103.Swish",
• "__torch__.segmentation_models_pytorch.base.modules.Attention",
• "__torch__.torch.nn.modules.conv.___torch_mangle_183.Conv2d",
• "__torch__.timm.models._efficientnet_blocks.___torch_mangle_248.SqueezeExcite",
• "__torch__.torch.nn.modules.linear.___torch_mangle_432.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_461.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_14.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_290.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_155.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_348.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_450.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_195.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_38.BatchNormAct2d",
• "__torch__.timm.layers.activations.___torch_mangle_221.Swish",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_433.Attention",
• "__torch__.timm.layers.norm_act.___torch_mangle_79.BatchNormAct2d",
• "__torch__.timm.layers.drop.___torch_mangle_293.DropPath",
• "__torch__.segmentation_models_pytorch.base.modules.___torch_mangle_366.Conv2dReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_134.Identity",
• "__torch__.timm.layers.norm_act.___torch_mangle_201.BatchNormAct2d",
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• "torch.jit._pickle.build_intlist",
• "torch.jit._pickle.build_intlist",
• "torch.jit._pickle.build_intlist",
• "torch.jit._pickle.build_intlist",
• "torch.jit._pickle.build_intlist",
• "torch.jit._pickle.build_intlist",
• "collections.OrderedDict",
• "torch.jit._pickle.restore_type_tag",
• "torch._utils._rebuild_tensor_v2",
• "torch.FloatStorage"

How to fix it?