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background-removal-matting-level

like 2

Running

• "__torch__.modeling.decoder.detail_capture.Matting_Head",
• "__torch__.modeling.backbone.vit.___torch_mangle_83.ResBottleneckBlock",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_47.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_24.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_4.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_141.Dropout",
• "__torch__.modeling.backbone.vit.___torch_mangle_162.Attention",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_127.LayerNorm",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_209.Fusion_Block",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_177.Conv2d",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_106.Dropout",
• "torch.FloatStorage",
• "__torch__.torch.nn.modules.activation.___torch_mangle_80.GELU",
• "__torch__.modeling.backbone.vit.___torch_mangle_21.Attention",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_121.Dropout",
• "__torch__.torch.nn.modules.activation.___torch_mangle_153.GELU",
• "__torch__.torch.nn.modules.conv.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_7.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_195.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_105.GELU",
• "__torch__.torch.nn.modules.activation.___torch_mangle_44.GELU",
• "collections.OrderedDict",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_76.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_58.Dropout",
• "__torch__.torch.nn.modules.dropout.Dropout",
• "__torch__.timm.models.layers.mlp.___torch_mangle_96.Mlp",
• "__torch__.modeling.backbone.vit.___torch_mangle_101.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_102.Identity",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_183.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_206.BatchNorm2d",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_201.BatchNorm2d",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_124.LayerNorm",
• "__torch__.modeling.backbone.vit.___torch_mangle_132.Block",
• "__torch__.torch.nn.modules.linear.___torch_mangle_51.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_57.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_161.Linear",
• "__torch__.modeling.backbone.vit.___torch_mangle_131.ResBottleneckBlock",
• "__torch__.torch.nn.modules.linear.___torch_mangle_152.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_107.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_173.GELU",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_171.Conv2d",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_111.LayerNorm",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_175.LayerNorm",
• "__torch__.torch.nn.modules.conv.___torch_mangle_200.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_117.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_20.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_45.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_86.Linear",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_126.Conv2d",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_203.Basic_Conv3x3",
• "__torch__.torch.nn.modules.activation.___torch_mangle_166.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_148.Linear",
• "__torch__.torch.nn.modules.activation.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_159.LayerNorm",
• "__torch__.modeling.backbone.vit.___torch_mangle_53.Attention",
• "__torch__.torch.nn.modules.container.ModuleList",
• "__torch__.detectron2.layers.batch_norm.LayerNorm",
• "__torch__.torch.nn.modules.activation.___torch_mangle_77.GELU",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_174.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_176.GELU",
• "__torch__.torch.nn.modules.activation.___torch_mangle_193.ReLU",
• "__torch__.torch.nn.modules.activation.___torch_mangle_140.GELU",
• "__torch__.timm.models.layers.mlp.___torch_mangle_48.Mlp",
• "__torch__.torch.nn.modules.linear.___torch_mangle_67.Identity",
• "__torch__.timm.models.layers.mlp.___torch_mangle_122.Mlp",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_119.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_155.Linear",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_189.Basic_Conv3x3",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_116.LayerNorm",
• "__torch__.torch.nn.modules.batchnorm.BatchNorm2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_147.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_87.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_9.Identity",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_37.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_93.Dropout",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_212.BatchNorm2d",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_133.LayerNorm",
• "__torch__.modeling.backbone.vit.___torch_mangle_145.Block",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_32.LayerNorm",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_35.LayerNorm",
• "__torch__.modeling.backbone.vit.___torch_mangle_180.Block",
• "__torch__.modeling.backbone.vit.___torch_mangle_110.Block",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_1.LayerNorm",
• "__torch__.timm.models.layers.mlp.___torch_mangle_170.Mlp",
• "__torch__.torch.nn.modules.activation.___torch_mangle_118.GELU",
• "__torch__.modeling.backbone.vit.___torch_mangle_8.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_134.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_33.GELU",
• "__torch__.modeling.backbone.vit.___torch_mangle_149.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_38.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_164.LayerNorm",
• "__torch__.torch.nn.modules.conv.___torch_mangle_205.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_115.Identity",
• "__torch__.torch.nn.modules.conv.___torch_mangle_181.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_202.ReLU",
• "__torch__.modeling.backbone.vit.___torch_mangle_136.Attention",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_5.LayerNorm",
• "__torch__.torch.nn.modules.conv.___torch_mangle_211.Conv2d",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_81.Conv2d",
• "__torch__.modeling.decoder.detail_capture.Basic_Conv3x3",
• "__torch__.torch.nn.modules.linear.___torch_mangle_6.Linear",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_196.BatchNorm2d",
• "__torch__.modeling.backbone.vit.ViT",
• "__torch__.timm.models.layers.mlp.___torch_mangle_109.Mlp",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_146.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_167.Dropout",
• "__torch__.modeling.backbone.vit.___torch_mangle_66.Attention",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_151.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_13.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_100.Linear",
• "__torch__.modeling.decoder.detail_capture.ConvStream",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_156.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_52.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_138.LayerNorm",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_130.LayerNorm",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_34.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_46.Linear",
• "__torch__.torch.nn.modules.linear.Identity",
• "__torch__.modeling.meta_arch.vitmatte.ViTMatte",
• "__torch__.torch.nn.modules.linear.___torch_mangle_142.Linear",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_199.Fusion_Block",
• "__torch__.modeling.backbone.vit.ResBottleneckBlock",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_129.Conv2d",
• "__torch__.timm.models.layers.mlp.___torch_mangle_61.Mlp",
• "__torch__.torch.nn.modules.linear.___torch_mangle_165.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_184.ReLU",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_192.BatchNorm2d",
• "__torch__.modeling.backbone.vit.Block",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_154.Dropout",
• "torch._utils._rebuild_tensor_v2",
• "__torch__.torch.nn.modules.activation.___torch_mangle_70.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_99.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_135.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_120.Linear",
• "__torch__.modeling.backbone.utils.PatchEmbed",
• "__torch__.torch.nn.modules.linear.___torch_mangle_0.Linear",
• "__torch__.timm.models.layers.mlp.___torch_mangle_29.Mlp",
• "__torch__.torch.nn.modules.container.___torch_mangle_210.ModuleList",
• "__torch__.modeling.backbone.vit.___torch_mangle_17.Block",
• "__torch__.torch.nn.modules.linear.___torch_mangle_113.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_63.LayerNorm",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_185.Basic_Conv3x3",
• "__torch__.torch.nn.modules.linear.___torch_mangle_89.Identity",
• "__torch__.modeling.backbone.vit.___torch_mangle_179.ResBottleneckBlock",
• "__torch__.torch.nn.modules.activation.___torch_mangle_25.GELU",
• "__torch__.detectron2.layers.wrappers.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_11.Linear",
• "__torch__.modeling.backbone.vit.___torch_mangle_84.Block",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_68.LayerNorm",
• "__torch__.modeling.backbone.vit.___torch_mangle_88.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_160.Linear",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_78.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_182.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_56.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_85.LayerNorm",
• "__torch__.torch.nn.modules.activation.GELU",
• "__torch__.torch.nn.modules.container.Sequential",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_23.LayerNorm",
• "__torch__.modeling.decoder.detail_capture.Detail_Capture",
• "torch.LongStorage",
• "__torch__.torch.nn.modules.linear.___torch_mangle_3.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_28.Dropout",
• "__torch__.torch.nn.modules.batchnorm.___torch_mangle_187.BatchNorm2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_43.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_197.ReLU",
• "__torch__.torch.nn.modules.activation.___torch_mangle_12.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_69.Linear",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_178.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_98.LayerNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_150.Identity",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_123.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_188.ReLU",
• "__torch__.torch.nn.modules.normalization.LayerNorm",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_82.LayerNorm",
• "__torch__.torch.nn.modules.activation.___torch_mangle_128.GELU",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_60.Dropout",
• "__torch__.modeling.criterion.matting_criterion.MattingCriterion",
• "__torch__.torch.nn.modules.activation.___torch_mangle_207.ReLU",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_79.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_90.LayerNorm",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_75.Conv2d",
• "__torch__.torch.nn.modules.conv.___torch_mangle_191.Conv2d",
• "__torch__.modeling.backbone.vit.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_14.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_125.GELU",
• "__torch__.detectron2.layers.batch_norm.___torch_mangle_172.LayerNorm",
• "__torch__.timm.models.layers.mlp.Mlp",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_71.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_139.Linear",
• "__torch__.torch.nn.modules.container.___torch_mangle_190.ModuleList",
• "__torch__.modeling.backbone.vit.___torch_mangle_36.Block",
• "__torch__.torch.nn.modules.linear.___torch_mangle_19.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_39.Linear",
• "__torch__.timm.models.layers.mlp.___torch_mangle_144.Mlp",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_169.Dropout",
• "__torch__.modeling.backbone.vit.___torch_mangle_49.Block",
• "__torch__.torch.nn.modules.linear.___torch_mangle_137.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_27.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_42.LayerNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_2.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_30.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_54.Identity",
• "__torch__.timm.models.layers.mlp.___torch_mangle_157.Mlp",
• "__torch__.torch.nn.modules.linear.___torch_mangle_104.Linear",
• "__torch__.modeling.backbone.vit.___torch_mangle_40.Attention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_59.Linear",
• "__torch__.modeling.decoder.detail_capture.Fusion_Block",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_10.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_55.LayerNorm",
• "__torch__.timm.models.layers.mlp.___torch_mangle_16.Mlp",
• "__torch__.torch.nn.modules.linear.___torch_mangle_22.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_64.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_94.Linear",
• "__torch__.modeling.backbone.vit.___torch_mangle_158.Block",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_208.Basic_Conv3x3",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_50.LayerNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_91.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_72.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_168.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_143.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_163.Identity",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_103.LayerNorm",
• "__torch__.torch.nn.modules.conv.___torch_mangle_214.Conv2d",
• "__torch__.modeling.backbone.vit.___torch_mangle_62.Block",
• "__torch__.torch.nn.modules.activation.___torch_mangle_213.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_18.LayerNorm",
• "__torch__.timm.models.layers.mlp.___torch_mangle_74.Mlp",
• "__torch__.torch.nn.modules.activation.___torch_mangle_92.GELU",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_198.Basic_Conv3x3",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_108.Dropout",
• "__torch__.detectron2.layers.wrappers.___torch_mangle_31.Conv2d",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_95.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_73.Dropout",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_204.Fusion_Block",
• "__torch__.modeling.backbone.vit.___torch_mangle_97.Block",
• "__torch__.modeling.decoder.detail_capture.___torch_mangle_194.Basic_Conv3x3",
• "__torch__.torch.nn.modules.linear.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_15.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_26.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_112.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_65.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_186.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_41.Identity",
• "__torch__.modeling.backbone.vit.___torch_mangle_114.Attention",
• "torch.LongStorage",
• "torch.DoubleStorage",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.jit._pickle.restore_type_tag",
• "collections.OrderedDict",
• "torch.FloatStorage",
• "torch._utils._rebuild_tensor_v2"

How to fix it?

• "__torch__.mmdet.models.layers.transformer.mask2former_layers.Mask2FormerTransformerDecoder",
• "__torch__.torch.nn.modules.linear.___torch_mangle_285.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_300.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_149.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_232.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_75.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_135.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_172.GELU",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_98.Dropout",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_494.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_64.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_485.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_307.Linear",
• "__torch__.mmcv.cnn.bricks.conv_module.___torch_mangle_327.ConvModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_143.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_72.Dropout",
• "__torch__.torch.nn.modules.activation.___torch_mangle_416.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_435.NonDynamicallyQuantizableLinear",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_176.LayerScale",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_532.Dropout",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_475.LayerNorm",
• "__torch__.mmcv.ops.multi_scale_deform_attn.___torch_mangle_309.MultiScaleDeformableAttention",
• "__torch__.vision_transformer.DinoVisionTransformer",
• "__torch__.torch.nn.modules.activation.___torch_mangle_486.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_88.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_204.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_148.Linear",
• "__torch__.torch.nn.modules.activation.ReLU",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_294.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_366.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_3.LayerNorm",
• "__torch__.dinov2.layers.attention.MemEffAttention",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_217.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_418.Sequential",
• "__torch__.torch.nn.modules.activation.___torch_mangle_516.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_502.LayerNorm",
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• "__torch__.torch.nn.modules.linear.___torch_mangle_4.Linear",
• "__torch__.mmcv.cnn.bricks.conv_module.___torch_mangle_209.ConvModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_156.Linear",
• "__torch__.mmcv.ops.multi_scale_deform_attn.___torch_mangle_289.MultiScaleDeformableAttention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_337.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_63.Linear",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_279.FFN",
• "__torch__.torch.nn.modules.activation.___torch_mangle_406.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_318.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_410.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_385.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_170.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_157.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_114.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_346.Dropout",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_340.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_225.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_227.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_361.MultiheadAttention",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_450.LayerNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_177.Identity",
• "__torch__.mmengine.model.base_module.___torch_mangle_546.Sequential",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_501.LayerNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_245.Linear",
• "__torch__.mmengine.model.base_module.___torch_mangle_496.Sequential",
• "__torch__.mmdet.models.layers.transformer.mask2former_layers.___torch_mangle_429.Mask2FormerTransformerDecoderLayer",
• "__torch__.torch.nn.modules.linear.___torch_mangle_194.Identity",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_17.LayerNorm",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_125.LayerScale",
• "__torch__.mmcv.ops.multi_scale_deform_attn.___torch_mangle_269.MultiScaleDeformableAttention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_541.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_112.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_189.GELU",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_264.Dropout",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.LongStorage",
• "torch.DoubleStorage",
• "torch.FloatStorage",
• "torch.jit._pickle.restore_type_tag",
• "collections.OrderedDict",
• "torch.FloatStorage",
• "torch._utils._rebuild_tensor_v2"

How to fix it?

• "__torch__.mmdet.models.layers.transformer.mask2former_layers.Mask2FormerTransformerDecoder",
• "__torch__.torch.nn.modules.linear.___torch_mangle_285.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_300.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_149.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_232.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_75.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_135.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_172.GELU",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_98.Dropout",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_494.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_64.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_485.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_307.Linear",
• "__torch__.mmcv.cnn.bricks.conv_module.___torch_mangle_327.ConvModule",
• "__torch__.torch.nn.modules.linear.___torch_mangle_143.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_72.Dropout",
• "__torch__.torch.nn.modules.activation.___torch_mangle_416.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_435.NonDynamicallyQuantizableLinear",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_176.LayerScale",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_532.Dropout",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_475.LayerNorm",
• "__torch__.mmcv.ops.multi_scale_deform_attn.___torch_mangle_309.MultiScaleDeformableAttention",
• "__torch__.vision_transformer.DinoVisionTransformer",
• "__torch__.torch.nn.modules.activation.___torch_mangle_486.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_88.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_204.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_148.Linear",
• "__torch__.torch.nn.modules.activation.ReLU",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_294.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_366.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_3.LayerNorm",
• "__torch__.dinov2.layers.attention.MemEffAttention",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_217.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_418.Sequential",
• "__torch__.torch.nn.modules.activation.___torch_mangle_516.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_502.LayerNorm",
• "__torch__.torch.nn.modules.sparse.___torch_mangle_564.Embedding",
• "__torch__.torch.nn.modules.linear.___torch_mangle_50.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_224.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_335.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_311.ReLU",
• "__torch__.dinov2.layers.block.___torch_mangle_25.NestedTensorBlock",
• "__torch__.torch.nn.modules.linear.___torch_mangle_455.NonDynamicallyQuantizableLinear",
• "__torch__.mmcv.cnn.bricks.conv_module.___torch_mangle_332.ConvModule",
• "__torch__.mmdet.models.layers.transformer.mask2former_layers.___torch_mangle_529.Mask2FormerTransformerDecoderLayer",
• "__torch__.mmengine.model.base_module.___torch_mangle_233.Sequential",
• "__torch__.torch.nn.modules.activation.___torch_mangle_466.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_505.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_301.LayerNorm",
• "__torch__.torch.nn.modules.activation.___torch_mangle_356.MultiheadAttention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_456.MultiheadAttention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_36.GELU",
• "__torch__.mmengine.model.base_module.___torch_mangle_262.ModuleList",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_79.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_256.Sequential",
• "__torch__.torch.nn.modules.linear.___torch_mangle_268.Linear",
• "__torch__.dinov2.layers.mlp.___torch_mangle_39.Mlp",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_96.Dropout",
• "__torch__.dinov2.layers.block.___torch_mangle_42.NestedTensorBlock",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_334.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_203.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_226.Linear",
• "__torch__.mmengine.model.base_module.___torch_mangle_282.ModuleList",
• "__torch__.mmengine.model.base_module.___torch_mangle_236.Sequential",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_357.Dropout",
• "__torch__.torch.nn.modules.linear.Identity",
• "__torch__.dinov2.layers.attention.___torch_mangle_150.MemEffAttention",
• "__torch__.torch.nn.modules.activation.___torch_mangle_569.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_349.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_181.Dropout",
• "__torch__.torch.nn.modules.conv.___torch_mangle_325.Conv2d",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_489.MultiheadAttention",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_464.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_238.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_372.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_362.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_354.ModuleList",
• "__torch__.torch.nn.modules.linear.___torch_mangle_277.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_291.ReLU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_237.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_472.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_89.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_471.Sequential",
• "__torch__.torch.nn.modules.linear.___torch_mangle_547.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_512.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_210.Dropout",
• "__torch__.torch.nn.modules.activation.___torch_mangle_121.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_61.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_241.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_51.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_395.Dropout",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_102.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_115.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_388.Identity",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_524.FFN",
• "__torch__.torch.nn.modules.linear.___torch_mangle_78.Linear",
• "__torch__.mmcv.cnn.bricks.wrappers.Conv2d",
• "__torch__.dinov2.layers.block.___torch_mangle_59.NestedTensorBlock",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_353.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_351.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_330.GroupNorm",
• "__torch__.mmengine.model.base_module.___torch_mangle_553.ModuleList",
• "__torch__.torch.nn.modules.activation.___torch_mangle_198.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_171.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_305.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_261.LayerNorm",
• "__torch__.mmengine.model.base_module.Sequential",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_275.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_548.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_257.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_315.Dropout",
• "__torch__.mmdeploy.codebase.mmseg.models.decode_heads.dinov2.DINOv2",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_208.GroupNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_160.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_430.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_451.LayerNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_448.Identity",
• "__torch__.torch.nn.modules.activation.___torch_mangle_104.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_186.Identity",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_205.GroupNorm",
• "__torch__.torch.nn.modules.linear.___torch_mangle_213.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_530.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_272.Dropout",
• "__torch__.mmcv.ops.multi_scale_deform_attn.MultiScaleDeformableAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_16.Identity",
• "__torch__.dinov2.layers.block.___torch_mangle_76.NestedTensorBlock",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_140.Dropout",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_259.FFN",
• "__torch__.torch.nn.modules.linear.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_567.ReLU",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_376.LayerNorm",
• "__torch__.dinov2.layers.mlp.___torch_mangle_141.Mlp",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_326.GroupNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_119.LayerNorm",
• "__torch__.mmcv.cnn.bricks.wrappers.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_281.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_400.LayerNorm",
• "__torch__.torch.nn.modules.conv.Conv2d",
• "__torch__.torch.nn.modules.activation.___torch_mangle_53.GELU",
• "__torch__.torch.nn.modules.linear.___torch_mangle_190.Linear",
• "__torch__.mmengine.model.base_module.___torch_mangle_521.Sequential",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_260.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_556.LayerNorm",
• "__torch__.mmengine.model.base_module.___torch_mangle_378.ModuleList",
• "__torch__.torch.nn.modules.linear.___torch_mangle_33.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_422.Identity",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_465.Linear",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_369.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_182.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_460.NonDynamicallyQuantizableLinear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_483.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_166.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_508.Identity",
• "__torch__.dinov2.layers.attention.___torch_mangle_99.MemEffAttention",
• "__torch__.dinov2.layers.attention.___torch_mangle_82.MemEffAttention",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_426.LayerNorm",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_440.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_255.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_92.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_348.Identity",
• "__torch__.torch.nn.modules.linear.___torch_mangle_86.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_12.Linear",
• "__torch__.dinov2.layers.layer_scale.LayerScale",
• "__torch__.dinov2.layers.block.___torch_mangle_195.NestedTensorBlock",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_321.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_425.LayerNorm",
• "__torch__.mmengine.model.base_module.___torch_mangle_302.ModuleList",
• "__torch__.torch.nn.modules.container.ModuleList",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_341.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_154.Linear",
• "__torch__.mmcv.ops.multi_scale_deform_attn.___torch_mangle_229.MultiScaleDeformableAttention",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_401.LayerNorm",
• "__torch__.mmdet.models.layers.transformer.deformable_detr_layers.DeformableDetrTransformerEncoderLayer",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_389.MultiheadAttention",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_527.LayerNorm",
• "__torch__.torch.nn.modules.sparse.___torch_mangle_562.Embedding",
• "__torch__.mmengine.model.base_module.___torch_mangle_453.ModuleList",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_419.Linear",
• "__torch__.mmengine.model.base_module.___torch_mangle_316.Sequential",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_91.LayerScale",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_221.LayerNorm",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_320.LayerNorm",
• "__torch__.torch.nn.modules.normalization.GroupNorm",
• "__torch__.mmseg.models.necks.featurepyramid.Feature2Pyramid",
• "__torch__.torch.nn.modules.linear.___torch_mangle_497.Identity",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_11.Dropout",
• "__torch__.torch.nn.modules.conv.ConvTranspose2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_212.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_392.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_428.ModuleList",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_7.LayerScale",
• "__torch__.torch.nn.modules.linear.___torch_mangle_137.Linear",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_274.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_2.Identity",
• "__torch__.dinov2.layers.mlp.___torch_mangle_73.Mlp",
• "__torch__.torch.nn.modules.linear.___torch_mangle_54.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_312.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_382.Dropout",
• "__torch__.dinov2.layers.attention.___torch_mangle_31.MemEffAttention",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_482.Dropout",
• "__torch__.mmengine.model.base_module.___torch_mangle_242.ModuleList",
• "__torch__.torch.nn.modules.linear.___torch_mangle_95.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_297.Identity",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_100.LayerScale",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_407.Dropout",
• "__torch__.torch.nn.modules.linear.___torch_mangle_163.Linear",
• "__torch__.torch.nn.modules.linear.___torch_mangle_286.Linear",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_215.Dropout",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_1.Dropout",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_32.LayerScale",
• "__torch__.torch.nn.modules.linear.___torch_mangle_568.Linear",
• "__torch__.torch.nn.modules.normalization.___torch_mangle_280.LayerNorm",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_13.Dropout",
• "__torch__.torch.nn.modules.activation.___torch_mangle_411.MultiheadAttention",
• "__torch__.dinov2.layers.attention.___torch_mangle_116.MemEffAttention",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_515.Linear",
• "__torch__.dinov2.layers.attention.___torch_mangle_167.MemEffAttention",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_499.FFN",
• "__torch__.mmcv.ops.multi_scale_deform_attn.___torch_mangle_249.MultiScaleDeformableAttention",
• "__torch__.dinov2.layers.layer_scale.___torch_mangle_185.LayerScale",
• "__torch__.torch.nn.modules.dropout.___torch_mangle_132.Dropout",
• "__torch__.mmseg.models.decode_heads.mask2former_head.Mask2FormerHead",
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• "__torch__.torch.nn.modules.dropout.___torch_mangle_537.Dropout",
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• "__torch__.torch.nn.modules.linear.___torch_mangle_44.Linear",
• "__torch__.torch.nn.modules.activation.___torch_mangle_381.MultiheadAttention",
• "__torch__.torch.nn.modules.linear.___torch_mangle_480.NonDynamicallyQuantizableLinear",
• "__torch__.mmcv.cnn.bricks.wrappers.___torch_mangle_234.Linear",
• "__torch__.torch.nn.modules.conv.___torch_mangle_207.Conv2d",
• "__torch__.torch.nn.modules.linear.___torch_mangle_363.Identity",
• "torch._utils._rebuild_tensor_v2",
• "__torch__.mmcv.cnn.bricks.transformer.___torch_mangle_424.FFN",
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• "__torch__.torch.nn.modules.dropout.___torch_mangle_264.Dropout",
• "collections.OrderedDict",
• "torch._utils._rebuild_tensor_v2",
• "torch.LongStorage",
• "torch.DoubleStorage",
• "torch.FloatStorage",
• "torch.jit._pickle.restore_type_tag",
• "collections.OrderedDict",
• "torch.FloatStorage",
• "torch._utils._rebuild_tensor_v2"

How to fix it?