Loading checkpoint

[aviadmx]

When loading the Swin-L checkpoint by adding a load_from line to the config configs/panformer/panformer_swinl_24e_coco_panoptic.pyz as following:

load_from='./pretrained/panoptic_segformer_swinl_2x.pth'

The loading fails with an error about keys mismatch:

unexpected key in source state_dict: bbox_head.cls_branches2.0.weight, bbox_head.cls_branches2.0.bias, bbox_head.cls_branches2.1.weight, bbox_head.cls_branches2.1.bias, bbox_head.cls_branches2.2.weight, bbox_head.cls_branches2.2.bias, bbox_head.cls_branches2.3.weight, bbox_head.cls_branches2.3.bias, bbox_head.mask_head.blocks.0.head_norm1.weight, bbox_head.mask_head.blocks.0.head_norm1.bias, bbox_head.mask_head.blocks.0.attn.q.weight, bbox_head.mask_head.blocks.0.attn.q.bias, bbox_head.mask_head.blocks.0.attn.k.weight, bbox_head.mask_head.blocks.0.attn.k.bias, bbox_head.mask_head.blocks.0.attn.v.weight, bbox_head.mask_head.blocks.0.attn.v.bias, bbox_head.mask_head.blocks.0.attn.proj.weight, bbox_head.mask_head.blocks.0.attn.proj.bias, bbox_head.mask_head.blocks.0.attn.linear_l1.0.weight, bbox_head.mask_head.blocks.0.attn.linear_l1.0.bias, bbox_head.mask_head.blocks.0.attn.linear_l2.0.weight, bbox_head.mask_head.blocks.0.attn.linear_l2.0.bias, bbox_head.mask_head.blocks.0.attn.linear_l3.0.weight, bbox_head.mask_head.blocks.0.attn.linear_l3.0.bias, bbox_head.mask_head.blocks.0.attn.linear.0.weight, bbox_head.mask_head.blocks.0.attn.linear.0.bias, bbox_head.mask_head.blocks.0.head_norm2.weight, bbox_head.mask_head.blocks.0.head_norm2.bias, bbox_head.mask_head.blocks.0.mlp.fc1.weight, bbox_head.mask_head.blocks.0.mlp.fc1.bias, bbox_head.mask_head.blocks.0.mlp.fc2.weight, bbox_head.mask_head.blocks.0.mlp.fc2.bias, bbox_head.mask_head.blocks.1.head_norm1.weight, bbox_head.mask_head.blocks.1.head_norm1.bias, bbox_head.mask_head.blocks.1.attn.q.weight, bbox_head.mask_head.blocks.1.attn.q.bias, bbox_head.mask_head.blocks.1.attn.k.weight, bbox_head.mask_head.blocks.1.attn.k.bias, bbox_head.mask_head.blocks.1.attn.v.weight, bbox_head.mask_head.blocks.1.attn.v.bias, bbox_head.mask_head.blocks.1.attn.proj.weight, bbox_head.mask_head.blocks.1.attn.proj.bias, bbox_head.mask_head.blocks.1.attn.linear_l1.0.weight, bbox_head.mask_head.blocks.1.attn.linear_l1.0.bias, bbox_head.mask_head.blocks.1.attn.linear_l2.0.weight, bbox_head.mask_head.blocks.1.attn.linear_l2.0.bias, bbox_head.mask_head.blocks.1.attn.linear_l3.0.weight, bbox_head.mask_head.blocks.1.attn.linear_l3.0.bias, bbox_head.mask_head.blocks.1.attn.linear.0.weight, bbox_head.mask_head.blocks.1.attn.linear.0.bias, bbox_head.mask_head.blocks.1.head_norm2.weight, bbox_head.mask_head.blocks.1.head_norm2.bias, bbox_head.mask_head.blocks.1.mlp.fc1.weight, bbox_head.mask_head.blocks.1.mlp.fc1.bias, bbox_head.mask_head.blocks.1.mlp.fc2.weight, bbox_head.mask_head.blocks.1.mlp.fc2.bias, bbox_head.mask_head.blocks.2.head_norm1.weight, bbox_head.mask_head.blocks.2.head_norm1.bias, bbox_head.mask_head.blocks.2.attn.q.weight, bbox_head.mask_head.blocks.2.attn.q.bias, bbox_head.mask_head.blocks.2.attn.k.weight, bbox_head.mask_head.blocks.2.attn.k.bias, bbox_head.mask_head.blocks.2.attn.v.weight, bbox_head.mask_head.blocks.2.attn.v.bias, bbox_head.mask_head.blocks.2.attn.proj.weight, bbox_head.mask_head.blocks.2.attn.proj.bias, bbox_head.mask_head.blocks.2.attn.linear_l1.0.weight, bbox_head.mask_head.blocks.2.attn.linear_l1.0.bias, bbox_head.mask_head.blocks.2.attn.linear_l2.0.weight, bbox_head.mask_head.blocks.2.attn.linear_l2.0.bias, bbox_head.mask_head.blocks.2.attn.linear_l3.0.weight, bbox_head.mask_head.blocks.2.attn.linear_l3.0.bias, bbox_head.mask_head.blocks.2.attn.linear.0.weight, bbox_head.mask_head.blocks.2.attn.linear.0.bias, bbox_head.mask_head.blocks.2.head_norm2.weight, bbox_head.mask_head.blocks.2.head_norm2.bias, bbox_head.mask_head.blocks.2.mlp.fc1.weight, bbox_head.mask_head.blocks.2.mlp.fc1.bias, bbox_head.mask_head.blocks.2.mlp.fc2.weight, bbox_head.mask_head.blocks.2.mlp.fc2.bias, bbox_head.mask_head.blocks.3.head_norm1.weight, bbox_head.mask_head.blocks.3.head_norm1.bias, bbox_head.mask_head.blocks.3.attn.q.weight, bbox_head.mask_head.blocks.3.attn.q.bias, bbox_head.mask_head.blocks.3.attn.k.weight, bbox_head.mask_head.blocks.3.attn.k.bias, bbox_head.mask_head.blocks.3.attn.v.weight, bbox_head.mask_head.blocks.3.attn.v.bias, bbox_head.mask_head.blocks.3.attn.proj.weight, bbox_head.mask_head.blocks.3.attn.proj.bias, bbox_head.mask_head.blocks.3.attn.linear_l1.0.weight, bbox_head.mask_head.blocks.3.attn.linear_l1.0.bias, bbox_head.mask_head.blocks.3.attn.linear_l2.0.weight, bbox_head.mask_head.blocks.3.attn.linear_l2.0.bias, bbox_head.mask_head.blocks.3.attn.linear_l3.0.weight, bbox_head.mask_head.blocks.3.attn.linear_l3.0.bias, bbox_head.mask_head.blocks.3.attn.linear.0.weight, bbox_head.mask_head.blocks.3.attn.linear.0.bias, bbox_head.mask_head.blocks.3.head_norm2.weight, bbox_head.mask_head.blocks.3.head_norm2.bias, bbox_head.mask_head.blocks.3.mlp.fc1.weight, bbox_head.mask_head.blocks.3.mlp.fc1.bias, bbox_head.mask_head.blocks.3.mlp.fc2.weight, bbox_head.mask_head.blocks.3.mlp.fc2.bias, bbox_head.mask_head.attnen.q.weight, bbox_head.mask_head.attnen.q.bias, bbox_head.mask_head.attnen.k.weight, bbox_head.mask_head.attnen.k.bias, bbox_head.mask_head.attnen.linear_l1.0.weight, bbox_head.mask_head.attnen.linear_l1.0.bias, bbox_head.mask_head.attnen.linear_l2.0.weight, bbox_head.mask_head.attnen.linear_l2.0.bias, bbox_head.mask_head.attnen.linear_l3.0.weight, bbox_head.mask_head.attnen.linear_l3.0.bias, bbox_head.mask_head.attnen.linear.0.weight, bbox_head.mask_head.attnen.linear.0.bias, bbox_head.mask_head2.blocks.0.head_norm1.weight, bbox_head.mask_head2.blocks.0.head_norm1.bias, bbox_head.mask_head2.blocks.0.attn.q.weight, bbox_head.mask_head2.blocks.0.attn.q.bias, bbox_head.mask_head2.blocks.0.attn.k.weight, bbox_head.mask_head2.blocks.0.attn.k.bias, bbox_head.mask_head2.blocks.0.attn.v.weight, bbox_head.mask_head2.blocks.0.attn.v.bias, bbox_head.mask_head2.blocks.0.attn.proj.weight, bbox_head.mask_head2.blocks.0.attn.proj.bias, bbox_head.mask_head2.blocks.0.attn.linear_l1.0.weight, bbox_head.mask_head2.blocks.0.attn.linear_l1.0.bias, bbox_head.mask_head2.blocks.0.attn.linear_l2.0.weight, bbox_head.mask_head2.blocks.0.attn.linear_l2.0.bias, bbox_head.mask_head2.blocks.0.attn.linear_l3.0.weight, bbox_head.mask_head2.blocks.0.attn.linear_l3.0.bias, bbox_head.mask_head2.blocks.0.attn.linear.0.weight, bbox_head.mask_head2.blocks.0.attn.linear.0.bias, bbox_head.mask_head2.blocks.0.head_norm2.weight, bbox_head.mask_head2.blocks.0.head_norm2.bias, bbox_head.mask_head2.blocks.0.mlp.fc1.weight, bbox_head.mask_head2.blocks.0.mlp.fc1.bias, bbox_head.mask_head2.blocks.0.mlp.fc2.weight, bbox_head.mask_head2.blocks.0.mlp.fc2.bias, bbox_head.mask_head2.blocks.0.self_attention.qkv.weight, bbox_head.mask_head2.blocks.0.self_attention.qkv.bias, bbox_head.mask_head2.blocks.0.self_attention.proj.weight, bbox_head.mask_head2.blocks.0.self_attention.proj.bias, bbox_head.mask_head2.blocks.0.norm3.weight, bbox_head.mask_head2.blocks.0.norm3.bias, bbox_head.mask_head2.blocks.1.head_norm1.weight, bbox_head.mask_head2.blocks.1.head_norm1.bias, bbox_head.mask_head2.blocks.1.attn.q.weight, bbox_head.mask_head2.blocks.1.attn.q.bias, bbox_head.mask_head2.blocks.1.attn.k.weight, bbox_head.mask_head2.blocks.1.attn.k.bias, bbox_head.mask_head2.blocks.1.attn.v.weight, bbox_head.mask_head2.blocks.1.attn.v.bias, bbox_head.mask_head2.blocks.1.attn.proj.weight, bbox_head.mask_head2.blocks.1.attn.proj.bias, bbox_head.mask_head2.blocks.1.attn.linear_l1.0.weight, bbox_head.mask_head2.blocks.1.attn.linear_l1.0.bias, bbox_head.mask_head2.blocks.1.attn.linear_l2.0.weight, bbox_head.mask_head2.blocks.1.attn.linear_l2.0.bias, bbox_head.mask_head2.blocks.1.attn.linear_l3.0.weight, bbox_head.mask_head2.blocks.1.attn.linear_l3.0.bias, bbox_head.mask_head2.blocks.1.attn.linear.0.weight, bbox_head.mask_head2.blocks.1.attn.linear.0.bias, bbox_head.mask_head2.blocks.1.head_norm2.weight, bbox_head.mask_head2.blocks.1.head_norm2.bias, bbox_head.mask_head2.blocks.1.mlp.fc1.weight, bbox_head.mask_head2.blocks.1.mlp.fc1.bias, bbox_head.mask_head2.blocks.1.mlp.fc2.weight, bbox_head.mask_head2.blocks.1.mlp.fc2.bias, bbox_head.mask_head2.blocks.1.self_attention.qkv.weight, bbox_head.mask_head2.blocks.1.self_attention.qkv.bias, bbox_head.mask_head2.blocks.1.self_attention.proj.weight, bbox_head.mask_head2.blocks.1.self_attention.proj.bias, bbox_head.mask_head2.blocks.1.norm3.weight, bbox_head.mask_head2.blocks.1.norm3.bias, bbox_head.mask_head2.blocks.2.head_norm1.weight, bbox_head.mask_head2.blocks.2.head_norm1.bias, bbox_head.mask_head2.blocks.2.attn.q.weight, bbox_head.mask_head2.blocks.2.attn.q.bias, bbox_head.mask_head2.blocks.2.attn.k.weight, bbox_head.mask_head2.blocks.2.attn.k.bias, bbox_head.mask_head2.blocks.2.attn.v.weight, bbox_head.mask_head2.blocks.2.attn.v.bias, bbox_head.mask_head2.blocks.2.attn.proj.weight, bbox_head.mask_head2.blocks.2.attn.proj.bias, bbox_head.mask_head2.blocks.2.attn.linear_l1.0.weight, bbox_head.mask_head2.blocks.2.attn.linear_l1.0.bias, bbox_head.mask_head2.blocks.2.attn.linear_l2.0.weight, bbox_head.mask_head2.blocks.2.attn.linear_l2.0.bias, bbox_head.mask_head2.blocks.2.attn.linear_l3.0.weight, bbox_head.mask_head2.blocks.2.attn.linear_l3.0.bias, bbox_head.mask_head2.blocks.2.attn.linear.0.weight, bbox_head.mask_head2.blocks.2.attn.linear.0.bias, bbox_head.mask_head2.blocks.2.head_norm2.weight, bbox_head.mask_head2.blocks.2.head_norm2.bias, bbox_head.mask_head2.blocks.2.mlp.fc1.weight, bbox_head.mask_head2.blocks.2.mlp.fc1.bias, bbox_head.mask_head2.blocks.2.mlp.fc2.weight, bbox_head.mask_head2.blocks.2.mlp.fc2.bias, bbox_head.mask_head2.blocks.2.self_attention.qkv.weight, bbox_head.mask_head2.blocks.2.self_attention.qkv.bias, bbox_head.mask_head2.blocks.2.self_attention.proj.weight, bbox_head.mask_head2.blocks.2.self_attention.proj.bias, bbox_head.mask_head2.blocks.2.norm3.weight, bbox_head.mask_head2.blocks.2.norm3.bias, bbox_head.mask_head2.blocks.3.head_norm1.weight, bbox_head.mask_head2.blocks.3.head_norm1.bias, bbox_head.mask_head2.blocks.3.attn.q.weight, bbox_head.mask_head2.blocks.3.attn.q.bias, bbox_head.mask_head2.blocks.3.attn.k.weight, bbox_head.mask_head2.blocks.3.attn.k.bias, bbox_head.mask_head2.blocks.3.attn.v.weight, bbox_head.mask_head2.blocks.3.attn.v.bias, bbox_head.mask_head2.blocks.3.attn.proj.weight, bbox_head.mask_head2.blocks.3.attn.proj.bias, bbox_head.mask_head2.blocks.3.attn.linear_l1.0.weight, bbox_head.mask_head2.blocks.3.attn.linear_l1.0.bias, bbox_head.mask_head2.blocks.3.attn.linear_l2.0.weight, bbox_head.mask_head2.blocks.3.attn.linear_l2.0.bias, bbox_head.mask_head2.blocks.3.attn.linear_l3.0.weight, bbox_head.mask_head2.blocks.3.attn.linear_l3.0.bias, bbox_head.mask_head2.blocks.3.attn.linear.0.weight, bbox_head.mask_head2.blocks.3.attn.linear.0.bias, bbox_head.mask_head2.blocks.3.head_norm2.weight, bbox_head.mask_head2.blocks.3.head_norm2.bias, bbox_head.mask_head2.blocks.3.mlp.fc1.weight, bbox_head.mask_head2.blocks.3.mlp.fc1.bias, bbox_head.mask_head2.blocks.3.mlp.fc2.weight, bbox_head.mask_head2.blocks.3.mlp.fc2.bias, bbox_head.mask_head2.blocks.3.self_attention.qkv.weight, bbox_head.mask_head2.blocks.3.self_attention.qkv.bias, bbox_head.mask_head2.blocks.3.self_attention.proj.weight, bbox_head.mask_head2.blocks.3.self_attention.proj.bias, bbox_head.mask_head2.blocks.3.norm3.weight, bbox_head.mask_head2.blocks.3.norm3.bias, bbox_head.mask_head2.blocks.4.head_norm1.weight, bbox_head.mask_head2.blocks.4.head_norm1.bias, bbox_head.mask_head2.blocks.4.attn.q.weight, bbox_head.mask_head2.blocks.4.attn.q.bias, bbox_head.mask_head2.blocks.4.attn.k.weight, bbox_head.mask_head2.blocks.4.attn.k.bias, bbox_head.mask_head2.blocks.4.attn.v.weight, bbox_head.mask_head2.blocks.4.attn.v.bias, bbox_head.mask_head2.blocks.4.attn.proj.weight, bbox_head.mask_head2.blocks.4.attn.proj.bias, bbox_head.mask_head2.blocks.4.attn.linear_l1.0.weight, bbox_head.mask_head2.blocks.4.attn.linear_l1.0.bias, bbox_head.mask_head2.blocks.4.attn.linear_l2.0.weight, bbox_head.mask_head2.blocks.4.attn.linear_l2.0.bias, bbox_head.mask_head2.blocks.4.attn.linear_l3.0.weight, bbox_head.mask_head2.blocks.4.attn.linear_l3.0.bias, bbox_head.mask_head2.blocks.4.attn.linear.0.weight, bbox_head.mask_head2.blocks.4.attn.linear.0.bias, bbox_head.mask_head2.blocks.4.head_norm2.weight, bbox_head.mask_head2.blocks.4.head_norm2.bias, bbox_head.mask_head2.blocks.4.mlp.fc1.weight, bbox_head.mask_head2.blocks.4.mlp.fc1.bias, bbox_head.mask_head2.blocks.4.mlp.fc2.weight, bbox_head.mask_head2.blocks.4.mlp.fc2.bias, bbox_head.mask_head2.blocks.4.self_attention.qkv.weight, bbox_head.mask_head2.blocks.4.self_attention.qkv.bias, bbox_head.mask_head2.blocks.4.self_attention.proj.weight, bbox_head.mask_head2.blocks.4.self_attention.proj.bias, bbox_head.mask_head2.blocks.4.norm3.weight, bbox_head.mask_head2.blocks.4.norm3.bias, bbox_head.mask_head2.blocks.5.head_norm1.weight, bbox_head.mask_head2.blocks.5.head_norm1.bias, bbox_head.mask_head2.blocks.5.attn.q.weight, bbox_head.mask_head2.blocks.5.attn.q.bias, bbox_head.mask_head2.blocks.5.attn.k.weight, bbox_head.mask_head2.blocks.5.attn.k.bias, bbox_head.mask_head2.blocks.5.attn.v.weight, bbox_head.mask_head2.blocks.5.attn.v.bias, bbox_head.mask_head2.blocks.5.attn.proj.weight, bbox_head.mask_head2.blocks.5.attn.proj.bias, bbox_head.mask_head2.blocks.5.attn.linear_l1.0.weight, bbox_head.mask_head2.blocks.5.attn.linear_l1.0.bias, bbox_head.mask_head2.blocks.5.attn.linear_l2.0.weight, bbox_head.mask_head2.blocks.5.attn.linear_l2.0.bias, bbox_head.mask_head2.blocks.5.attn.linear_l3.0.weight, bbox_head.mask_head2.blocks.5.attn.linear_l3.0.bias, bbox_head.mask_head2.blocks.5.attn.linear.0.weight, bbox_head.mask_head2.blocks.5.attn.linear.0.bias, bbox_head.mask_head2.blocks.5.head_norm2.weight, bbox_head.mask_head2.blocks.5.head_norm2.bias, bbox_head.mask_head2.blocks.5.mlp.fc1.weight, bbox_head.mask_head2.blocks.5.mlp.fc1.bias, bbox_head.mask_head2.blocks.5.mlp.fc2.weight, bbox_head.mask_head2.blocks.5.mlp.fc2.bias, bbox_head.mask_head2.blocks.5.self_attention.qkv.weight, bbox_head.mask_head2.blocks.5.self_attention.qkv.bias, bbox_head.mask_head2.blocks.5.self_attention.proj.weight, bbox_head.mask_head2.blocks.5.self_attention.proj.bias, bbox_head.mask_head2.blocks.5.norm3.weight, bbox_head.mask_head2.blocks.5.norm3.bias, bbox_head.mask_head2.attnen.q.weight, bbox_head.mask_head2.attnen.q.bias, bbox_head.mask_head2.attnen.k.weight, bbox_head.mask_head2.attnen.k.bias, bbox_head.mask_head2.attnen.linear_l1.0.weight, bbox_head.mask_head2.attnen.linear_l1.0.bias, bbox_head.mask_head2.attnen.linear_l2.0.weight, bbox_head.mask_head2.attnen.linear_l2.0.bias, bbox_head.mask_head2.attnen.linear_l3.0.weight, bbox_head.mask_head2.attnen.linear_l3.0.bias, bbox_head.mask_head2.attnen.linear.0.weight, bbox_head.mask_head2.attnen.linear.0.bias

missing keys in source state_dict: bbox_head.cls_thing_branches.0.weight, bbox_head.cls_thing_branches.0.bias, bbox_head.cls_thing_branches.1.weight, bbox_head.cls_thing_branches.1.bias, bbox_head.cls_thing_branches.2.weight, bbox_head.cls_thing_branches.2.bias, bbox_head.cls_thing_branches.3.weight, bbox_head.cls_thing_branches.3.bias, bbox_head.things_mask_head.blocks.0.head_norm1.weight, bbox_head.things_mask_head.blocks.0.head_norm1.bias, bbox_head.things_mask_head.blocks.0.attn.q.weight, bbox_head.things_mask_head.blocks.0.attn.q.bias, bbox_head.things_mask_head.blocks.0.attn.k.weight, bbox_head.things_mask_head.blocks.0.attn.k.bias, bbox_head.things_mask_head.blocks.0.attn.v.weight, bbox_head.things_mask_head.blocks.0.attn.v.bias, bbox_head.things_mask_head.blocks.0.attn.proj.weight, bbox_head.things_mask_head.blocks.0.attn.proj.bias, bbox_head.things_mask_head.blocks.0.attn.linear_l1.0.weight, bbox_head.things_mask_head.blocks.0.attn.linear_l1.0.bias, 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[zhiqi-li]

Sorry for that, we forgot to convert these keys after we changed the codes. We will fix it asap.

[aviadmx]

@zhiqi-li Thanks, any estimation? By the way it only happens via training script and not via testing.
I see that the testing script uses:

from easymd.runner.checkpoints import load_checkpoint
load_checkpoint(model, args.checkpoint, map_location='cpu')

While the training uses the framework loader:

runner.load_checkpoint(cfg.load_from)

However I'm not sure if just replacing this would correctly load the model or not

[zhiqi-li]

I convert the keys in this function from easymd.runner.checkpoints import load_checkpoint. I think you can convert the keys in pkl file based on the following rules.

   defautl_revise_keys = [
        ('\\.mask_head\\.','.things_mask_head.'),
        ('\\.mask_head2\\.','.stuff_mask_head.'),
        ('\\.cls_branches2\\.', '.cls_thing_branches.'),

    ]