[colossalai/checkpoint_io/...] fix bug in load_state_dict_into_model;…

… format error msg (hpcaitech#6020)

* fix bug in load_state_dict_into_model; format error msg

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update utils.py

to support checking missing_keys

* Update general_checkpoint_io.py

fix bug in missing_keys error message

* retrigger tests

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

colossalai/checkpoint_io/general_checkpoint_io.py

@@ -220,9 +220,9 @@ def load_sharded_model(
         if strict:
             remain_keys = reduce(lambda a, b: a & b, map(set, missing_keys))
             if len(remain_keys) > 0:
-                error_msgs = "Missing key(s) in state_dict: {}. ".format(
-                    ", ".join('"{}"'.format(k) for k in missing_keys)
-                )
+                error_msgs = [
+                    "Missing key(s) in state_dict: {}. ".format(", ".join('"{}"'.format(k) for k in remain_keys))
+                ]
                 raise RuntimeError(
                     "Error(s) in loading state_dict for {}:\n\t{}".format(
                         self.__class__.__name__, "\n\t".join(error_msgs)

colossalai/checkpoint_io/hybrid_parallel_checkpoint_io.py

@@ -381,9 +381,9 @@ def _load(name: str):
         remain_keys = remain_keys.union(set(missing_file_keys))
         if len(remain_keys) > 0:
             if strict:
-                error_msgs = "Missing key(s) in state_dict: {}. ".format(
-                    ", ".join('"{}"'.format(k) for k in missing_keys)
-                )
+                error_msgs = [
+                    "Missing key(s) in state_dict: {}. ".format(", ".join('"{}"'.format(k) for k in missing_keys))
+                ]
                 raise RuntimeError(
                     "Error(s) in loading state_dict for {}:\n\t{}".format(
                         self.__class__.__name__, "\n\t".join(error_msgs)

colossalai/checkpoint_io/utils.py

@@ -553,10 +553,10 @@ def load_state_dict_into_model(
 
     def load(module: nn.Module, state_dict, prefix="", load_sub_module: bool = True):
         local_metadata = {} if metadata is None else metadata.get(prefix[:-1], {})
-        args = (state_dict, prefix, local_metadata, True, sub_missing_keys, [], error_msgs)
+        args = (state_dict, prefix, local_metadata, True, sub_missing_keys, unexpected_keys, error_msgs)
         # Parameters of module and children will start with prefix. We can exit early if there are none in this
         # state_dict
-        if len([key for key in state_dict if key.startswith(prefix)]) > 0:
+        if strict or len([key for key in state_dict if key.startswith(prefix)]) > 0:
             module._load_from_state_dict(*args)
         if load_sub_module:
             for name, child in module._modules.items():
@@ -570,9 +570,9 @@ def load(module: nn.Module, state_dict, prefix="", load_sub_module: bool = True)
 
     if strict:
         if len(unexpected_keys) > 0:
-            error_msgs = "Unexpected key(s) in state_dict: {}. ".format(
-                ", ".join('"{}"'.format(k) for k in unexpected_keys)
-            )
+            error_msgs = [
+                "Unexpected key(s) in state_dict: {}. ".format(", ".join('"{}"'.format(k) for k in unexpected_keys))
+            ]
             raise RuntimeError(
                 "Error(s) in loading state_dict for {}:\n\t{}".format(model.__class__.__name__, "\n\t".join(error_msgs))
             )

colossalai/inference/core/plugin.py

@@ -116,9 +116,9 @@ def _load(name: str):
         remain_keys = remain_keys.union(set(missing_file_keys))
         if len(remain_keys) > 0:
             if strict:
-                error_msgs = "Missing key(s) in state_dict: {}. ".format(
-                    ", ".join('"{}"'.format(k) for k in missing_keys)
-                )
+                error_msgs = [
+                    "Missing key(s) in state_dict: {}. ".format(", ".join('"{}"'.format(k) for k in missing_keys))
+                ]
                 raise RuntimeError(
                     "Error(s) in loading state_dict for {}:\n\t{}".format(
                         self.__class__.__name__, "\n\t".join(error_msgs)