Allow cross-device local checkpoints with fsspec>=2025.5.0 (Lightning-AI#20780)

Cross-device transactions via fsspec (used for example in
ModelCheckpoint) resulted in permission errors. The
permission errors were caused by attempts to change file modes on
different filesystem. This was fixed in fsspec 2025.3.3.


---------

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

Author: 2 people

src/lightning/fabric/utilities/cloud_io.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Utilities related to data saving/loading."""
 
+import errno
 import io
 import logging
 from pathlib import Path
@@ -84,10 +85,16 @@ def _atomic_save(checkpoint: dict[str, Any], filepath: Union[str, Path]) -> None
     log.debug(f"Saving checkpoint: {filepath}")
     torch.save(checkpoint, bytesbuffer)
 
-    # We use a transaction here to avoid file corruption if the save gets interrupted
-    fs, urlpath = fsspec.core.url_to_fs(str(filepath))
-    with fs.transaction, fs.open(urlpath, "wb") as f:
-        f.write(bytesbuffer.getvalue())
+    try:
+        # We use a transaction here to avoid file corruption if the save gets interrupted
+        fs, urlpath = fsspec.core.url_to_fs(str(filepath))
+        with fs.transaction, fs.open(urlpath, "wb") as f:
+            f.write(bytesbuffer.getvalue())
+    except PermissionError as e:
+        if isinstance(e.__context__, OSError) and getattr(e.__context__, "errno", None) == errno.EXDEV:
+            raise RuntimeError(
+                'Upgrade fsspec to enable cross-device local checkpoints: pip install "fsspec[http]>=2025.5.0"',
+            ) from e
 
 
 def _is_object_storage(fs: AbstractFileSystem) -> bool:

src/lightning/pytorch/CHANGELOG.md

@@ -11,12 +11,13 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 
 - Add enable_autolog_hparams argument to Trainer ([#20593](https://github.com/Lightning-AI/pytorch-lightning/pull/20593))
 
+- For cross-device local checkpoints, instruct users to install `fsspec>=2025.5.0` if unavailable ([#20780](https://github.com/Lightning-AI/pytorch-lightning/pull/20780))
+
 
 ### Changed
 
 -
 
-
 ### Removed
 
 -

src/lightning/pytorch/callbacks/model_checkpoint.py

@@ -155,6 +155,10 @@ class ModelCheckpoint(Checkpoint):
         If the checkpoint's ``dirpath`` changed from what it was before while resuming the training,
         only ``best_model_path`` will be reloaded and a warning will be issued.
 
+        If you provide a ``filename`` on a mounted device where changing permissions is not allowed (causing ``chmod``
+        to raise a ``PermissionError``), install `fsspec>=2025.5.0`. Then the error is caught, the file's permissions
+        remain unchanged, and the checkpoint is still saved. Otherwise, no checkpoint will be saved and training stops.
+
     Raises:
         MisconfigurationException:
             If ``save_top_k`` is smaller than ``-1``,

tests/tests_pytorch/trainer/connectors/test_checkpoint_connector.py

@@ -11,10 +11,13 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import errno
 import os
+import re
 from unittest import mock
 from unittest.mock import ANY, Mock
 
+import fsspec
 import pytest
 import torch
 
@@ -105,6 +108,31 @@ def test_hpc_max_ckpt_version(tmp_path):
     )
 
 
+def test_local_cross_device_checkpoint(tmpdir):
+    """Test that the _CheckpointConnector can write local cross-device files or raises an error if fsspec<2025.5.0."""
+    model = BoringModel()
+    # hardcoding dir since `tmp_path` can be windows path
+    trainer = Trainer(
+        default_root_dir="memory://test_ckpt_for_fsspec", limit_train_batches=1, limit_val_batches=1, max_epochs=1
+    )
+    trainer.fit(model)
+    # Simulate the behavior of fsspec when writing to a local file system but other device.
+    with (
+        mock.patch("os.rename", side_effect=OSError(errno.EXDEV, "Invalid cross-device link")),
+        mock.patch("os.chmod", side_effect=PermissionError("Operation not permitted")),
+    ):
+        if fsspec.__version__ < "2025.5.0":
+            with pytest.raises(
+                RuntimeError,
+                match=re.escape(
+                    'Upgrade fsspec to enable cross-device local checkpoints: pip install "fsspec[http]>=2025.5.0"'
+                ),
+            ):
+                trainer.save_checkpoint(tmpdir + "/test_ckpt_for_fsspec/hpc_ckpt.ckpt")
+        else:
+            trainer.save_checkpoint(tmpdir + "/test_ckpt_for_fsspec/hpc_ckpt.ckpt")
+
+
 def test_ckpt_for_fsspec():
     """Test that the _CheckpointConnector is able to write to fsspec file systems."""
     model = BoringModel()