fix(utility): add lock for cached file between processes

When using PyTorch dataloader with multiple workers, the cache file will
be accessed by different processes. And the cache file can be written
and read at the same time, which would lead to the read content is
empty.

Thus, lock is added when writing the cache file to fix this
problem.

tensorbay/utility/common.py

@@ -12,10 +12,13 @@
 
 """
 
+
 from collections import defaultdict
+from contextlib import contextmanager
 from functools import wraps
+from multiprocessing import Manager
 from threading import Lock
-from typing import Any, Callable, DefaultDict, Sequence, Type, TypeVar, Union
+from typing import Any, Callable, DefaultDict, Dict, Iterator, Sequence, Type, TypeVar, Union
 
 import numpy as np
 
@@ -56,7 +59,18 @@ def __eq__(self, other: object) -> bool:
         return self.__dict__ == other.__dict__
 
 
-locks: DefaultDict[int, Lock] = defaultdict(Lock)
+@contextmanager
+def _acquire(lock: Lock) -> Iterator[bool]:
+    acquire = lock.acquire(blocking=False)
+    try:
+        yield acquire
+        if not acquire:
+            lock.acquire()
+    finally:
+        lock.release()
+
+
+thread_locks: DefaultDict[int, Lock] = defaultdict(Lock)
 
 
 def locked(func: _CallableWithoutReturnValue) -> _CallableWithoutReturnValue:
@@ -73,15 +87,50 @@ def locked(func: _CallableWithoutReturnValue) -> _CallableWithoutReturnValue:
     @wraps(func)
     def wrapper(self: Any, *arg: Any, **kwargs: Any) -> None:
         key = id(self)
-        lock = locks[key]
-        acquire = lock.acquire(blocking=False)
-        try:
-            if acquire:
+        lock = thread_locks[key]
+        with _acquire(lock) as success:
+            if success:
                 func(self, *arg, **kwargs)
-                del locks[key]
-            else:
-                lock.acquire()
-        finally:
-            lock.release()
+                del thread_locks[key]
 
     return wrapper  # type: ignore[return-value]
+
+
+class ProcessLocked:  # pylint: disable=too-few-public-methods
+    """A decorator to add lock for methods called from different processes.
+
+    Arguments:
+        attr_name: The name of the attr to be taken as the key of the lock.
+
+    """
+
+    _manager = Manager()
+    _process_locks: Dict[str, Lock] = _manager.dict()
+
+    def __init__(self, attr_name: str) -> None:
+        self._attr_name = attr_name
+
+    def __call__(self, func: _CallableWithoutReturnValue) -> _CallableWithoutReturnValue:
+        """Return the locked function.
+
+        Arguments:
+            func: The function to add lock.
+
+        Returns:
+            The locked function.
+
+        """
+
+        @wraps(func)
+        def wrapper(func_self: Any, *arg: Any, **kwargs: Any) -> None:
+            key = getattr(func_self, self._attr_name)
+            # https://github.com/PyCQA/pylint/issues/3313
+            lock = self._process_locks.setdefault(
+                key, self._manager.Lock()  # pylint: disable=no-member
+            )
+            with _acquire(lock) as success:
+                if success:
+                    func(func_self, *arg, **kwargs)
+                    del self._process_locks[key]
+
+        return wrapper  # type: ignore[return-value]

tensorbay/utility/file.py

@@ -14,6 +14,7 @@
 from _io import BufferedReader
 
 from tensorbay.exception import ResponseError
+from tensorbay.utility.common import ProcessLocked
 from tensorbay.utility.repr import ReprMixin
 from tensorbay.utility.requests import UserResponse, config, get_session
 
@@ -176,6 +177,15 @@ def _urlopen(self) -> UserResponse:
                 )
             raise
 
+    @ProcessLocked("cache_path")
+    def _write_cache(self, cache_path: str) -> None:
+        if not os.path.exists(cache_path):
+            dirname = os.path.dirname(cache_path)
+            os.makedirs(dirname, exist_ok=True)
+            with self._urlopen() as fp:
+                with open(cache_path, "wb") as cache:
+                    cache.write(fp.read())
+
     def get_url(self) -> str:
         """Return the url of the data hosted by tensorbay.
 
@@ -204,12 +214,5 @@ def open(self) -> Union[UserResponse, BufferedReader]:
         if not cache_path:
             return self._urlopen()
 
-        if not os.path.exists(cache_path):
-            dirname = os.path.dirname(cache_path)
-            os.makedirs(dirname, exist_ok=True)
-
-            with self._urlopen() as fp:
-                with open(cache_path, "wb") as cache:
-                    cache.write(fp.read())
-
+        self._write_cache(cache_path)
         return open(cache_path, "rb")