[tune] Retry cloud sync up/down/delete on fail (#22029)

python/ray/tune/sync_client.py

@@ -5,6 +5,7 @@ import logging
 import pathlib
 import subprocess
 import tempfile
+import time
 import types
 import warnings
 
@@ -30,7 +31,7 @@ def noop(*args):
     return
 
 
-def get_sync_client(sync_function, delete_function=None):
+def get_sync_client(sync_function, delete_function=None) -> Optional["SyncClient"]:
     """Returns a sync client.
 
     Args:
@@ -58,7 +59,7 @@ def get_sync_client(sync_function, delete_function=None):
     return client_cls(sync_function, sync_function, delete_function)
 
 
-def get_cloud_sync_client(remote_path):
+def get_cloud_sync_client(remote_path) -> "CommandBasedClient":
     """Returns a CommandBasedClient that can sync to/from remote storage.
 
     Args:
@@ -158,6 +159,10 @@ class SyncClient:
         """Waits for current sync to complete, if asynchronously started."""
         pass
 
+    def wait_or_retry(self, max_retries: int = 3, backoff_s: int = 5):
+        """Wait for current sync to complete or retries on error."""
+        pass
+
     def reset(self):
         """Resets state."""
         pass
@@ -251,6 +256,8 @@ class CommandBasedClient(SyncClient):
         self.logfile = None
         self._closed = False
         self.cmd_process = None
+        # Keep track of last command for retry
+        self._last_cmd = None
 
     def set_logdir(self, logdir):
         """Sets the directory to log sync execution output in.
@@ -273,6 +280,11 @@ class CommandBasedClient(SyncClient):
         else:
             return self.logfile
 
+    def _start_process(self, cmd: str) -> subprocess.Popen:
+        return subprocess.Popen(
+            cmd, shell=True, stderr=subprocess.PIPE, stdout=self._get_logfile()
+        )
+
     def sync_up(self, source, target, exclude: Optional[List] = None):
         return self._execute(self.sync_up_template, source, target, exclude)
 
@@ -284,13 +296,15 @@ class CommandBasedClient(SyncClient):
 
     def delete(self, target):
         if self.is_running:
-            logger.warning("Last sync client cmd still in progress, skipping.")
+            logger.warning(
+                f"Last sync client cmd still in progress, "
+                f"skipping deletion of {target}"
+            )
             return False
         final_cmd = self.delete_template.format(target=quote(target), options="")
         logger.debug("Running delete: {}".format(final_cmd))
-        self.cmd_process = subprocess.Popen(
-            final_cmd, shell=True, stderr=subprocess.PIPE, stdout=self._get_logfile()
-        )
+        self._last_cmd = final_cmd
+        self.cmd_process = self._start_process(final_cmd)
         return True
 
     def wait(self):
@@ -306,10 +320,28 @@ class CommandBasedClient(SyncClient):
                     "Error message ({}): {}".format(args, code, error_msg)
                 )
 
+    def wait_or_retry(self, max_retries: int = 3, backoff_s: int = 5):
+        assert max_retries > 0
+        for i in range(max_retries - 1):
+            try:
+                self.wait()
+            except TuneError as e:
+                logger.error(
+                    f"Caught sync error: {e}. "
+                    f"Retrying after sleeping for {backoff_s} seconds..."
+                )
+                time.sleep(backoff_s)
+                self.cmd_process = self._start_process(self._last_cmd)
+                continue
+            return
+        self.cmd_process = None
+        raise TuneError(f"Failed sync even after {max_retries} retries.")
+
     def reset(self):
         if self.is_running:
             logger.warning("Sync process still running but resetting anyways.")
         self.cmd_process = None
+        self._last_cmd = None
 
     def close(self):
         if self.logfile:
@@ -329,7 +361,10 @@ class CommandBasedClient(SyncClient):
     def _execute(self, sync_template, source, target, exclude: Optional[List] = None):
         """Executes sync_template on source and target."""
         if self.is_running:
-            logger.warning("Last sync client cmd still in progress, skipping.")
+            logger.warning(
+                f"Last sync client cmd still in progress, "
+                f"skipping sync from {source} to {target}."
+            )
             return False
 
         if exclude and self.exclude_template:
@@ -355,9 +390,8 @@ class CommandBasedClient(SyncClient):
             source=quote(source), target=quote(target), options=option_str
         )
         logger.debug("Running sync: {}".format(final_cmd))
-        self.cmd_process = subprocess.Popen(
-            final_cmd, shell=True, stderr=subprocess.PIPE, stdout=self._get_logfile()
-        )
+        self._last_cmd = final_cmd
+        self.cmd_process = self._start_process(final_cmd)
         return True
 
     @staticmethod

python/ray/tune/tests/test_sync.py

@@ -415,6 +415,41 @@ class TestSyncFunctionality(unittest.TestCase):
         trial_syncer = syncer_callback._get_trial_syncer(trial)
         self.assertEqual(trial_syncer.sync_client, NOOP)
 
+    def testSyncWaitRetry(self):
+        class CountingClient(CommandBasedClient):
+            def __init__(self, *args, **kwargs):
+                self._sync_ups = 0
+                self._sync_downs = 0
+                super(CountingClient, self).__init__(*args, **kwargs)
+
+            def _start_process(self, cmd):
+                if "UPLOAD" in cmd:
+                    self._sync_ups += 1
+                elif "DOWNLOAD" in cmd:
+                    self._sync_downs += 1
+                    if self._sync_downs == 1:
+                        self._last_cmd = "echo DOWNLOAD && true"
+                return super(CountingClient, self)._start_process(cmd)
+
+        client = CountingClient(
+            "echo UPLOAD {source} {target} && false",
+            "echo DOWNLOAD {source} {target} && false",
+            "echo DELETE {target}",
+        )
+
+        # Fail always
+        with self.assertRaisesRegex(TuneError, "Failed sync even after"):
+            client.sync_up("test_source", "test_target")
+            client.wait_or_retry(max_retries=3, backoff_s=0)
+
+        self.assertEquals(client._sync_ups, 3)
+
+        # Succeed after second try
+        client.sync_down("test_source", "test_target")
+        client.wait_or_retry(max_retries=3, backoff_s=0)
+
+        self.assertEquals(client._sync_downs, 2)
+
 
 if __name__ == "__main__":
     import pytest

python/ray/tune/trainable.py

@@ -441,7 +441,7 @@ class Trainable:
             self.storage_client.sync_up(
                 checkpoint_dir, self._storage_path(checkpoint_dir)
             )
-            self.storage_client.wait()
+            self.storage_client.wait_or_retry()
 
     def save_to_object(self):
         """Saves the current model state to a Python object.
@@ -488,7 +488,7 @@ class Trainable:
                 os.path.join(self.remote_checkpoint_dir, rel_checkpoint_dir),
                 os.path.join(self.logdir, rel_checkpoint_dir),
             )
-            self.storage_client.wait()
+            self.storage_client.wait_or_retry()
 
         # Ensure TrialCheckpoints are converted
         if isinstance(checkpoint_path, TrialCheckpoint):
@@ -557,6 +557,7 @@ class Trainable:
         else:
             if self.uses_cloud_checkpointing:
                 self.storage_client.delete(self._storage_path(checkpoint_dir))
+                self.storage_client.wait_or_retry()
 
         if os.path.exists(checkpoint_dir):
             shutil.rmtree(checkpoint_dir)

release/tune_tests/cloud_tests/workloads/run_cloud_test.py

@@ -266,7 +266,12 @@ def send_signal_after_wait(process: subprocess.Popen, signal: int, wait: int = 3
     time.sleep(wait)
 
     if process.poll() is not None:
-        raise RuntimeError(f"Process {process.pid} already terminated.")
+        raise RuntimeError(
+            f"Process {process.pid} already terminated. This usually means "
+            f"that some of the trials ERRORed (e.g. because they couldn't be "
+            f"restored. Try re-running this test to see if this fixes the "
+            f"issue."
+        )
 
     print(f"Sending signal {signal} to process {process.pid}")
     process.send_signal(signal)