feat: upgraded progress-table to v2; closes #3

dmlcloud/stage.py

@@ -7,7 +7,8 @@
 from progress_table import ProgressTable
 
 from .metrics import MetricTracker, Reduction
-from .util.distributed import is_root, root_only
+from .util.distributed import is_root
+from .util.logging import DevNullIO, flush_log_handlers
 
 
 class Stage:
@@ -139,22 +140,19 @@ def run(self):
 
     def _pre_stage(self):
         self.start_time = datetime.now()
-        self.table = ProgressTable(file=sys.stdout)
+        self.table = ProgressTable(file=sys.stdout if is_root else DevNullIO())
         self._setup_table()
         if len(self.pipeline.stages) > 1:
             self.logger.info(f'\n========== STAGE: {self.name} ==========')
 
         self.pre_stage()
 
-        for handler in self.logger.handlers:
-            handler.flush()
-        if is_root():
-            self.table._print_header()
+        flush_log_handlers(self.logger)
+
         self.pipeline.barrier(self.barrier_timeout)
 
     def _post_stage(self):
-        if is_root():
-            self.table.close()
+        self.table.close()
         self.post_stage()
         self.pipeline.barrier(self.barrier_timeout)
         self.stop_time = datetime.now()
@@ -163,6 +161,7 @@ def _post_stage(self):
 
     def _pre_epoch(self):
         self.epoch_start_time = datetime.now()
+        self.table['Epoch'] = self.current_epoch
         self.pre_epoch()
         self.pipeline._pre_epoch()
 
@@ -182,14 +181,12 @@ def _reduce_metrics(self):
         self.tracker.next_epoch()
         pass
 
-    @root_only
     def _setup_table(self):
         for column_dct in self._metrics():
             display_name = column_dct.pop('name')
             column_dct.pop('metric')
             self.table.add_column(display_name, **column_dct)
 
-    @root_only
     def _update_table(self):
         self.table.update('Epoch', self.current_epoch)
         self.table.update('Time/Epoch', (datetime.now() - self.start_time) / self.current_epoch)

dmlcloud/util/logging.py

@@ -1,3 +1,4 @@
+import io
 import logging
 import os
 import subprocess
@@ -80,6 +81,15 @@ def __exit__(self, exc_type, exc_value, traceback):
         self.uninstall()
 
 
+class DevNullIO(io.TextIOBase):
+    """
+    Dummy TextIOBase that will simply ignore anything written to it similar to /dev/null
+    """
+
+    def write(self, msg):
+        pass
+
+
 def add_log_handlers(logger: logging.Logger):
     if logger.hasHandlers():
         return
@@ -98,6 +108,14 @@ def add_log_handlers(logger: logging.Logger):
     logger.addHandler(stderr_handler)
 
 
+def flush_log_handlers(logger: logging.Logger):
+    """
+    Flushes all handlers of the given logger.
+    """
+    for handler in logger.handlers:
+        handler.flush()
+
+
 def experiment_header(
     name: str | None,
     checkpoint_dir: str | None,

requirements.txt

@@ -1,5 +1,5 @@
 torch
 numpy
 xarray
-progress_table>=0.1.20,<1.0.0
+progress_table>=2.2.0
 omegaconf