Spaces:
Running
on
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Running
on
Zero
Let process start before yielding preloaded prefetch buffer, avoid needlessly losing buffer in edge cases (#75)
Browse files
bytelatent/data/iterators/multiprocess_iterator.py
CHANGED
@@ -190,7 +190,11 @@ class MultiprocessIterator(StatefulIterator):
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logging.info(
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"Main thread: Emptying the batch_queue until batch.is_final=True is found."
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)
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-
self.prefetch_buffer
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final_batch_received = False
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while True:
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try:
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@@ -261,12 +265,14 @@ class MultiprocessIterator(StatefulIterator):
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"Attempted to get approximate state, but queue was erroniously empty."
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)
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self.received_approximate_state_event.set()
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return MultiprocessIteratorState(
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base_iterator_state=base_iterator_state,
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n_batches_to_prefetch=self.n_batches_to_prefetch,
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-
serialized_prefetch_buffer=json.dumps(
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[b.to_python_dict() for b in self.prefetch_buffer]
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-
),
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persist_type=self.persist_type,
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)
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@@ -281,9 +287,12 @@ class MultiprocessIterator(StatefulIterator):
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"State will be invalid if shutdown was forced before state persisted."
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)
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if self.producer is None:
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-
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-
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-
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return MultiprocessIteratorState(
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base_iterator_state=self.base_iterator.get_state(),
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n_batches_to_prefetch=self.n_batches_to_prefetch,
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@@ -304,12 +313,6 @@ class MultiprocessIterator(StatefulIterator):
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"Iterator may be invalid if shutdown was forced before state persisted."
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)
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logging.info("Main thread: Creating MP iterator")
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-
# First yield from the stored prefetch buffer.
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if self.prefetch_buffer is not None:
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while len(self.prefetch_buffer) > 0:
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item = self.prefetch_buffer.pop(0)
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yield item
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self.prefetch_buffer = None
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assert (
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self.producer is None
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@@ -349,6 +352,13 @@ class MultiprocessIterator(StatefulIterator):
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logger.info("Async dataloader started")
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self.producer.start()
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while True:
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if self.producer.exitcode is not None:
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raise RuntimeError(
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logging.info(
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"Main thread: Emptying the batch_queue until batch.is_final=True is found."
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)
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+
if self.prefetch_buffer is not None and len(self.prefetch_buffer) > 0:
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+
buffer = self.prefetch_buffer
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else:
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buffer = []
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self.prefetch_buffer = buffer
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final_batch_received = False
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while True:
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try:
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"Attempted to get approximate state, but queue was erroniously empty."
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)
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self.received_approximate_state_event.set()
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+
if self.prefetch_buffer is not None and len(self.prefetch_buffer) > 0:
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buffer = [b.to_python_dict() for b in self.prefetch_buffer]
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else:
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buffer = []
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return MultiprocessIteratorState(
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base_iterator_state=base_iterator_state,
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n_batches_to_prefetch=self.n_batches_to_prefetch,
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+
serialized_prefetch_buffer=json.dumps(buffer),
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persist_type=self.persist_type,
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)
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"State will be invalid if shutdown was forced before state persisted."
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)
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if self.producer is None:
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+
if self.prefetch_buffer is not None and len(self.prefetch_buffer) > 0:
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serialized_prefetch_buffer = json.dumps(
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[b.to_python_dict() for b in self.prefetch_buffer]
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)
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else:
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serialized_prefetch_buffer = json.dumps([])
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return MultiprocessIteratorState(
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base_iterator_state=self.base_iterator.get_state(),
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n_batches_to_prefetch=self.n_batches_to_prefetch,
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"Iterator may be invalid if shutdown was forced before state persisted."
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)
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logging.info("Main thread: Creating MP iterator")
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assert (
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self.producer is None
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logger.info("Async dataloader started")
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self.producer.start()
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+
# First yield from the stored prefetch buffer.
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if self.prefetch_buffer is not None:
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while len(self.prefetch_buffer) > 0:
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item = self.prefetch_buffer.pop(0)
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yield item
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self.prefetch_buffer = None
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+
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while True:
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if self.producer.exitcode is not None:
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raise RuntimeError(
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