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tensorflow--tensorflow/tensorflow/python/tpu/embedding_context_utils.py
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Python

# Copyright 2025 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# 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.
# ==============================================================================
"""Helper functions for TPU Embedding Contexts."""
import threading
from absl import logging
class _EmbeddingPipeliningState(threading.local):
def __init__(self):
super().__init__()
self.enabled = True
embedding_pipelining_state = _EmbeddingPipeliningState()
class SequentialEmbeddingContext:
"""Disables embedding pipelining for all ops created in the scope."""
def __init__(self):
self._original_embedding_pipelining_state_enabled = (
embedding_pipelining_state.enabled
)
def __enter__(self):
embedding_pipelining_state.enabled = False
logging.info("Entering SequentialEmbeddingContext.")
def __exit__(self, exc_type, exc_val, exc_tb):
embedding_pipelining_state.enabled = (
self._original_embedding_pipelining_state_enabled
)
logging.info("Exiting SequentialEmbeddingContext.")