'compilation to reduce the compilation time?'),
      'Eigen strong inline overridden.', 'Not overriding eigen strong inline, '
      'some compilations could take more than 20 mins.'):
    # Due to a known MSVC compiler issue
    # https://github.com/tensorflow/tensorflow/issues/10521
    # Overriding eigen strong inline speeds up the compiling of

import tensorflow  # pylint: disable=unused-import

from tensorflow.compiler.mlir.quantization.tensorflow.python import representative_dataset as repr_dataset
from tensorflow.core.framework import function_pb2
from tensorflow.core.framework import graph_pb2
from tensorflow.core.framework import node_def_pb2
from tensorflow.python.client import session
from tensorflow.python.eager import def_function
from tensorflow.python.framework import dtypes

from tensorflow.python.saved_model import tag_constants
from tensorflow.python.types import core

_CalibrationMethod = qc.CalibrationOptions.CalibrationMethod


# Test cases for Static Range Quantization.
# Tries to run all tests cases in both the graph mode (default in TF1) and the
# eager mode (default in TF2) to ensure support for when TF2 is disabled.