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session_debug_file_test.py
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112 lines (90 loc) · 4.28 KB
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# Copyright 2016 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.
# ==============================================================================
"""Tests for debugger functionalities in tf.Session with file:// URLs."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import os
from tensorflow.core.protobuf import config_pb2
from tensorflow.python.client import session
from tensorflow.python.debug import debug_data
from tensorflow.python.debug import debug_utils
from tensorflow.python.debug import session_debug_testlib
from tensorflow.python.framework import constant_op
from tensorflow.python.ops import math_ops
from tensorflow.python.ops import variables
from tensorflow.python.platform import googletest
class SessionDebugTest(session_debug_testlib.SessionDebugTestBase):
def _debug_urls(self, run_number=None):
return ["file://%s" % self._debug_dump_dir(run_number=run_number)]
def _debug_dump_dir(self, run_number=None):
if run_number is None:
return self._dump_root
else:
return os.path.join(self._dump_root, "run_%d" % run_number)
def testAllowsDifferentWatchesOnDifferentRuns(self):
"""Test watching different tensors on different runs of the same graph."""
with session.Session() as sess:
u_init_val = [[5.0, 3.0], [-1.0, 0.0]]
v_init_val = [[2.0], [-1.0]]
# Use node names with overlapping namespace (i.e., parent directory) to
# test concurrent, non-racing directory creation.
u_name = "diff_Watch/u"
v_name = "diff_Watch/v"
u_init = constant_op.constant(u_init_val, shape=[2, 2])
u = variables.Variable(u_init, name=u_name)
v_init = constant_op.constant(v_init_val, shape=[2, 1])
v = variables.Variable(v_init, name=v_name)
w = math_ops.matmul(u, v, name="diff_Watch/matmul")
u.initializer.run()
v.initializer.run()
for i in range(2):
run_options = config_pb2.RunOptions(output_partition_graphs=True)
run_dump_root = self._debug_dump_dir(run_number=i)
debug_urls = self._debug_urls(run_number=i)
if i == 0:
# First debug run: Add debug tensor watch for u.
debug_utils.add_debug_tensor_watch(
run_options, "%s/read" % u_name, 0, debug_urls=debug_urls)
else:
# Second debug run: Add debug tensor watch for v.
debug_utils.add_debug_tensor_watch(
run_options, "%s/read" % v_name, 0, debug_urls=debug_urls)
run_metadata = config_pb2.RunMetadata()
# Invoke Session.run().
sess.run(w, options=run_options, run_metadata=run_metadata)
self.assertEqual(self._expected_partition_graph_count,
len(run_metadata.partition_graphs))
dump = debug_data.DebugDumpDir(
run_dump_root, partition_graphs=run_metadata.partition_graphs)
self.assertTrue(dump.loaded_partition_graphs())
# Each run should have generated only one dumped tensor, not two.
self.assertEqual(1, dump.size)
if i == 0:
self.assertAllClose([u_init_val],
dump.get_tensors("%s/read" % u_name, 0,
"DebugIdentity"))
self.assertGreaterEqual(
dump.get_rel_timestamps("%s/read" % u_name, 0,
"DebugIdentity")[0], 0)
else:
self.assertAllClose([v_init_val],
dump.get_tensors("%s/read" % v_name, 0,
"DebugIdentity"))
self.assertGreaterEqual(
dump.get_rel_timestamps("%s/read" % v_name, 0,
"DebugIdentity")[0], 0)
if __name__ == "__main__":
googletest.main()