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Method session

tensorflow/python/framework/test_util.py:2037–2077  ·  view source on GitHub ↗

Returns a TensorFlow Session for use in executing tests. Note that this will set this session and the graph as global defaults. Use the `use_gpu` and `force_gpu` options to control where ops are run. If `force_gpu` is True, all ops are pinned to `/device:GPU:0`. Otherwise, if `use_

(self, graph=None, config=None, use_gpu=False, force_gpu=False)

Source from the content-addressed store, hash-verified

2035 # pylint: disable=g-doc-return-or-yield
2036 @contextlib.contextmanager
2037 def session(self, graph=None, config=None, use_gpu=False, force_gpu=False):
2038 """Returns a TensorFlow Session for use in executing tests.
2039
2040 Note that this will set this session and the graph as global defaults.
2041
2042 Use the `use_gpu` and `force_gpu` options to control where ops are run. If
2043 `force_gpu` is True, all ops are pinned to `/device:GPU:0`. Otherwise, if
2044 `use_gpu` is True, TensorFlow tries to run as many ops on the GPU as
2045 possible. If both `force_gpu and `use_gpu` are False, all ops are pinned to
2046 the CPU.
2047
2048 Example:
2049 ```python
2050 class MyOperatorTest(test_util.TensorFlowTestCase):
2051 def testMyOperator(self):
2052 with self.session(use_gpu=True):
2053 valid_input = [1.0, 2.0, 3.0, 4.0, 5.0]
2054 result = MyOperator(valid_input).eval()
2055 self.assertEqual(result, [1.0, 2.0, 3.0, 5.0, 8.0]
2056 invalid_input = [-1.0, 2.0, 7.0]
2057 with self.assertRaisesOpError("negative input not supported"):
2058 MyOperator(invalid_input).eval()
2059 ```
2060
2061 Args:
2062 graph: Optional graph to use during the returned session.
2063 config: An optional config_pb2.ConfigProto to use to configure the
2064 session.
2065 use_gpu: If True, attempt to run as many ops as possible on GPU.
2066 force_gpu: If True, pin all ops to `/device:GPU:0`.
2067
2068 Yields:
2069 A Session object that should be used as a context manager to surround
2070 the graph building and execution code in a test case.
2071 """
2072 if context.executing_eagerly():
2073 yield EagerSessionWarner()
2074 else:
2075 with self._create_session(graph, config, force_gpu) as sess:
2076 with self._constrain_devices_and_set_default(sess, use_gpu, force_gpu):
2077 yield sess
2078
2079 @contextlib.contextmanager
2080 def cached_session(self,

Callers 15

test_sessionMethod · 0.95
testTimelineCpuMethod · 0.45
testTimelineGpuMethod · 0.45
testLargeRandomGraphMethod · 0.45
TestFunction · 0.45
testVectorMethod · 0.45
testGradMethod · 0.45
testSquareMethod · 0.45
testRectangularMethod · 0.45

Calls 4

_create_sessionMethod · 0.95
EagerSessionWarnerClass · 0.85
executing_eagerlyMethod · 0.80

Tested by

no test coverage detected