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                # -*- coding: utf8 -*-  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pytest  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from sacred import Experiment  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from sacred.stflow import LogFileWriter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @pytest.fixture  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def ex():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return Experiment('tensorflow_tests') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Creates a simplified tensorflow interface if necessary  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # so tensorflow is not required during the tests  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @pytest.fixture()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def tf():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    from sacred.optional import has_tensorflow, tensorflow  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if has_tensorflow:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return tensorflow  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # Let's define a mocked tensorflow  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        class tensorflow():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            class summary():  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                                class FileWriter():  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                    def __init__(self, logdir, graph):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                        self.logdir = logdir  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                        self.graph = graph  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                        print("Mocked FileWriter got logdir=%s, graph=%s" % (logdir, graph)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            class Session():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                def __init__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    self.graph = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                def __enter__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    return self  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                def __exit__(self, exc_type, exc_val, exc_tb):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # Set stflow to use the mock as the test  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        import sacred.stflow.method_interception  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        sacred.stflow.method_interception.tensorflow = tensorflow  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return tensorflow  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Tests whether logdir is stored into the info dictionary when creating a new FileWriter object  | 
            
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
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                View Code Duplication | 
                def test_log_file_writer(ex, tf):  | 
            
                            
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                    TEST_LOG_DIR = "/dev/null"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    TEST_LOG_DIR2 = "/tmp/sacred_test"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @ex.main  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @LogFileWriter(ex)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def run_experiment(_run):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        assert _run.info.get("tensorflow", None) is None | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        with tf.Session() as s:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            with LogFileWriter(ex):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                swr = tf.summary.FileWriter(logdir=TEST_LOG_DIR, graph=s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert swr is not None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            tf.summary.FileWriter(TEST_LOG_DIR2, s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR, TEST_LOG_DIR2]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ex.run()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def test_log_summary_writer_as_context_manager(ex, tf):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """ Check that Tensorflow log directory is captured by LogFileWriter context manager"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    TEST_LOG_DIR = "/dev/null"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    TEST_LOG_DIR2 = "/tmp/sacred_test"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @ex.main  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def run_experiment(_run):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        assert _run.info.get("tensorflow", None) is None | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        with tf.Session() as s:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # Without using the LogFileWriter context manager, nothing should change  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            swr = tf.summary.FileWriter(logdir=TEST_LOG_DIR, graph=s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert swr is not None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert _run.info.get("tensorflow", None) is None | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # Capturing the log directory should be done only in scope of the context manager  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            with LogFileWriter(ex):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                swr = tf.summary.FileWriter(logdir=TEST_LOG_DIR, graph=s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                assert swr is not None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                tf.summary.FileWriter(TEST_LOG_DIR2, s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR, TEST_LOG_DIR2]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # This should not be captured:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            tf.summary.FileWriter("/tmp/whatever", s.graph) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR, TEST_LOG_DIR2]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ex.run()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                View Code Duplication | 
                def test_log_file_writer_as_context_manager_with_exception(ex, tf):  | 
            
                            
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                    """ Check that Tensorflow log directory is captured by LogFileWriter context manager"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    TEST_LOG_DIR = "/tmp/sacred_test"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @ex.main  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def run_experiment(_run):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        assert _run.info.get("tensorflow", None) is None | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        with tf.Session() as s:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # Capturing the log directory should be done only in scope of the context manager  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                with LogFileWriter(ex):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    swr = tf.summary.FileWriter(logdir=TEST_LOG_DIR, graph=s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    assert swr is not None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    raise ValueError("I want to be raised!") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            except ValueError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # This should not be captured:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            tf.summary.FileWriter("/tmp/whatever", s.graph) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ex.run()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Tests whether logdir is stored into the info dictionary when creating a new FileWriter object,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # but this time on a method of a class  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def test_log_summary_writer_class(ex, tf):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    TEST_LOG_DIR = "/dev/null"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    TEST_LOG_DIR2 = "/tmp/sacred_test"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    class FooClass():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        def __init__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        @LogFileWriter(ex)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        def hello(self, argument):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                     | 
                
                 | 
                            with tf.Session() as s:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                tf.summary.FileWriter(argument, s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                    @ex.main  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                    def run_experiment(_run):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        assert _run.info.get("tensorflow", None) is None | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                        foo = FooClass()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        with tf.Session() as s:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                            swr = tf.summary.FileWriter(TEST_LOG_DIR, s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                            assert swr is not None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                            # Because FileWriter was not called in an annotated function  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                            assert _run.info.get("tensorflow", None) is None | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        foo.hello(TEST_LOG_DIR2)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        # Because foo.hello was anotated  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                        assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR2]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        with tf.Session() as s:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                            swr = tf.summary.FileWriter(TEST_LOG_DIR, s.graph)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                            # Nothing should be added, because FileWriter was again not called in an annotated function  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                            assert _run.info["tensorflow"]["logdirs"] == [TEST_LOG_DIR2]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                    ex.run()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                if __name__ == "__main__":  | 
            
            
                                                        
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                    test_log_file_writer(ex(), tf())  |