def testAutoUpdate(self):
x = event_multiplexer.EventMultiplexer({
'run1': 'path1',
'run2': 'path2'
})
x.AutoUpdate(5)
self.assertTrue(x._GetAccumulator('run1').autoupdate_called)
self.assertEqual(x._GetAccumulator('run1').autoupdate_interval, 5)
self.assertTrue(x._GetAccumulator('run2').autoupdate_called)
self.assertEqual(x._GetAccumulator('run2').autoupdate_interval, 5)
def main(unused_argv=None):
if FLAGS.debug:
logging.set_verbosity(logging.DEBUG)
logging.info('TensorBoard is in debug mode.')
if not FLAGS.logdir:
logging.error(
'A logdir must be specified. Run `tensorboard --help` for '
'details and examples.')
return -1
logging.info('Starting TensorBoard in directory %s', os.getcwd())
path_to_run = ParseEventFilesFlag(FLAGS.logdir)
logging.info('TensorBoard path_to_run is: %s', path_to_run)
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=TENSORBOARD_SIZE_GUIDANCE)
def _Load():
start = time.time()
for (path, name) in six.iteritems(path_to_run):
multiplexer.AddRunsFromDirectory(path, name)
multiplexer.Reload()
duration = time.time() - start
logging.info('Multiplexer done loading. Load took %0.1f secs',
duration)
t = threading.Timer(LOAD_INTERVAL, _Load)
t.daemon = True
t.start()
t = threading.Timer(0, _Load)
t.daemon = True
t.start()
factory = functools.partial(tensorboard_handler.TensorboardHandler,
multiplexer)
try:
server = ThreadedHTTPServer((FLAGS.host, FLAGS.port), factory)
except socket.error:
logging.error(
'Tried to connect to port %d, but that address is in use.',
FLAGS.port)
return -2
try:
tag = resource_loader.load_resource('tensorboard/TAG').strip()
logging.info('TensorBoard is tag: %s', tag)
except IOError:
logging.warning('Unable to read TensorBoard tag')
tag = ''
status_bar.SetupStatusBarInsideGoogle('TensorBoard %s' % tag, FLAGS.port)
print('Starting TensorBoard %s on port %d' % (tag, FLAGS.port))
print('(You can navigate to http://%s:%d)' % (FLAGS.host, FLAGS.port))
server.serve_forever()
def main(unused_argv=None):
if FLAGS.debug:
logging.set_verbosity(logging.DEBUG)
logging.info('TensorBoard is in debug mode.')
if FLAGS.inspect:
logging.info(
'Not bringing up TensorBoard, but inspecting event files.')
efi.inspect(logdir=FLAGS.logdir,
event_file=FLAGS.event_file,
tag=FLAGS.tag)
return 0
if not FLAGS.logdir:
msg = ('A logdir must be specified. Run `tensorboard --help` for '
'details and examples.')
logging.error(msg)
print(msg)
return -1
logging.info('Starting TensorBoard in directory %s', os.getcwd())
path_to_run = server.ParseEventFilesSpec(FLAGS.logdir)
logging.info('TensorBoard path_to_run is: %s', path_to_run)
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=server.TENSORBOARD_SIZE_GUIDANCE,
purge_orphaned_data=FLAGS.purge_orphaned_data)
server.StartMultiplexerReloadingThread(multiplexer, path_to_run,
FLAGS.reload_interval)
try:
tb_server = server.BuildServer(multiplexer, FLAGS.host, FLAGS.port)
except socket.error:
if FLAGS.port == 0:
msg = 'Unable to find any open ports.'
logging.error(msg)
print(msg)
return -2
else:
msg = 'Tried to connect to port %d, but address is in use.' % FLAGS.port
logging.error(msg)
print(msg)
return -3
try:
tag = resource_loader.load_resource('tensorboard/TAG').strip()
logging.info('TensorBoard is tag: %s', tag)
except IOError:
logging.warning('Unable to read TensorBoard tag')
tag = ''
status_bar.SetupStatusBarInsideGoogle('TensorBoard %s' % tag, FLAGS.port)
print('Starting TensorBoard %s on port %d' % (tag, FLAGS.port))
print('(You can navigate to http://%s:%d)' % (FLAGS.host, FLAGS.port))
tb_server.serve_forever()
def setUp(self):
self._GenerateTestData()
self._multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=server.TENSORBOARD_SIZE_GUIDANCE)
server.ReloadMultiplexer(self._multiplexer, {self.get_temp_dir(): None})
# 0 to pick an unused port.
self._server = server.BuildServer(self._multiplexer, 'localhost', 0)
self._server_thread = threading.Thread(target=self._server.serve_forever)
self._server_thread.daemon = True
self._server_thread.start()
self._connection = http_client.HTTPConnection(
'localhost', self._server.server_address[1])
def _SetupWSGIApp(self):
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=application.DEFAULT_SIZE_GUIDANCE,
purge_orphaned_data=True)
projector = projector_plugin.ProjectorPlugin()
projector.get_plugin_apps({}, self.log_dir)
plugins = {'projector': projector}
wsgi_app = application.TensorBoardWSGIApp(self.log_dir,
plugins,
multiplexer,
reload_interval=0)
self.server = werkzeug_test.Client(wsgi_app, wrappers.BaseResponse)
def testPluginRunToTagToContent(self):
"""Tests the method that produces the run to tag to content mapping."""
x = event_multiplexer.EventMultiplexer({'run1': 'path1', 'run2': 'path2'})
self.assertDictEqual({
'run1': {
'path1_foo': 'foo_content',
'path1_bar': 'bar_content',
},
'run2': {
'path2_foo': 'foo_content',
'path2_bar': 'bar_content',
}
}, x.PluginRunToTagToContent('baz_plugin'))
def standard_tensorboard_wsgi(logdir, purge_orphaned_data, reload_interval):
"""Construct a TensorBoardWSGIApp with standard plugins and multiplexer."""
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=DEFAULT_SIZE_GUIDANCE,
purge_orphaned_data=purge_orphaned_data)
plugins = {
debugger_plugin.PLUGIN_PREFIX_ROUTE:
debugger_plugin.DebuggerPlugin(multiplexer),
projector_plugin.PLUGIN_PREFIX_ROUTE:
projector_plugin.ProjectorPlugin(),
}
return TensorBoardWSGIApp(logdir, plugins, multiplexer, reload_interval)
def setUp(self):
self.temp_dir = self._GenerateTestData()
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=application.DEFAULT_SIZE_GUIDANCE,
purge_orphaned_data=True)
plugins = {'projector': projector_plugin.ProjectorPlugin()}
app = application.TensorBoardWSGIApp(
self.temp_dir, plugins, multiplexer, reload_interval=0)
self._server = serving.BaseWSGIServer('localhost', 0, app)
# 0 to pick an unused port.
self._server_thread = threading.Thread(target=self._server.serve_forever)
self._server_thread.daemon = True
self._server_thread.start()
self._connection = http_client.HTTPConnection(
'localhost', self._server.server_address[1])
def testAddRunsFromDirectory(self):
"""Tests AddRunsFromDirectory function.
Tests the following scenarios:
- When the directory does not exist.
- When the directory is empty.
- When the directory has empty subdirectory.
- Contains proper EventAccumulators after adding events.
"""
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
fakedir = join(tmpdir, 'fake_accumulator_directory')
realdir = join(tmpdir, 'real_accumulator_directory')
self.assertEqual(x.Runs(), {})
x.AddRunsFromDirectory(fakedir)
self.assertEqual(x.Runs(), {}, 'loading fakedir had no effect')
_CreateCleanDirectory(realdir)
x.AddRunsFromDirectory(realdir)
self.assertEqual(x.Runs(), {}, 'loading empty directory had no effect')
path1 = join(realdir, 'path1')
gfile.MkDir(path1)
x.AddRunsFromDirectory(realdir)
self.assertEqual(x.Runs(), {}, 'creating empty subdirectory had no effect')
_AddEvents(path1)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['path1'], 'loaded run: path1')
loader1 = x.GetAccumulator('path1')
self.assertEqual(loader1._path, path1, 'has the correct path')
path2 = join(realdir, 'path2')
_AddEvents(path2)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['path1', 'path2'])
self.assertEqual(
x.GetAccumulator('path1'), loader1, 'loader1 not regenerated')
path2_2 = join(path2, 'path2')
_AddEvents(path2_2)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['path1', 'path2', 'path2/path2'])
self.assertEqual(
x.GetAccumulator('path2/path2')._path, path2_2, 'loader2 path correct')
def testAddRunsFromDirectoryWithRunNames(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
realdir = join(tmpdir, 'event_containing_directory')
_CreateCleanDirectory(realdir)
self.assertEqual(x.Runs(), {})
_AddEvents(realdir)
x.AddRunsFromDirectory(realdir, 'foo')
self.assertItemsEqual(x.Runs(), ['foo/.'])
subdir = join(realdir, 'subdir')
_AddEvents(subdir)
x.AddRunsFromDirectory(realdir, 'foo')
self.assertItemsEqual(x.Runs(), ['foo/.', 'foo/subdir'])
def testAddRun(self):
x = event_multiplexer.EventMultiplexer()
x.AddRun('run1_path', 'run1')
run1 = x._GetAccumulator('run1')
self.assertEqual(x.Runs().keys(), ['run1'])
self.assertEqual(run1._path, 'run1_path')
x.AddRun('run1_path', 'run1')
self.assertEqual(run1, x._GetAccumulator('run1'), 'loader not recreated')
x.AddRun('run2_path', 'run1')
new_run1 = x._GetAccumulator('run1')
self.assertEqual(new_run1._path, 'run2_path')
self.assertNotEqual(run1, new_run1)
x.AddRun('runName3')
self.assertItemsEqual(x.Runs().keys(), ['run1', 'runName3'])
self.assertEqual(x._GetAccumulator('runName3')._path, 'runName3')
def testAddRunsFromDirectoryWalksTree(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
realdir = join(tmpdir, 'event_containing_directory')
_CreateCleanDirectory(realdir)
_AddEvents(realdir)
sub = join(realdir, 'subdirectory')
sub1 = join(sub, '1')
sub2 = join(sub, '2')
sub1_1 = join(sub1, '1')
_AddEvents(sub1)
_AddEvents(sub2)
_AddEvents(sub1_1)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['.', 'subdirectory/1', 'subdirectory/2',
'subdirectory/1/1'])
def initialize(self):
"""Setup the TensorBoard application."""
path_to_run = parse_event_files_spec(self._logdir)
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=self._size, purge_orphaned_data=self._purge)
if self._reload:
start_reloading_multiplexer(multiplexer, path_to_run, self._reload)
else:
reload_multiplexer(multiplexer, path_to_run)
self._multiplexer = multiplexer
self.data_applications = {
DATA_PREFIX + LOGDIR_ROUTE: self._serve_logdir,
DATA_PREFIX + SCALARS_ROUTE: self._serve_scalars,
DATA_PREFIX + GRAPH_ROUTE: self._serve_graph,
DATA_PREFIX + RUN_METADATA_ROUTE: self._serve_run_metadata,
DATA_PREFIX + HISTOGRAMS_ROUTE: self._serve_histograms,
DATA_PREFIX + COMPRESSED_HISTOGRAMS_ROUTE:
self._serve_compressed_histograms,
DATA_PREFIX + IMAGES_ROUTE: self._serve_images,
DATA_PREFIX + INDIVIDUAL_IMAGE_ROUTE: self._serve_image,
DATA_PREFIX + AUDIO_ROUTE: self._serve_audio,
DATA_PREFIX + INDIVIDUAL_AUDIO_ROUTE: self._serve_individual_audio,
DATA_PREFIX + RUNS_ROUTE: self._serve_runs,
'/app.js': self._serve_js
}
# Serve the routes from the registered plugins using their name as the route
# prefix. For example if plugin z has two routes /a and /b, they will be
# served as /data/plugin/z/a and /data/plugin/z/b.
for name in self._registered_plugins:
try:
plugin = self._registered_plugins[name]
plugin_apps = plugin.get_plugin_apps(
self._multiplexer.RunPaths(), self._logdir)
except Exception as e: # pylint: disable=broad-except
logging.warning('Plugin %s failed. Exception: %s', name,
str(e))
continue
for route, app in plugin_apps.items():
path = DATA_PREFIX + PLUGIN_PREFIX + '/' + name + route
self.data_applications[path] = app
def main(unused_argv=None):
target = FLAGS.target
logdir = FLAGS.logdir
if not target or not logdir:
PrintAndLog('Both --target and --logdir are required.',
tf.logging.ERROR)
return -1
if os.path.exists(target):
if FLAGS.overwrite:
if os.path.isdir(target):
shutil.rmtree(target)
else:
os.remove(target)
else:
PrintAndLog(
'Refusing to overwrite target %s without --overwrite' % target,
tf.logging.ERROR)
return -2
path_to_run = server.ParseEventFilesSpec(FLAGS.logdir)
PrintAndLog('About to load Multiplexer. This may take some time.')
multiplexer = event_multiplexer.EventMultiplexer(
size_guidance=server.TENSORBOARD_SIZE_GUIDANCE,
purge_orphaned_data=FLAGS.purge_orphaned_data)
server.ReloadMultiplexer(multiplexer, path_to_run)
PrintAndLog('Multiplexer load finished. Starting TensorBoard server.')
s = server.BuildServer(multiplexer, 'localhost', 0)
server_thread = threading.Thread(target=s.serve_forever)
server_thread.daemon = True
server_thread.start()
connection = http_client.HTTPConnection('localhost', s.server_address[1])
PrintAndLog('Server setup! Downloading data from the server.')
x = TensorBoardStaticSerializer(connection, target)
x.Run()
PrintAndLog('Done downloading data.')
connection.close()
s.shutdown()
s.server_close()
def testAddRunsFromDirectoryWithRunNames(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
realdir = join(tmpdir, 'event_containing_directory')
if gfile.IsDirectory(realdir):
gfile.DeleteRecursively(realdir)
gfile.MkDir(realdir)
self.assertEqual(x.Runs(), {})
with gfile.GFile(join(realdir, 'hypothetical.tfevents.out'), 'w'):
pass
x.AddRunsFromDirectory(realdir, 'foo')
self.assertItemsEqual(x.Runs(), ['foo'])
subdir = join(realdir, 'subdir')
gfile.MkDir(subdir)
x.AddRunsFromDirectory(realdir, 'foo')
self.assertItemsEqual(x.Runs(), ['foo', 'foo/subdir'])
def testDeletingDirectoryRemovesRun(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
run1_dir = join(tmpdir, 'run1')
run2_dir = join(tmpdir, 'run2')
run3_dir = join(tmpdir, 'run3')
for dirname in [run1_dir, run2_dir, run3_dir]:
_AddEvents(dirname)
x.AddRun(run1_dir, 'run1')
x.AddRun(run2_dir, 'run2')
x.AddRun(run3_dir, 'run3')
x.Reload()
# Delete the directory, then reload.
shutil.rmtree(run2_dir)
x.Reload()
self.assertNotIn('run2', x.Runs().keys())
def testDeletingDirectoryDoesntThrowException(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
run1_dir = join(tmpdir, 'run1')
run2_dir = join(tmpdir, 'run2')
run3_dir = join(tmpdir, 'run3')
for dirname in [run1_dir, run2_dir, run3_dir]:
_AddEvents(dirname)
x.AddRun(run1_dir, 'run1')
x.AddRun(run2_dir, 'run2')
x.AddRun(run3_dir, 'run3')
x.Reload()
# Delete the directory, then reload.
shutil.rmtree(run2_dir)
x.Reload()
def testAddRunsFromDirectory(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
fakedir = join(tmpdir, 'fake_accumulator_directory')
realdir = join(tmpdir, 'real_accumulator_directory')
self.assertEqual(x.Runs(), {})
x.AddRunsFromDirectory(fakedir)
self.assertEqual(x.Runs(), {}, 'loading fakedir had no effect')
if gfile.IsDirectory(realdir):
gfile.DeleteRecursively(realdir)
gfile.MkDir(realdir)
x.AddRunsFromDirectory(realdir)
self.assertEqual(x.Runs(), {}, 'loading empty directory had no effect')
path1 = join(realdir, 'path1')
gfile.MkDir(path1)
x.AddRunsFromDirectory(realdir)
self.assertEqual(sorted(x.Runs().keys()), ['path1'],
'loaded run: path1')
loader1 = x._GetAccumulator('path1')
self.assertEqual(loader1._path, path1, 'has the correct path')
path2 = join(realdir, 'path2')
gfile.MkDir(path2)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(sorted(x.Runs().keys()), ['path1', 'path2'])
self.assertEqual(x._GetAccumulator('path1'), loader1,
'loader1 not regenerated')
loader2 = x._GetAccumulator('path2')
path2_2 = join(path2, 'path2')
gfile.MkDir(path2_2)
x.AddRunsFromDirectory(path2)
self.assertItemsEqual(sorted(x.Runs().keys()), ['path1', 'path2'])
self.assertNotEqual(loader2, x._GetAccumulator('path2'),
'loader2 regenerated')
self.assertEqual(
x._GetAccumulator('path2')._path, path2_2, 'loader2 path correct')
def testAddRunsFromDirectory(self):
x = event_multiplexer.EventMultiplexer()
tmpdir = self.get_temp_dir()
join = os.path.join
fakedir = join(tmpdir, 'fake_accumulator_directory')
realdir = join(tmpdir, 'real_accumulator_directory')
self.assertEqual(x.Runs(), {})
x.AddRunsFromDirectory(fakedir)
self.assertEqual(x.Runs(), {}, 'loading fakedir had no effect')
_CreateCleanDirectory(realdir)
x.AddRunsFromDirectory(realdir)
self.assertEqual(x.Runs(), {}, 'loading empty directory had no effect')
path1 = join(realdir, 'path1')
gfile.MkDir(path1)
x.AddRunsFromDirectory(realdir)
self.assertEqual(x.Runs(), {},
'creating empty subdirectory had no effect')
_AddEvents(path1)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['path1'], 'loaded run: path1')
loader1 = x._GetAccumulator('path1')
self.assertEqual(loader1._path, path1, 'has the correct path')
path2 = join(realdir, 'path2')
_AddEvents(path2)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['path1', 'path2'])
self.assertEqual(x._GetAccumulator('path1'), loader1,
'loader1 not regenerated')
path2_2 = join(path2, 'path2')
_AddEvents(path2_2)
x.AddRunsFromDirectory(realdir)
self.assertItemsEqual(x.Runs(), ['path1', 'path2', 'path2/path2'])
self.assertEqual(
x._GetAccumulator('path2/path2')._path, path2_2,
'loader2 path correct')
def testEmptyLoader(self):
x = event_multiplexer.EventMultiplexer()
self.assertEqual(x.Runs(), {})
def testHealthPills(self):
x = event_multiplexer.EventMultiplexer({'run1': 'path1', 'run2': 'path2'})
self.assertEqual(['path1/hp1', 'path1/hp2'], x.HealthPills('run1', 'Add'))
# log_parent_dirs = [elem for elem in log_parent_dirs
# if '4_20' in elem]
# log_parent_dirs = ['logdir_exper_4_20_GRU/',
# 'logdir_exper_4_20_GRU_bidir/',
# 'logdir_exper_4_20_LSTM/',
# 'logdir_exper_4_20_LSTM_bidir/']
# print('cutting short the number of log dirs (else crash)')
# log_parent_dirs = log_parent_dirs[:2]
# log_parent_dirs = log_parent_dirs[:3]
# In[10]:
event_accum = event_multiplexer.EventMultiplexer()
for log_dir in log_parent_dirs:
event_accum = event_accum.AddRunsFromDirectory(log_dir)
# load
event_accum.Reload() # this might take a bit, depending on number of runs
# event_accum = {index: event_multiplexer\
# .EventMultiplexer()\
# .AddRunsFromDirectory(log_dir)\
# .Reload()
# for index, log_dir in enumerate(log_parent_dirs)}
# In[11]:
def testEmptyLoader(self):
"""Tests empty EventMultiplexer creation."""
x = event_multiplexer.EventMultiplexer()
self.assertEqual(x.Runs(), {})
def testRunNamesRespected(self):
"""Tests two EventAccumulators inserted/accessed in EventMultiplexer."""
x = event_multiplexer.EventMultiplexer({'run1': 'path1', 'run2': 'path2'})
self.assertItemsEqual(sorted(x.Runs().keys()), ['run1', 'run2'])
self.assertEqual(x.GetAccumulator('run1')._path, 'path1')
self.assertEqual(x.GetAccumulator('run2')._path, 'path2')
def testExceptions(self):
"""KeyError should be raised when accessing non-existing keys."""
x = event_multiplexer.EventMultiplexer({'run1': 'path1', 'run2': 'path2'})
with self.assertRaises(KeyError):
x.Scalars('sv1', 'xxx')
def testExceptions(self):
x = event_multiplexer.EventMultiplexer({'run1': 'path1', 'run2': 'path2'})
with self.assertRaises(KeyError):
x.Scalars('sv1', 'xxx')
def testRunNamesRespected(self):
x = event_multiplexer.EventMultiplexer({'run1': 'path1', 'run2': 'path2'})
self.assertItemsEqual(x.Runs().keys(), ['run1', 'run2'])
self.assertEqual(x._GetAccumulator('run1')._path, 'path1')
self.assertEqual(x._GetAccumulator('run2')._path, 'path2')