def main(args):
from guild import tensorboard
tensorboard.setup_logging()
with util.TempDir("guild-tensorboard-", keep=args.keep_logdir) as tmp:
logdir = tmp.path
(log.info if args.keep_logdir else log.debug)("Using logdir %s",
logdir)
monitor = tensorboard.RunsMonitor(logdir, _list_runs_cb(args),
args.refresh_interval)
cli.out("Preparing runs for TensorBoard")
monitor.run_once(exit_on_error=True)
monitor.start()
try:
tensorboard.serve_forever(logdir=logdir,
host=(args.host or "0.0.0.0"),
port=(args.port or util.free_port()),
reload_interval=args.refresh_interval,
ready_cb=_open_cb(args))
except tensorboard.TensorboardError as e:
cli.error(str(e))
finally:
log.debug("Stopping")
monitor.stop()
log.debug("Removing logdir %s", logdir) # Handled by ctx mgr
if util.PLATFORM != "Windows":
cli.out()
def _serve_dev(data, host, port, no_open, logging):
view_port = util.free_port(port + 1)
dev_server = DevServer(host, port, view_port)
dev_server.start()
dev_server.wait_for_ready()
view_url = util.local_server_url(host, view_port)
if not no_open:
util.open_url(util.local_server_url(host, port))
sys.stdout.write(" I Guild View backend: {}\n".format(view_url))
_start_view(data, host, view_port, logging)
sys.stdout.write("\n")
def _start_view(args):
data = ViewDataImpl(args)
host = _host(args)
port = args.port or util.free_port()
if args.test:
_start_tester(host, port)
args.no_open = True
try:
view.serve_forever(data, host, port, args.no_open, args.dev, args.logging)
except socket.gaierror as e:
cli.error(str(e))
def main(args):
tensorboard = _load_guild_tensorboard_module()
with util.TempDir("guild-tensorboard-") as logdir:
log.debug("Using logdir %s", logdir)
monitor = RunsMonitor(logdir, args)
monitor.start()
tensorboard.main(logdir=logdir,
host=(args.host or ""),
port=(args.port or util.free_port()),
reload_interval=args.refresh_interval,
ready_cb=(_open_url if not args.no_open else None))
log.debug("Stopping")
monitor.stop()
log.debug("Removing logdir %s", logdir) # Handled by ctx mgr
cli.out()
def _run_tensorboard(args):
from guild import tensorboard
tensorboard.setup_logging()
with util.TempDir("guild-tensorboard-", keep=_keep_logdir(args)) as tmp:
logdir = tmp.path
(log.info if args.keep_logdir else log.debug)("Using logdir %s", logdir)
tensorboard_options = _tensorboard_options(args)
monitor = tensorboard.RunsMonitor(
logdir,
_list_runs_cb(args),
interval=args.refresh_interval,
log_images=not args.skip_images,
log_hparams=not args.skip_hparams,
run_name_cb=_run_name_cb(args),
)
t0 = time.time()
cli.out("Preparing runs for TensorBoard")
monitor.run_once(exit_on_error=True)
if args.test_logdir:
cli.out("Initialized log dir %s" % logdir)
return
_maybe_log_prepare_time(t0)
monitor.start()
try:
tensorboard.serve_forever(
logdir=logdir,
host=(args.host or "0.0.0.0"),
port=(args.port or util.free_port()),
reload_interval=args.refresh_interval,
tensorboard_options=tensorboard_options,
ready_cb=_open_cb(args),
)
except tensorboard.TensorboardError as e:
cli.error(str(e))
finally:
log.debug("Stopping")
monitor.stop()
if not args.keep_logdir:
# Removal of temp logdir occurs when context manager
# exits.
log.debug("Removing logdir %s", logdir)
else:
print("TensorBoard logs saved in %s" % logdir)
if util.get_platform() != "Windows":
cli.out()
def main(args):
tensorboard = _load_guild_tensorboard_module()
tensorboard.setup_logging()
with util.TempDir("guild-tensorboard-") as logdir:
log.debug("Using logdir %s", logdir)
list_runs_cb = lambda: runs_impl.runs_for_args(args)
monitor = tensorboard.RunsMonitor(list_runs_cb, logdir,
args.refresh_interval)
monitor.start()
try:
tensorboard.serve_forever(
logdir=logdir,
host=(args.host or "0.0.0.0"),
port=(args.port or util.free_port()),
reload_interval=args.refresh_interval,
ready_cb=(_open_url if not args.no_open else None))
except tensorboard.TensorboardError as e:
cli.error(str(e))
finally:
log.debug("Stopping")
monitor.stop()
log.debug("Removing logdir %s", logdir) # Handled by ctx mgr
if util.PLATFORM != "Windows":
cli.out()
