VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization
https://doi.org/10.1111/cgf.14300
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334 lines
11 KiB
334 lines
11 KiB
import os
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import subprocess
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import sys
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import threading
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import time
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from itertools import chain
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from ._compat import iteritems
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from ._compat import PY2
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from ._compat import text_type
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from ._internal import _log
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def _iter_module_files():
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"""This iterates over all relevant Python files. It goes through all
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loaded files from modules, all files in folders of already loaded modules
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as well as all files reachable through a package.
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"""
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# The list call is necessary on Python 3 in case the module
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# dictionary modifies during iteration.
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for module in list(sys.modules.values()):
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if module is None:
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continue
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filename = getattr(module, "__file__", None)
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if filename:
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if os.path.isdir(filename) and os.path.exists(
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os.path.join(filename, "__init__.py")
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):
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filename = os.path.join(filename, "__init__.py")
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old = None
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while not os.path.isfile(filename):
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old = filename
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filename = os.path.dirname(filename)
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if filename == old:
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break
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else:
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if filename[-4:] in (".pyc", ".pyo"):
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filename = filename[:-1]
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yield filename
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def _find_observable_paths(extra_files=None):
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"""Finds all paths that should be observed."""
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rv = set(
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os.path.dirname(os.path.abspath(x)) if os.path.isfile(x) else os.path.abspath(x)
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for x in sys.path
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)
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for filename in extra_files or ():
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rv.add(os.path.dirname(os.path.abspath(filename)))
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for module in list(sys.modules.values()):
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fn = getattr(module, "__file__", None)
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if fn is None:
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continue
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fn = os.path.abspath(fn)
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rv.add(os.path.dirname(fn))
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return _find_common_roots(rv)
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def _get_args_for_reloading():
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"""Returns the executable. This contains a workaround for windows
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if the executable is incorrectly reported to not have the .exe
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extension which can cause bugs on reloading. This also contains
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a workaround for linux where the file is executable (possibly with
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a program other than python)
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"""
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rv = [sys.executable]
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py_script = os.path.abspath(sys.argv[0])
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args = sys.argv[1:]
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# Need to look at main module to determine how it was executed.
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__main__ = sys.modules["__main__"]
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if __main__.__package__ is None:
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# Executed a file, like "python app.py".
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if os.name == "nt":
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# Windows entry points have ".exe" extension and should be
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# called directly.
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if not os.path.exists(py_script) and os.path.exists(py_script + ".exe"):
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py_script += ".exe"
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if (
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os.path.splitext(rv[0])[1] == ".exe"
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and os.path.splitext(py_script)[1] == ".exe"
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):
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rv.pop(0)
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elif os.path.isfile(py_script) and os.access(py_script, os.X_OK):
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# The file is marked as executable. Nix adds a wrapper that
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# shouldn't be called with the Python executable.
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rv.pop(0)
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rv.append(py_script)
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else:
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# Executed a module, like "python -m werkzeug.serving".
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if sys.argv[0] == "-m":
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# Flask works around previous behavior by putting
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# "-m flask" in sys.argv.
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# TODO remove this once Flask no longer misbehaves
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args = sys.argv
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else:
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py_module = __main__.__package__
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name = os.path.splitext(os.path.basename(py_script))[0]
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if name != "__main__":
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py_module += "." + name
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rv.extend(("-m", py_module.lstrip(".")))
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rv.extend(args)
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return rv
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def _find_common_roots(paths):
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"""Out of some paths it finds the common roots that need monitoring."""
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paths = [x.split(os.path.sep) for x in paths]
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root = {}
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for chunks in sorted(paths, key=len, reverse=True):
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node = root
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for chunk in chunks:
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node = node.setdefault(chunk, {})
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node.clear()
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rv = set()
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def _walk(node, path):
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for prefix, child in iteritems(node):
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_walk(child, path + (prefix,))
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if not node:
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rv.add("/".join(path))
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_walk(root, ())
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return rv
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class ReloaderLoop(object):
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name = None
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# monkeypatched by testsuite. wrapping with `staticmethod` is required in
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# case time.sleep has been replaced by a non-c function (e.g. by
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# `eventlet.monkey_patch`) before we get here
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_sleep = staticmethod(time.sleep)
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def __init__(self, extra_files=None, interval=1):
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self.extra_files = set(os.path.abspath(x) for x in extra_files or ())
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self.interval = interval
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def run(self):
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pass
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def restart_with_reloader(self):
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"""Spawn a new Python interpreter with the same arguments as this one,
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but running the reloader thread.
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"""
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while 1:
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_log("info", " * Restarting with %s" % self.name)
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args = _get_args_for_reloading()
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# a weird bug on windows. sometimes unicode strings end up in the
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# environment and subprocess.call does not like this, encode them
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# to latin1 and continue.
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if os.name == "nt" and PY2:
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new_environ = {}
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for key, value in iteritems(os.environ):
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if isinstance(key, text_type):
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key = key.encode("iso-8859-1")
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if isinstance(value, text_type):
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value = value.encode("iso-8859-1")
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new_environ[key] = value
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else:
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new_environ = os.environ.copy()
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new_environ["WERKZEUG_RUN_MAIN"] = "true"
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exit_code = subprocess.call(args, env=new_environ, close_fds=False)
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if exit_code != 3:
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return exit_code
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def trigger_reload(self, filename):
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self.log_reload(filename)
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sys.exit(3)
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def log_reload(self, filename):
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filename = os.path.abspath(filename)
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_log("info", " * Detected change in %r, reloading" % filename)
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class StatReloaderLoop(ReloaderLoop):
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name = "stat"
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def run(self):
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mtimes = {}
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while 1:
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for filename in chain(_iter_module_files(), self.extra_files):
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try:
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mtime = os.stat(filename).st_mtime
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except OSError:
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continue
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old_time = mtimes.get(filename)
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if old_time is None:
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mtimes[filename] = mtime
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continue
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elif mtime > old_time:
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self.trigger_reload(filename)
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self._sleep(self.interval)
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class WatchdogReloaderLoop(ReloaderLoop):
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def __init__(self, *args, **kwargs):
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ReloaderLoop.__init__(self, *args, **kwargs)
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from watchdog.observers import Observer
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from watchdog.events import FileSystemEventHandler
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self.observable_paths = set()
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def _check_modification(filename):
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if filename in self.extra_files:
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self.trigger_reload(filename)
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dirname = os.path.dirname(filename)
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if dirname.startswith(tuple(self.observable_paths)):
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if filename.endswith((".pyc", ".pyo", ".py")):
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self.trigger_reload(filename)
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class _CustomHandler(FileSystemEventHandler):
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def on_created(self, event):
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_check_modification(event.src_path)
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def on_modified(self, event):
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_check_modification(event.src_path)
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def on_moved(self, event):
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_check_modification(event.src_path)
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_check_modification(event.dest_path)
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def on_deleted(self, event):
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_check_modification(event.src_path)
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reloader_name = Observer.__name__.lower()
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if reloader_name.endswith("observer"):
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reloader_name = reloader_name[:-8]
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reloader_name += " reloader"
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self.name = reloader_name
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self.observer_class = Observer
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self.event_handler = _CustomHandler()
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self.should_reload = False
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def trigger_reload(self, filename):
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# This is called inside an event handler, which means throwing
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# SystemExit has no effect.
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# https://github.com/gorakhargosh/watchdog/issues/294
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self.should_reload = True
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self.log_reload(filename)
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def run(self):
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watches = {}
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observer = self.observer_class()
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observer.start()
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try:
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while not self.should_reload:
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to_delete = set(watches)
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paths = _find_observable_paths(self.extra_files)
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for path in paths:
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if path not in watches:
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try:
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watches[path] = observer.schedule(
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self.event_handler, path, recursive=True
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)
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except OSError:
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# Clear this path from list of watches We don't want
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# the same error message showing again in the next
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# iteration.
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watches[path] = None
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to_delete.discard(path)
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for path in to_delete:
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watch = watches.pop(path, None)
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if watch is not None:
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observer.unschedule(watch)
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self.observable_paths = paths
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self._sleep(self.interval)
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finally:
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observer.stop()
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observer.join()
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sys.exit(3)
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reloader_loops = {"stat": StatReloaderLoop, "watchdog": WatchdogReloaderLoop}
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try:
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__import__("watchdog.observers")
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except ImportError:
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reloader_loops["auto"] = reloader_loops["stat"]
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else:
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reloader_loops["auto"] = reloader_loops["watchdog"]
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def ensure_echo_on():
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"""Ensure that echo mode is enabled. Some tools such as PDB disable
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it which causes usability issues after reload."""
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# tcgetattr will fail if stdin isn't a tty
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if not sys.stdin.isatty():
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return
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try:
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import termios
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except ImportError:
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return
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attributes = termios.tcgetattr(sys.stdin)
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if not attributes[3] & termios.ECHO:
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attributes[3] |= termios.ECHO
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termios.tcsetattr(sys.stdin, termios.TCSANOW, attributes)
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def run_with_reloader(main_func, extra_files=None, interval=1, reloader_type="auto"):
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"""Run the given function in an independent python interpreter."""
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import signal
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reloader = reloader_loops[reloader_type](extra_files, interval)
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signal.signal(signal.SIGTERM, lambda *args: sys.exit(0))
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try:
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if os.environ.get("WERKZEUG_RUN_MAIN") == "true":
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ensure_echo_on()
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t = threading.Thread(target=main_func, args=())
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t.setDaemon(True)
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t.start()
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reloader.run()
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else:
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sys.exit(reloader.restart_with_reloader())
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except KeyboardInterrupt:
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pass
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