606 lines
23 KiB
Python
606 lines
23 KiB
Python
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# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""TensorBoard WSGI Application Logic.
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Provides TensorBoardWSGIApp for building a TensorBoard WSGI app.
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"""
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import base64
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import collections
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import hashlib
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import io
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import json
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import re
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import textwrap
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import time
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from urllib import parse as urlparse
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import zipfile
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from werkzeug import wrappers
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from tensorboard import errors
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from tensorboard import plugin_util
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from tensorboard.backend import auth_context_middleware
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from tensorboard.backend import client_feature_flags
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from tensorboard.backend import empty_path_redirect
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from tensorboard.backend import experiment_id
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from tensorboard.backend import experimental_plugin
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from tensorboard.backend import http_util
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from tensorboard.backend import path_prefix
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from tensorboard.backend import security_validator
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from tensorboard.plugins import base_plugin
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from tensorboard.plugins.core import core_plugin
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from tensorboard.util import tb_logging
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DATA_PREFIX = "/data"
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PLUGIN_PREFIX = "/plugin"
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PLUGINS_LISTING_ROUTE = "/plugins_listing"
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PLUGIN_ENTRY_ROUTE = "/plugin_entry.html"
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EXPERIMENTAL_PLUGINS_QUERY_PARAM = "experimentalPlugin"
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# Slashes in a plugin name could throw the router for a loop. An empty
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# name would be confusing, too. To be safe, let's restrict the valid
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# names as follows.
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_VALID_PLUGIN_RE = re.compile(r"^[A-Za-z0-9_-]+$")
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logger = tb_logging.get_logger()
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def TensorBoardWSGIApp(
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flags,
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plugins,
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data_provider=None,
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assets_zip_provider=None,
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deprecated_multiplexer=None,
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auth_providers=None,
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experimental_middlewares=None,
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):
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"""Constructs a TensorBoard WSGI app from plugins and data providers.
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Args:
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flags: An argparse.Namespace containing TensorBoard CLI flags.
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plugins: A list of plugins, which can be provided as TBPlugin subclasses
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or TBLoader instances or subclasses.
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data_provider: Instance of `tensorboard.data.provider.DataProvider`. May
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be `None` if `flags.generic_data` is set to `"false"` in which case
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`deprecated_multiplexer` must be passed instead.
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assets_zip_provider: See TBContext documentation for more information. If
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`None` a placeholder assets zipfile will be used containing only a
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default `index.html` file, and the actual frontend assets must be
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supplied by middleware wrapping this WSGI app.
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deprecated_multiplexer: Optional `plugin_event_multiplexer.EventMultiplexer`
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to use for any plugins not yet enabled for the DataProvider API.
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Required if the data_provider argument is not passed.
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auth_providers: Optional mapping whose values are `AuthProvider` values
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and whose keys are used by (e.g.) data providers to specify
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`AuthProvider`s via the `AuthContext.get` interface. Defaults to `{}`.
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experimental_middlewares: Optional list of WSGI middlewares (i.e.,
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callables that take a WSGI application and return a WSGI application)
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to apply directly around the core TensorBoard app itself, "inside" the
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request redirection machinery for `--path_prefix`, experiment IDs, etc.
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You can use this to add handlers for additional routes. Middlewares are
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applied in listed order, so the first element of this list is the
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innermost application. Defaults to `[]`. This parameter is experimental
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and may be reworked or removed.
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Returns:
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A WSGI application that implements the TensorBoard backend.
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:type plugins: list[base_plugin.TBLoader]
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"""
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if assets_zip_provider is None:
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assets_zip_provider = _placeholder_assets_zip_provider
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plugin_name_to_instance = {}
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context = base_plugin.TBContext(
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data_provider=data_provider,
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flags=flags,
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logdir=flags.logdir,
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multiplexer=deprecated_multiplexer,
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assets_zip_provider=assets_zip_provider,
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plugin_name_to_instance=plugin_name_to_instance,
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sampling_hints=flags.samples_per_plugin,
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window_title=flags.window_title,
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)
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tbplugins = []
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experimental_plugins = []
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for plugin_spec in plugins:
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loader = make_plugin_loader(plugin_spec)
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try:
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plugin = loader.load(context)
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except Exception:
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logger.error(
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"Failed to load plugin %s; ignoring it.",
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getattr(loader.load, "__qualname__", loader.load),
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exc_info=True,
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)
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plugin = None
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if plugin is None:
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continue
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tbplugins.append(plugin)
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if isinstance(
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loader, experimental_plugin.ExperimentalPlugin
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) or isinstance(plugin, experimental_plugin.ExperimentalPlugin):
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experimental_plugins.append(plugin.plugin_name)
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plugin_name_to_instance[plugin.plugin_name] = plugin
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return TensorBoardWSGI(
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tbplugins,
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flags.path_prefix,
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data_provider,
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experimental_plugins,
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auth_providers,
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experimental_middlewares,
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)
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def make_plugin_loader(plugin_spec):
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"""Returns a plugin loader for the given plugin.
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Args:
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plugin_spec: A TBPlugin subclass, or a TBLoader instance or subclass.
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Returns:
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A TBLoader for the given plugin.
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:type plugin_spec:
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Type[base_plugin.TBPlugin] | Type[base_plugin.TBLoader] |
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base_plugin.TBLoader
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:rtype: base_plugin.TBLoader
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"""
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if isinstance(plugin_spec, base_plugin.TBLoader):
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return plugin_spec
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if isinstance(plugin_spec, type):
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if issubclass(plugin_spec, base_plugin.TBLoader):
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return plugin_spec()
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if issubclass(plugin_spec, base_plugin.TBPlugin):
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return base_plugin.BasicLoader(plugin_spec)
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raise TypeError("Not a TBLoader or TBPlugin subclass: %r" % (plugin_spec,))
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class TensorBoardWSGI:
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"""The TensorBoard WSGI app that delegates to a set of TBPlugin."""
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def __init__(
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self,
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plugins,
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path_prefix="",
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data_provider=None,
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experimental_plugins=None,
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auth_providers=None,
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experimental_middlewares=None,
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):
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"""Constructs TensorBoardWSGI instance.
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Args:
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plugins: A list of base_plugin.TBPlugin subclass instances.
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path_prefix: A prefix of the path when app isn't served from root.
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data_provider: `tensorboard.data.provider.DataProvider` or
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`None`; if present, will inform the "active" state of
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`/plugins_listing`.
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experimental_plugins: A list of plugin names that are only provided
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experimentally. The corresponding plugins will only be activated for
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a user if the user has specified the plugin with the experimentalPlugin
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query parameter in the URL.
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auth_providers: Optional mapping whose values are `AuthProvider`
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values and whose keys are used by (e.g.) data providers to specify
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`AuthProvider`s via the `AuthContext.get` interface.
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Defaults to `{}`.
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experimental_middlewares: Optional list of WSGI middlewares to apply
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directly around the core TensorBoard app itself. Defaults to `[]`.
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This parameter is experimental and may be reworked or removed.
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Returns:
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A WSGI application for the set of all TBPlugin instances.
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Raises:
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ValueError: If some plugin has no plugin_name
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ValueError: If some plugin has an invalid plugin_name (plugin
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names must only contain [A-Za-z0-9_.-])
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ValueError: If two plugins have the same plugin_name
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ValueError: If some plugin handles a route that does not start
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with a slash
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:type plugins: list[base_plugin.TBPlugin]
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"""
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self._plugins = plugins
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self._path_prefix = path_prefix
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self._data_provider = data_provider
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self._experimental_plugins = frozenset(experimental_plugins or ())
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self._auth_providers = auth_providers or {}
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self._extra_middlewares = list(experimental_middlewares or [])
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if self._path_prefix.endswith("/"):
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# Should have been fixed by `fix_flags`.
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raise ValueError(
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"Trailing slash in path prefix: %r" % self._path_prefix
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)
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self.exact_routes = {
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# TODO(@chihuahua): Delete this RPC once we have skylark rules that
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# obviate the need for the frontend to determine which plugins are
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# active.
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DATA_PREFIX + PLUGINS_LISTING_ROUTE: self._serve_plugins_listing,
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DATA_PREFIX + PLUGIN_ENTRY_ROUTE: self._serve_plugin_entry,
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}
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unordered_prefix_routes = {}
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# Serve the routes from the registered plugins using their name as the route
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# prefix. For example if plugin z has two routes /a and /b, they will be
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# served as /data/plugin/z/a and /data/plugin/z/b.
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plugin_names_encountered = set()
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for plugin in self._plugins:
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if plugin.plugin_name is None:
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raise ValueError("Plugin %s has no plugin_name" % plugin)
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if not _VALID_PLUGIN_RE.match(plugin.plugin_name):
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raise ValueError(
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"Plugin %s has invalid name %r"
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% (plugin, plugin.plugin_name)
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)
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if plugin.plugin_name in plugin_names_encountered:
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raise ValueError(
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"Duplicate plugins for name %s" % plugin.plugin_name
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)
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plugin_names_encountered.add(plugin.plugin_name)
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try:
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plugin_apps = plugin.get_plugin_apps()
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except Exception as e: # pylint: disable=broad-except
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if (
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type(plugin) is core_plugin.CorePlugin
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): # pylint: disable=unidiomatic-typecheck
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raise
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logger.warning(
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"Plugin %s failed. Exception: %s",
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plugin.plugin_name,
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str(e),
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)
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continue
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for route, app in plugin_apps.items():
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if not route.startswith("/"):
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raise ValueError(
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"Plugin named %r handles invalid route %r: "
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"route does not start with a slash"
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% (plugin.plugin_name, route)
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)
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if (
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type(plugin) is core_plugin.CorePlugin
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): # pylint: disable=unidiomatic-typecheck
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path = route
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else:
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path = (
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DATA_PREFIX
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+ PLUGIN_PREFIX
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+ "/"
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+ plugin.plugin_name
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+ route
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)
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if path.endswith("/*"):
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# Note we remove the '*' but leave the slash in place.
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path = path[:-1]
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if "*" in path:
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# note we re-add the removed * in the format string
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raise ValueError(
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"Plugin %r handles invalid route '%s*': Only "
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"trailing wildcards are supported "
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"(i.e., `/.../*`)" % (plugin.plugin_name, path)
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)
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unordered_prefix_routes[path] = app
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else:
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if "*" in path:
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raise ValueError(
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"Plugin %r handles invalid route %r: Only "
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"trailing wildcards are supported "
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"(i.e., `/.../*`)" % (plugin.plugin_name, path)
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)
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self.exact_routes[path] = app
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# Wildcard routes will be checked in the given order, so we sort them
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# longest to shortest so that a more specific route will take precedence
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# over a more general one (e.g., a catchall route `/*` should come last).
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self.prefix_routes = collections.OrderedDict(
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sorted(
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unordered_prefix_routes.items(),
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key=lambda x: len(x[0]),
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reverse=True,
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)
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)
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self._app = self._create_wsgi_app()
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def _create_wsgi_app(self):
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"""Apply middleware to create the final WSGI app."""
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app = self._route_request
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for middleware in self._extra_middlewares:
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app = middleware(app)
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app = auth_context_middleware.AuthContextMiddleware(
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app, self._auth_providers
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)
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app = client_feature_flags.ClientFeatureFlagsMiddleware(app)
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app = empty_path_redirect.EmptyPathRedirectMiddleware(app)
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app = experiment_id.ExperimentIdMiddleware(app)
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app = path_prefix.PathPrefixMiddleware(app, self._path_prefix)
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app = security_validator.SecurityValidatorMiddleware(app)
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app = _handling_errors(app)
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return app
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@wrappers.Request.application
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def _serve_plugin_entry(self, request):
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"""Serves a HTML for iframed plugin entry point.
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|
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Args:
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request: The werkzeug.Request object.
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Returns:
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A werkzeug.Response object.
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"""
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name = request.args.get("name")
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plugins = [
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plugin for plugin in self._plugins if plugin.plugin_name == name
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]
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if not plugins:
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raise errors.NotFoundError(name)
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if len(plugins) > 1:
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# Technically is not possible as plugin names are unique and is checked
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# by the check on __init__.
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reason = (
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"Plugin invariant error: multiple plugins with name "
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"{name} found: {list}"
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).format(name=name, list=plugins)
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raise AssertionError(reason)
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plugin = plugins[0]
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module_path = plugin.frontend_metadata().es_module_path
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if not module_path:
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return http_util.Respond(
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|
|
request, "Plugin is not module loadable", "text/plain", code=400
|
||
|
|
)
|
||
|
|
|
||
|
|
# non-self origin is blocked by CSP but this is a good invariant checking.
|
||
|
|
if urlparse.urlparse(module_path).netloc:
|
||
|
|
raise ValueError("Expected es_module_path to be non-absolute path")
|
||
|
|
|
||
|
|
module_json = json.dumps("." + module_path)
|
||
|
|
script_content = "import({}).then((m) => void m.render());".format(
|
||
|
|
module_json
|
||
|
|
)
|
||
|
|
digest = hashlib.sha256(script_content.encode("utf-8")).digest()
|
||
|
|
script_sha = base64.b64encode(digest).decode("ascii")
|
||
|
|
|
||
|
|
html = textwrap.dedent(
|
||
|
|
"""
|
||
|
|
<!DOCTYPE html>
|
||
|
|
<head><base href="plugin/{name}/" /></head>
|
||
|
|
<body><script type="module">{script_content}</script></body>
|
||
|
|
"""
|
||
|
|
).format(name=name, script_content=script_content)
|
||
|
|
return http_util.Respond(
|
||
|
|
request,
|
||
|
|
html,
|
||
|
|
"text/html",
|
||
|
|
csp_scripts_sha256s=[script_sha],
|
||
|
|
)
|
||
|
|
|
||
|
|
@wrappers.Request.application
|
||
|
|
def _serve_plugins_listing(self, request):
|
||
|
|
"""Serves an object mapping plugin name to whether it is enabled.
|
||
|
|
|
||
|
|
Args:
|
||
|
|
request: The werkzeug.Request object.
|
||
|
|
|
||
|
|
Returns:
|
||
|
|
A werkzeug.Response object.
|
||
|
|
"""
|
||
|
|
response = collections.OrderedDict()
|
||
|
|
ctx = plugin_util.context(request.environ)
|
||
|
|
eid = plugin_util.experiment_id(request.environ)
|
||
|
|
plugins_with_data = frozenset(
|
||
|
|
self._data_provider.list_plugins(ctx, experiment_id=eid)
|
||
|
|
or frozenset()
|
||
|
|
if self._data_provider is not None
|
||
|
|
else frozenset()
|
||
|
|
)
|
||
|
|
plugins_to_skip = self._experimental_plugins - frozenset(
|
||
|
|
request.args.getlist(EXPERIMENTAL_PLUGINS_QUERY_PARAM)
|
||
|
|
)
|
||
|
|
for plugin in self._plugins:
|
||
|
|
if plugin.plugin_name in plugins_to_skip:
|
||
|
|
continue
|
||
|
|
|
||
|
|
if (
|
||
|
|
type(plugin) is core_plugin.CorePlugin
|
||
|
|
): # pylint: disable=unidiomatic-typecheck
|
||
|
|
# This plugin's existence is a backend implementation detail.
|
||
|
|
continue
|
||
|
|
|
||
|
|
is_active = bool(
|
||
|
|
frozenset(plugin.data_plugin_names()) & plugins_with_data
|
||
|
|
)
|
||
|
|
if not is_active:
|
||
|
|
try:
|
||
|
|
start = time.time()
|
||
|
|
is_active = plugin.is_active()
|
||
|
|
elapsed = time.time() - start
|
||
|
|
logger.info(
|
||
|
|
"Plugin listing: is_active() for %s took %0.3f seconds",
|
||
|
|
plugin.plugin_name,
|
||
|
|
elapsed,
|
||
|
|
)
|
||
|
|
except Exception:
|
||
|
|
is_active = False
|
||
|
|
logger.error(
|
||
|
|
"Plugin listing: is_active() for %s failed (marking inactive)",
|
||
|
|
plugin.plugin_name,
|
||
|
|
exc_info=True,
|
||
|
|
)
|
||
|
|
|
||
|
|
plugin_metadata = plugin.frontend_metadata()
|
||
|
|
output_metadata = {
|
||
|
|
"disable_reload": plugin_metadata.disable_reload,
|
||
|
|
"enabled": is_active,
|
||
|
|
# loading_mechanism set below
|
||
|
|
"remove_dom": plugin_metadata.remove_dom,
|
||
|
|
# tab_name set below
|
||
|
|
}
|
||
|
|
|
||
|
|
if plugin_metadata.tab_name is not None:
|
||
|
|
output_metadata["tab_name"] = plugin_metadata.tab_name
|
||
|
|
else:
|
||
|
|
output_metadata["tab_name"] = plugin.plugin_name
|
||
|
|
|
||
|
|
es_module_handler = plugin_metadata.es_module_path
|
||
|
|
element_name = plugin_metadata.element_name
|
||
|
|
is_ng_component = plugin_metadata.is_ng_component
|
||
|
|
if is_ng_component:
|
||
|
|
if element_name is not None:
|
||
|
|
raise ValueError(
|
||
|
|
"Plugin %r declared as both Angular built-in and legacy"
|
||
|
|
% plugin.plugin_name
|
||
|
|
)
|
||
|
|
if es_module_handler is not None:
|
||
|
|
raise ValueError(
|
||
|
|
"Plugin %r declared as both Angular built-in and iframed"
|
||
|
|
% plugin.plugin_name
|
||
|
|
)
|
||
|
|
loading_mechanism = {
|
||
|
|
"type": "NG_COMPONENT",
|
||
|
|
}
|
||
|
|
elif element_name is not None and es_module_handler is not None:
|
||
|
|
logger.error(
|
||
|
|
"Plugin %r declared as both legacy and iframed; skipping",
|
||
|
|
plugin.plugin_name,
|
||
|
|
)
|
||
|
|
continue
|
||
|
|
elif element_name is not None and es_module_handler is None:
|
||
|
|
loading_mechanism = {
|
||
|
|
"type": "CUSTOM_ELEMENT",
|
||
|
|
"element_name": element_name,
|
||
|
|
}
|
||
|
|
elif element_name is None and es_module_handler is not None:
|
||
|
|
loading_mechanism = {
|
||
|
|
"type": "IFRAME",
|
||
|
|
"module_path": "".join(
|
||
|
|
[
|
||
|
|
request.script_root,
|
||
|
|
DATA_PREFIX,
|
||
|
|
PLUGIN_PREFIX,
|
||
|
|
"/",
|
||
|
|
plugin.plugin_name,
|
||
|
|
es_module_handler,
|
||
|
|
]
|
||
|
|
),
|
||
|
|
}
|
||
|
|
else:
|
||
|
|
# As a compatibility measure (for plugins that we don't
|
||
|
|
# control), we'll pull it from the frontend registry for now.
|
||
|
|
loading_mechanism = {
|
||
|
|
"type": "NONE",
|
||
|
|
}
|
||
|
|
output_metadata["loading_mechanism"] = loading_mechanism
|
||
|
|
|
||
|
|
response[plugin.plugin_name] = output_metadata
|
||
|
|
return http_util.Respond(request, response, "application/json")
|
||
|
|
|
||
|
|
def __call__(self, environ, start_response):
|
||
|
|
"""Central entry point for the TensorBoard application.
|
||
|
|
|
||
|
|
This __call__ method conforms to the WSGI spec, so that instances of this
|
||
|
|
class are WSGI applications.
|
||
|
|
|
||
|
|
Args:
|
||
|
|
environ: See WSGI spec (PEP 3333).
|
||
|
|
start_response: See WSGI spec (PEP 3333).
|
||
|
|
"""
|
||
|
|
return self._app(environ, start_response)
|
||
|
|
|
||
|
|
def _route_request(self, environ, start_response):
|
||
|
|
"""Delegate an incoming request to sub-applications.
|
||
|
|
|
||
|
|
This method supports strict string matching and wildcard routes of a
|
||
|
|
single path component, such as `/foo/*`. Other routing patterns,
|
||
|
|
like regular expressions, are not supported.
|
||
|
|
|
||
|
|
This is the main TensorBoard entry point before middleware is
|
||
|
|
applied. (See `_create_wsgi_app`.)
|
||
|
|
|
||
|
|
Args:
|
||
|
|
environ: See WSGI spec (PEP 3333).
|
||
|
|
start_response: See WSGI spec (PEP 3333).
|
||
|
|
"""
|
||
|
|
|
||
|
|
request = wrappers.Request(environ)
|
||
|
|
parsed_url = urlparse.urlparse(request.path)
|
||
|
|
clean_path = _clean_path(parsed_url.path)
|
||
|
|
|
||
|
|
# pylint: disable=too-many-function-args
|
||
|
|
if clean_path in self.exact_routes:
|
||
|
|
return self.exact_routes[clean_path](environ, start_response)
|
||
|
|
else:
|
||
|
|
for path_prefix in self.prefix_routes:
|
||
|
|
if clean_path.startswith(path_prefix):
|
||
|
|
return self.prefix_routes[path_prefix](
|
||
|
|
environ, start_response
|
||
|
|
)
|
||
|
|
|
||
|
|
logger.warning("path %s not found, sending 404", clean_path)
|
||
|
|
return http_util.Respond(
|
||
|
|
request, "Not found", "text/plain", code=404
|
||
|
|
)(environ, start_response)
|
||
|
|
# pylint: enable=too-many-function-args
|
||
|
|
|
||
|
|
|
||
|
|
def _handling_errors(wsgi_app):
|
||
|
|
def wrapper(environ, start_response):
|
||
|
|
try:
|
||
|
|
return wsgi_app(environ, start_response)
|
||
|
|
except errors.PublicError as e:
|
||
|
|
request = wrappers.Request(environ)
|
||
|
|
error_app = http_util.Respond(
|
||
|
|
request,
|
||
|
|
str(e),
|
||
|
|
"text/plain",
|
||
|
|
code=e.http_code,
|
||
|
|
headers=e.headers,
|
||
|
|
)
|
||
|
|
return error_app(environ, start_response)
|
||
|
|
# Let other exceptions be handled by the server, as an opaque
|
||
|
|
# internal server error.
|
||
|
|
|
||
|
|
return wrapper
|
||
|
|
|
||
|
|
|
||
|
|
def _clean_path(path):
|
||
|
|
"""Removes a trailing slash from a non-root path.
|
||
|
|
|
||
|
|
Arguments:
|
||
|
|
path: The path of a request.
|
||
|
|
|
||
|
|
Returns:
|
||
|
|
The route to use to serve the request.
|
||
|
|
"""
|
||
|
|
if path != "/" and path.endswith("/"):
|
||
|
|
return path[:-1]
|
||
|
|
return path
|
||
|
|
|
||
|
|
|
||
|
|
def _placeholder_assets_zip_provider():
|
||
|
|
"""Defines a default assets zip provider containing a dummy index.html."""
|
||
|
|
memfile = io.BytesIO()
|
||
|
|
with zipfile.ZipFile(memfile, mode="w") as zf:
|
||
|
|
zf.writestr("index.html", "TensorBoard placeholder index.html")
|
||
|
|
return memfile
|