mirror of https://github.com/gsi-upm/senpy
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382 lines
13 KiB
Python
382 lines
13 KiB
Python
"""
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Main class for Senpy.
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It orchestrates plugin (de)activation and analysis.
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"""
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from future import standard_library
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standard_library.install_aliases()
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from .plugins import SentimentPlugin, SenpyPlugin
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from .models import Error, Entry, Results
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from .blueprints import api_blueprint, demo_blueprint, ns_blueprint
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from .api import API_PARAMS, NIF_PARAMS, parse_params
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from threading import Thread
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import os
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import fnmatch
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import inspect
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import sys
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import imp
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import logging
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import traceback
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import yaml
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import pip
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logger = logging.getLogger(__name__)
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class Senpy(object):
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""" Default Senpy extension for Flask """
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def __init__(self,
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app=None,
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plugin_folder=".",
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default_plugins=False):
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self.app = app
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self._search_folders = set()
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self._plugin_list = []
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self._outdated = True
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self._default = None
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self.add_folder(plugin_folder)
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if default_plugins:
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self.add_folder('plugins', from_root=True)
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else:
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# Add only conversion plugins
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self.add_folder(os.path.join('plugins', 'conversion'),
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from_root=True)
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if app is not None:
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self.init_app(app)
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def init_app(self, app):
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""" Initialise a flask app to add plugins to its context """
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"""
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Note: I'm not particularly fond of adding self.app and app.senpy, but
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I can't think of a better way to do it.
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"""
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app.senpy = self
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# Use the newstyle teardown_appcontext if it's available,
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# otherwise fall back to the request context
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if hasattr(app, 'teardown_appcontext'):
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app.teardown_appcontext(self.teardown)
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else:
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app.teardown_request(self.teardown)
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app.register_blueprint(api_blueprint, url_prefix="/api")
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app.register_blueprint(ns_blueprint, url_prefix="/ns")
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app.register_blueprint(demo_blueprint, url_prefix="/")
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def add_folder(self, folder, from_root=False):
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if from_root:
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folder = os.path.join(os.path.dirname(__file__), folder)
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logger.debug("Adding folder: %s", folder)
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if os.path.isdir(folder):
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self._search_folders.add(folder)
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self._outdated = True
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else:
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logger.debug("Not a folder: %s", folder)
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def _find_plugin(self, params):
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api_params = parse_params(params, spec=API_PARAMS)
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algo = None
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if "algorithm" in api_params and api_params["algorithm"]:
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algo = api_params["algorithm"]
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elif self.plugins:
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algo = self.default_plugin and self.default_plugin.name
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if not algo:
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raise Error(
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status=404,
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message=("No plugins found."
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" Please install one.").format(algo))
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if algo not in self.plugins:
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logger.debug(("The algorithm '{}' is not valid\n"
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"Valid algorithms: {}").format(algo,
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self.plugins.keys()))
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raise Error(
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status=404,
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message="The algorithm '{}' is not valid".format(algo))
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if not self.plugins[algo].is_activated:
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logger.debug("Plugin not activated: {}".format(algo))
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raise Error(
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status=400,
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message=("The algorithm '{}'"
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" is not activated yet").format(algo))
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return self.plugins[algo]
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def _get_params(self, params, plugin):
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nif_params = parse_params(params, spec=NIF_PARAMS)
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extra_params = plugin.get('extra_params', {})
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specific_params = parse_params(params, spec=extra_params)
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nif_params.update(specific_params)
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return nif_params
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def _get_entries(self, params):
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entry = None
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if params['informat'] == 'text':
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entry = Entry(text=params['input'])
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else:
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raise NotImplemented('Only text input format implemented')
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yield entry
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def analyse(self, **api_params):
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logger.debug("analysing with params: {}".format(api_params))
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plugin = self._find_plugin(api_params)
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nif_params = self._get_params(api_params, plugin)
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resp = Results()
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if 'with_parameters' in api_params:
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resp.parameters = nif_params
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try:
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entries = []
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for i in self._get_entries(nif_params):
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entries += list(plugin.analyse_entry(i, nif_params))
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resp.entries = entries
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self.convert_emotions(resp, plugin, nif_params)
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resp.analysis.append(plugin.id)
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logger.debug("Returning analysis result: {}".format(resp))
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except Error as ex:
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logger.exception('Error returning analysis result')
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resp = ex
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except Exception as ex:
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logger.exception('Error returning analysis result')
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resp = Error(message=str(ex), status=500)
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return resp
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def _conversion_candidates(self, fromModel, toModel):
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candidates = self.filter_plugins(**{'@type': 'emotionConversionPlugin'})
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for name, candidate in candidates.items():
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for pair in candidate.onyx__doesConversion:
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logging.debug(pair)
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if pair['onyx:conversionFrom'] == fromModel \
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and pair['onyx:conversionTo'] == toModel:
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# logging.debug('Found candidate: {}'.format(candidate))
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yield candidate
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def convert_emotions(self, resp, plugin, params):
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"""
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Conversion of all emotions in a response.
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In addition to converting from one model to another, it has
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to include the conversion plugin to the analysis list.
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Needless to say, this is far from an elegant solution, but it works.
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@todo refactor and clean up
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"""
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fromModel = plugin.get('onyx:usesEmotionModel', None)
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toModel = params.get('emotionModel', None)
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output = params.get('conversion', None)
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logger.debug('Asked for model: {}'.format(toModel))
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logger.debug('Analysis plugin uses model: {}'.format(fromModel))
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if not toModel:
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return
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try:
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candidate = next(self._conversion_candidates(fromModel, toModel))
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except StopIteration:
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e = Error(('No conversion plugin found for: '
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'{} -> {}'.format(fromModel, toModel)))
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e.original_response = resp
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e.parameters = params
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raise e
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newentries = []
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for i in resp.entries:
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if output == "full":
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newemotions = i.emotions.copy()
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else:
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newemotions = []
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for j in i.emotions:
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for k in candidate.convert(j, fromModel, toModel, params):
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k.prov__wasGeneratedBy = candidate.id
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if output == 'nested':
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k.prov__wasDerivedFrom = j
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newemotions.append(k)
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i.emotions = newemotions
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newentries.append(i)
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resp.entries = newentries
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resp.analysis.append(candidate.id)
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@property
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def default_plugin(self):
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candidate = self._default
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if not candidate:
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candidates = self.filter_plugins(is_activated=True)
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if len(candidates) > 0:
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candidate = list(candidates.values())[0]
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logger.debug("Default: {}".format(candidate))
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return candidate
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@default_plugin.setter
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def default_plugin(self, value):
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if isinstance(value, SenpyPlugin):
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self._default = value
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else:
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self._default = self.plugins[value]
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def activate_all(self, sync=False):
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ps = []
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for plug in self.plugins.keys():
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ps.append(self.activate_plugin(plug, sync=sync))
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return ps
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def deactivate_all(self, sync=False):
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ps = []
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for plug in self.plugins.keys():
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ps.append(self.deactivate_plugin(plug, sync=sync))
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return ps
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def _set_active_plugin(self, plugin_name, active=True, *args, **kwargs):
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''' We're using a variable in the plugin itself to activate/deactive plugins.\
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Note that plugins may activate themselves by setting this variable.
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'''
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self.plugins[plugin_name].is_activated = active
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def activate_plugin(self, plugin_name, sync=False):
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try:
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plugin = self.plugins[plugin_name]
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except KeyError:
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raise Error(
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message="Plugin not found: {}".format(plugin_name), status=404)
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logger.info("Activating plugin: {}".format(plugin.name))
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def act():
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success = False
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try:
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plugin.activate()
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msg = "Plugin activated: {}".format(plugin.name)
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logger.info(msg)
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success = True
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self._set_active_plugin(plugin_name, success)
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except Exception as ex:
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msg = "Error activating plugin {} - {} : \n\t{}".format(
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plugin.name, ex, traceback.format_exc())
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logger.error(msg)
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raise Error(msg)
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if sync:
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act()
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else:
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th = Thread(target=act)
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th.start()
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def deactivate_plugin(self, plugin_name, sync=False):
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try:
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plugin = self.plugins[plugin_name]
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except KeyError:
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raise Error(
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message="Plugin not found: {}".format(plugin_name), status=404)
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self._set_active_plugin(plugin_name, False)
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def deact():
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try:
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plugin.deactivate()
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logger.info("Plugin deactivated: {}".format(plugin.name))
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except Exception as ex:
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logger.error(
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"Error deactivating plugin {}: {}".format(plugin.name, ex))
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logger.error("Trace: {}".format(traceback.format_exc()))
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if sync:
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deact()
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else:
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th = Thread(target=deact)
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th.start()
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@classmethod
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def validate_info(cls, info):
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return all(x in info for x in ('name', 'module', 'description', 'version'))
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def install_deps(self):
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for i in self.plugins.values():
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self._install_deps(i._info)
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@classmethod
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def _install_deps(cls, info=None):
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requirements = info.get('requirements', [])
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if requirements:
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pip_args = []
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pip_args.append('install')
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pip_args.append('--use-wheel')
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for req in requirements:
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pip_args.append(req)
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logger.info('Installing requirements: ' + str(requirements))
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pip.main(pip_args)
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@classmethod
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def _load_plugin_from_info(cls, info, root):
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if not cls.validate_info(info):
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logger.warn('The module info is not valid.\n\t{}'.format(info))
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return None, None
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module = info["module"]
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name = info["name"]
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sys.path.append(root)
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(fp, pathname, desc) = imp.find_module(module, [root, ])
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cls._install_deps(info)
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tmp = imp.load_module(module, fp, pathname, desc)
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sys.path.remove(root)
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candidate = None
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for _, obj in inspect.getmembers(tmp):
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if inspect.isclass(obj) and inspect.getmodule(obj) == tmp:
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logger.debug(("Found plugin class:"
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" {}@{}").format(obj, inspect.getmodule(obj)))
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candidate = obj
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break
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if not candidate:
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logger.debug("No valid plugin for: {}".format(module))
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return
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module = candidate(info=info)
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return name, module
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@classmethod
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def _load_plugin(cls, root, filename):
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fpath = os.path.join(root, filename)
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logger.debug("Loading plugin: {}".format(fpath))
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with open(fpath, 'r') as f:
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info = yaml.load(f)
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logger.debug("Info: {}".format(info))
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return cls._load_plugin_from_info(info, root)
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def _load_plugins(self):
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plugins = {}
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for search_folder in self._search_folders:
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for root, dirnames, filenames in os.walk(search_folder):
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for filename in fnmatch.filter(filenames, '*.senpy'):
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name, plugin = self._load_plugin(root, filename)
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if plugin and name:
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plugins[name] = plugin
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self._outdated = False
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return plugins
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def teardown(self, exception):
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pass
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@property
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def plugins(self):
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""" Return the plugins registered for a given application. """
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if self._outdated:
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self._plugin_list = self._load_plugins()
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return self._plugin_list
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def filter_plugins(self, **kwargs):
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""" Filter plugins by different criteria """
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def matches(plug):
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res = all(getattr(plug, k, None) == v for (k, v) in kwargs.items())
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logger.debug(
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"matching {} with {}: {}".format(plug.name, kwargs, res))
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return res
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if not kwargs:
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return self.plugins
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else:
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return {n: p for n, p in self.plugins.items() if matches(p)}
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def sentiment_plugins(self):
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""" Return only the sentiment plugins """
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return {
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p: plugin
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for p, plugin in self.plugins.items()
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if isinstance(plugin, SentimentPlugin)
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}
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