Scaffold.get_config_updates_recursive() - Code Metrics - Inspection of "Merge pull request #282 from pimdh/master" - IDSIA/sacred - Measure and Improve Code Quality continuously with Scrutinizer

Completed

Push — master ( 28fb1c...6c3661 )

by Klaus

created 2018-05-06 19:00 UTC

Scaffold.get_config_updates_recursive() A

↳ Parent: Scaffold

Complexity

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Size

Total Lines

Duplication

Lines	0
Ratio	0 %

Importance

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Metric	Value
cc	2
c	0
b	0
f	0
dl	0
loc	5
rs	9.4285

#!/usr/bin/env python
# coding=utf-8
from __future__ import division, print_function, unicode_literals

import os
from collections import OrderedDict, defaultdict
from copy import copy, deepcopy

from sacred.config import (ConfigDict, chain_evaluate_config_scopes, dogmatize,
                           load_config_file, undogmatize)
from sacred.config.config_summary import ConfigSummary
from sacred.host_info import get_host_info
from sacred.randomness import create_rnd, get_seed
from sacred.run import Run
from sacred.utils import (convert_to_nested_dict, create_basic_stream_logger,
                          get_by_dotted_path, is_prefix,
                          iterate_flattened, set_by_dotted_path,
                          recursive_update, iter_prefixes, join_paths)

__sacred__ = True  # marks files that should be filtered from stack traces


class Scaffold(object):
    def __init__(self, config_scopes, subrunners, path, captured_functions,
                 commands, named_configs, config_hooks, generate_seed):
        self.config_scopes = config_scopes
        self.named_configs = named_configs
        self.subrunners = subrunners
        self.path = path
        self.generate_seed = generate_seed
        self.config_hooks = config_hooks
        self.config_updates = {}
        self.named_configs_to_use = []
        self.config = {}
        self.fallback = None
        self.presets = {}
        self.fixture = None  # TODO: rename
        self.logger = None
        self.seed = None
        self.rnd = None
        self._captured_functions = captured_functions
        self.commands = commands
        self.config_mods = None
        self.summaries = []
        self.captured_args = {join_paths(cf.prefix, n)
                              for cf in self._captured_functions
                              for n in cf.signature.arguments}
        self.captured_args.add('__doc__')  # allow setting the config docstring

    def set_up_seed(self, rnd=None):
        if self.seed is not None:
            return

        self.seed = self.config.get('seed')
        if self.seed is None:
            self.seed = get_seed(rnd)

        self.rnd = create_rnd(self.seed)

        if self.generate_seed:
            self.config['seed'] = self.seed

        if 'seed' in self.config and 'seed' in self.config_mods.added:
            self.config_mods.modified.add('seed')
            self.config_mods.added -= {'seed'}

        # Hierarchically set the seed of proper subrunners
        for subrunner_path, subrunner in reversed(list(
                self.subrunners.items())):
            if is_prefix(self.path, subrunner_path):
                subrunner.set_up_seed(self.rnd)

    def gather_fallbacks(self):
        fallback = {}
        for sr_path, subrunner in self.subrunners.items():
            if self.path and is_prefix(self.path, sr_path):
                path = sr_path[len(self.path):].strip('.')
                set_by_dotted_path(fallback, path, subrunner.config)
            else:
                set_by_dotted_path(fallback, sr_path, subrunner.config)

        # dogmatize to make the subrunner configurations read-only
        self.fallback = dogmatize(fallback)
        self.fallback.revelation()

    def run_named_config(self, config_name):
        if os.path.exists(config_name):
            nc = ConfigDict(load_config_file(config_name))
        else:
            nc = self.named_configs[config_name]

        cfg = nc(fixed=self.get_config_updates_recursive(),
                 preset=self.presets,
                 fallback=self.fallback)

        return undogmatize(cfg)

    def set_up_config(self):
        self.config, self.summaries = chain_evaluate_config_scopes(
            self.config_scopes,
            fixed=self.config_updates,
            preset=self.config,
            fallback=self.fallback)

        self.get_config_modifications()

    def run_config_hooks(self, config, config_updates, command_name, logger):
        final_cfg_updates = {}
        for ch in self.config_hooks:
            cfg_upup = ch(deepcopy(config), command_name, logger)
            if cfg_upup:
                recursive_update(final_cfg_updates, cfg_upup)
        recursive_update(final_cfg_updates, config_updates)
        return final_cfg_updates

    def get_config_modifications(self):
        self.config_mods = ConfigSummary(
            added={key
                   for key, value in iterate_flattened(self.config_updates)})
        for cfg_summary in self.summaries:
            self.config_mods.update_from(cfg_summary)

    def get_config_updates_recursive(self):
        config_updates = self.config_updates.copy()
        for sr_path, subrunner in self.subrunners.items():
            config_updates[sr_path] = subrunner.get_config_updates_recursive()
        return config_updates

    def get_fixture(self):
        if self.fixture is not None:
            return self.fixture

        def get_fixture_recursive(runner):
            for sr_path, subrunner in runner.subrunners.items():
                # I am not sure if it is necessary to trigger all
                subrunner.get_fixture()
                get_fixture_recursive(subrunner)
                sub_fix = copy(subrunner.config)
                sub_path = sr_path
                if is_prefix(self.path, sub_path):
                    sub_path = sr_path[len(self.path):].strip('.')
                # Note: This might fail if we allow non-dict fixtures
                set_by_dotted_path(self.fixture, sub_path, sub_fix)

        self.fixture = copy(self.config)
        get_fixture_recursive(self)

        return self.fixture

    def finalize_initialization(self, run):
        # look at seed again, because it might have changed during the
        # configuration process
        if 'seed' in self.config:
            self.seed = self.config['seed']
        self.rnd = create_rnd(self.seed)

        for cfunc in self._captured_functions:
            cfunc.logger = self.logger.getChild(cfunc.__name__)
            cfunc.config = get_by_dotted_path(self.get_fixture(), cfunc.prefix,
                                              default={})
            seed = get_seed(self.rnd)
            cfunc.rnd = create_rnd(seed)
            cfunc.run = run

        if not run.force:
            self._warn_about_suspicious_changes()

    def _warn_about_suspicious_changes(self):
        for add in sorted(self.config_mods.added):
            if not set(iter_prefixes(add)).intersection(self.captured_args):
                raise KeyError('Added a new config entry "{}" that is not used'
                               ' anywhere'.format(add))
            else:
                self.logger.warning('Added new config entry: "%s"' % add)

        for key, (type_old, type_new) in self.config_mods.typechanged.items():
            if type_old in (int, float) and type_new in (int, float):
                continue
            self.logger.warning(
                'Changed type of config entry "%s" from %s to %s' %
                (key, type_old.__name__, type_new.__name__))

        for cfg_summary in self.summaries:
            for key in cfg_summary.ignored_fallbacks:
                self.logger.warning(
                    'Ignored attempt to set value of "%s", because it is an '
                    'ingredient.' % key
                )

    def __repr__(self):
        return "<Scaffold: '{}'>".format(self.path)


def get_configuration(scaffolding):
    config = {}
    for sc_path, scaffold in reversed(list(scaffolding.items())):
        if not scaffold.config:
            continue
        if sc_path:
            set_by_dotted_path(config, sc_path, scaffold.config)
        else:
            config.update(scaffold.config)
    return config


def distribute_named_configs(scaffolding, named_configs):
    for ncfg in named_configs:
        if os.path.exists(ncfg):
            scaffolding[''].use_named_config(ncfg)
        else:
            path, _, cfg_name = ncfg.rpartition('.')
            if path not in scaffolding:
                raise KeyError('Ingredient for named config "{}" not found'
                               .format(ncfg))
            scaffolding[path].use_named_config(cfg_name)


def initialize_logging(experiment, scaffolding):
    if experiment.logger is None:
        root_logger = create_basic_stream_logger()
    else:
        root_logger = experiment.logger

    for sc_path, scaffold in scaffolding.items():
        if sc_path:
            scaffold.logger = root_logger.getChild(sc_path)
        else:
            scaffold.logger = root_logger

    return root_logger, root_logger.getChild(experiment.path)


def create_scaffolding(experiment, sorted_ingredients):
    scaffolding = OrderedDict()
    for ingredient in sorted_ingredients[:-1]:
        scaffolding[ingredient] = Scaffold(
            config_scopes=ingredient.configurations,
            subrunners=OrderedDict([(scaffolding[m].path, scaffolding[m])
                                    for m in ingredient.ingredients]),
            path=ingredient.path if ingredient != experiment else '',
            captured_functions=ingredient.captured_functions,
            commands=ingredient.commands,
            named_configs=ingredient.named_configs,
            config_hooks=ingredient.config_hooks,
            generate_seed=False)

    scaffolding[experiment] = Scaffold(
        experiment.configurations,
        subrunners=OrderedDict([(scaffolding[m].path, scaffolding[m])
                                for m in experiment.ingredients]),
        path=experiment.path if experiment != experiment else '',
        captured_functions=experiment.captured_functions,
        commands=experiment.commands,
        named_configs=experiment.named_configs,
        config_hooks=experiment.config_hooks,
        generate_seed=True)

    scaffolding_ret = OrderedDict([
        (sc.path, sc)
        for sc in scaffolding.values()
    ])
    if len(scaffolding_ret) != len(scaffolding):
        raise ValueError(
            'The pathes of the ingredients are not unique. '
            '{}'.format([s.path for s in scaffolding])
        )

    return scaffolding_ret


def gather_ingredients_topological(ingredient):
    sub_ingredients = defaultdict(int)
    for sub_ing, depth in ingredient.traverse_ingredients():
        sub_ingredients[sub_ing] = max(sub_ingredients[sub_ing], depth)
    return sorted(sub_ingredients, key=lambda x: -sub_ingredients[x])


def get_config_modifications(scaffolding):
    config_modifications = ConfigSummary()
    for sc_path, scaffold in scaffolding.items():
        config_modifications.update_add(scaffold.config_mods, path=sc_path)
    return config_modifications


def get_command(scaffolding, command_path):
    path, _, command_name = command_path.rpartition('.')
    if path not in scaffolding:
        raise KeyError('Ingredient for command "%s" not found.' % command_path)

    if command_name in scaffolding[path].commands:
        return scaffolding[path].commands[command_name]
    else:
        if path:
            raise KeyError('Command "%s" not found in ingredient "%s"' %
                           (command_name, path))
        else:
            raise KeyError('Command "%s" not found' % command_name)


def find_best_match(path, prefixes):
    """Find the Ingredient that shares the longest prefix with path."""
    path_parts = path.split('.')
    for p in prefixes:
        if len(p) <= len(path_parts) and p == path_parts[:len(p)]:
            return '.'.join(p), '.'.join(path_parts[len(p):])
    return '', path


def distribute_presets(prefixes, scaffolding, config_updates):
    for path, value in iterate_flattened(config_updates):
        scaffold_name, suffix = find_best_match(path, prefixes)
        scaff = scaffolding[scaffold_name]
        set_by_dotted_path(scaff.presets, suffix, value)


def distribute_config_updates(prefixes, scaffolding, config_updates):
    for path, value in iterate_flattened(config_updates):
        scaffold_name, suffix = find_best_match(path, prefixes)
        scaff = scaffolding[scaffold_name]
        set_by_dotted_path(scaff.config_updates, suffix, value)


def get_scaffolding_and_config_name(named_config, scaffolding):
    if os.path.exists(named_config):
        path, cfg_name = '', named_config
    else:
        path, _, cfg_name = named_config.rpartition('.')

        if path not in scaffolding:
            raise KeyError('Ingredient for named config "{}" not found'
                           .format(named_config))
    scaff = scaffolding[path]
    return scaff, cfg_name


def create_run(experiment, command_name, config_updates=None,
               named_configs=(), force=False):

    sorted_ingredients = gather_ingredients_topological(experiment)
    scaffolding = create_scaffolding(experiment, sorted_ingredients)
    # get all split non-empty prefixes sorted from deepest to shallowest
    prefixes = sorted([s.split('.') for s in scaffolding if s != ''],
                      reverse=True, key=lambda p: len(p))

    # --------- configuration process -------------------

    # Phase 1: Config updates
    config_updates = config_updates or {}
    config_updates = convert_to_nested_dict(config_updates)
    root_logger, run_logger = initialize_logging(experiment, scaffolding)
    distribute_config_updates(prefixes, scaffolding, config_updates)

    # Phase 2: Named Configs
    for ncfg in named_configs:
        scaff, cfg_name = get_scaffolding_and_config_name(ncfg, scaffolding)
        scaff.gather_fallbacks()
        ncfg_updates = scaff.run_named_config(cfg_name)
        distribute_presets(prefixes, scaffolding, ncfg_updates)
        for ncfg_key, value in iterate_flattened(ncfg_updates):
            set_by_dotted_path(config_updates,
                               join_paths(scaff.path, ncfg_key),
                               value)

    distribute_config_updates(prefixes, scaffolding, config_updates)

    # Phase 3: Normal config scopes
    for scaffold in scaffolding.values():
        scaffold.gather_fallbacks()
        scaffold.set_up_config()

        # update global config
        config = get_configuration(scaffolding)
        # run config hooks
        config_updates = scaffold.run_config_hooks(config, config_updates,
                                                   command_name, run_logger)

    # Phase 4: finalize seeding
    for scaffold in reversed(list(scaffolding.values())):
        scaffold.set_up_seed()  # partially recursive

    config = get_configuration(scaffolding)
    config_modifications = get_config_modifications(scaffolding)

    # ----------------------------------------------------

    experiment_info = experiment.get_experiment_info()
    host_info = get_host_info()
    main_function = get_command(scaffolding, command_name)
    pre_runs = [pr for ing in sorted_ingredients for pr in ing.pre_run_hooks]
    post_runs = [pr for ing in sorted_ingredients for pr in ing.post_run_hooks]

    run = Run(config, config_modifications, main_function,
              copy(experiment.observers), root_logger, run_logger,
              experiment_info, host_info, pre_runs, post_runs,
              experiment.captured_out_filter)

    if hasattr(main_function, 'unobserved'):
        run.unobserved = main_function.unobserved

    run.force = force

    for scaffold in scaffolding.values():
        scaffold.finalize_initialization(run=run)

    return run


1			#!/usr/bin/env python
2			# coding=utf-8
3			from __future__ import division, print_function, unicode_literals
4
5			import os
6			from collections import OrderedDict, defaultdict
7			from copy import copy, deepcopy
8
9			from sacred.config import (ConfigDict, chain_evaluate_config_scopes, dogmatize,
10			load_config_file, undogmatize)
11			from sacred.config.config_summary import ConfigSummary
12			from sacred.host_info import get_host_info
13			from sacred.randomness import create_rnd, get_seed
14			from sacred.run import Run
15			from sacred.utils import (convert_to_nested_dict, create_basic_stream_logger,
16			get_by_dotted_path, is_prefix,
17			iterate_flattened, set_by_dotted_path,
18			recursive_update, iter_prefixes, join_paths)
19
20			__sacred__ = True # marks files that should be filtered from stack traces
21
22
23			class Scaffold(object):
24			def __init__(self, config_scopes, subrunners, path, captured_functions,
25			commands, named_configs, config_hooks, generate_seed):
26			self.config_scopes = config_scopes
27			self.named_configs = named_configs
28			self.subrunners = subrunners
29			self.path = path
30			self.generate_seed = generate_seed
31			self.config_hooks = config_hooks
32			self.config_updates = {}
33			self.named_configs_to_use = []
34			self.config = {}
35			self.fallback = None
36			self.presets = {}
37			self.fixture = None # TODO: rename
38			self.logger = None
39			self.seed = None
40			self.rnd = None
41			self._captured_functions = captured_functions
42			self.commands = commands
43			self.config_mods = None
44			self.summaries = []
45			self.captured_args = {join_paths(cf.prefix, n)
46			for cf in self._captured_functions
47			for n in cf.signature.arguments}
48			self.captured_args.add('__doc__') # allow setting the config docstring
49
50			def set_up_seed(self, rnd=None):
51			if self.seed is not None:
52			return
53
54			self.seed = self.config.get('seed')
55			if self.seed is None:
56			self.seed = get_seed(rnd)
57
58			self.rnd = create_rnd(self.seed)
59
60			if self.generate_seed:
61			self.config['seed'] = self.seed
62
63			if 'seed' in self.config and 'seed' in self.config_mods.added:
64			self.config_mods.modified.add('seed')
65			self.config_mods.added -= {'seed'}
66
67			# Hierarchically set the seed of proper subrunners
68			for subrunner_path, subrunner in reversed(list(
69			self.subrunners.items())):
70			if is_prefix(self.path, subrunner_path):
71			subrunner.set_up_seed(self.rnd)
72
73			def gather_fallbacks(self):
74			fallback = {}
75			for sr_path, subrunner in self.subrunners.items():
76			if self.path and is_prefix(self.path, sr_path):
77			path = sr_path[len(self.path):].strip('.')
78			set_by_dotted_path(fallback, path, subrunner.config)
79			else:
80			set_by_dotted_path(fallback, sr_path, subrunner.config)
81
82			# dogmatize to make the subrunner configurations read-only
83			self.fallback = dogmatize(fallback)
84			self.fallback.revelation()
85
86			def run_named_config(self, config_name):
87			if os.path.exists(config_name):
88			nc = ConfigDict(load_config_file(config_name))
89			else:
90			nc = self.named_configs[config_name]
91
92			cfg = nc(fixed=self.get_config_updates_recursive(),
93			preset=self.presets,
94			fallback=self.fallback)
95
96			return undogmatize(cfg)
97
98			def set_up_config(self):
99			self.config, self.summaries = chain_evaluate_config_scopes(
100			self.config_scopes,
101			fixed=self.config_updates,
102			preset=self.config,
103			fallback=self.fallback)
104
105			self.get_config_modifications()
106
107			def run_config_hooks(self, config, config_updates, command_name, logger):
108			final_cfg_updates = {}
109			for ch in self.config_hooks:
110			cfg_upup = ch(deepcopy(config), command_name, logger)
111			if cfg_upup:
112			recursive_update(final_cfg_updates, cfg_upup)
113			recursive_update(final_cfg_updates, config_updates)
114			return final_cfg_updates
115
116			def get_config_modifications(self):
117			self.config_mods = ConfigSummary(
118			added={key
119			for key, value in iterate_flattened(self.config_updates)})
120			for cfg_summary in self.summaries:
121			self.config_mods.update_from(cfg_summary)
122
123			def get_config_updates_recursive(self):
124			config_updates = self.config_updates.copy()
125			for sr_path, subrunner in self.subrunners.items():
126			config_updates[sr_path] = subrunner.get_config_updates_recursive()
127			return config_updates
128
129			def get_fixture(self):
130			if self.fixture is not None:
131			return self.fixture
132
133			def get_fixture_recursive(runner):
134			for sr_path, subrunner in runner.subrunners.items():
135			# I am not sure if it is necessary to trigger all
136			subrunner.get_fixture()
137			get_fixture_recursive(subrunner)
138			sub_fix = copy(subrunner.config)
139			sub_path = sr_path
140			if is_prefix(self.path, sub_path):
141			sub_path = sr_path[len(self.path):].strip('.')
142			# Note: This might fail if we allow non-dict fixtures
143			set_by_dotted_path(self.fixture, sub_path, sub_fix)
144
145			self.fixture = copy(self.config)
146			get_fixture_recursive(self)
147
148			return self.fixture
149
150			def finalize_initialization(self, run):
151			# look at seed again, because it might have changed during the
152			# configuration process
153			if 'seed' in self.config:
154			self.seed = self.config['seed']
155			self.rnd = create_rnd(self.seed)
156
157			for cfunc in self._captured_functions:
158			cfunc.logger = self.logger.getChild(cfunc.__name__)
159			cfunc.config = get_by_dotted_path(self.get_fixture(), cfunc.prefix,
160			default={})
161			seed = get_seed(self.rnd)
162			cfunc.rnd = create_rnd(seed)
163			cfunc.run = run
164
165			if not run.force:
166			self._warn_about_suspicious_changes()
167
168			def _warn_about_suspicious_changes(self):
169			for add in sorted(self.config_mods.added):
170			if not set(iter_prefixes(add)).intersection(self.captured_args):
171			raise KeyError('Added a new config entry "{}" that is not used'
172			' anywhere'.format(add))
173			else:
174			self.logger.warning('Added new config entry: "%s"' % add)
175
176			for key, (type_old, type_new) in self.config_mods.typechanged.items():
177			if type_old in (int, float) and type_new in (int, float):
178			continue
179			self.logger.warning(
180			'Changed type of config entry "%s" from %s to %s' %
181			(key, type_old.__name__, type_new.__name__))
182
183			for cfg_summary in self.summaries:
184			for key in cfg_summary.ignored_fallbacks:
185			self.logger.warning(
186			'Ignored attempt to set value of "%s", because it is an '
187			'ingredient.' % key
188			)
189
190			def __repr__(self):
191			return "<Scaffold: '{}'>".format(self.path)
192
193
194			def get_configuration(scaffolding):
195			config = {}
196			for sc_path, scaffold in reversed(list(scaffolding.items())):
197			if not scaffold.config:
198			continue
199			if sc_path:
200			set_by_dotted_path(config, sc_path, scaffold.config)
201			else:
202			config.update(scaffold.config)
203			return config
204
205
206			def distribute_named_configs(scaffolding, named_configs):
207			for ncfg in named_configs:
208			if os.path.exists(ncfg):
209			scaffolding[''].use_named_config(ncfg)
210			else:
211			path, _, cfg_name = ncfg.rpartition('.')
212			if path not in scaffolding:
213			raise KeyError('Ingredient for named config "{}" not found'
214			.format(ncfg))
215			scaffolding[path].use_named_config(cfg_name)
216
217
218			def initialize_logging(experiment, scaffolding):
219			if experiment.logger is None:
220			root_logger = create_basic_stream_logger()
221			else:
222			root_logger = experiment.logger
223
224			for sc_path, scaffold in scaffolding.items():
225			if sc_path:
226			scaffold.logger = root_logger.getChild(sc_path)
227			else:
228			scaffold.logger = root_logger
229
230			return root_logger, root_logger.getChild(experiment.path)
231
232
233			def create_scaffolding(experiment, sorted_ingredients):
234			scaffolding = OrderedDict()
235			for ingredient in sorted_ingredients[:-1]:
236			scaffolding[ingredient] = Scaffold(
237			config_scopes=ingredient.configurations,
238			subrunners=OrderedDict([(scaffolding[m].path, scaffolding[m])
239			for m in ingredient.ingredients]),
240			path=ingredient.path if ingredient != experiment else '',
241			captured_functions=ingredient.captured_functions,
242			commands=ingredient.commands,
243			named_configs=ingredient.named_configs,
244			config_hooks=ingredient.config_hooks,
245			generate_seed=False)
246
247			scaffolding[experiment] = Scaffold(
248			experiment.configurations,
249			subrunners=OrderedDict([(scaffolding[m].path, scaffolding[m])
250			for m in experiment.ingredients]),
251			path=experiment.path if experiment != experiment else '',
252			captured_functions=experiment.captured_functions,
253			commands=experiment.commands,
254			named_configs=experiment.named_configs,
255			config_hooks=experiment.config_hooks,
256			generate_seed=True)
257
258			scaffolding_ret = OrderedDict([
259			(sc.path, sc)
260			for sc in scaffolding.values()
261			])
262			if len(scaffolding_ret) != len(scaffolding):
263			raise ValueError(
264			'The pathes of the ingredients are not unique. '
265			'{}'.format([s.path for s in scaffolding])
266			)
267
268			return scaffolding_ret
269
270
271			def gather_ingredients_topological(ingredient):
272			sub_ingredients = defaultdict(int)
273			for sub_ing, depth in ingredient.traverse_ingredients():
274			sub_ingredients[sub_ing] = max(sub_ingredients[sub_ing], depth)
275			return sorted(sub_ingredients, key=lambda x: -sub_ingredients[x])
276
277
278			def get_config_modifications(scaffolding):
279			config_modifications = ConfigSummary()
280			for sc_path, scaffold in scaffolding.items():
281			config_modifications.update_add(scaffold.config_mods, path=sc_path)
282			return config_modifications
283
284
285			def get_command(scaffolding, command_path):
286			path, _, command_name = command_path.rpartition('.')
287			if path not in scaffolding:
288			raise KeyError('Ingredient for command "%s" not found.' % command_path)
289
290			if command_name in scaffolding[path].commands:
291			return scaffolding[path].commands[command_name]
292			else:
293			if path:
294			raise KeyError('Command "%s" not found in ingredient "%s"' %
295			(command_name, path))
296			else:
297			raise KeyError('Command "%s" not found' % command_name)
298
299
300			def find_best_match(path, prefixes):
301			"""Find the Ingredient that shares the longest prefix with path."""
302			path_parts = path.split('.')
303			for p in prefixes:
304			if len(p) <= len(path_parts) and p == path_parts[:len(p)]:
305			return '.'.join(p), '.'.join(path_parts[len(p):])
306			return '', path
307
308
309			def distribute_presets(prefixes, scaffolding, config_updates):
310			for path, value in iterate_flattened(config_updates):
311			scaffold_name, suffix = find_best_match(path, prefixes)
312			scaff = scaffolding[scaffold_name]
313			set_by_dotted_path(scaff.presets, suffix, value)
314
315
316			def distribute_config_updates(prefixes, scaffolding, config_updates):
317			for path, value in iterate_flattened(config_updates):
318			scaffold_name, suffix = find_best_match(path, prefixes)
319			scaff = scaffolding[scaffold_name]
320			set_by_dotted_path(scaff.config_updates, suffix, value)
321
322
323			def get_scaffolding_and_config_name(named_config, scaffolding):
324			if os.path.exists(named_config):
325			path, cfg_name = '', named_config
326			else:
327			path, _, cfg_name = named_config.rpartition('.')
328
329			if path not in scaffolding:
330			raise KeyError('Ingredient for named config "{}" not found'
331			.format(named_config))
332			scaff = scaffolding[path]
333			return scaff, cfg_name
334
335
336			def create_run(experiment, command_name, config_updates=None,
337			named_configs=(), force=False):
338
339			sorted_ingredients = gather_ingredients_topological(experiment)
340			scaffolding = create_scaffolding(experiment, sorted_ingredients)
341			# get all split non-empty prefixes sorted from deepest to shallowest
342			prefixes = sorted([s.split('.') for s in scaffolding if s != ''],
343			reverse=True, key=lambda p: len(p))
344
345			# --------- configuration process -------------------
346
347			# Phase 1: Config updates
348			config_updates = config_updates or {}
349			config_updates = convert_to_nested_dict(config_updates)
350			root_logger, run_logger = initialize_logging(experiment, scaffolding)
351			distribute_config_updates(prefixes, scaffolding, config_updates)
352
353			# Phase 2: Named Configs
354			for ncfg in named_configs:
355			scaff, cfg_name = get_scaffolding_and_config_name(ncfg, scaffolding)
356			scaff.gather_fallbacks()
357			ncfg_updates = scaff.run_named_config(cfg_name)
358			distribute_presets(prefixes, scaffolding, ncfg_updates)
359			for ncfg_key, value in iterate_flattened(ncfg_updates):
360			set_by_dotted_path(config_updates,
361			join_paths(scaff.path, ncfg_key),
362			value)
363
364			distribute_config_updates(prefixes, scaffolding, config_updates)
365
366			# Phase 3: Normal config scopes
367			for scaffold in scaffolding.values():
368			scaffold.gather_fallbacks()
369			scaffold.set_up_config()
370
371			# update global config
372			config = get_configuration(scaffolding)
373			# run config hooks
374			config_updates = scaffold.run_config_hooks(config, config_updates,
375			command_name, run_logger)
376
377			# Phase 4: finalize seeding
378			for scaffold in reversed(list(scaffolding.values())):
379			scaffold.set_up_seed() # partially recursive
380
381			config = get_configuration(scaffolding)
382			config_modifications = get_config_modifications(scaffolding)
383
384			# ----------------------------------------------------
385
386			experiment_info = experiment.get_experiment_info()
387			host_info = get_host_info()
388			main_function = get_command(scaffolding, command_name)
389			pre_runs = [pr for ing in sorted_ingredients for pr in ing.pre_run_hooks]
390			post_runs = [pr for ing in sorted_ingredients for pr in ing.post_run_hooks]
391
392			run = Run(config, config_modifications, main_function,
393			copy(experiment.observers), root_logger, run_logger,
394			experiment_info, host_info, pre_runs, post_runs,
395			experiment.captured_out_filter)
396
397			if hasattr(main_function, 'unobserved'):
398			run.unobserved = main_function.unobserved
399
400			run.force = force
401
402			for scaffold in scaffolding.values():
403			scaffold.finalize_initialization(run=run)
404
405			return run
406

IDSIA / sacred

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Scaffold.get_config_updates_recursive() A

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