[addresses] refactoring address component dependency graphs
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@@ -46,15 +46,43 @@ this_dir = os.path.realpath(os.path.dirname(__file__))
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PARSER_DEFAULT_CONFIG = os.path.join(this_dir, os.pardir, os.pardir, os.pardir,
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'resources', 'parser', 'default.yaml')
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class ComponentDependencies(object):
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'''
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Declare an address component and its dependencies e.g.
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a house_numer cannot be used in the absence of a road name.
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'''
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def __init__(self, name, dependencies=tuple()):
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self.name = name
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self.dependencies = dependencies
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component_bit_values = {}
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def __init__(self, graph):
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self.dependencies = {}
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self.all_values = long('1' * len(graph), 2)
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self.dependency_order = [c for c in topsort(graph)]
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for component, deps in six.iteritems(graph):
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self.dependencies[component] = self.component_bitset(deps) if deps else self.all_values
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def __getitem__(self, key):
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return self.dependencies.__getitem__(key)
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def __contains__(self, key):
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return self.dependencies.__contains__(key)
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@classmethod
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def get_component_bit_value(cls, name):
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val = cls.component_bit_values.get(name)
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if val is None:
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num_values = len(cls.component_bit_values)
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val = 1 << num_values
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cls.component_bit_values[name] = val
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return val
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@classmethod
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def component_bitset(cls, components):
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return reduce(operator.or_, [cls.get_component_bit_value(name) for name in components])
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class AddressComponents(object):
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@@ -162,20 +190,10 @@ class AddressComponents(object):
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self.geonames = geonames
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def setup_component_dependencies(self):
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self.component_dependencies = defaultdict(dict)
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self.component_dependency_order = {}
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self.component_bit_values = {}
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self.valid_component_bitsets = set()
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self.component_combinations = set()
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self.component_dependencies = {}
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default_deps = self.config.get('component_dependencies', {})
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all_values = 0
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for i, component in enumerate(AddressFormatter.address_formatter_fields):
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self.component_bit_values[component] = 1 << i
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all_values |= 1 << i
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country_components = default_deps.pop('exceptions', {})
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for c in list(country_components):
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conf = copy.deepcopy(default_deps)
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@@ -186,16 +204,8 @@ class AddressComponents(object):
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for country, country_deps in six.iteritems(country_components):
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graph = {k: c['dependencies'] for k, c in six.iteritems(country_deps)}
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graph.update({c: [] for c in AddressFormatter.address_formatter_fields if c not in graph})
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self.component_dependency_order[country] = [c for c in topsort(graph) if graph[c]]
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for component, conf in six.iteritems(country_deps):
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deps = conf['dependencies']
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self.component_dependencies[country][component] = self.component_bitset(deps) if deps else all_values
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self.component_dependencies = dict(self.component_dependencies)
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def component_bitset(self, components):
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return reduce(operator.or_, [self.component_bit_values[c] for c in components])
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self.component_dependencies[country] = ComponentDependencies(graph)
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def address_level_dropout_order(self, components, country):
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'''
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@@ -223,23 +233,24 @@ class AddressComponents(object):
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if not components:
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return []
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component_bitset = self.component_bitset(components)
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component_bitset = ComponentDependencies.component_bitset(components)
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candidates = [c for c in components if c in self.address_level_dropout_probabilities]
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random.shuffle(candidates)
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deps = self.component_dependencies.get(country, self.component_dependencies[None])
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candidates = [c for c in reversed(deps.dependency_order) if c in components and c in self.address_level_dropout_probabilities]
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retained = set(candidates)
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dropout_order = []
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deps = self.component_dependencies.get(country, self.component_dependencies[None])
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for component in candidates:
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if component not in retained:
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continue
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for component in candidates[:-1]:
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if random.random() >= self.address_level_dropout_probabilities.get(component, 0.0):
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continue
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bit_value = self.component_bit_values.get(component, 0)
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bit_value = deps.component_bit_values.get(component, 0)
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candidate_bitset = component_bitset ^ bit_value
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if all((candidate_bitset & deps[c] for c in retained if c != component)):
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if all(((candidate_bitset & deps[c]) for c in retained if c != component)) or not (component_bitset & deps[component]):
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dropout_order.append(component)
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component_bitset = candidate_bitset
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retained.remove(component)
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@@ -1344,8 +1355,8 @@ class AddressComponents(object):
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return
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component_bitset = self.component_bitset(address_components)
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dep_order = self.component_dependency_order.get(country, self.component_dependency_order[None])
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deps = self.component_dependencies.get(country, self.component_dependencies[None])
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dep_order = deps.dependency_order
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for c in dep_order:
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if c not in address_components:
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