#!/usr/bin/env python  """ Deduce types for usage observations.  Copyright (C) 2014, 2015, 2016, 2017 Paul Boddie <paul@boddie.org.uk>  This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 3 of the License, or (at your option) any later version.  This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.  You should have received a copy of the GNU General Public License along with this program.  If not, see <http://www.gnu.org/licenses/>. """  from common import first, get_assigned_attributes, get_attrnames, \                    get_invoked_attributes, get_name_path, init_item, \                    order_dependencies_partial, sorted_output, \                    AccessLocation, CommonOutput, Location from encoders import encode_access_location, encode_alias_location, \                      encode_constrained, encode_instruction, encode_location, \                      encode_usage, get_kinds, \                      test_label_for_kind, test_label_for_type from errors import DeduceError from os.path import join from referencing import combine_types, is_single_class_type, separate_types, \                         Reference  class Deducer(CommonOutput):      "Deduce types in a program."      root_class_type = "__builtins__.object"      def __init__(self, importer, output):          """         Initialise an instance using the given 'importer' that will perform         deductions on the program information, writing the results to the given         'output' directory.         """          self.importer = importer         self.output = output          # Descendants of classes.          self.descendants = {}         self.init_descendants()         self.init_special_attributes()          # Map locations to usage in order to determine specific types.          self.location_index = {}          # Map access locations to definition locations.          self.access_index = {}          # Map definition locations to affected accesses.          self.access_index_rev = {}          # Map aliases to accesses that define them.          self.alias_index = {}          # Map accesses to aliases whose initial values are influenced by them.          self.alias_index_rev = {}          # Map definitions and accesses to initialised names.          self.initialised_names = {}         self.initialised_accesses = {}          # Map constant accesses to redefined accesses.          self.const_accesses = {}         self.const_accesses_rev = {}          # Map usage observations to assigned attributes.          self.assigned_attrs = {}          # Map usage observations to objects.          self.attr_class_types = {}         self.attr_instance_types = {}         self.attr_module_types = {}          # All known attribute names.          self.all_attrnames = set()          # Modified attributes from usage observations.          self.modified_attributes = {}          # Accesses that are assignments or invocations.          self.reference_assignments = set()         self.reference_invocations = {}         self.reference_invocations_unsuitable = {}          # Map locations to types, constrained indicators and attributes.          self.accessor_class_types = {}         self.accessor_instance_types = {}         self.accessor_module_types = {}         self.provider_class_types = {}         self.provider_instance_types = {}         self.provider_module_types = {}         self.accessor_constrained = set()         self.access_constrained = set()         self.referenced_attrs = {}         self.referenced_objects = {}          # Details of access operations.          self.access_plans = {}          # Specific attribute access information.          self.access_instructions = {}         self.accessor_kinds = {}          # Accumulated information about accessors and providers.          self.accessor_general_class_types = {}         self.accessor_general_instance_types = {}         self.accessor_general_module_types = {}         self.accessor_all_types = {}         self.accessor_all_general_types = {}         self.provider_all_types = {}         self.accessor_guard_tests = {}          # Accumulated information about accessed attributes and         # access/attribute-specific accessor tests.          self.reference_all_attrs = {}         self.reference_all_providers = {}         self.reference_all_provider_kinds = {}         self.reference_all_accessor_types = {}         self.reference_all_accessor_general_types = {}         self.reference_test_types = {}         self.reference_test_accessor_type = {}          # The processing workflow itself.          self.init_usage_index()         self.init_attr_type_indexes()         self.init_combined_attribute_index()         self.init_accessors()         self.init_accesses()         self.init_aliases()         self.modify_mutated_attributes()         self.identify_references()         self.classify_accessors()         self.classify_accesses()         self.initialise_access_plans()         self.initialise_access_instructions()         self.identify_dependencies()      def to_output(self):          "Write the output files using deduction information."          self.check_output()          self.write_mutations()         self.write_accessors()         self.write_accesses()         self.write_access_plans()      def write_mutations(self):          """         Write mutation-related output in the following format:          qualified name " " original object type          Object type can be "<class>", "<function>" or "<var>".         """          f = open(join(self.output, "mutations"), "w")         try:             attrs = self.modified_attributes.items()             attrs.sort()              for attr, value in attrs:                 print >>f, attr, value         finally:             f.close()      def write_accessors(self):          """         Write reference-related output in the following format for types:          location " " ( "constrained" | "deduced" ) " " attribute type " " most general type names " " number of specific types          Note that multiple lines can be given for each location, one for each         attribute type.          Locations have the following format:          qualified name of scope ":" local name ":" name version          The attribute type can be "<class>", "<instance>", "<module>" or "<>",         where the latter indicates an absence of suitable references.          Type names indicate the type providing the attributes, being either a         class or module qualified name.          ----          A summary of accessor types is formatted as follows:          location " " ( "constrained" | "deduced" ) " " ( "specific" | "common" | "unguarded" ) " " most general type names " " number of specific types          This summary groups all attribute types (class, instance, module) into a         single line in order to determine the complexity of identifying an         accessor.          ----          References that cannot be supported by any types are written to a         warnings file in the following format:          location          ----          For each location where a guard would be asserted to guarantee the         nature of an object, the following format is employed:          location " " ( "specific" | "common" ) " " object kind " " object types          Object kind can be "<class>", "<instance>" or "<module>".          ----          A summary of aliases is formatted as follows:          location " " locations         """          f_type_summary = open(join(self.output, "type_summary"), "w")         f_types = open(join(self.output, "types"), "w")         f_warnings = open(join(self.output, "type_warnings"), "w")         f_guards = open(join(self.output, "guards"), "w")         f_aliases = open(join(self.output, "aliases"), "w")          try:             locations = self.accessor_class_types.keys()             locations.sort()              for location in locations:                 constrained = location in self.accessor_constrained                  # Accessor information.                  class_types = self.accessor_class_types[location]                 instance_types = self.accessor_instance_types[location]                 module_types = self.accessor_module_types[location]                  general_class_types = self.accessor_general_class_types[location]                 general_instance_types = self.accessor_general_instance_types[location]                 general_module_types = self.accessor_general_module_types[location]                  all_types = self.accessor_all_types[location]                 all_general_types = self.accessor_all_general_types[location]                  if class_types:                     print >>f_types, encode_location(location), encode_constrained(constrained), "<class>", \                         sorted_output(general_class_types), len(class_types)                  if instance_types:                     print >>f_types, encode_location(location), encode_constrained(constrained), "<instance>", \                         sorted_output(general_instance_types), len(instance_types)                  if module_types:                     print >>f_types, encode_location(location), encode_constrained(constrained), "<module>", \                         sorted_output(general_module_types), len(module_types)                  if not all_types:                     print >>f_types, encode_location(location), "deduced", "<>", 0                     attrnames = list(self.location_index[location])                     attrnames.sort()                     print >>f_warnings, encode_location(location), "; ".join(map(encode_usage, attrnames))                  guard_test = self.accessor_guard_tests.get(location)                 if guard_test:                     guard_test_type, guard_test_arg = guard_test                  # Write specific type guard details.                  if guard_test and guard_test_type == "specific":                     print >>f_guards, encode_location(location), "-".join(guard_test), \                         first(get_kinds(all_types)), \                         sorted_output(all_types)                  # Write common type guard details.                  elif guard_test and guard_test_type == "common":                     print >>f_guards, encode_location(location), "-".join(guard_test), \                         first(get_kinds(all_general_types)), \                         sorted_output(all_general_types)                  print >>f_type_summary, encode_location(location), encode_constrained(constrained), \                     guard_test and "-".join(guard_test) or "unguarded", sorted_output(all_general_types), len(all_types)              # Aliases are visited separately from accessors, even though they             # are often the same thing.              locations = self.alias_index.keys()             locations.sort()              for location in locations:                 accesses = []                 for access_location in self.alias_index[location]:                     invocation = access_location in self.reference_invocations                     accesses.append(encode_alias_location(access_location, invocation))                 invocation = location in self.reference_invocations                 print >>f_aliases, encode_alias_location(location, invocation), ", ".join(accesses)          finally:             f_type_summary.close()             f_types.close()             f_warnings.close()             f_guards.close()             f_aliases.close()      def write_accesses(self):          """         Specific attribute output is produced in the following format:          location " " ( "constrained" | "deduced" ) " " attribute type " " attribute references          Note that multiple lines can be given for each location and attribute         name, one for each attribute type.          Locations have the following format:          qualified name of scope ":" local name ":" attribute name ":" access number          The attribute type can be "<class>", "<instance>", "<module>" or "<>",         where the latter indicates an absence of suitable references.          Attribute references have the following format:          object type ":" qualified name          Object type can be "<class>", "<function>" or "<var>".          ----          A summary of attributes is formatted as follows:          location " " attribute name " " ( "constrained" | "deduced" ) " " test " " attribute references          This summary groups all attribute types (class, instance, module) into a         single line in order to determine the complexity of each access.          Tests can be "validate", "specific", "untested", "guarded-validate" or "guarded-specific".          ----          For each access where a test would be asserted to guarantee the         nature of an attribute, the following formats are employed:          location " " attribute name " " "validate"         location " " attribute name " " "specific" " " attribute type " " object type          ----          References that cannot be supported by any types are written to a         warnings file in the following format:          location         """          f_attr_summary = open(join(self.output, "attribute_summary"), "w")         f_attrs = open(join(self.output, "attributes"), "w")         f_tests = open(join(self.output, "tests"), "w")         f_warnings = open(join(self.output, "attribute_warnings"), "w")         f_unsuitable = open(join(self.output, "invocation_warnings"), "w")          try:             locations = self.referenced_attrs.keys()             locations.sort()              for location in locations:                 constrained = location in self.access_constrained                  # Attribute information, both name-based and anonymous.                  referenced_attrs = self.referenced_attrs[location]                  if referenced_attrs:                     attrname = location.get_attrname()                      all_accessed_attrs = list(set(self.reference_all_attrs[location]))                     all_accessed_attrs.sort()                      for attrtype, attrs in self.get_referenced_attrs(location):                         print >>f_attrs, encode_access_location(location), encode_constrained(constrained), attrtype, sorted_output(attrs)                      test_type = self.reference_test_types.get(location)                      # Write the need to test at run time.                      if test_type[0] == "validate":                         print >>f_tests, encode_access_location(location), "-".join(test_type)                      # Write any type checks for anonymous accesses.                      elif test_type and self.reference_test_accessor_type.get(location):                         print >>f_tests, encode_access_location(location), "-".join(test_type), \                             sorted_output(all_accessed_attrs), \                             self.reference_test_accessor_type[location]                      print >>f_attr_summary, encode_access_location(location), encode_constrained(constrained), \                         test_type and "-".join(test_type) or "untested", sorted_output(all_accessed_attrs)                      # Write details of potentially unsuitable invocation                     # occurrences.                      unsuitable = self.reference_invocations_unsuitable.get(location)                     if unsuitable:                         unsuitable = map(str, unsuitable)                         unsuitable.sort()                         print >>f_unsuitable, encode_access_location(location), ", ".join(unsuitable)                  else:                     print >>f_warnings, encode_access_location(location)          finally:             f_attr_summary.close()             f_attrs.close()             f_tests.close()             f_warnings.close()             f_unsuitable.close()      def write_access_plans(self):          """         Write access and instruction plans.          Each attribute access is written out as a plan of the following form:          location " " name " " test " " test type " " base " " traversed attributes                  " " traversal access modes " " attributes to traverse                  " " context " " context test " " first access method                  " " final access method " " static attribute " " accessor kinds          Locations have the following format:          qualified name of scope "." local name ":" name version          Traversal access modes are either "class" (obtain accessor class to         access attribute) or "object" (obtain attribute directly from accessor).         """          f_attrs = open(join(self.output, "attribute_plans"), "w")          try:             locations = self.access_plans.keys()             locations.sort()              for location in locations:                 name, test, test_type, base, \                     traversed, traversal_modes, attrnames, \                     context, context_test, \                     first_method, final_method, \                     attr, accessor_kinds = self.access_plans[location]                  print >>f_attrs, encode_access_location(location), \                                  name or "{}", \                                  test and "-".join(test) or "{}", \                                  test_type or "{}", \                                  base or "{}", \                                  ".".join(traversed) or "{}", \                                  ".".join(traversal_modes) or "{}", \                                  ".".join(attrnames) or "{}", \                                  context, context_test, \                                  first_method, final_method, attr or "{}", \                                  ",".join(accessor_kinds)          finally:             f_attrs.close()          f = open(join(self.output, "instruction_plans"), "w")         try:             access_instructions = self.access_instructions.items()             access_instructions.sort()              for location, instructions in access_instructions:                 print >>f, encode_access_location(location), "..."                 for instruction in instructions:                     print >>f, encode_instruction(instruction)                 print >>f          finally:             f.close()      def classify_accessors(self):          "For each program location, classify accessors."          # Where instance and module types are defined, class types are also         # defined. See: init_definition_details          locations = self.accessor_class_types.keys()          for location in locations:             constrained = location in self.accessor_constrained              # Provider information.              class_types = self.provider_class_types[location]             instance_types = self.provider_instance_types[location]             module_types = self.provider_module_types[location]              # Collect specific and general type information.              self.provider_all_types[location] = \                 combine_types(class_types, instance_types, module_types)              # Accessor information.              class_types = self.accessor_class_types[location]             self.accessor_general_class_types[location] = \                 general_class_types = self.get_most_general_class_types(class_types)              instance_types = self.accessor_instance_types[location]             self.accessor_general_instance_types[location] = \                 general_instance_types = self.get_most_general_class_types(instance_types)              module_types = self.accessor_module_types[location]             self.accessor_general_module_types[location] = \                 general_module_types = self.get_most_general_module_types(module_types)              # Collect specific and general type information.              self.accessor_all_types[location] = all_types = \                 combine_types(class_types, instance_types, module_types)              self.accessor_all_general_types[location] = all_general_types = \                 combine_types(general_class_types, general_instance_types, general_module_types)              # Record guard information but only for accessors employed by             # accesses. There are no attribute accesses to guard, otherwise.              if not constrained and self.access_index_rev.get(location):                  # Record specific type guard details.                  if len(all_types) == 1:                     self.accessor_guard_tests[location] = ("specific", test_label_for_type(first(all_types)))                 elif is_single_class_type(all_types):                     self.accessor_guard_tests[location] = ("specific", "object")                  # Record common type guard details.                  elif len(all_general_types) == 1:                     self.accessor_guard_tests[location] = ("common", test_label_for_type(first(all_types)))                 elif is_single_class_type(all_general_types):                     self.accessor_guard_tests[location] = ("common", "object")                  # Otherwise, no convenient guard can be defined.      def classify_accesses(self):          "For each program location, classify accesses."          # Attribute accesses use potentially different locations to those of         # accessors.          locations = self.referenced_attrs.keys()          for location in locations:             constrained = location in self.access_constrained              # Combine type information from all accessors supplying the access.              accessor_locations = self.get_accessors_for_access(location)              all_provider_types = set()             all_accessor_types = set()             all_accessor_general_types = set()              for accessor_location in accessor_locations:                  # Obtain the provider types for guard-related attribute access                 # checks.                  all_provider_types.update(self.provider_all_types.get(accessor_location))                  # Obtain the accessor guard types (specific and general).                  all_accessor_types.update(self.accessor_all_types.get(accessor_location))                 all_accessor_general_types.update(self.accessor_all_general_types.get(accessor_location))              # Obtain basic properties of the types involved in the access.              single_accessor_type = len(all_accessor_types) == 1             single_accessor_class_type = is_single_class_type(all_accessor_types)             single_accessor_general_type = len(all_accessor_general_types) == 1             single_accessor_general_class_type = is_single_class_type(all_accessor_general_types)              # Determine whether the attribute access is guarded or not.              guarded = (                 single_accessor_type or single_accessor_class_type or                 single_accessor_general_type or single_accessor_general_class_type                 )              if guarded:                 (guard_class_types, guard_instance_types, guard_module_types,                     _function_types, _var_types) = separate_types(all_provider_types)              self.reference_all_accessor_types[location] = all_accessor_types             self.reference_all_accessor_general_types[location] = all_accessor_general_types              # Attribute information, both name-based and anonymous.              referenced_attrs = self.referenced_attrs[location]              if not referenced_attrs:                 raise DeduceError("In %s, access via %s to attribute %s (occurrence %d) cannot be identified." % location)              # Record attribute information for each name used on the             # accessor.              attrname = location.get_attrname()              self.reference_all_attrs[location] = all_accessed_attrs = []             self.reference_all_providers[location] = all_providers = []             self.reference_all_provider_kinds[location] = all_provider_kinds = set()              # Obtain provider and attribute details for this kind of             # object.              for attrtype, object_type, attr in referenced_attrs:                 all_accessed_attrs.append(attr)                 all_providers.append(object_type)                 all_provider_kinds.add(attrtype)              # Obtain reference and provider information as sets for the             # operations below, retaining the list forms for use with             # instruction plan preparation.              all_accessed_attrs = set(all_accessed_attrs)             all_providers = set(all_providers)             all_general_providers = self.get_most_general_types(all_providers)              # Determine which attributes would be provided by the             # accessor types upheld by a guard.              if guarded:                 guard_attrs = set()                  for _attrtype, object_type, attr in \                     self._identify_reference_attribute(location, attrname, guard_class_types, guard_instance_types, guard_module_types):                      guard_attrs.add(attr)             else:                 guard_attrs = None              # Constrained accesses guarantee the nature of the accessor.             # However, there may still be many types involved.              if constrained:                 if single_accessor_type:                     self.reference_test_types[location] = ("constrained", "specific", test_label_for_type(first(all_accessor_types)))                 elif single_accessor_class_type:                     self.reference_test_types[location] = ("constrained", "specific", "object")                 elif single_accessor_general_type:                     self.reference_test_types[location] = ("constrained", "common", test_label_for_type(first(all_accessor_general_types)))                 elif single_accessor_general_class_type:                     self.reference_test_types[location] = ("constrained", "common", "object")                 else:                     self.reference_test_types[location] = ("constrained", "many")              # Suitably guarded accesses, where the nature of the             # accessor can be guaranteed, do not require the attribute             # involved to be validated. Otherwise, for unguarded             # accesses, access-level tests are required.              elif guarded and all_accessed_attrs.issubset(guard_attrs):                 if single_accessor_type:                     self.reference_test_types[location] = ("guarded", "specific", test_label_for_type(first(all_accessor_types)))                 elif single_accessor_class_type:                     self.reference_test_types[location] = ("guarded", "specific", "object")                 elif single_accessor_general_type:                     self.reference_test_types[location] = ("guarded", "common", test_label_for_type(first(all_accessor_general_types)))                 elif single_accessor_general_class_type:                     self.reference_test_types[location] = ("guarded", "common", "object")              # Record the need to test the type of anonymous and             # unconstrained accessors.              elif len(all_providers) == 1:                 provider = first(all_providers)                 if provider != self.root_class_type:                     all_accessor_kinds = set(get_kinds(all_accessor_types))                     if len(all_accessor_kinds) == 1:                         test_type = ("test", "specific", test_label_for_kind(first(all_accessor_kinds)))                     else:                         test_type = ("test", "specific", "object")                     self.reference_test_types[location] = test_type                     self.reference_test_accessor_type[location] = provider              elif len(all_general_providers) == 1:                 provider = first(all_general_providers)                 if provider != self.root_class_type:                     all_accessor_kinds = set(get_kinds(all_accessor_general_types))                     if len(all_accessor_kinds) == 1:                         test_type = ("test", "common", test_label_for_kind(first(all_accessor_kinds)))                     else:                         test_type = ("test", "common", "object")                     self.reference_test_types[location] = test_type                     self.reference_test_accessor_type[location] = provider              # Record the need to test the identity of the attribute.              else:                 self.reference_test_types[location] = ("validate",)      def initialise_access_plans(self):          "Define attribute access plans."          for location in self.referenced_attrs.keys():             original_location = self.const_accesses_rev.get(location)             self.access_plans[original_location or location] = self.get_access_plan(location)      def identify_dependencies(self):          "Introduce more module dependencies to the importer."          for location, referenced_attrs in self.referenced_attrs.items():              # Identify references providing dependencies.              for attrtype, objtype, attr in referenced_attrs:                 self.importer.add_dependency(location.path, attr.get_origin())      def get_referenced_attrs(self, location):          """         Return attributes referenced at the given access 'location' by the given         'attrname' as a list of (attribute type, attribute set) tuples.         """          d = {}         for attrtype, objtype, attr in self.referenced_attrs[location]:             init_item(d, attrtype, set)             d[attrtype].add(attr.unaliased())         l = d.items()         l.sort() # class, module, instance         return l      # Initialisation methods.      def init_descendants(self):          "Identify descendants of each class."          for name in self.importer.classes.keys():             self.get_descendants_for_class(name)      def get_descendants_for_class(self, name):          """         Use subclass information to deduce the descendants for the class of the         given 'name'.         """          if not self.descendants.has_key(name):             descendants = set()              for subclass in self.importer.subclasses[name]:                 descendants.update(self.get_descendants_for_class(subclass))                 descendants.add(subclass)              self.descendants[name] = descendants          return self.descendants[name]      def init_special_attributes(self):          "Add special attributes to the classes for inheritance-related tests."          all_class_attrs = self.importer.all_class_attrs          for name, descendants in self.descendants.items():             for descendant in descendants:                 all_class_attrs[descendant]["#%s" % name] = name          for name in all_class_attrs.keys():             all_class_attrs[name]["#%s" % name] = name      def init_usage_index(self):          """         Create indexes for module and function attribute usage and for anonymous         accesses.         """          for module in self.importer.get_modules():             for path, assignments in module.attr_usage.items():                 self.add_usage(assignments, path)          for path, all_attrnames in self.importer.all_attr_accesses.items():             for attrnames in all_attrnames:                 attrname = get_attrnames(attrnames)[-1]                 access_location = AccessLocation(path, None, attrnames, 0)                 self.add_usage_term(access_location, ((attrname, False, False),))      def add_usage(self, assignments, path):          """         Collect usage from the given 'assignments', adding 'path' details to         each record if specified. Add the usage to an index mapping to location         information, as well as to an index mapping locations to usages.         """          for name, versions in assignments.items():             for i, usages in enumerate(versions):                 location = Location(path, name, None, i)                  for usage in usages:                     self.add_usage_term(location, usage)      def add_usage_term(self, location, usage):          """         For 'location' and using 'usage' as a description of usage, record         in the usage index a mapping from the usage to 'location', and record in         the location index a mapping from 'location' to the usage.         """          init_item(self.location_index, location, set)         self.location_index[location].add(usage)      def init_accessors(self):          "Create indexes for module and function accessor information."          for module in self.importer.get_modules():             for path, all_accesses in module.attr_accessors.items():                 self.add_accessors(all_accesses, path)      def add_accessors(self, all_accesses, path):          """         For attribute accesses described by the mapping of 'all_accesses' from         name details to accessor details, record the locations of the accessors         for each access.         """          # Get details for each access combining the given name and attribute.          for (name, attrnames), accesses in all_accesses.items():              # Obtain the usage details using the access information.              for access_number, versions in enumerate(accesses):                 access_location = AccessLocation(path, name, attrnames, access_number)                 locations = []                  for version in versions:                     location = Location(path, name, None, version)                     locations.append(location)                      # Map accessors to affected accesses.                      l = init_item(self.access_index_rev, location, set)                     l.add(access_location)                  # Map accesses to supplying accessors.                  self.access_index[access_location] = locations      def get_accessors_for_access(self, access_location):          "Find a definition providing accessor details, if necessary."          try:             return self.access_index[access_location]         except KeyError:             return [access_location]      def init_accesses(self):          """         Check that attributes used in accesses are actually defined on some         object. This can be overlooked if unknown attributes are employed in         attribute chains.          Initialise collections for accesses involving assignments.         """          # For each scope, obtain access details.          for path, all_accesses in self.importer.all_attr_access_modifiers.items():              # For each combination of name and attribute names, obtain             # applicable modifiers.              for (name, attrname_str), modifiers in all_accesses.items():                  # For each access, determine the name versions affected by                 # assignments.                  for access_number, (assignment, invocation) in enumerate(modifiers):                      if name:                         access_location = AccessLocation(path, name, attrname_str, access_number)                     else:                         access_location = AccessLocation(path, None, attrname_str, 0)                      # Plain name accesses do not employ attributes and are                     # ignored. Whether they are invoked is of interest, however.                      if not attrname_str:                         if invocation:                             self.reference_invocations[access_location] = invocation                         continue                      attrnames = get_attrnames(attrname_str)                      # Check the attribute names.                      for attrname in attrnames:                         if not attrname in self.all_attrnames:                             raise DeduceError("In %s, attribute %s is not defined in the program." % (path, attrname))                      # Now only process assignments and invocations.                      if invocation:                         self.reference_invocations[access_location] = invocation                         continue                     elif not assignment:                         continue                      # Associate assignments with usage.                      self.reference_assignments.add(access_location)                      # Assignment occurs for the only attribute.                      if len(attrnames) == 1:                         accessor_locations = self.get_accessors_for_access(access_location)                          for location in accessor_locations:                             for usage in self.location_index[location]:                                 init_item(self.assigned_attrs, usage, set)                                 self.assigned_attrs[usage].add((path, name, attrnames[0]))                      # Assignment occurs for the final attribute.                      else:                         usage = ((attrnames[-1], False, False),)                         init_item(self.assigned_attrs, usage, set)                         self.assigned_attrs[usage].add((path, name, attrnames[-1]))      def init_aliases(self):          "Expand aliases so that alias-based accesses can be resolved."          # Get aliased names with details of their accesses.          for (path, name), all_aliases in self.importer.all_aliased_names.items():              # For each version of the name, obtain the access locations.              for version, aliases in all_aliases.items():                 for (original_path, original_name, attrnames, access_number) in aliases:                     accessor_location = Location(path, name, None, version)                     access_location = AccessLocation(original_path, original_name, attrnames, access_number)                     init_item(self.alias_index, accessor_location, list)                     self.alias_index[accessor_location].append(access_location)          # Get initialised name information for accessors and accesses.          for (path, name), versions in self.importer.all_initialised_names.items():             for version, ref in versions.items():                 location = Location(path, name, None, version)                  self.initialised_names[location] = ref                  access_locations = self.access_index_rev.get(location)                 if access_locations:                     for access_location in access_locations:                         init_item(self.initialised_accesses, access_location, set)                         self.initialised_accesses[access_location].add(ref)          # Get a mapping from accesses to affected aliases.          for accessor_location, access_locations in self.alias_index.items():             for access_location in access_locations:                 init_item(self.alias_index_rev, access_location, set)                 self.alias_index_rev[access_location].add(accessor_location)      # Attribute mutation for types.      def modify_mutated_attributes(self):          "Identify known, mutated attributes and change their state."          # Usage-based accesses.          for usage, all_attrnames in self.assigned_attrs.items():             if not usage:                 continue              for path, name, attrname in all_attrnames:                 class_types = self.get_class_types_for_usage(usage)                 only_instance_types = set(self.get_instance_types_for_usage(usage)).difference(class_types)                 module_types = self.get_module_types_for_usage(usage)                  # Detect self usage within methods in order to narrow the scope                 # of the mutation.                  t = name == "self" and self.constrain_self_reference(path, class_types, only_instance_types)                 if t:                     class_types, only_instance_types, module_types, constrained = t                 objects = set(class_types).union(only_instance_types).union(module_types)                  self.mutate_attribute(objects, attrname)      def mutate_attribute(self, objects, attrname):          "Mutate static 'objects' with the given 'attrname'."          for name in objects:             attr = "%s.%s" % (name, attrname)             value = self.importer.get_object(attr)              # If the value is None, the attribute is             # inherited and need not be set explicitly on             # the class concerned.              if value:                 self.modified_attributes[attr] = value                 self.importer.set_object(attr, value.as_var())      # Simplification of types.      def get_most_general_types(self, types):          "Return the most general types for the given 'types'."          module_types = set()         class_types = set()          for type in types:             ref = self.importer.identify(type)             if ref.has_kind("<module>"):                 module_types.add(type)             else:                 class_types.add(type)          types = set(self.get_most_general_module_types(module_types))         types.update(self.get_most_general_class_types(class_types))         return types      def get_most_general_class_types(self, class_types):          "Return the most general types for the given 'class_types'."          class_types = set(class_types)         to_remove = set()          for class_type in class_types:             for base in self.importer.classes[class_type]:                 base = base.get_origin()                 descendants = self.descendants[base]                 if base in class_types and descendants.issubset(class_types):                     to_remove.update(descendants)          class_types.difference_update(to_remove)         return class_types      def get_most_general_module_types(self, module_types):          "Return the most general type for the given 'module_types'."          # Where all modules are provided, an object would provide the same         # attributes.          if len(module_types) == len(self.importer.modules):             return [self.root_class_type]         else:             return module_types      # More efficient usage-to-type indexing and retrieval.      def init_attr_type_indexes(self):          "Identify the types that can support each attribute name."          self._init_attr_type_index(self.attr_class_types, self.importer.all_class_attrs)         self._init_attr_type_index(self.attr_instance_types, self.importer.all_instance_attrs, True)         self._init_attr_type_index(self.attr_instance_types, self.importer.all_combined_attrs, False)         self._init_attr_type_index(self.attr_module_types, self.importer.all_module_attrs)      def _init_attr_type_index(self, attr_types, attrs, assignment=None):          """         Initialise the 'attr_types' attribute-to-types mapping using the given         'attrs' type-to-attributes mapping.         """          for name, attrnames in attrs.items():             for attrname in attrnames:                  # Permit general access for certain kinds of object.                  if assignment is None:                     init_item(attr_types, (attrname, False), set)                     init_item(attr_types, (attrname, True), set)                     attr_types[(attrname, False)].add(name)                     attr_types[(attrname, True)].add(name)                  # Restrict attribute assignment for instances.                  else:                     init_item(attr_types, (attrname, assignment), set)                     attr_types[(attrname, assignment)].add(name)      def get_class_types_for_usage(self, usage):          "Return names of classes supporting the given 'usage'."          return self._get_types_for_usage(usage, self.attr_class_types, self.importer.all_class_attrs)      def get_instance_types_for_usage(self, usage):          """         Return names of classes whose instances support the given 'usage'         (as either class or instance attributes).         """          return self._get_types_for_usage(usage, self.attr_instance_types, self.importer.all_combined_attrs)      def get_module_types_for_usage(self, usage):          "Return names of modules supporting the given 'usage'."          return self._get_types_for_usage(usage, self.attr_module_types, self.importer.all_module_attrs)      def _get_types_for_usage(self, usage, attr_types, attrs):          """         For the given 'usage' representing attribute usage, return types         recorded in the 'attr_types' attribute-to-types mapping that support         such usage, with the given 'attrs' type-to-attributes mapping used to         quickly assess whether a type supports all of the stated attributes.         """          # Where no attributes are used, any type would be acceptable.          if not usage:             return attrs.keys()          keys = []         for attrname, invocation, assignment in usage:             keys.append((attrname, assignment))          # Obtain types supporting the first (attribute name, assignment) key...          types = set(attr_types.get(keys[0]) or [])          for key in keys[1:]:                          # Record types that support all of the other attributes as well.              types.intersection_update(attr_types.get(key) or [])          return types      def init_combined_attribute_index(self):          "Initialise a combined index for the detection of invalid attributes."          self.all_attrnames = set()         for attrs in (self.importer.all_combined_attrs, self.importer.all_module_attrs):             for name, attrnames in attrs.items():                 self.all_attrnames.update(attrnames)      # Reference identification.      def identify_references(self):          "Identify references using usage and name reference information."          # Names with associated attribute usage.          for location, usages in self.location_index.items():              # Obtain attribute usage associated with a name, deducing the nature             # of the name. Obtain types only for branches involving attribute             # usage. (In the absence of usage, any type could be involved, but             # then no accesses exist to require knowledge of the type.)              have_usage = False             have_no_usage_branch = False              for usage in usages:                 if not usage:                     have_no_usage_branch = True                     continue                 elif not have_usage:                     self.init_definition_details(location)                     have_usage = True                 self.record_types_for_usage(location, usage)              # Where some usage occurs, but where branches without usage also             # occur, record the types for those branches anyway.              if have_usage and have_no_usage_branch:                 self.init_definition_details(location)                 self.record_types_for_usage(location, None)          # Specific name-based attribute accesses.          for access_location, accessor_locations in self.access_index.items():             self.record_types_for_access(access_location, accessor_locations)          # Anonymous references with attribute chains.          for path, accesses in self.importer.all_attr_accesses.items():              # Get distinct attribute names.              all_attrnames = set()              for attrnames in accesses:                 all_attrnames.update(get_attrnames(attrnames))              # Get attribute and accessor details for each attribute name.              for attrname in all_attrnames:                 access_location = AccessLocation(path, None, attrname, 0)                 self.record_types_for_attribute(access_location, attrname)          # References via constant/identified objects.          for path, name_accesses in self.importer.all_const_accesses.items():              # A mapping from the original name and attributes to resolved access             # details.              for original_access, access in name_accesses.items():                 original_name, original_attrnames = original_access                 objpath, ref, attrnames = access                  # Build an accessor combining the name and attribute names used.                  original_accessor = tuple([original_name] + original_attrnames.split("."))                  # Direct accesses to attributes.                  if not attrnames:                      # Build a descriptive location based on the original                     # details, exposing the final attribute name.                      oa, attrname = original_accessor[:-1], original_accessor[-1]                     oa = ".".join(oa)                      access_location = AccessLocation(path, oa, attrname, 0)                     accessor_location = Location(path, oa, None, 0)                     self.access_index[access_location] = [accessor_location]                      self.init_access_details(access_location)                     self.init_definition_details(accessor_location)                      # Obtain a reference for the accessor in order to properly                     # determine its type.                      if ref.get_kind() != "<instance>":                         objpath = ref.get_origin()                      objpath = objpath.rsplit(".", 1)[0]                      # Where the object name conflicts with the module                     # providing it, obtain the module details.                      if objpath in self.importer.modules:                         accessor = Reference("<module>", objpath)                     else:                         accessor = self.importer.get_object(objpath)                      self.referenced_attrs[access_location] = [(accessor.get_kind(), accessor.get_origin(), ref)]                     self.access_constrained.add(access_location)                      class_types, instance_types, module_types = accessor.get_types()                     self.record_reference_types(accessor_location, class_types, instance_types, module_types, True, True)                  else:                      # Build a descriptive location based on the original                     # details, employing the first remaining attribute name.                      l = get_attrnames(attrnames)                     attrname = l[0]                      oa = original_accessor[:-len(l)]                     oa = ".".join(oa)                      access_location = AccessLocation(path, oa, attrnames, 0)                     accessor_location = Location(path, oa, None, 0)                     self.access_index[access_location] = [accessor_location]                      self.init_access_details(access_location)                     self.init_definition_details(accessor_location)                      class_types, instance_types, module_types = ref.get_types()                      self.identify_reference_attributes(access_location, attrname, class_types, instance_types, module_types, True)                     self.record_reference_types(accessor_location, class_types, instance_types, module_types, True, True)                  # Define mappings between the original and access locations                 # so that translation can work from the source details.                  original_location = AccessLocation(path, original_name, original_attrnames, 0)                  if original_location != access_location:                     self.const_accesses[original_location] = access_location                     self.const_accesses_rev[access_location] = original_location          # Propagate alias-related information.          affected_aliases = set(self.alias_index.keys())          while True:              # Aliased name definitions. All aliases with usage will have been             # defined, but they may be refined according to referenced accesses.              updated_aliases = set()              for location in affected_aliases:                 if self.record_types_for_alias(location):                     updated_aliases.add(location)              # Define accesses employing aliases.              alias_accesses = set()             affected_aliases = set()              for alias in updated_aliases:                  # Access affected by the alias.                  if self.access_index_rev.has_key(alias):                     alias_accesses.update(self.access_index_rev[alias])                  # Another alias affected by the alias.                  elif self.alias_index_rev.has_key(alias):                     affected_aliases.update(self.alias_index_rev[alias])              # Update accesses employing aliases.              updated_accesses = set()              for access_location in alias_accesses:                 if self.record_types_for_access(access_location, self.access_index[access_location]):                     updated_accesses.add(access_location)              # Determine which aliases are affected by the updated accesses.              for access_location in updated_accesses:                 if self.alias_index_rev.has_key(access_location):                     affected_aliases.update(self.alias_index_rev[access_location])              if not affected_aliases:                 break      def constrain_types(self, path, class_types, instance_types, module_types):          """         Using the given 'path' to an object, constrain the given 'class_types',         'instance_types' and 'module_types'.          Return the class, instance, module types plus whether the types are         constrained to a specific kind of type.         """          ref = self.importer.identify(path)         if ref:              # Constrain usage suggestions using the identified object.              if ref.has_kind("<class>"):                 return (                     set(class_types).intersection([ref.get_origin()]), [], [], True                     )             elif ref.has_kind("<module>"):                 return (                     [], [], set(module_types).intersection([ref.get_origin()]), True                     )          return class_types, instance_types, module_types, False      def get_target_types(self, location, usage):          """         Return the class, instance and module types constrained for the name at         the given 'location' exhibiting the given 'usage'. Whether the types         have been constrained using contextual information is also indicated,         plus whether the types have been constrained to a specific kind of type.         """          have_assignments = get_assigned_attributes(usage)          # Detect any initialised name for the location.          if location.name:             refs = self.get_initialised_name(location)             if refs:                 (class_types, only_instance_types, module_types,                     _function_types, _var_types) = separate_types(refs)                 return class_types, only_instance_types, module_types, True, have_assignments          # Retrieve the recorded types for the usage.          class_types = self.get_class_types_for_usage(usage)         only_instance_types = set(self.get_instance_types_for_usage(usage)).difference(class_types)         module_types = self.get_module_types_for_usage(usage)          # Merge usage deductions with observations to obtain reference types         # for names involved with attribute accesses.          if not location.name:             return class_types, only_instance_types, module_types, False, have_assignments          # Obtain references to known objects.          path = get_name_path(location.path, location.name)          class_types, only_instance_types, module_types, constrained_specific = \             self.constrain_types(path, class_types, only_instance_types, module_types)          if constrained_specific:             return class_types, only_instance_types, module_types, constrained_specific, \                 constrained_specific or have_assignments          # Constrain "self" references.          if location.name == "self":              # Test for the class of the method in the deduced types.              class_name = self.in_method(location.path)              if class_name and class_name not in class_types and class_name not in only_instance_types:                 raise DeduceError("In %s, usage {%s} is not directly supported by class %s or its instances." %                                   (location.path, encode_usage(usage), class_name))              # Constrain the types to the class's hierarchy.              t = self.constrain_self_reference(location.path, class_types, only_instance_types)             if t:                 class_types, only_instance_types, module_types, constrained = t                 return class_types, only_instance_types, module_types, constrained, have_assignments          return class_types, only_instance_types, module_types, False, have_assignments      def constrain_self_reference(self, unit_path, class_types, only_instance_types):          """         Where the name "self" appears in a method, attempt to constrain the         classes involved.          Return the class, instance, module types plus whether the types are         constrained.         """          class_name = self.in_method(unit_path)          if not class_name:             return None          classes = set([class_name])         classes.update(self.get_descendants_for_class(class_name))          # Note that only instances will be expected for these references but         # either classes or instances may provide the attributes.          return (             set(class_types).intersection(classes),             set(only_instance_types).intersection(classes),             [], True             )      def in_method(self, path):          "Return whether 'path' refers to a method."          class_name, method_name = path.rsplit(".", 1)         return class_name != "__builtins__.core.type" and self.importer.classes.has_key(class_name) and class_name      def init_reference_details(self, location):          "Initialise reference-related details for 'location'."          self.init_definition_details(location)         self.init_access_details(location)      def init_definition_details(self, location):          "Initialise name definition details for 'location'."          self.accessor_class_types[location] = set()         self.accessor_instance_types[location] = set()         self.accessor_module_types[location] = set()         self.provider_class_types[location] = set()         self.provider_instance_types[location] = set()         self.provider_module_types[location] = set()      def init_access_details(self, location):          "Initialise access details at 'location'."          self.referenced_attrs[location] = {}      def record_types_for_access(self, access_location, accessor_locations):          """         Define types for the 'access_location' associated with the given         'accessor_locations'. Return whether referenced attributes were updated.         """          attrname = access_location.get_attrname()         if not attrname:             return False          invocation = access_location in self.reference_invocations         assignment = access_location in self.reference_assignments          # Collect all suggested types for the accessors. Accesses may         # require accessors from of a subset of the complete set of types.          class_types = set()         module_types = set()         instance_types = set()          constrained = True          old_referenced_attrs = self.referenced_attrs.get(access_location)          for location in accessor_locations:              # Use the type information deduced for names from above.              if self.accessor_class_types.has_key(location):                 class_types.update(self.accessor_class_types[location])                 module_types.update(self.accessor_module_types[location])                 instance_types.update(self.accessor_instance_types[location])              # Where accesses are associated with assignments but where no             # attribute usage observations have caused such an association,             # the attribute name is considered by itself.              else:                 self.init_definition_details(location)                 self.record_types_for_usage(location, [(attrname, invocation, assignment)])              constrained = location in self.accessor_constrained and constrained          self.init_access_details(access_location)         self.identify_reference_attributes(access_location, attrname, class_types, instance_types, module_types, constrained)          # Return whether the referenced attributes have changed.          return old_referenced_attrs != self.referenced_attrs.get(access_location)      def record_types_for_usage(self, accessor_location, usage):          """         Record types for the given 'accessor_location' according to the given         'usage' observations which may be None to indicate an absence of usage.         """          (class_types,          instance_types,          module_types,          constrained,          constrained_specific) = self.get_target_types(accessor_location, usage)          invocations = get_invoked_attributes(usage)          self.record_reference_types(accessor_location, class_types, instance_types,             module_types, constrained, constrained_specific, invocations)      def record_types_for_attribute(self, access_location, attrname):          """         Record types for the 'access_location' employing only the given         'attrname' for type deduction.         """          (class_types,          only_instance_types,          module_types) = self.get_types_for_attribute(attrname)          self.init_reference_details(access_location)          self.identify_reference_attributes(access_location, attrname, class_types, only_instance_types, module_types, False)         self.record_reference_types(access_location, class_types, only_instance_types, module_types, False)      def get_types_for_attribute(self, attrname):          "Return class, instance-only and module types supporting 'attrname'."          usage = ((attrname, False, False),)          class_types = self.get_class_types_for_usage(usage)         only_instance_types = set(self.get_instance_types_for_usage(usage)).difference(class_types)         module_types = self.get_module_types_for_usage(usage)          return class_types, only_instance_types, module_types      def record_types_for_alias(self, accessor_location):          """         Define types for the 'accessor_location' not having associated usage.         Return whether the types were updated.         """          have_access = self.provider_class_types.has_key(accessor_location)          # With an access, attempt to narrow the existing selection of provider         # types. Invocations attempt to find return value information, with         # instance return values also yielding class providers (since attributes         # on instances could be provided by classes).          if have_access:             provider_class_types = self.provider_class_types[accessor_location]             provider_instance_types = self.provider_instance_types[accessor_location]             provider_module_types = self.provider_module_types[accessor_location]              accessor_class_types = self.accessor_class_types[accessor_location]             accessor_instance_types = self.accessor_instance_types[accessor_location]             accessor_module_types = self.accessor_module_types[accessor_location]              # Find details for any corresponding access.              new_provider_class_types = set()             new_provider_instance_types = set()             new_provider_module_types = set()              new_accessor_class_types = set()             new_accessor_instance_types = set()             new_accessor_module_types = set()              refs = set()              for access_location in self.alias_index[accessor_location]:                 attrnames = access_location.attrnames                 invocation = self.reference_invocations.has_key(access_location)                  attrnames = attrnames and attrnames.split(".")                 remaining = attrnames and len(attrnames) > 1                  # Alias has remaining attributes: reference details do not                 # correspond to the accessor; the remaining attributes would                 # need to be traversed first.                  if remaining:                     return False                  # Alias references an attribute access.                  if attrnames:                      # Obtain references and attribute types for the access.                      attrs = self.get_references_for_access(access_location)                      if attrs:                          # Invocations converting class accessors to instances do                         # not change the nature of class providers.                          provider_attrs = self.convert_invocation_providers(attrs, invocation)                          # Accessors are updated separately, employing invocation                         # result details.                          accessor_attrs = self.convert_invocations(attrs, invocation)                  # Alias references a name, not an access.                  else:                     # Attempt to refine the types using initialised names or                     # accessors.                      attrs = self.get_initialised_access(access_location)                      if attrs:                         provider_attrs = self.convert_invocation_providers(attrs, invocation)                         accessor_attrs = self.convert_invocations(attrs, invocation)                     else:                         provider_attrs = self.get_provider_references(access_location)                         attrs = accessor_attrs = self.get_accessor_references(access_location)                  # Where no specific attributes are defined, do not attempt                 # to refine the alias's types.                  if not attrs:                     return False                  (class_types, instance_types, module_types, function_types,                     var_types) = separate_types(provider_attrs)                  # Where non-accessor types are found, do not attempt to refine                 # the defined accessor types.                  if function_types or var_types:                     return False                  class_types = set(provider_class_types).intersection(class_types)                 instance_types = set(provider_instance_types).intersection(instance_types)                 module_types = set(provider_module_types).intersection(module_types)                  new_provider_class_types.update(class_types)                 new_provider_instance_types.update(instance_types)                 new_provider_module_types.update(module_types)                  (class_types, instance_types, module_types, function_types,                     var_types) = separate_types(accessor_attrs)                  class_types = set(accessor_class_types).intersection(class_types)                 instance_types = set(accessor_instance_types).intersection(instance_types)                 module_types = set(accessor_module_types).intersection(module_types)                  new_accessor_class_types.update(class_types)                 new_accessor_instance_types.update(instance_types)                 new_accessor_module_types.update(module_types)                  refs.update(accessor_attrs)                  # Update the alias relationships for invocations.                  self.update_alias_accesses(access_location, attrs)              # Record refined type details for the alias as an accessor.              self.init_definition_details(accessor_location)             self.update_provider_types(accessor_location, new_provider_class_types, new_provider_instance_types, new_provider_module_types)             self.update_accessor_types(accessor_location, new_accessor_class_types, new_accessor_instance_types, new_accessor_module_types)              # Record reference details for the alias separately from accessors.              self.referenced_objects[accessor_location] = refs              return new_accessor_class_types != accessor_class_types or \                    new_accessor_instance_types != accessor_instance_types or \                    new_accessor_module_types != accessor_module_types          # Without an access, attempt to identify references for the alias.         # Invocations convert classes to instances and also attempt to find         # return value information.          else:             refs = set()              for access_location in self.alias_index[accessor_location]:                 attrnames = access_location.attrnames                 invocation = self.reference_invocations.has_key(access_location)                  attrnames = attrnames and attrnames.split(".")                 remaining = attrnames and len(attrnames) > 1                  # Alias has remaining attributes: reference details do not                 # correspond to the accessor; the remaining attributes would                 # need to be traversed first.                  if remaining:                     return False                  # Alias references an attribute access.                  if attrnames:                      # Obtain references and attribute types for the access.                      attrs = self.get_references_for_access(access_location)                  # Alias references a name, not an access.                  else:                      # Obtain initialiser information.                      attrs = self.get_initialised_access(access_location)                      if attrs:                         provider_attrs = self.convert_invocation_providers(attrs, invocation)                         accessor_attrs = self.convert_invocations(attrs, invocation)                     else:                         provider_attrs = self.get_provider_references(access_location)                         attrs = accessor_attrs = self.get_accessor_references(access_location)                  # Where no further information is found, do not attempt to                 # refine the defined accessor types.                  if not attrs:                     return False                  refs.update(self.convert_invocations(attrs, invocation))                  # Update the alias relationships for invocations.                  self.update_alias_accesses(access_location, attrs)              # Record refined type details for the alias as an accessor.              (class_types, instance_types, module_types, function_types,                 var_types) = separate_types(refs)              # Where non-accessor types are found, do not attempt to refine             # the defined accessor types.              if not function_types and not var_types:                 self.init_definition_details(accessor_location)                 self.update_provider_types(accessor_location, class_types + instance_types, class_types + instance_types, module_types)                 self.update_accessor_types(accessor_location, class_types, instance_types, module_types)              # Record reference details for the alias separately from accessors.              self.referenced_objects[accessor_location] = refs              return True      def update_alias_accesses(self, access_location, refs):          """         Record 'access_location' as a location affected by the return values of         'refs' if an invocation is involved.         """          if not self.reference_invocations.has_key(access_location):             return          for ref in refs:              # Initialising accesses originate from the return values.              key = (ref.get_origin(), "$return")             self._update_alias_accesses(access_location, key, self.importer.all_initialised_names)             self._update_alias_accesses(access_location, key, self.importer.all_aliased_names)      def _update_alias_accesses(self, access_location, key, names):          """         Make each return value provide information to the given         'access_location', using 'key' to reference the return value and 'names'         as the collection of definitions.         """          versions = names.get(key)         if not versions:             return          path, name = key          for version in versions.keys():             location = Location(path, name, None, version)             l = init_item(self.alias_index_rev, location, set)             l.add(access_location)              l = init_item(self.alias_index, access_location, set)             l.add(location)      def get_references_for_access(self, access_location):          "Return the references identified for 'access_location'."          attrs = []         for attrtype, object_type, attr in self.referenced_attrs[access_location]:             attrs.append(attr)         return attrs      def convert_invocation_providers(self, refs, invocation):          """         Convert 'refs' to providers corresponding to the results of invoking         each of the given references, if 'invocation' is set to a true value.         """          if not invocation:             return refs          providers = set()          for ref in refs:             invocation_providers = self.convert_accessors_to_providers(self.convert_invocation_provider(ref))             providers.update(invocation_providers)          return self.references_or_var(providers)      def convert_accessors_to_providers(self, refs):          "Convert accessor 'refs' to provider references."          providers = set()         for ref in refs:             if ref.has_kind("<instance>"):                 providers.add(Reference("<class>", ref.get_origin()))             providers.add(ref)         return providers      def convert_invocation_provider(self, ref):          "Convert 'ref' to a provider appropriate to its invocation result."          if ref:             if ref.has_kind("<class>"):                 return [ref]             elif ref.has_kind("<function>"):                 return self.convert_function_invocation(ref)          return [Reference("<var>")]      def convert_invocations(self, refs, invocation):          """         Convert 'refs' to invocation results if 'invocation' is set to a true         value.         """          if not invocation:             return refs          invocation_refs = set()          for ref in refs:             invocation_refs.update(self.convert_invocation(ref))          return self.references_or_var(invocation_refs)      def convert_invocation(self, ref):          "Convert 'ref' to its invocation result."          if ref:             if ref.has_kind("<class>"):                 return [ref.instance_of()]             elif ref.has_kind("<function>"):                 return self.convert_function_invocation(ref)          return [Reference("<var>")]      def convert_function_invocation(self, ref):          "Convert the function 'ref' to its return value reference."          initialisers = self.importer.all_initialised_names.get((ref.get_origin(), "$return"))         aliases = self.importer.all_aliased_names.get((ref.get_origin(), "$return"))          if initialisers and not aliases:             return set(initialisers.values())          return [Reference("<var>")]      def references_or_var(self, refs):          var = Reference("<var>")          if var in refs:             return set([var])         else:             return refs      def get_initialised_name(self, location):          """         Return references for any initialised names at 'location', or None if no         such references exist.         """          ref = self.initialised_names.get(location)         return ref and [ref] or None      def get_initialised_access(self, location):          """         Return references for any initialised names supplying the given access         'location', or None if no such references exist.         """          if location.access_number is not None:             return self.initialised_accesses.get(location)         else:             return self.get_initialised_name(location)      def get_accessor_references(self, access_location):          """         Return references corresponding to accessor details at the given         'access_location'.         """          if self.accessor_class_types.has_key(access_location):             class_types = self.accessor_class_types[access_location]             instance_types = self.accessor_instance_types[access_location]             module_types = self.accessor_module_types[access_location]             return combine_types(class_types, instance_types, module_types)         else:             return None      def get_provider_references(self, access_location):          """         Return references corresponding to provider details at the given         'access_location'.         """          if self.provider_class_types.has_key(access_location):             class_types = self.provider_class_types[access_location]             instance_types = self.provider_instance_types[access_location]             module_types = self.provider_module_types[access_location]             return combine_types(class_types, instance_types, module_types)         else:             return None      def record_reference_types(self, location, class_types, instance_types,         module_types, constrained, constrained_specific=False, invocations=None):          """         Associate attribute provider types with the given 'location', consisting         of the given 'class_types', 'instance_types' and 'module_types'.          If 'constrained' is indicated, the constrained nature of the accessor is         recorded for the location.          If 'constrained_specific' is indicated using a true value, instance types         will not be added to class types to permit access via instances at the         given location. This is only useful where a specific accessor is known         to be a class.          If 'invocations' is given, the given attribute names indicate those         which are involved in invocations. Such invocations, if involving         functions, will employ those functions as bound methods and will         therefore not support classes as accessors, only instances of such         classes.          Note that the specified types only indicate the provider types for         attributes, whereas the recorded accessor types indicate the possible         types of the actual objects used to access attributes.         """          # Update the type details for the location.          self.update_provider_types(location, class_types, instance_types, module_types)          # Class types support classes and instances as accessors.         # Instance-only and module types support only their own kinds as         # accessors.          path, name = location.path, location.name          if invocations:             class_only_types = self.filter_for_invocations(class_types, invocations)         else:             class_only_types = class_types          # However, the nature of accessors can be further determined.         # Any self variable may only refer to an instance.          if name != "self" or not self.in_method(path):             self.accessor_class_types[location].update(class_only_types)          if not constrained_specific:             self.accessor_instance_types[location].update(class_types)          self.accessor_instance_types[location].update(instance_types)          if name != "self" or not self.in_method(path):             self.accessor_module_types[location].update(module_types)          if constrained:             self.accessor_constrained.add(location)      def update_provider_types(self, location, class_types, instance_types, module_types):          """         Update provider types for the given 'location', adding 'class_types',         'instance_types' and 'module_types' to those already stored.         """          self.provider_class_types[location].update(class_types)         self.provider_instance_types[location].update(instance_types)         self.provider_module_types[location].update(module_types)      def update_accessor_types(self, location, class_types, instance_types, module_types):          """         Update accessor types for the given 'location', adding 'class_types',         'instance_types' and 'module_types' to those already stored.         """          self.accessor_class_types[location].update(class_types)         self.accessor_instance_types[location].update(instance_types)         self.accessor_module_types[location].update(module_types)      def filter_for_invocations(self, class_types, attrnames):          """         From the given 'class_types', identify methods for the given         'attrnames' that are being invoked, returning a filtered collection of         class types.          This method may be used to remove class types from consideration where         their attributes are methods that are directly invoked: method         invocations must involve instance accessors.         """          to_filter = set()          for class_type in class_types:             for attrname in attrnames:                  # Attempt to obtain a class attribute of the given name. This                 # may return an attribute provided by an ancestor class.                  ref = self.importer.get_class_attribute(class_type, attrname)                 parent_class = ref and ref.parent()                  # If such an attribute is a method and would be available on                 # the given class, record the class for filtering.                  if ref and ref.has_kind("<function>") and (                    parent_class == class_type or                    class_type in self.descendants[parent_class]):                      to_filter.add(class_type)                     break          return set(class_types).difference(to_filter)      def identify_reference_attributes(self, location, attrname, class_types, instance_types, module_types, constrained):          """         Identify reference attributes, associating them with the given         'location', identifying the given 'attrname', employing the given         'class_types', 'instance_types' and 'module_types'.          If 'constrained' is indicated, the constrained nature of the access is         recorded for the location.         """          # Record the referenced objects.          self.referenced_attrs[location] = \             self._identify_reference_attribute(location, attrname, class_types, instance_types, module_types)          if constrained:             self.access_constrained.add(location)      def _identify_reference_attribute(self, location, attrname, class_types, instance_types, module_types):          """         Identify the reference attribute at the given access 'location', using         the given 'attrname', and employing the given 'class_types',         'instance_types' and 'module_types'.         """          attrs = set()          # The class types expose class attributes either directly or via         # instances.          for object_type in class_types:             ref = self.importer.get_class_attribute(object_type, attrname)             if ref and self.is_compatible_callable(location, object_type, ref):                 attrs.add(("<class>", object_type, ref))              # Add any distinct instance attributes that would be provided             # by instances also providing indirect class attribute access.              for ref in self.importer.get_instance_attributes(object_type, attrname):                 if self.is_compatible_callable(location, object_type, ref):                     attrs.add(("<instance>", object_type, ref))          # The instance-only types expose instance attributes, but although         # classes are excluded as potential accessors (since they do not provide         # the instance attributes), the class types may still provide some         # attributes.          for object_type in instance_types:             instance_attrs = self.importer.get_instance_attributes(object_type, attrname)              if instance_attrs:                 for ref in instance_attrs:                     if self.is_compatible_callable(location, object_type, ref):                         attrs.add(("<instance>", object_type, ref))             else:                 ref = self.importer.get_class_attribute(object_type, attrname)                 if ref and self.is_compatible_callable(location, object_type, ref):                     attrs.add(("<class>", object_type, ref))          # Module types expose module attributes for module accessors.          for object_type in module_types:             ref = self.importer.get_module_attribute(object_type, attrname)             if ref and self.is_compatible_callable(location, object_type, ref):                 attrs.add(("<module>", object_type, ref))          return attrs      def is_compatible_callable(self, location, object_type, ref):          """         Return whether any invocation at 'location' involving an attribute of         'object_type' identified by 'ref' is compatible with any arguments used.         """          invocation = self.reference_invocations.get(location)         if invocation is None:             return True          objpath = ref.get_origin()         if not objpath:             return True          parameters = self.importer.function_parameters.get(objpath)         if not parameters:             return True          defaults = self.importer.function_defaults.get(objpath)         arguments, keywords = invocation         names = set(parameters)          # Determine whether the specified arguments are         # compatible with the callable signature.          if arguments >= len(parameters) - len(defaults) and \            arguments <= len(parameters) and \            names.issuperset(keywords):              return True         else:             init_item(self.reference_invocations_unsuitable, location, set)             self.reference_invocations_unsuitable[location].add(ref)             return False      # Attribute access plan formulation.      class_tests = (         ("guarded", "specific", "type"),         ("guarded", "common", "type"),         ("test", "specific", "type"),         ("test", "common", "type"),         )      def get_access_plan(self, location):          """         Return details of the access at the given 'location'. The details are as         follows:           * the initial accessor (from which accesses will be performed if no            computed static accessor is found)          * details of any test required on the initial accessor          * details of any type employed by the test          * any static accessor (from which accesses will be performed in            preference to the initial accessor)          * attributes needing to be traversed from the base that yield            unambiguous objects          * access modes for each of the unambiguously-traversed attributes          * remaining attributes needing to be tested and traversed          * details of the context          * any test to apply to the context          * the method of obtaining the first attribute          * the method of obtaining the final attribute          * any static final attribute          * the kinds of objects providing the final attribute         """          const_access = self.const_accesses_rev.get(location)          path, name, attrnames = location.path, location.name, location.attrnames         remaining = attrnames.split(".")         attrname = remaining[0]          # Obtain reference, provider and provider kind information.          attrs = self.reference_all_attrs[location]         provider_types = self.reference_all_providers[location]         provider_kinds = self.reference_all_provider_kinds[location]          # Obtain accessor type and kind information.          accessor_types = self.reference_all_accessor_types[location]         accessor_general_types = self.reference_all_accessor_general_types[location]         accessor_kinds = get_kinds(accessor_general_types)          # Determine any guard or test requirements.          constrained = location in self.access_constrained         test = self.reference_test_types[location]         test_type = self.reference_test_accessor_type.get(location)          # Determine the accessor and provider properties.          class_accessor = "<class>" in accessor_kinds         module_accessor = "<module>" in accessor_kinds         instance_accessor = "<instance>" in accessor_kinds         provided_by_class = "<class>" in provider_kinds         provided_by_instance = "<instance>" in provider_kinds          # Determine how attributes may be accessed relative to the accessor.          object_relative = class_accessor or module_accessor or provided_by_instance         class_relative = instance_accessor and provided_by_class          # Identify the last static attribute for context acquisition.          base = None         dynamic_base = None          # Constant accesses have static providers.          if const_access:             base = len(provider_types) == 1 and first(provider_types)          # Name-based accesses.          elif name:             ref = self.importer.identify("%s.%s" % (path, name))              # Constant accessors are static.              if ref and ref.static():                 base = ref.get_origin()              # Usage of previously-generated guard and test details.              elif test[:2] == ("constrained", "specific"):                 ref = first(accessor_types)              elif test[:2] == ("constrained", "common"):                 ref = first(accessor_general_types)              elif test[:2] == ("guarded", "specific"):                 ref = first(accessor_types)              elif test[:2] == ("guarded", "common"):                 ref = first(accessor_general_types)              # For attribute-based tests, tentatively identify a dynamic base.             # Such tests allow single or multiple kinds of a type.              elif test[0] == "test" and test[1] in ("common", "specific"):                 dynamic_base = test_type              # Static accessors.              if not base and test in self.class_tests:                 base = ref and ref.get_origin() or dynamic_base              # Accessors that are not static but whose nature is determined.              elif not base and ref:                 dynamic_base = ref.get_origin()          # Determine initial accessor details.          accessor = base or dynamic_base         accessor_kind = len(accessor_kinds) == 1 and first(accessor_kinds) or None         provider_kind = len(provider_kinds) == 1 and first(provider_kinds) or None          # Traverse remaining attributes.          traversed = []         traversal_modes = []          while len(attrs) == 1 and not first(attrs).has_kind("<var>"):             attr = first(attrs)              traversed.append(attrname)             traversal_modes.append(accessor_kind == provider_kind and "object" or "class")              # Consume attribute names providing unambiguous attributes.              del remaining[0]              if not remaining:                 break              # Update the last static attribute.              if attr.static():                 base = attr.get_origin()                 traversed = []                 traversal_modes = []              # Get the access details.              attrname = remaining[0]             accessor = attr.get_origin()             accessor_kind = attr.get_kind()             provider_kind = self.importer.get_attribute_provider(attr, attrname)             accessor_kinds = [accessor_kind]             provider_kinds = [provider_kind]              # Get the next attribute.              attrs = self.importer.get_attributes(attr, attrname)          # Where many attributes are suggested, no single attribute identity can         # be loaded.          else:             attr = None          # Determine the method of access.          is_assignment = location in self.reference_assignments or const_access in self.reference_assignments         is_invocation = location in self.reference_invocations or const_access in self.reference_invocations          # Identified attribute that must be accessed via its parent.          if attr and attr.get_name() and is_assignment:             final_method = "static-assign"; origin = attr.get_name()          # Static, identified attribute.          elif attr and attr.static():             final_method = is_assignment and "static-assign" or \                            is_invocation and "static-invoke" or \                            "static"             origin = attr.final()          # All other methods of access involve traversal.          else:             final_method = is_assignment and "assign" or \                            is_invocation and "access-invoke" or \                            "access"             origin = None          # First attribute accessed at a known position via the accessor.          # Static bases support object-relative accesses only.          if base:             first_method = "relative-object"          # Dynamic bases support either object- or class-relative accesses.          elif dynamic_base:             first_method = "relative" + (object_relative and "-object" or "") + \                                         (class_relative and "-class" or "")          # The fallback case is always run-time testing and access.          else:             first_method = "check" + (object_relative and "-object" or "") + \                                      (class_relative and "-class" or "")          # Determine whether an unbound method is being accessed via an instance,         # requiring a context test.          context_test = "ignore"          # Assignments do not employ the context.          if is_assignment:             pass          # Obtain a selection of possible attributes if no unambiguous attribute         # was identified.          elif not attr:              # Use previously-deduced attributes for a simple ambiguous access.             # Otherwise, use the final attribute name to obtain possible             # attributes.              if len(remaining) > 1:                 attrname = remaining[-1]                  (class_types,                  only_instance_types,                  module_types) = self.get_types_for_attribute(attrname)                  accessor_kinds = set()                 provider_kinds = set()                  if class_types:                     accessor_kinds.add("<class>")                     accessor_kinds.add("<instance>")                     provider_kinds.add("<class>")                 if only_instance_types:                     accessor_kinds.add("<instance>")                     provider_kinds.add("<instance>")                 if module_types:                     accessor_kinds.add("<module>")                     provider_kinds.add("<module>")                  attrs = set()                 for type in combine_types(class_types, only_instance_types, module_types):                     attrs.update(self.importer.get_attributes(type, attrname))              always_unbound = True             have_function = False             have_var = False              # Determine whether all attributes are unbound methods and whether             # functions or unidentified attributes occur.              for attr in attrs:                 always_unbound = always_unbound and attr.has_kind("<function>") and attr.name_parent() == attr.parent()                 have_function = have_function or attr.has_kind("<function>")                 have_var = have_var or attr.has_kind("<var>")              # Test for class-via-instance accesses.              if accessor_kind == "<instance>" and \                provider_kind == "<class>":                  if always_unbound:                     context_test = "replace"                 else:                     context_test = "test"              # Test for the presence of class-via-instance accesses.              elif "<instance>" in accessor_kinds and \                  "<class>" in provider_kinds and \                  (have_function or have_var):                  context_test = "test"          # With an unambiguous attribute, determine whether a test is needed.          elif accessor_kind == "<instance>" and \              provider_kind == "<class>" and \              (attr.has_kind("<var>") or               attr.has_kind("<function>") and               attr.name_parent() == attr.parent()):              if attr.has_kind("<var>"):                 context_test = "test"             else:                 context_test = "replace"          # With an unambiguous attribute with ambiguity in the access method,         # generate a test.          elif "<instance>" in accessor_kinds and \              "<class>" in provider_kinds and \              (attr.has_kind("<var>") or               attr.has_kind("<function>") and               attr.name_parent() == attr.parent()):              context_test = "test"          # Determine the nature of the context.          context = context_test == "ignore" and "unset" or \                   len(traversed + remaining) == 1 and \                       (base and "base" or "original-accessor") or \                   "final-accessor"          return name, test, test_type, base, \                traversed, traversal_modes, remaining, \                context, context_test, \                first_method, final_method, \                origin, accessor_kinds      def initialise_access_instructions(self):          "Expand access plans into instruction sequences."          for access_location, access_plan in self.access_plans.items():              # Obtain the access details.              name, test, test_type, base, \                 traversed, traversal_modes, attrnames, \                 context, context_test, \                 first_method, final_method, \                 origin, accessor_kinds = access_plan              # Emit instructions by appending them to a list.              instructions = []             emit = instructions.append              # Identify any static original accessor.              if base:                 original_accessor = base              # Employ names as contexts unless the context needs testing and             # potentially updating. In such cases, temporary context storage is             # used instead.              elif name and not (context_test == "test" and                                final_method in ("access-invoke", "static-invoke")):                 original_accessor = "<name>" # refers to the name              # Use a generic placeholder representing the access expression in             # the general case.              else:                 original_accessor = "<expr>"              # Prepare for any first attribute access.              if traversed:                 attrname = traversed[0]                 del traversed[0]             elif attrnames:                 attrname = attrnames[0]                 del attrnames[0]              # Perform the first access explicitly if at least one operation             # requires it.              access_first_attribute = final_method in ("access", "access-invoke", "assign") or traversed or attrnames              # Determine whether the first access involves assignment.              assigning = not traversed and not attrnames and final_method == "assign"             set_accessor = assigning and "<set_target_accessor>" or "<set_accessor>"             stored_accessor = assigning and "<target_accessor>" or "<accessor>"              # Set the context if already available.              context_var = None              if context == "base":                 accessor = context_var = (base,)             elif context == "original-accessor":                  # Prevent re-evaluation of any dynamic expression by storing it.                  if original_accessor == "<expr>":                     if final_method in ("access-invoke", "static-invoke"):                         emit(("<set_context>", original_accessor))                         accessor = context_var = ("<context>",)                     else:                         emit((set_accessor, original_accessor))                         accessor = context_var = (stored_accessor,)                 else:                     accessor = context_var = (original_accessor,)              # Assigning does not set the context.              elif context in ("final-accessor", "unset") and access_first_attribute:                  # Prevent re-evaluation of any dynamic expression by storing it.                  if original_accessor == "<expr>":                     emit((set_accessor, original_accessor))                     accessor = (stored_accessor,)                 else:                     accessor = (original_accessor,)              # Apply any test.              if test[0] == "test":                 accessor = ("__%s_%s_%s" % test, accessor, test_type)              # Perform the first or final access.             # The access only needs performing if the resulting accessor is used.              remaining = len(traversed + attrnames)              if access_first_attribute:                  if first_method == "relative-class":                     if assigning:                         emit(("__store_via_class", accessor, attrname, "<assexpr>"))                     else:                         accessor = ("__load_via_class", accessor, attrname)                  elif first_method == "relative-object":                     if assigning:                         emit(("__store_via_object", accessor, attrname, "<assexpr>"))                     else:                         accessor = ("__load_via_object", accessor, attrname)                  elif first_method == "relative-object-class":                     if assigning:                         emit(("__get_class_and_store", accessor, attrname, "<assexpr>"))                     else:                         accessor = ("__get_class_and_load", accessor, attrname)                  elif first_method == "check-class":                     if assigning:                         emit(("__check_and_store_via_class", accessor, attrname, "<assexpr>"))                     else:                         accessor = ("__check_and_load_via_class", accessor, attrname)                  elif first_method == "check-object":                     if assigning:                         emit(("__check_and_store_via_object", accessor, attrname, "<assexpr>"))                     else:                         accessor = ("__check_and_load_via_object", accessor, attrname)                  elif first_method == "check-object-class":                     if assigning:                         emit(("__check_and_store_via_any", accessor, attrname, "<assexpr>"))                     else:                         accessor = ("__check_and_load_via_any", accessor, attrname)              # Traverse attributes using the accessor.              if traversed:                 for attrname, traversal_mode in zip(traversed, traversal_modes):                     assigning = remaining == 1 and final_method == "assign"                      # Set the context, if appropriate.                      if remaining == 1 and final_method != "assign" and context == "final-accessor":                          # Invoked attributes employ a separate context accessed                         # during invocation.                          if final_method in ("access-invoke", "static-invoke"):                             emit(("<set_context>", accessor))                             accessor = context_var = "<context>"                          # A private context within the access is otherwise                         # retained.                          else:                             emit(("<set_private_context>", accessor))                             accessor = context_var = "<private_context>"                      # Perform the access only if not achieved directly.                      if remaining > 1 or final_method in ("access", "access-invoke", "assign"):                          if traversal_mode == "class":                             if assigning:                                 emit(("__store_via_class", accessor, attrname, "<assexpr>"))                             else:                                 accessor = ("__load_via_class", accessor, attrname)                         else:                             if assigning:                                 emit(("__store_via_object", accessor, attrname, "<assexpr>"))                             else:                                 accessor = ("__load_via_object", accessor, attrname)                      remaining -= 1              if attrnames:                 for attrname in attrnames:                     assigning = remaining == 1 and final_method == "assign"                      # Set the context, if appropriate.                      if remaining == 1 and final_method != "assign" and context == "final-accessor":                          # Invoked attributes employ a separate context accessed                         # during invocation.                          if final_method in ("access-invoke", "static-invoke"):                             emit(("<set_context>", accessor))                             accessor = context_var = "<context>"                          # A private context within the access is otherwise                         # retained.                          else:                             emit(("<set_private_context>", accessor))                             accessor = context_var = "<private_context>"                      # Perform the access only if not achieved directly.                      if remaining > 1 or final_method in ("access", "access-invoke", "assign"):                          # Constrain instructions involving certain special                         # attribute names.                          to_search = attrname == "__data__" and "object" or "any"                          if assigning:                             emit(("__check_and_store_via_%s" % to_search, accessor, attrname, "<assexpr>"))                         else:                             accessor = ("__check_and_load_via_%s" % to_search, accessor, attrname)                      remaining -= 1              # Define or emit the means of accessing the actual target.              # Assignments to known attributes.              if final_method == "static-assign":                 parent, attrname = origin.rsplit(".", 1)                 emit(("__store_via_object", parent, attrname, "<assexpr>"))              # Invoked attributes employ a separate context.              elif final_method in ("static", "static-invoke"):                 accessor = ("__load_static_ignore", origin)              # Wrap accesses in context operations.              if context_test == "test":                  # Test and combine the context with static attribute details.                  if final_method == "static":                     emit(("__load_static_test", context_var, origin))                  # Test the context, storing it separately if required for the                 # immediately invoked static attribute.                  elif final_method == "static-invoke":                     emit(("<test_context_static>", context_var, origin))                  # Test the context, storing it separately if required for an                 # immediately invoked attribute.                  elif final_method == "access-invoke":                     emit(("<test_context_revert>", context_var, accessor))                  # Test the context and update the attribute details if                 # appropriate.                  else:                     emit(("__test_context", context_var, accessor))              elif context_test == "replace":                  # Produce an object with updated context.                  if final_method == "static":                     emit(("__load_static_replace", context_var, origin))                  # Omit the context update operation where the target is static                 # and the context is recorded separately.                  elif final_method == "static-invoke":                     pass                  # If a separate context is used for an immediate invocation,                 # produce the attribute details unchanged.                  elif final_method == "access-invoke":                     emit(accessor)                  # Update the context in the attribute details.                  else:                     emit(("__update_context", context_var, accessor))              # Omit the accessor for assignments and for invocations of static             # targets.              elif final_method not in ("assign", "static-assign", "static-invoke"):                 emit(accessor)              # Produce an advisory instruction regarding the context.              if context_var:                 if context_test in ("ignore", "replace"):                     emit(("<context_identity_verified>", context_var))                 else:                     emit(("<context_identity>", context_var))              # Produce an advisory instruction regarding the final attribute.              if origin:                 emit(("<final_identity>", origin))              self.access_instructions[access_location] = instructions             self.accessor_kinds[access_location] = accessor_kinds  # vim: tabstop=4 expandtab shiftwidth=4