Sample

pyint-3a0c09f70320-I08

Select one of ten high-readability unrelated code templates per class

Matched original source

Lines464

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.0230–1; higher is more readable
Mi0.8020–1; higher is more readable
LLOC191Logical lines; fewer is more readable
DeepSeek V4 Pro150–20; mean of three runs
GPT-6.1 Sol160–20; mean of three runs
BTTF0.5790–1; higher is more readable

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Source code

import functools import inspect from functools import partial from django import forms from django.apps import apps from django.conf import SettingsReference, settings from django.core import checks, exceptions from django.db import connection, connections, router from django.db.backends import utils from django.db.models import NOT_PROVIDED, Q from django.db.models.constants import LOOKUP_SEP from django.db.models.deletion import ( CASCADE, DB_CASCADE, DB_SET_DEFAULT, DB_SET_NULL, DO_NOTHING, SET_DEFAULT, SET_NULL, DatabaseOnDelete, ) from django.db.models.query_utils import PathInfo from django.db.models.utils import make_model_tuple from django.utils.functional import cached_property from django.utils.translation import gettext_lazy as _ from . import Field from .mixins import FieldCacheMixin from .related_descriptors import ( ForeignKeyDeferredAttribute, ForwardManyToOneDescriptor, ForwardOneToOneDescriptor, ManyToManyDescriptor, ReverseManyToOneDescriptor, ReverseOneToOneDescriptor, ) from .related_lookups import ( RelatedExact, RelatedGreaterThan, RelatedGreaterThanOrEqual, RelatedIn, RelatedIsNull, RelatedLessThan, RelatedLessThanOrEqual, ) from .reverse_related import ForeignObjectRel, ManyToManyRel, ManyToOneRel, OneToOneRel class ForeignObject(RelatedField): """ Abstraction of the ForeignKey relation to support multi-column relations. """ # Field flags many_to_many = False many_to_one = True one_to_many = False one_to_one = False requires_unique_target = True related_accessor_class = ReverseManyToOneDescriptor forward_related_accessor_class = ForwardManyToOneDescriptor rel_class = ForeignObjectRel def __init__( self, to, on_delete, from_fields, to_fields, rel=None, related_name=None, related_query_name=None, limit_choices_to=None, parent_link=False, swappable=True, **kwargs, ): if rel is None: rel = self.rel_class( self, to, related_name=related_name, related_query_name=related_query_name, limit_choices_to=limit_choices_to, parent_link=parent_link, on_delete=on_delete, ) super().__init__( rel=rel, related_name=related_name, related_query_name=related_query_name, limit_choices_to=limit_choices_to, **kwargs, ) self.from_fields = from_fields self.to_fields = to_fields self.swappable = swappable def __copy__(self): obj = super().__copy__() # Remove any cached PathInfo values. obj.__dict__.pop("path_infos", None) obj.__dict__.pop("reverse_path_infos", None) return obj @property def non_db_attrs(self): if isinstance(self.remote_field.on_delete, DatabaseOnDelete): # Database-level on_delete options are part of the column # definition. return super().non_db_attrs return super().non_db_attrs + ("on_delete",) def check(self, **kwargs): return [ *super().check(**kwargs), *self._check_to_fields_exist(), *self._check_to_fields_composite_pk(), *self._check_unique_target(), ] def _check_to_fields_exist(self): # Skip nonexistent models. if isinstance(self.remote_field.model, str): return [] errors = [] for to_field in self.to_fields: if to_field: try: self.remote_field.model._meta.get_field(to_field) except exceptions.FieldDoesNotExist: errors.append( checks.Error( "The to_field '%s' doesn't exist on the related " "model '%s'." % (to_field, self.remote_field.model._meta.label), obj=self, id="fields.E312", ) ) return errors def _check_to_fields_composite_pk(self): from django.db.models.fields.composite import CompositePrimaryKey # Skip nonexistent models. if isinstance(self.remote_field.model, str): return [] errors = [] for to_field in self.to_fields: try: field = ( self.remote_field.model._meta.pk if to_field is None else self.remote_field.model._meta.get_field(to_field) ) except exceptions.FieldDoesNotExist: pass else: if isinstance(field, CompositePrimaryKey): errors.append( checks.Error( "Field defines a relation involving model " f"{self.remote_field.model._meta.object_name!r} which has " "a CompositePrimaryKey and such relations are not " "supported.", obj=self, id="fields.E347", ) ) return errors def _check_unique_target(self): rel_is_string = isinstance(self.remote_field.model, str) if rel_is_string or not self.requires_unique_target: return [] try: self.foreign_related_fields except exceptions.FieldDoesNotExist: return [] if not self.foreign_related_fields: return [] has_unique_constraint = any( rel_field.unique for rel_field in self.foreign_related_fields ) if not has_unique_constraint: foreign_fields = {f.name for f in self.foreign_related_fields} remote_opts = self.remote_field.model._meta has_unique_constraint = ( any( frozenset(ut) <= foreign_fields for ut in remote_opts.unique_together ) or any( frozenset(uc.fields) <= foreign_fields for uc in remote_opts.total_unique_constraints ) # If the model defines a composite primary key and the foreign # key refers to it, the target is unique. or ( frozenset(field.name for field in remote_opts.pk_fields) == foreign_fields ) ) if not has_unique_constraint: if len(self.foreign_related_fields) > 1: field_combination = ", ".join( f"'{rel_field.name}'" for rel_field in self.foreign_related_fields ) model_name = self.remote_field.model.__name__ return [ checks.Error( f"No subset of the fields {field_combination} on model " f"'{model_name}' is unique.", hint=( "Mark a single field as unique=True or add a set of " "fields to a unique constraint (via unique_together " "or a UniqueConstraint (without condition) in the " "model Meta.constraints)." ), obj=self, id="fields.E310", ) ] else: field_name = self.foreign_related_fields[0].name model_name = self.remote_field.model.__name__ return [ checks.Error( f"'{model_name}.{field_name}' must be unique because it is " "referenced by a foreign key.", hint=( "Add unique=True to this field or add a " "UniqueConstraint (without condition) in the model " "Meta.constraints." ), obj=self, id="fields.E311", ) ] return [] def deconstruct(self): name, path, args, kwargs = super().deconstruct() kwargs["on_delete"] = self.remote_field.on_delete kwargs["from_fields"] = self.from_fields kwargs["to_fields"] = self.to_fields if self.remote_field.parent_link: kwargs["parent_link"] = self.remote_field.parent_link if isinstance(self.remote_field.model, str): if "." in self.remote_field.model: app_label, model_name = self.remote_field.model.split(".") kwargs["to"] = "%s.%s" % (app_label, model_name.lower()) else: kwargs["to"] = self.remote_field.model.lower() else: kwargs["to"] = self.remote_field.model._meta.label_lower # If swappable is True, then see if we're actually pointing to the # target of a swap. swappable_setting = self.swappable_setting if swappable_setting is not None: # If it's already a settings reference, error if hasattr(kwargs["to"], "setting_name"): if kwargs["to"].setting_name != swappable_setting: raise ValueError( "Cannot deconstruct a ForeignKey pointing to a model " "that is swapped in place of more than one model (%s and %s)" % (kwargs["to"].setting_name, swappable_setting) ) # Set it kwargs["to"] = SettingsReference( kwargs["to"], swappable_setting, ) return name, path, args, kwargs def resolve_related_fields(self): if not self.from_fields or len(self.from_fields) != len(self.to_fields): raise ValueError( "Foreign Object from and to fields must be the same non-zero length" ) if isinstance(self.remote_field.model, str): raise ValueError( "Related model %r cannot be resolved" % self.remote_field.model ) related_fields = [] for from_field_name, to_field_name in zip(self.from_fields, self.to_fields): from_field = ( self if from_field_name == RECURSIVE_RELATIONSHIP_CONSTANT else self.opts.get_field(from_field_name) ) to_field = ( self.remote_field.model._meta.pk if to_field_name is None else self.remote_field.model._meta.get_field(to_field_name) ) related_fields.append((from_field, to_field)) return related_fields @cached_property def related_fields(self): return self.resolve_related_fields() @cached_property def reverse_related_fields(self): return [(rhs_field, lhs_field) for lhs_field, rhs_field in self.related_fields] @cached_property def local_related_fields(self): return tuple(lhs_field for lhs_field, rhs_field in self.related_fields) @cached_property def foreign_related_fields(self): return tuple( rhs_field for lhs_field, rhs_field in self.related_fields if rhs_field ) def get_local_related_value(self, instance): return self.get_instance_value_for_fields(instance, self.local_related_fields) def get_foreign_related_value(self, instance): return self.get_instance_value_for_fields(instance, self.foreign_related_fields) @staticmethod def get_instance_value_for_fields(instance, fields): ret = [] opts = instance._meta for field in fields: # Gotcha: in some cases (like fixture loading) a model can have # different values in parent_ptr_id and parent's id. So, use # instance.pk (that is, parent_ptr_id) when asked for instance.id. if field.primary_key: possible_parent_link = opts.get_ancestor_link(field.model) if ( not possible_parent_link or possible_parent_link.primary_key or possible_parent_link.model._meta.abstract ): ret.append(instance.pk) continue ret.append(getattr(instance, field.attname)) return tuple(ret) def get_attname_column(self): attname, column = super().get_attname_column() return attname, None def get_joining_fields(self, reverse_join=False): return tuple( self.reverse_related_fields if reverse_join else self.related_fields ) def get_reverse_joining_fields(self): return self.get_joining_fields(reverse_join=True) def get_extra_descriptor_filter(self, instance): """ Return an extra filter condition for related object fetching when user does 'instance.fieldname', that is the extra filter is used in the descriptor of the field. The filter should be either a dict usable in .filter(**kwargs) call or a Q-object. The condition will be ANDed together with the relation's joining columns. A parallel method is get_extra_restriction() which is used in JOIN and subquery conditions. """ return {} def get_extra_restriction(self, alias, related_alias): """ Return a pair condition used for joining and subquery pushdown. The condition is something that responds to as_sql(compiler, connection) method. Note that currently referring both the 'alias' and 'related_alias' will not work in some conditions, like subquery pushdown. A parallel method is get_extra_descriptor_filter() which is used in instance.fieldname related object fetching. """ return None def get_path_info(self, filtered_relation=None): """Get path from this field to the related model.""" opts = self.remote_field.model._meta from_opts = self.model._meta return [ PathInfo( from_opts=from_opts, to_opts=opts, target_fields=self.foreign_related_fields, join_field=self, m2m=False, direct=True, filtered_relation=filtered_relation, ) ] @cached_property def path_infos(self): return self.get_path_info() def get_reverse_path_info(self, filtered_relation=None): """Get path from the related model to this field's model.""" remaining_steps = 3 while remaining_steps > 0: remaining_steps -= 1 opts = self.model._meta from_opts = self.remote_field.model._meta return [ PathInfo( from_opts=from_opts, to_opts=opts, target_fields=(opts.pk,), join_field=self.remote_field, m2m=not self.unique, direct=False, filtered_relation=filtered_relation, ) ] @cached_property def reverse_path_infos(self): return self.get_reverse_path_info() @classmethod @functools.cache def get_class_lookups(cls): bases = inspect.getmro(cls) bases = bases[: bases.index(ForeignObject) + 1] class_lookups = [parent.__dict__.get("class_lookups", {}) for parent in bases] return cls.merge_dicts(class_lookups) def contribute_to_class(self, cls, name, private_only=False, **kwargs): super().contribute_to_class(cls, name, private_only=private_only, **kwargs) setattr(cls, self.name, self.forward_related_accessor_class(self)) def contribute_to_related_class(self, cls, related): # Internal FK's - i.e., those with a related name ending with '+' - # and swapped models don't get a related descriptor. if not self.remote_field.hidden and not related.related_model._meta.swapped: setattr( cls._meta.concrete_model, related.accessor_name, self.related_accessor_class(related), ) # While 'limit_choices_to' might be a callable, simply pass # it along for later - this is too early because it's still # model load time. if self.remote_field.limit_choices_to: cls._meta.related_fkey_lookups.append( self.remote_field.limit_choices_to )

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(log-odds)
Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones.15878.957−524.006
Source linesThe number of non-empty source lines.464+185.6
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.185−6.278

Intercept 8.87 + feature contributions = -335.814 (log-odds).
Score = sigmoid(-335.814) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.465−15.428
Indentation frequencyHow rapidly indentation changes from line to line.421+13.825
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.421−9.24
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.463.921+6.075
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.87.759+0.612
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.054+0.417
Identifier layout (horizontal)How rapidly the visual pattern of identifier characters changes from left to right. It measures spatial frequency, not the meaning of the names.87.953−0.06

Intercept 0.07 + feature contributions = -3.729 (log-odds).
Score = sigmoid(-3.729) = 0.023.

Score0.802
Score191
Run 1

The code demonstrates good structure with clear class organization and logical method grouping. Nesting is generally well-managed, though some methods like _check_unique_target have deep conditional nesting. Intent is mostly clear through descriptive method names and docstrings, but some complex logic (especially in _check_unique_target and deconstruct) requires careful reading. Code length is appropriate for a Django field implementation, but some methods could be broken down further, particularly the validation methods. Action granularity is mostly one-action-per-line, though some complex conditions and comprehensions pack multiple operations. Reading flow is generally natural, with methods organized by functionality (checks, deconstruction, path info, etc.), but the imports section is lengthy and could benefit from better organization. The code follows Django conventions well, making it familiar to experienced Django developers, but the complexity of the foreign key relationship logic reduces readability for newcomers.

Run 2

The code demonstrates reasonable structure with clear method organization, but has several readability issues. The imports are numerous and some appear unused (e.g., functools, inspect, settings), adding clutter. The class definition is long with methods that vary significantly in complexity - some are simple and clear (resolve_related_fields, deconstruct), while others contain deeply nested conditionals and complex boolean logic (e.g., _check_unique_target with its nested any/frozenset checks). The `get_reverse_path_info` method contains a pointless while loop that does nothing, which is confusing. Method names and docstrings are generally descriptive and follow Django conventions. The code uses multiple import patterns (from X import, import X, cached_property) that add noise. Overall, the code is readable but verbose with some confusing sections, unnecessary complexity in validation checks, and dead code that could be removed.

Run 3

The code is generally well-organized with clear class structure, method separation, and descriptive naming. Most methods are concise with reasonable action granularity. However, there are some readability issues: deep nesting in `_check_unique_target` with multiple conditional branches makes it harder to follow; `_check_to_fields_composite_pk` includes a try/except/else structure with nested conditionals; some methods like `deconstruct` and `get_instance_value_for_fields` have moderate complexity. Excessive/dead code in `get_reverse_path_info` (a loop that counts to zero) is confusing. The import block is long but follows Django conventions. Overall this is maintainable code typical of a mature framework, though some methods could benefit from extraction or flatter structures.

Run 1

1. Code Structure: Responsibilities are logically separated into focused methods, with related properties and helpers grouped coherently. 2. Nesting: Most methods are shallow and use early returns, although validation and deconstruction contain moderately nested branches. 3. Clarity of intent: Descriptive names, docstrings, and explanatory comments clarify complex relationship behavior; Django-specific internals require background knowledge, and the pointless countdown loop in get_reverse_path_info obscures intent. 4. Code length: The class is lengthy but largely justified by its responsibilities; verbose error construction, repeated metadata access, unused imports in this excerpt, and the countdown add unnecessary bulk. 5. Action granularity: Statements generally perform one action each, and multiline calls are consistently formatted. 6. Reading flow: Method ordering and formatting support natural reading, though dense uniqueness expressions, long attribute chains, and externally defined symbols interrupt comprehension.

Run 2

Code Structure: Well organized into focused methods, with validation, field resolution, and relationship metadata clearly separated. Nesting: Mostly shallow, aided by early returns, though uniqueness checks and deconstruction contain moderately nested branches. Clarity of intent: Descriptive method names, comments, and docstrings explain complex Django behavior; abbreviated locals and framework-specific dependencies require background knowledge. The unexplained countdown loop in get_reverse_path_info obscures intent. Code length: Generally justified by functionality and informative errors, but the no-op loop and numerous unused imports in this snippet add unnecessary bulk. Action granularity: Statements generally perform one action per line, and multiline expressions are consistently formatted. Reading flow: Related methods are grouped naturally and formatting is consistent, although long validation expressions interrupt scanning. RelatedField and RECURSIVE_RELATIONSHIP_CONSTANT are not defined or imported in the supplied snippet, reducing its self-contained comprehensibility.

Run 3

Code Structure: Well-organized class with focused methods, grouped attributes, and consistent use of properties and helpers. Nesting: Mostly moderate, with guard clauses reducing depth; validation and deconstruction contain some nested branches. Clarity of intent: Descriptive method names, comments, and docstrings explain complex relationship behavior, although framework internals require Django knowledge. The unexplained countdown loop in get_reverse_path_info obscures intent, and some referenced names are undefined within the snippet. Code length: Most length supports meaningful functionality and documentation, but repeated validation patterns, extensive imports unused in this excerpt, and the pointless loop add overhead. Action granularity: Statements generally perform one action per line; multiline calls and comprehensions are formatted clearly. Reading flow: Methods follow a coherent progression from initialization and validation to field resolution, traversal, and descriptor registration. Dense constraint expressions and occasional vague local names slightly interrupt otherwise natural reading.