3 Commits
7 changed files with 174 additions and 49 deletions
+1 -1
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@@ -232,7 +232,7 @@ class FrameManager:
if col.name == name:
index = i
replace = True
# TODO: check column type here to prevent changing it
# TODO: might want to check column type here to disallow changing it
new_columns.append(col)
new_col: DataFrameType.Column = DataFrameType.Column(
+3 -5
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@@ -24,7 +24,7 @@ from midas.checker.types import (
TypeVar,
UnknownType,
)
from midas.checker.variance import VarianceInferrer
from midas.checker.variance import VarianceManager
from midas.lexer.midas import MidasLexer
from midas.lexer.token import Token, TokenType
from midas.parser.midas import MidasParser
@@ -147,10 +147,8 @@ class MidasTyper(m.Stmt.Visitor[None], m.Expr.Visitor[Type], m.Type.Visitor[Type
for stmt in stmts:
stmt.accept(self)
for name, type in self.types._types.items():
if isinstance(type, GenericType):
inferrer = VarianceInferrer(self.types)
self.types._types[name] = inferrer.infer(type)
manager: VarianceManager = VarianceManager(self.types)
manager.infer_all()
def assert_bool(self, expr: m.Expr):
"""Check that the given expression is a subtype of `bool` or report an error
+5 -7
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@@ -454,7 +454,6 @@ class PythonTyper(
self.env.define(stmt.name, function)
def visit_type_assign(self, stmt: p.TypeAssign) -> None:
# TODO check not yet defined locally
type: Type = self.resolve_type_expr(stmt.type)
self.env.define(stmt.name, type)
@@ -844,7 +843,7 @@ class PythonTyper(
def visit_ternary_expr(self, expr: p.TernaryExpr) -> Type:
test_type: Type = self.type_of(expr.test)
# TODO Allow subtypes or any type
# Strict: test must be a subtype of bool, or UnknownType
if (
not self.is_subtype(test_type, self.types.get_type("bool"))
and test_type != UnknownType()
@@ -1154,8 +1153,9 @@ class PythonTyper(
return False, None
if key is None:
# TODO: check that value is always a dict
assert isinstance(value_val, dict)
# If literal value is not a dict, invalid Python -> abort
if not isinstance(value_val, dict):
return False, None
pairs.extend(value_val.items())
else:
pairs.append((key_val, value_val))
@@ -1281,9 +1281,7 @@ class PythonTyper(
case BaseType():
# TODO: do we want to allow cast(float, int)? would require runtime conversion
if not self.types.is_subtype(
subject_type, target_type
) or not self.types.is_subtype(target_type, subject_type):
if not self.types.are_equivalent(subject_type, target_type):
self.reporter.error(
expr.location,
f"Value {lit_value!r} of type {subject_type} cannot be cast as {target_type}",
-1
View File
@@ -213,7 +213,6 @@ class TypesRegistry:
return True
case (ColumnType(type=inner1), ColumnType(type=inner2)):
# TODO: invariant, replace ColumnType with simple GenericType
if not self.are_equivalent(inner1, inner2):
return False
return True
+75 -4
View File
@@ -1,3 +1,5 @@
from __future__ import annotations
from typing import Literal, Optional, cast
from midas.checker.registry import Member, TypesRegistry
@@ -73,10 +75,14 @@ class Tracker:
class VarianceInferrer:
"""Helper class to compute type parameter variance"""
def __init__(self, types: TypesRegistry) -> None:
self.types: TypesRegistry = types
def __init__(self, manager: VarianceManager) -> None:
self.manager: VarianceManager = manager
self.tracker: Tracker = Tracker([])
@property
def types(self) -> TypesRegistry:
return self.manager.types
def infer(self, type: GenericType) -> GenericType:
"""Infer the variance of a generic type's parameters
@@ -150,11 +156,13 @@ class VarianceInferrer:
# Get inferred variance of parameters and multiply with current
# polarity to recurse through arguments
case AppliedType(name=name, args=args):
# TODO: handle mutually recursive types
if name == base_name:
if self.manager.is_in_queue(name):
return
generic: Type = self.types.get_type(name)
assert isinstance(generic, GenericType)
generic = self.manager.infer(name, generic)
params: list[TypeVar] = generic.params
polarities: dict[Variance, Polarity] = {
Variance.INVARIANT: 0,
@@ -179,3 +187,66 @@ class VarianceInferrer:
case TypeVar():
if type in self.tracker:
self.tracker.record(type, polarity)
class VarianceManager:
"""Coordinator for VarianceInferrer to handle recursive types"""
def __init__(self, types: TypesRegistry) -> None:
self.types: TypesRegistry = types
self._queue: list[str] = []
self._inferred: set[str] = set()
def infer_all(self):
"""Infer variance on all generic types defined in the registry"""
for name, type in self.types._types.items():
if isinstance(type, GenericType):
self.infer(name, type)
def infer(self, name: str, type: GenericType) -> GenericType:
"""Infer variance of parameters of the given type
Args:
name (str): the type's name
type (GenericType): the type
Returns:
GenericType: a new generic type with its parameters updated with
their inferred variance
"""
if self.is_inferred(name):
return type
self._queue.append(name)
inferrer: VarianceInferrer = VarianceInferrer(self)
inferred: GenericType = inferrer.infer(type)
self.types._types[name] = inferred
self._queue.pop()
self._inferred.add(name)
return inferred
def is_in_queue(self, name: str) -> bool:
"""Whether the given type's variance is currently being inferred
Args:
name (str): the type's name
Returns:
bool: whether the type is in the queue
"""
return name in self._queue
def is_inferred(self, name: str) -> bool:
"""Whether the given type's variance has already been inferred
Args:
name (str): the type's name
Returns:
bool: whether the type has been processed
"""
return name in self._inferred
+86 -29
View File
@@ -269,7 +269,9 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
alias: ast.expr = self._make_alias(expr.expr, expr2)
type: Type = self._get_expr_type(expr)
asserts: list[ast.stmt] = self._make_cast_asserts(expr.location, alias, type)
asserts: list[ast.stmt] = self._make_cast_asserts(
expr.location, alias, type, context=[]
)
for assert_ in asserts:
self._add_assert(assert_)
@@ -352,7 +354,6 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
)
def visit_type_assign(self, stmt: p.TypeAssign) -> ast.stmt:
# TODO: is that ok?
return ast.Pass()
def visit_assign_stmt(self, stmt: p.AssignStmt) -> ast.stmt:
@@ -526,7 +527,12 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
raise RuntimeError(f"Cannot get type judgement for {query}")
def _make_cast_asserts(
self, src_location: Location, expr: ast.expr, type: Type
self,
src_location: Location,
expr: ast.expr,
type: Type,
*,
context: list[str],
) -> list[ast.stmt]:
"""Generate assertions for the given cast expression
@@ -535,6 +541,7 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
the source file
expr (ast.expr): the expression being cast
type (Type): the target type
context (list[str]): the current context
Returns:
list[ast.stmt]: the generated assertion statements
@@ -551,12 +558,16 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
args=[expr, ast.Name(id=name)],
keywords=[],
),
self._make_cast_assert_message(src_location, expr, type),
self._make_cast_assert_message(
src_location, expr, type, context=context
),
)
]
case DerivedType(type=base):
return self._make_cast_asserts(src_location, expr, base)
return self._make_cast_asserts(
src_location, expr, base, context=context
)
case UnitType():
return [
@@ -568,19 +579,25 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
ast.Constant(value=None),
],
),
self._make_cast_assert_message(src_location, expr, type),
self._make_cast_assert_message(
src_location, expr, type, context=context
),
),
]
case AppliedType(body=body):
return self._make_cast_asserts(src_location, expr, body)
return self._make_cast_asserts(
src_location, expr, body, context=context
)
case ConstraintType(type=base, constraint=constraint):
asserts: list[ast.stmt] = self._make_cast_asserts(
src_location, expr, base
src_location, expr, base, context=context
)
asserts.append(
self._make_constraint_assert(src_location, expr, constraint)
self._make_constraint_assert(
src_location, expr, constraint, context=context
)
)
return asserts
@@ -588,7 +605,9 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
# TODO: check with type from arguments / use call-site context
if bound is None:
return []
return self._make_cast_asserts(src_location, expr, bound)
return self._make_cast_asserts(
src_location, expr, bound, context=context
)
case TupleType(items=items):
asserts: list[ast.stmt] = [
@@ -598,13 +617,17 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
args=[expr, ast.Name(id="tuple")],
keywords=[],
),
self._make_cast_assert_message(src_location, expr, type),
self._make_cast_assert_message(
src_location, expr, type, context=context
),
),
]
assert isinstance(expr, ast.Tuple)
for item, item_type in zip(expr.elts, items):
asserts.extend(
self._make_cast_asserts(src_location, item, item_type)
self._make_cast_asserts(
src_location, item, item_type, context=context
)
)
return asserts
@@ -618,7 +641,11 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
keywords=[],
),
self._make_cast_assert_message(
src_location, expr, type, ": Not a dataframe"
src_location,
expr,
type,
context=context,
extra=": Not a dataframe",
),
),
]
@@ -634,7 +661,8 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
src_location,
expr,
type,
f": Missing column {column.name}",
context=context,
extra=f": Missing column '{column.name}'",
),
)
)
@@ -645,6 +673,7 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
value=expr, slice=ast.Constant(value=column.name)
),
column.type,
context=context + [f"in column '{column.name}'"],
)
)
return asserts
@@ -659,12 +688,19 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
keywords=[],
),
self._make_cast_assert_message(
src_location, expr, type, ": Not a column"
src_location,
expr,
type,
context=context,
extra=": Not a column",
),
),
]
inner_assert: Optional[ast.stmt] = self._make_column_inner_assert(
src_location, expr, type
src_location,
expr,
type,
context,
)
if inner_assert is not None:
asserts.append(inner_assert)
@@ -689,7 +725,9 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
location: Location,
expr: ast.expr,
type: Type,
extra: Optional[str] = None,
*,
context: list[str],
extra: str = "",
) -> ast.expr:
"""Build an AST node for a cast assertion message
@@ -703,12 +741,14 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
source file
expr (ast.expr): the expression being cast
type (Type): the target type
extra (Optional[str], optional): extra text to append at the end of
the message. Defaults to None.
context (list[str]): the current context
extra (str, optional): extra text to append at the end of
the message. Defaults to "".
Returns:
ast.expr: the generated message (as an f-string)
"""
context_str: str = "".join(map(lambda c: f", {c}", context))
loc_str: str = f"{self.rel_src_path}:L{location.lineno}:{location.col_offset+1}"
# f"file.py:L1:1: CastError: Cannot cast {type(expr).__name__} to Type"
return ast.JoinedStr(
@@ -725,12 +765,17 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
),
conversion=-1,
),
ast.Constant(f" to {type}{extra or ''}"),
ast.Constant(f" to {type}{context_str}{extra}"),
]
)
def _make_constraint_assert(
self, src_location: Location, expr: ast.expr, constraint: m.Expr
self,
src_location: Location,
expr: ast.expr,
constraint: m.Expr,
*,
context: list[str],
) -> ast.stmt:
"""Build an assertion for the given constraint on the given expression
@@ -739,6 +784,7 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
source file
expr (ast.expr): the expression subject to `constraint`
constraint (m.Expr): the constraint applied on `expr`
context (list[str]): the current context
Returns:
ast.stmt: the assert statement checking the constraint
@@ -750,11 +796,13 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
args=[expr],
keywords=[],
),
self._make_constraint_assert_message(src_location, constraint),
self._make_constraint_assert_message(
src_location, constraint, context=context
),
)
def _make_constraint_assert_message(
self, location: Location, constraint: m.Expr
self, location: Location, constraint: m.Expr, *, context: list[str]
) -> ast.expr:
"""Build an assert message for the given constraint
@@ -762,16 +810,18 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
location (Location): the location of the cast expression in the
source file
constraint (m.Expr): the constraint
context (list[str]): the current context
Returns:
ast.expr: the assert message
"""
printer = MidasPrinter()
constraint_str: str = printer.print(constraint)
context_str: str = "".join(map(lambda c: f", {c}", context))
loc_str: str = f"{self.rel_src_path}:L{location.lineno}:{location.col_offset+1}"
# f"file.py:L1:1: ConstraintError: Value does not fit constraint 'v > 0'"
return ast.Constant(
f"{loc_str}: ConstraintError: Value does not fit constraint '{constraint_str}'"
f"{loc_str}: ConstraintError: Value does not fit constraint '{constraint_str}'{context_str}"
)
def _get_constraint(self, expr: m.Expr) -> ast.expr:
@@ -880,7 +930,11 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
)
def _make_column_inner_assert(
self, src_location: Location, column: ast.expr, type: ColumnType
self,
src_location: Location,
column: ast.expr,
type: ColumnType,
context: list[str],
) -> Optional[ast.stmt]:
"""Build a for-loop checking the type of values inside a column
@@ -889,18 +943,21 @@ class Generator(p.Stmt.Visitor[ast.stmt], p.Expr.Visitor[ast.expr]):
source file
column (ast.expr): the column being cast
type (ColumnType): the type of the column
context (list[str]): the current context
Returns:
Optional[ast.stmt]: a for-loop checking the values, or `None` if no
assertions are necessary
"""
# TODO: improve message, maybe chain contexts
col: ast.expr = ast.Name(id="col")
body: list[ast.stmt] = self._make_cast_asserts(src_location, col, type.type)
value: ast.expr = ast.Name(id="value")
body: list[ast.stmt] = self._make_cast_asserts(
src_location, value, type.type, context=context
)
if len(body) == 0:
return None
return ast.For(
target=col,
target=value,
iter=column,
body=body,
orelse=[],
+4 -2
View File
@@ -53,7 +53,7 @@ class StubsGenerator:
self.import_pandas = False
for name, type in self.types._types.items():
# Skip builtin types, not just based on name so the user can override
# TODO: check if added members on builtin type
# TODO: check if added members on builtin type, or prevent it
match type:
case BaseType(name=name_) if name == name_:
continue
@@ -105,7 +105,9 @@ class StubsGenerator:
"""
base_type: Type = type
# TODO: improve
# Generate simple assignment for type aliases
# A type alias will have a name that is different from the type represents
# or will neither be a `DeriveType` nor a `GenericType`
match type:
case DerivedType(name=name_) | GenericType(name=name_) if name_ == name:
pass