vinx13 commented on a change in pull request #9432: URL: https://github.com/apache/tvm/pull/9432#discussion_r743148098
########## File path: python/tvm/script/tir/__init__.pyi ########## @@ -0,0 +1,267 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +# pylint: disable=redefined-builtin +from typing import ( + Any, + Callable, + ContextManager, + Dict, + Iterable, + Optional, + Tuple, + Union, + Sequence, + List, + Mapping, + overload, +) +from numbers import Number +import builtins + +from tvm.tir.function import PrimFunc +from tvm.tir import PrimExpr, Range, IterVar, Var +from tvm.runtime import Object +from .node import BufferSlice + +""" +redefine types +""" + +class Buffer(Var): + def __getitem__( + self: Buffer, pos: Tuple[Union[int, PrimExpr], Union[int, PrimExpr]] + ) -> Buffer: ... + @property + def data(self: Buffer) -> Ptr: ... + +""" +Variables and constants +""" + +def bool(imm: Union[PrimExpr, builtins.bool, Number]) -> PrimExpr: ... +def int8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... + +""" +Intrinsic +""" + +def min_value(dtype): ... +def max_value(dtype): ... +def floordiv(x: PrimExpr, y: PrimExpr): ... +def floormod(x: PrimExpr, y: PrimExpr): ... +def abs(x): ... +def load(dtype, var, index, predicate=None): ... +def cast(value, dtype): ... +def ramp(base, stride, lanes): ... +def broadcast(value, lanes): ... +def iter_var(var, dom, iter_type, thread_tag): ... +def max(a, b): ... +def min(a, b): ... +def get_axis(begin, end, iter_type): ... +def Select(cond, if_body, else_body): ... +def evaluate(value): ... +def store(var, index, value, predicate=True): ... +def comm_reducer(lambda_io, identities): ... + +""" +Unary operator +""" + +def exp2(x: PrimExpr) -> PrimExpr: ... +def exp10(x: PrimExpr) -> PrimExpr: ... +def erf(x: PrimExpr) -> PrimExpr: ... +def tanh(x: PrimExpr) -> PrimExpr: ... +def sigmoid(x: PrimExpr) -> PrimExpr: ... +def log(x: PrimExpr) -> PrimExpr: ... +def log2(x: PrimExpr) -> PrimExpr: ... +def log10(x: PrimExpr) -> PrimExpr: ... +def log1p(x: PrimExpr) -> PrimExpr: ... +def tan(x: PrimExpr) -> PrimExpr: ... +def cos(x: PrimExpr) -> PrimExpr: ... +def cosh(x: PrimExpr) -> PrimExpr: ... +def acos(x: PrimExpr) -> PrimExpr: ... +def acosh(x: PrimExpr) -> PrimExpr: ... +def sin(x: PrimExpr) -> PrimExpr: ... +def sinh(x: PrimExpr) -> PrimExpr: ... +def asin(x: PrimExpr) -> PrimExpr: ... +def asinh(x: PrimExpr) -> PrimExpr: ... +def atan(x: PrimExpr) -> PrimExpr: ... +def atanh(x: PrimExpr) -> PrimExpr: ... +def atan2(x: PrimExpr) -> PrimExpr: ... +def sqrt(x: PrimExpr) -> PrimExpr: ... +def rsqrt(x: PrimExpr) -> PrimExpr: ... + +""" +special_stmt - Buffers +""" + +def match_buffer( + param: Union[Var, BufferSlice], + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... +def buffer_decl( + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... +def alloc_buffer( + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... + +""" +special_stmt - Reads/Writes +""" + +def reads(read_regions: Union[BufferSlice, List[BufferSlice]]) -> None: ... +def writes(write_region: Union[BufferSlice, List[BufferSlice]]) -> None: ... +def block_attr(attrs: Mapping[str, Object]) -> None: ... + +""" +special_stmt - Axis +""" + +class axis: + @staticmethod + def spatial(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def S(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def reduce(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def R(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def scan(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def opaque(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def remap(iter_types: str, loop_vars: List[Var]) -> List[IterVar]: ... + +""" +special_stmt - Annotations +""" + +def buffer_var(dtype, storage_scope) -> IterVar: ... Review comment: ```suggestion def buffer_var(dtype: str, storage_scope: str) -> IterVar: ... ``` ########## File path: python/tvm/script/tir/__init__.pyi ########## @@ -0,0 +1,267 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +# pylint: disable=redefined-builtin +from typing import ( + Any, + Callable, + ContextManager, + Dict, + Iterable, + Optional, + Tuple, + Union, + Sequence, + List, + Mapping, + overload, +) +from numbers import Number +import builtins + +from tvm.tir.function import PrimFunc +from tvm.tir import PrimExpr, Range, IterVar, Var +from tvm.runtime import Object +from .node import BufferSlice + +""" +redefine types +""" + +class Buffer(Var): + def __getitem__( + self: Buffer, pos: Tuple[Union[int, PrimExpr], Union[int, PrimExpr]] + ) -> Buffer: ... + @property + def data(self: Buffer) -> Ptr: ... + +""" +Variables and constants +""" + +def bool(imm: Union[PrimExpr, builtins.bool, Number]) -> PrimExpr: ... +def int8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... + +""" +Intrinsic +""" + +def min_value(dtype): ... Review comment: can we type these functions? ########## File path: tests/python/unittest/test_tvmscript_type.py ########## @@ -0,0 +1,88 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +# pylint: disable=missing-function-docstring,missing-module-docstring +import sys Review comment: not needed ########## File path: python/tvm/script/tir/__init__.pyi ########## @@ -0,0 +1,267 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +# pylint: disable=redefined-builtin +from typing import ( + Any, + Callable, + ContextManager, + Dict, + Iterable, + Optional, + Tuple, + Union, + Sequence, + List, + Mapping, + overload, +) +from numbers import Number +import builtins + +from tvm.tir.function import PrimFunc +from tvm.tir import PrimExpr, Range, IterVar, Var +from tvm.runtime import Object +from .node import BufferSlice + +""" +redefine types +""" + +class Buffer(Var): + def __getitem__( + self: Buffer, pos: Tuple[Union[int, PrimExpr], Union[int, PrimExpr]] + ) -> Buffer: ... + @property + def data(self: Buffer) -> Ptr: ... + +""" +Variables and constants +""" + +def bool(imm: Union[PrimExpr, builtins.bool, Number]) -> PrimExpr: ... +def int8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... + +""" +Intrinsic +""" + +def min_value(dtype): ... +def max_value(dtype): ... +def floordiv(x: PrimExpr, y: PrimExpr): ... +def floormod(x: PrimExpr, y: PrimExpr): ... +def abs(x): ... +def load(dtype, var, index, predicate=None): ... +def cast(value, dtype): ... +def ramp(base, stride, lanes): ... +def broadcast(value, lanes): ... +def iter_var(var, dom, iter_type, thread_tag): ... +def max(a, b): ... +def min(a, b): ... +def get_axis(begin, end, iter_type): ... +def Select(cond, if_body, else_body): ... +def evaluate(value): ... +def store(var, index, value, predicate=True): ... +def comm_reducer(lambda_io, identities): ... + +""" +Unary operator +""" + +def exp2(x: PrimExpr) -> PrimExpr: ... +def exp10(x: PrimExpr) -> PrimExpr: ... +def erf(x: PrimExpr) -> PrimExpr: ... +def tanh(x: PrimExpr) -> PrimExpr: ... +def sigmoid(x: PrimExpr) -> PrimExpr: ... +def log(x: PrimExpr) -> PrimExpr: ... +def log2(x: PrimExpr) -> PrimExpr: ... +def log10(x: PrimExpr) -> PrimExpr: ... +def log1p(x: PrimExpr) -> PrimExpr: ... +def tan(x: PrimExpr) -> PrimExpr: ... +def cos(x: PrimExpr) -> PrimExpr: ... +def cosh(x: PrimExpr) -> PrimExpr: ... +def acos(x: PrimExpr) -> PrimExpr: ... +def acosh(x: PrimExpr) -> PrimExpr: ... +def sin(x: PrimExpr) -> PrimExpr: ... +def sinh(x: PrimExpr) -> PrimExpr: ... +def asin(x: PrimExpr) -> PrimExpr: ... +def asinh(x: PrimExpr) -> PrimExpr: ... +def atan(x: PrimExpr) -> PrimExpr: ... +def atanh(x: PrimExpr) -> PrimExpr: ... +def atan2(x: PrimExpr) -> PrimExpr: ... +def sqrt(x: PrimExpr) -> PrimExpr: ... +def rsqrt(x: PrimExpr) -> PrimExpr: ... + +""" +special_stmt - Buffers +""" + +def match_buffer( + param: Union[Var, BufferSlice], + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... +def buffer_decl( + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... +def alloc_buffer( + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... + +""" +special_stmt - Reads/Writes +""" + +def reads(read_regions: Union[BufferSlice, List[BufferSlice]]) -> None: ... +def writes(write_region: Union[BufferSlice, List[BufferSlice]]) -> None: ... +def block_attr(attrs: Mapping[str, Object]) -> None: ... + +""" +special_stmt - Axis +""" + +class axis: + @staticmethod + def spatial(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def S(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def reduce(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def R(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def scan(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def opaque(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def remap(iter_types: str, loop_vars: List[Var]) -> List[IterVar]: ... + +""" +special_stmt - Annotations +""" + +def buffer_var(dtype, storage_scope) -> IterVar: ... +def func_attr(attrs: Dict) -> None: ... +def prim_func(input_func: Callable) -> PrimFunc: ... + +""" +special_stmt - Threads and Bindings +""" + +def env_thread(env_name: str) -> IterVar: ... +def bind(iter_var: IterVar, expr: PrimExpr) -> None: ... + +""" +Scope handler +""" + +class block(ContextManager): + def __init__(self, name_hint: str = "") -> None: ... + def __enter__(self) -> Sequence[IterVar]: ... + +class init(ContextManager): + def __init__(self) -> None: ... + +class let(ContextManager): + def __init__(self, var: Var, value: PrimExpr) -> None: ... + +def where(cond: PrimExpr) -> None: ... +def allocate( + extents, dtype, scope: str, condition: builtins.bool = True, annotations=None +) -> None: ... +def launch_thread(env_var, extent) -> None: ... +def realize(buffer_slice: BufferSlice, scope: str, condition: builtins.bool = True) -> None: ... Review comment: same as above ########## File path: python/tvm/script/tir/__init__.pyi ########## @@ -0,0 +1,267 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +# pylint: disable=redefined-builtin +from typing import ( + Any, + Callable, + ContextManager, + Dict, + Iterable, + Optional, + Tuple, + Union, + Sequence, + List, + Mapping, + overload, +) +from numbers import Number +import builtins + +from tvm.tir.function import PrimFunc +from tvm.tir import PrimExpr, Range, IterVar, Var +from tvm.runtime import Object +from .node import BufferSlice + +""" +redefine types +""" + +class Buffer(Var): + def __getitem__( + self: Buffer, pos: Tuple[Union[int, PrimExpr], Union[int, PrimExpr]] + ) -> Buffer: ... + @property + def data(self: Buffer) -> Ptr: ... + +""" +Variables and constants +""" + +def bool(imm: Union[PrimExpr, builtins.bool, Number]) -> PrimExpr: ... +def int8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def int64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def uint64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float8(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float16(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float32(imm: Union[PrimExpr, Number]) -> PrimExpr: ... +def float64(imm: Union[PrimExpr, Number]) -> PrimExpr: ... + +""" +Intrinsic +""" + +def min_value(dtype): ... +def max_value(dtype): ... +def floordiv(x: PrimExpr, y: PrimExpr): ... +def floormod(x: PrimExpr, y: PrimExpr): ... +def abs(x): ... +def load(dtype, var, index, predicate=None): ... +def cast(value, dtype): ... +def ramp(base, stride, lanes): ... +def broadcast(value, lanes): ... +def iter_var(var, dom, iter_type, thread_tag): ... +def max(a, b): ... +def min(a, b): ... +def get_axis(begin, end, iter_type): ... +def Select(cond, if_body, else_body): ... +def evaluate(value): ... +def store(var, index, value, predicate=True): ... +def comm_reducer(lambda_io, identities): ... + +""" +Unary operator +""" + +def exp2(x: PrimExpr) -> PrimExpr: ... +def exp10(x: PrimExpr) -> PrimExpr: ... +def erf(x: PrimExpr) -> PrimExpr: ... +def tanh(x: PrimExpr) -> PrimExpr: ... +def sigmoid(x: PrimExpr) -> PrimExpr: ... +def log(x: PrimExpr) -> PrimExpr: ... +def log2(x: PrimExpr) -> PrimExpr: ... +def log10(x: PrimExpr) -> PrimExpr: ... +def log1p(x: PrimExpr) -> PrimExpr: ... +def tan(x: PrimExpr) -> PrimExpr: ... +def cos(x: PrimExpr) -> PrimExpr: ... +def cosh(x: PrimExpr) -> PrimExpr: ... +def acos(x: PrimExpr) -> PrimExpr: ... +def acosh(x: PrimExpr) -> PrimExpr: ... +def sin(x: PrimExpr) -> PrimExpr: ... +def sinh(x: PrimExpr) -> PrimExpr: ... +def asin(x: PrimExpr) -> PrimExpr: ... +def asinh(x: PrimExpr) -> PrimExpr: ... +def atan(x: PrimExpr) -> PrimExpr: ... +def atanh(x: PrimExpr) -> PrimExpr: ... +def atan2(x: PrimExpr) -> PrimExpr: ... +def sqrt(x: PrimExpr) -> PrimExpr: ... +def rsqrt(x: PrimExpr) -> PrimExpr: ... + +""" +special_stmt - Buffers +""" + +def match_buffer( + param: Union[Var, BufferSlice], + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... +def buffer_decl( + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... +def alloc_buffer( + shape: Sequence[Union[PrimExpr, int]], + dtype: str = "float32", + data=None, + strides: Optional[Sequence[int]] = None, + elem_offset: Optional[int] = None, + scope: str = "global", + align: int = -1, + offset_factor: int = 0, + buffer_type: str = "default", +) -> Buffer: ... + +""" +special_stmt - Reads/Writes +""" + +def reads(read_regions: Union[BufferSlice, List[BufferSlice]]) -> None: ... +def writes(write_region: Union[BufferSlice, List[BufferSlice]]) -> None: ... +def block_attr(attrs: Mapping[str, Object]) -> None: ... + +""" +special_stmt - Axis +""" + +class axis: + @staticmethod + def spatial(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def S(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def reduce(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def R(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def scan(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def opaque(dom: Union[PrimExpr, Tuple[PrimExpr, PrimExpr]], value: PrimExpr) -> IterVar: ... + @staticmethod + def remap(iter_types: str, loop_vars: List[Var]) -> List[IterVar]: ... + +""" +special_stmt - Annotations +""" + +def buffer_var(dtype, storage_scope) -> IterVar: ... +def func_attr(attrs: Dict) -> None: ... +def prim_func(input_func: Callable) -> PrimFunc: ... + +""" +special_stmt - Threads and Bindings +""" + +def env_thread(env_name: str) -> IterVar: ... +def bind(iter_var: IterVar, expr: PrimExpr) -> None: ... + +""" +Scope handler +""" + +class block(ContextManager): + def __init__(self, name_hint: str = "") -> None: ... + def __enter__(self) -> Sequence[IterVar]: ... + +class init(ContextManager): + def __init__(self) -> None: ... + +class let(ContextManager): + def __init__(self, var: Var, value: PrimExpr) -> None: ... + +def where(cond: PrimExpr) -> None: ... +def allocate( + extents, dtype, scope: str, condition: builtins.bool = True, annotations=None Review comment: ```suggestion extents, dtype, scope: str, condition: Union[PrimExpr, builtins.bool] = True, annotations=None ``` if possible, please also type other args -- This is an automated message from the Apache Git Service. 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