125 lines
3.7 KiB
Python
125 lines
3.7 KiB
Python
# Licensed to the Apache Software Foundation (ASF) under one
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# or more contributor license agreements. See the NOTICE file
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# distributed with this work for additional information
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# regarding copyright ownership. The ASF licenses this file
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# to you under the Apache License, Version 2.0 (the
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# "License"); you may not use this file except in compliance
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# with the License. You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing,
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# software distributed under the License is distributed on an
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# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, either express or implied. See the License for the
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# specific language governing permissions and limitations
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# under the License.
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"""The argument information"""
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from typing import Any
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from tvm_ffi import Shape, register_object
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from tvm.ir import IRModule
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from tvm.runtime import DataType, Object
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from tvm.tirx import PrimFunc
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from . import _ffi_api
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from .utils import _json_de_tvm
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@register_object("s_tir.meta_schedule.ArgInfo")
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class ArgInfo(Object):
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"""Argument information"""
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def as_json(self) -> Any:
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"""Converts the ArgInfo to its corresponding JSON representation."""
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return _json_de_tvm(_ffi_api.ArgInfoAsJSON(self)) # type: ignore # pylint: disable=no-member
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@staticmethod
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def from_json(json_obj: Any) -> "ArgInfo":
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"""Parse the argument information from a JSON object.
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Parameters
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----------
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json_obj : Any
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The json object to parse.
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Returns
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-------
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parsed : ArgInfo
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The argument information parsed.
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"""
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return _ffi_api.ArgInfoFromJSON(json_obj) # type: ignore # pylint: disable=no-member
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@staticmethod
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def from_prim_func(func: PrimFunc) -> list["ArgInfo"]:
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"""Extract a list of the argument information from PrimFunc.
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Parameters
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----------
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func : PrimFunc
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The PrimFunc to get argument information from.
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Returns
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-------
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extracted : List[ArgInfo]
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An array of the argument information derived.
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"""
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return _ffi_api.ArgInfoFromPrimFunc(func) # type: ignore # pylint: disable=no-member
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@staticmethod
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def from_entry_func(mod: IRModule, remove_preproc: bool = True) -> list["ArgInfo"]:
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"""Extract a list of the argument information from the entry func of an IRModule.
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Parameters
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----------
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mod : IRModule
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The IRModule to get argument information from.
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remove_preproc : bool
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Whether to remove the preprocessing blocks.
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Returns
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-------
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extracted : List[ArgInfo]
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An array of the argument information derived.
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"""
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return _ffi_api.ArgInfoFromEntryFunc(mod, remove_preproc) # type: ignore # pylint: disable=no-member
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@register_object("s_tir.meta_schedule.TensorInfo")
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class TensorInfo(ArgInfo):
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"""Tensor argument information
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Parameters
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----------
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dtype : DataType
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The data type of the tensor.
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shape : Shape
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The shape of the tensor.
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"""
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dtype: DataType
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shape: Shape
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def __init__(
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self,
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dtype: DataType,
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shape: Shape | list[int],
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) -> None:
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"""Constructor
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Parameters
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----------
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dtype : DataType
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The data type of the tensor.
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shape : Shape
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The shape of the tensor.
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"""
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shape_tuple = shape if isinstance(shape, Shape) else Shape(shape)
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self.__init_handle_by_constructor__(
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_ffi_api.TensorInfo, # type: ignore # pylint: disable=no-member
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dtype,
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shape_tuple,
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)
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