227 lines
5.3 KiB
Python
227 lines
5.3 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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# pylint: disable=invalid-name
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"""Primitive operators in the TVM IR."""
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import tvm_ffi
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from . import _ffi_api
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from .expr import Expr
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@tvm_ffi.register_object("ir.Op")
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class Op(Expr):
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"""Primitive operator in the IR."""
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def __init__(self):
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raise RuntimeError("Cannot create op, use get instead")
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@staticmethod
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def get(op_name):
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"""Get the Op for a given name
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Parameters
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----------
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op_name : str
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The operator name
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Returns
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-------
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op : Op
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The op of the corresponding name
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"""
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return _ffi_api.GetOp(op_name)
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def get_attr(self, attr_name):
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"""Get additional attribute about the operator.
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Parameters
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----------
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attr_name : str
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The attribute name.
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Returns
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-------
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value : object
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The attribute value
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"""
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return _ffi_api.OpGetAttr(self, attr_name)
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def has_attr(self, attr_name):
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"""Check whether the operator has additional attribute.
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Parameters
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----------
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attr_name : str
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The attribute name.
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Returns
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-------
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value : bool
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Whether the operator has additional attribute
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"""
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return _ffi_api.OpHasAttr(self, attr_name)
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def set_attr(self, attr_name, value, plevel=10):
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"""Set attribute about the operator.
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Parameters
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----------
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attr_name : str
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The attribute name
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value : object
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The attribute value
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plevel : int
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The priority level
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"""
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_ffi_api.OpSetAttr(self, attr_name, value, plevel)
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def reset_attr(self, attr_name):
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"""Reset attribute about the operator.
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Parameters
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----------
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attr_name : str
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The attribute name
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"""
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_ffi_api.OpResetAttr(self, attr_name)
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def add_argument(self, name, type, description): # pylint: disable=redefined-builtin
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"""Add arguments information to the function.
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Parameters
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----------
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name : str
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The argument name.
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type : str
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The argument type.
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description : str
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The argument description.
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"""
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_ffi_api.OpAddArgument(self, name, type, description)
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def set_support_level(self, level):
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"""Set the support level of op.
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Parameters
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----------
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level : int
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The support level.
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"""
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_ffi_api.OpSetSupportLevel(self, level)
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def set_num_inputs(self, n):
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"""Set the support level of op.
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Parameters
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----------
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n : int
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The input number.
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"""
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_ffi_api.OpSetNumInputs(self, n)
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def set_attrs_type_key(self, key):
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"""Set the attribute type key of op.
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Parameters
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----------
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key : str
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The type key.
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"""
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_ffi_api.OpSetAttrsTypeKey(self, key)
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@staticmethod
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def list_op_names():
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"""List all the op names in the op registry.
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Returns
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-------
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value : List[str]
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The registered op names
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"""
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return _ffi_api.ListOpNames()
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def register_op_attr(op_name, attr_key, value=None, level=10):
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"""Register an operator property of an operator by name.
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Parameters
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----------
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op_name : str
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The name of operator
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attr_key : str
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The attribute name.
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value : object, optional
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The value to set
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level : int, optional
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The priority level
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Returns
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-------
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fregister : function
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Register function if value is not specified.
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"""
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def _register(v):
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"""internal register function"""
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_ffi_api.RegisterOpAttr(op_name, attr_key, v, level)
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return v
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return _register(value) if value is not None else _register
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def register_intrin_lowering(
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op_name,
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target,
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*,
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f=None,
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level=10,
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):
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"""Register Op lowering function
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Parameters
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----------
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op_name : str
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The op name
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target : str
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The target string for given intrinsic lowering function
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f : function, optional
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The function to be registered.
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level : int
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The priority level
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Returns
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-------
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fregister : function
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Register op lowering function if f is not specified.
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"""
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def _register(f):
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"""internal register function"""
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_ffi_api.RegisterOpLowerIntrinsic(op_name, f, target, level)
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return f
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return _register(f) if f is not None else _register
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