expr_functor.py 7.19 KB
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# 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.
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# pylint: disable=no-else-return, unidiomatic-typecheck, invalid-name
"""The expression functor of Relay."""

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from .function import Function
from .expr import Call, Let, Var, GlobalVar
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from .expr import If, Tuple, TupleGetItem, Constant
from .expr import RefCreate, RefRead, RefWrite
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from .adt import Constructor, Match, Clause
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from .op import Op

class ExprFunctor:
    """
    An abstract visitor defined over Expr.

    Defines the default dispatch over expressions, and
    implements memoization.
    """
    def __init__(self):
        self.memo_map = {}

    # pylint: disable=no-else-return
    def visit(self, expr):
        """Apply the visitor to an expression."""
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        if expr in self.memo_map:
            return self.memo_map[expr]
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        if isinstance(expr, Function):
            res = self.visit_function(expr)
        elif isinstance(expr, Call):
            res = self.visit_call(expr)
        elif isinstance(expr, Let):
            res = self.visit_let(expr)
        elif isinstance(expr, Var):
            res = self.visit_var(expr)
        elif isinstance(expr, GlobalVar):
            res = self.visit_global_var(expr)
        elif isinstance(expr, If):
            res = self.visit_if(expr)
        elif isinstance(expr, Tuple):
            res = self.visit_tuple(expr)
        elif isinstance(expr, TupleGetItem):
            res = self.visit_tuple_getitem(expr)
        elif isinstance(expr, Constant):
            res = self.visit_constant(expr)
        elif isinstance(expr, Op):
            res = self.visit_op(expr)
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        elif isinstance(expr, RefCreate):
            res = self.visit_ref_create(expr)
        elif isinstance(expr, RefRead):
            res = self.visit_ref_read(expr)
        elif isinstance(expr, RefWrite):
            res = self.visit_ref_write(expr)
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        elif isinstance(expr, Constructor):
            res = self.visit_constructor(expr)
        elif isinstance(expr, Match):
            res = self.visit_match(expr)
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        else:
            raise Exception("warning unhandled case: {0}".format(type(expr)))

        self.memo_map[expr] = res

        return res

    def visit_function(self, _):
        raise NotImplementedError()

    def visit_let(self, _):
        raise NotImplementedError()

    def visit_call(self, _):
        raise NotImplementedError()

    def visit_var(self, _):
        raise NotImplementedError()

    def visit_type(self, typ):
        return typ

    def visit_if(self, _):
        raise NotImplementedError()

    def visit_tuple(self, _):
        raise NotImplementedError()

    def visit_tuple_getitem(self, _):
        raise NotImplementedError()

    def visit_global_var(self, _):
        raise NotImplementedError()

    def visit_op(self, _):
        raise NotImplementedError()

    def visit_constant(self, _):
        raise NotImplementedError()

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    def visit_ref_create(self, _):
        raise NotImplementedError()

    def visit_ref_write(self, _):
        raise NotImplementedError()

    def visit_ref_read(self, _):
        raise NotImplementedError()
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    def visit_constructor(self, _):
        raise NotImplementedError()

    def visit_match(self, _):
        raise NotImplementedError()


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class ExprVisitor(ExprFunctor):
    """
    A visitor over Expr.

    The default behavior recursively traverses the AST.
    """
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    def visit_tuple(self, tup):
        for x in tup.fields:
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            self.visit(x)

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    def visit_call(self, call):
        self.visit(call.op)
        for a in call.args:
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            self.visit(a)

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    def visit_var(self, var):
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        pass

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    def visit_let(self, let):
        self.visit(let.var)
        self.visit(let.value)
        self.visit(let.body)
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    def visit_function(self, f):
        self.visit(f.body)

    def visit_if(self, i):
        self.visit(i.cond)
        self.visit(i.true_branch)
        self.visit(i.false_branch)

    def visit_global_var(self, gv):
        pass

    def visit_constructor(self, c):
        pass

    def visit_op(self, op):
        pass

    def visit_constant(self, const):
        pass

    def visit_ref_create(self, r):
        self.visit(r.value)

    def visit_ref_read(self, r):
        self.visit(r.ref)

    def visit_ref_write(self, r):
        self.visit(r.ref)
        self.visit(r.value)

    def visit_tuple_getitem(self, t):
        self.visit(t.tuple_value)

    def visit_match(self, m):
        self.visit(m.data)
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        for c in m.clauses:
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            self.visit(c.rhs)


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class ExprMutator(ExprFunctor):
    """
    A functional visitor over Expr.

    The default behavior recursively traverses the AST
    and reconstructs the AST.
    """
    def visit_function(self, fn):
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        new_params = [self.visit(x) for x in fn.params]
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        new_body = self.visit(fn.body)
        return Function(
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            list(new_params),
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            new_body,
            fn.ret_type,
            fn.type_params,
            fn.attrs)

    def visit_let(self, let):
        new_var = self.visit(let.var)
        new_val = self.visit(let.value)
        new_body = self.visit(let.body)
        return Let(new_var, new_val, new_body)

    def visit_call(self, call):
        new_fn = self.visit(call.op)
        new_args = [self.visit(arg) for arg in call.args]
        return Call(new_fn, new_args, call.attrs)

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    def visit_var(self, var):
        return var
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    def visit_global_id(self, global_var):
        return global_var

    def visit_if(self, ite):
        return If(
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            self.visit(ite.cond),
            self.visit(ite.true_branch),
            self.visit(ite.false_branch))
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    def visit_tuple(self, tup):
        return Tuple([self.visit(field) for field in tup.fields])

    def visit_tuple_getitem(self, op):
        tuple_value = self.visit(op.tuple_value)
        if not tuple_value.same_as(op.tuple_value):
            return TupleGetItem(tuple_value, op.index)
        return op

    def visit_global_var(self, gvar):
        return gvar

    def visit_op(self, op):
        return op

    def visit_constant(self, const):
        return const

    def visit_constructor(self, con):
        return con

    def visit_match(self, m):
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        return Match(
            self.visit(m.data),
            [Clause(c.lhs, self.visit(c.rhs)) for c in m.clauses],
            complete=m.complete)
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    def visit_ref_create(self, r):
        return RefCreate(self.visit(r.value))
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    def visit_ref_write(self, r):
        return RefWrite(self.visit(r.ref), self.visit(r.value))

    def visit_ref_read(self, r):
        return RefRead(self.visit(r.ref))