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wenyuanbo
tic
Commits
efbae0bd
Commit
efbae0bd
authored
Oct 05, 2018
by
雾雨魔理沙
Committed by
Tianqi Chen
Oct 05, 2018
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[Relay] Add Let list, a helper datastructure to relay (#1827)
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/*!
* Copyright (c) 2018 by Contributors
* \file let_list.h
* \brief LetList record let binding and insert let expression implicitly.
* using it, one can treat AST as value instead of expression,
* and pass them around freely without fear of AST explosion (or effect duplication).
* for example, if one write 'b = a + a; c = b + b; d = c + c', the AST will contain 8 'a'.
* if one instead write 'b = ll.Push(a + a); c = ll.Push(b + b); d = ll.Get(c + c);',
* the AST will contain 2 'a', as b and c are now variables.
*/
#ifndef TVM_RELAY_PASS_LET_LIST_H_
#define TVM_RELAY_PASS_LET_LIST_H_
#include <tvm/relay/expr.h>
#include <utility>
#include <vector>
#include <tuple>
#include "tvm/relay/type.h"
namespace
tvm
{
namespace
relay
{
/*! \brief LetList allow you to transform expression into variables, so you can copy them around.
* one can insert into the LetList by calling Push, and wrap an expression with bindings with Get.
* additionally, there is the 'With' function, which automatically call Get.
*/
class
LetList
{
public
:
/*! \brief insert a binding.
*
* \param pv the var of the binding.
*
* \param ty the type of the binding.
*
* \param expr the value of the binding.
*
* \return a Var that hold the inserted expr.
*/
Var
Push
(
const
Var
&
pv
,
const
Type
&
ty
,
const
Expr
&
expr
)
{
std
::
tuple
<
Var
,
Type
,
Expr
>
tuple
(
pv
,
ty
,
expr
);
lets_
.
push_back
(
tuple
);
return
pv
;
}
/*! \brief insert a binding.
*
* \param ty the type of the binding.
*
* \param expr the value of the binding.
*
* \return a Var that hold the inserted expr.
*/
Var
Push
(
const
Type
&
ty
,
const
Expr
&
expr
)
{
return
Push
(
VarNode
::
make
(
"x"
),
ty
,
expr
);
}
/*! \brief insert a binding.
*
* \param pv the var of the binding.
*
* \param expr the value of the binding.
*
* \return a Var that hold the inserted expr.
*/
Var
Push
(
const
Var
&
pv
,
const
Expr
&
expr
)
{
return
Push
(
pv
,
IncompleteTypeNode
::
make
(
TypeParamNode
::
kType
),
expr
);
}
/*! \brief insert a binding.
*
* \param expr the value of the binding.
*
* \return a Var that hold the inserted expr.
*/
Var
Push
(
const
Expr
&
expr
)
{
return
Push
(
IncompleteTypeNode
::
make
(
TypeParamNode
::
kType
),
expr
);
}
/*! \brief wrap an expr around the LetList.
*
* \param body the Expression to be wrapped around.
*
* \return the wrapped expr.
*/
Expr
Get
(
const
Expr
&
body
)
const
{
Expr
ret
=
body
;
for
(
auto
rit
=
lets_
.
rbegin
();
rit
!=
lets_
.
rend
();
++
rit
)
{
ret
=
LetNode
::
make
(
std
::
get
<
0
>
(
*
rit
),
std
::
get
<
2
>
(
*
rit
),
ret
,
std
::
get
<
1
>
(
*
rit
));
}
return
ret
;
}
/*! \brief generate an LetList and wrap the result automatically.
*
* \param f a function that generate the unwrapped Expr.
*
* \code
* // Example code that generate `16 * a` using 4 plus instead of 15 plus.
* Expr mult_sixteen(const Var& a) {
* Op plus = Op::Get("plus");
* // Automatically call Get with LetList::With
* return LetList::With([&](LetList* ll) {
* // Turn a call to plus into a variable to avoid duplication of code
* Var b = ll->Push(CallNode::make(plus, {a, a}));
* Var c = ll->Push(CallNode::make(plus, {b, b}));
* Var d = ll->Push(CallNode::make(plus, {c, c}));
* return CallNode::make(plus, {d, d});
* });
* }
* \endcode
*
* \return the wrapped Expr.
*/
template
<
typename
F
>
static
Expr
With
(
F
&&
f
)
{
LetList
ll
;
return
ll
.
Get
(
f
(
&
ll
));
}
private
:
std
::
vector
<
std
::
tuple
<
Var
,
Type
,
Expr
>
>
lets_
;
};
}
// namespace relay
}
// namespace tvm
#endif // TVM_RELAY_PASS_LET_LIST_H_
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