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llvm
hpvm-release
Commits
ba60ceb0
Commit
ba60ceb0
authored
6 years ago
by
Hashim Sharif
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InsertApproxInfo - successfully adding operand bundles with l-norm metrics
parent
be0872ab
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llvm/lib/Transforms/InsertApproxInfo/InsertApproxInfo.cpp
+99
-13
99 additions, 13 deletions
llvm/lib/Transforms/InsertApproxInfo/InsertApproxInfo.cpp
with
99 additions
and
13 deletions
llvm/lib/Transforms/InsertApproxInfo/InsertApproxInfo.cpp
+
99
−
13
View file @
ba60ceb0
...
...
@@ -78,16 +78,23 @@ private:
void
loadTrainedApproxMetrics
(
std
::
string
dir_path
);
void
loadMetricsFromFile
(
std
::
string
dir_path
,
std
::
string
file_path
);
void
readApproxValues
(
const
std
::
string
line
,
ApproxMetrics
*
approx_metrics
);
void
initIntrinsicNames
();
void
initGlobalStrings
();
// private data
std
::
unordered_map
<
std
::
string
,
std
::
string
>
intrinsics_map
;
std
::
unordered_map
<
std
::
string
,
std
::
vector
<
ApproxMetrics
*>>
operation_metrics
;
GlobalVariable
*
mean_l1_str
;
GlobalVariable
*
mean_l2_str
;
GlobalVariable
*
mean_linf_str
;
// Tracks the id of the tensor op processed
unsigned
int
currentID
;
public
:
// Constructor
InsertApproxInfo
(
Module
&
_M
,
BuildDFG
&
_DFG
)
:
CodeGenTraversal
(
_M
,
_DFG
){
}
InsertApproxInfo
(
Module
&
_M
,
BuildDFG
&
_DFG
);
//void run(Module &M, BuildDFG &DFG);
void
run
(
std
::
string
dir_path
);
...
...
@@ -95,6 +102,47 @@ public:
void
InsertApproxInfo
::
initIntrinsicNames
(){
intrinsics_map
[
"llvm.visc.tensor.convolution"
]
=
"tensorConv"
;
intrinsics_map
[
"llvm.visc.tensor.mul"
]
=
"tensorGemm"
;
intrinsics_map
[
"llvm.visc.tensor.add"
]
=
"tensorAdd"
;
intrinsics_map
[
"llvm.visc.tensor.pool.max"
]
=
"tensorPooling"
;
intrinsics_map
[
"llvm.visc.tensor.tanh"
]
=
"tensorTanh"
;
}
void
InsertApproxInfo
::
initGlobalStrings
(){
/**** Creating global constant strings for each approximation metric type *******/
std
::
string
metric_string
=
"mean_l1"
;
Constant
*
stringConst
=
ConstantDataArray
::
getString
(
M
.
getContext
(),
StringRef
(
metric_string
.
c_str
()),
true
);
mean_l1_str
=
new
GlobalVariable
(
M
,
stringConst
->
getType
(),
true
,
GlobalValue
::
ExternalLinkage
,
stringConst
,
""
);
metric_string
=
"mean_l2"
;
stringConst
=
ConstantDataArray
::
getString
(
M
.
getContext
(),
StringRef
(
metric_string
.
c_str
()),
true
);
mean_l2_str
=
new
GlobalVariable
(
M
,
stringConst
->
getType
(),
true
,
GlobalValue
::
ExternalLinkage
,
stringConst
,
""
);
metric_string
=
"mean_linf"
;
stringConst
=
ConstantDataArray
::
getString
(
M
.
getContext
(),
StringRef
(
metric_string
.
c_str
()),
true
);
mean_linf_str
=
new
GlobalVariable
(
M
,
stringConst
->
getType
(),
true
,
GlobalValue
::
ExternalLinkage
,
stringConst
,
""
);
}
InsertApproxInfo
::
InsertApproxInfo
(
Module
&
_M
,
BuildDFG
&
_DFG
)
:
CodeGenTraversal
(
_M
,
_DFG
){
currentID
=
1
;
initIntrinsicNames
();
initGlobalStrings
();
}
void
InsertApproxInfoWrapperPass
::
getAnalysisUsage
(
AnalysisUsage
&
AU
)
const
{
AU
.
addRequired
<
BuildDFG
>
();
AU
.
addPreserved
<
BuildDFG
>
();
...
...
@@ -250,25 +298,60 @@ void InsertApproxInfo::codeGen(DFLeafNode* N) {
}
Function
*
F
=
N
->
getFuncPointer
();
Module
*
M
=
F
->
getParent
();
std
::
vector
<
IntrinsicInst
*>
IItoRemove
;
/**** Adding operand bundles for each tensor operation in the HPVM DFG Leaf Node ****/
for
(
inst_iterator
i
=
inst_begin
(
F
),
e
=
inst_end
(
F
);
i
!=
e
;
++
i
)
{
Instruction
*
I
=
&
(
*
i
);
errs
()
<<*
I
<<
"
\n
"
;
std
::
vector
<
Value
*>
bundle_vals
;
OperandBundleDef
op_bundle
(
"test_bundle"
,
bundle_vals
);
std
::
vector
<
OperandBundleDef
>
op_bundles
;
op_bundles
.
push_back
(
op_bundle
);
ArrayRef
<
OperandBundleDef
>
bundle_arr
(
op_bundles
);
if
(
BuildDFG
::
isViscIntrinsic
(
I
))
{
IntrinsicInst
*
II
=
dyn_cast
<
IntrinsicInst
>
(
I
);
assert
((
II
->
getCalledFunction
()
->
getName
()).
startswith
(
"llvm.visc.tensor"
)
&&
"Only HPVM tensor intrinsics allowed in ApproxHPVM leaf nodes
\n
"
);
//StringRef f_name = II->getCalledFunction()->getName();
std
::
string
intrinsic_id
=
std
::
string
(
II
->
getCalledFunction
()
->
getName
().
data
());
std
::
string
runtime_func_name
=
intrinsics_map
[
intrinsic_id
];
std
::
string
unique_name
=
runtime_func_name
+
std
::
to_string
(
currentID
);
printf
(
"
\n
---- unique_name = %s
\n
"
,
unique_name
.
c_str
());
std
::
vector
<
ApproxMetrics
*>
approx_metrics
;
if
(
operation_metrics
.
find
(
unique_name
)
!=
operation_metrics
.
end
()){
approx_metrics
=
operation_metrics
[
unique_name
];
}
else
{
errs
()
<<
"Intrinsic Name NOT found in the map - Unexpected Error. Aborting ...
\n\n
"
;
abort
();
}
unsigned
int
num_configs
=
approx_metrics
.
size
();
std
::
vector
<
OperandBundleDef
>
conf_bundles
;
for
(
unsigned
int
i
=
0
;
i
<
num_configs
;
i
++
){
std
::
vector
<
Value
*>
norm_vals
;
norm_vals
.
push_back
(
mean_l1_str
);
Constant
*
constFPVal
=
ConstantFP
::
get
(
Type
::
getDoubleTy
(
F
->
getContext
()),
approx_metrics
[
i
]
->
mean_l1
);
norm_vals
.
push_back
(
constFPVal
);
norm_vals
.
push_back
(
mean_l2_str
);
constFPVal
=
ConstantFP
::
get
(
Type
::
getDoubleTy
(
F
->
getContext
()),
approx_metrics
[
i
]
->
mean_l2
);
norm_vals
.
push_back
(
constFPVal
);
norm_vals
.
push_back
(
mean_linf_str
);
constFPVal
=
ConstantFP
::
get
(
Type
::
getDoubleTy
(
F
->
getContext
()),
approx_metrics
[
i
]
->
mean_linf
);
norm_vals
.
push_back
(
constFPVal
);
std
::
string
config_name
=
"config_"
+
std
::
to_string
(
i
+
1
);
OperandBundleDef
norm_bundle
(
config_name
,
norm_vals
);
conf_bundles
.
push_back
(
norm_bundle
);
}
ArrayRef
<
OperandBundleDef
>
bundle_arr
(
conf_bundles
);
/*** Creating new Intrinsic call with Operand Bundles attached **/
Function
*
calledFunction
=
II
->
getCalledFunction
();
unsigned
num_args
=
II
->
getNumArgOperands
();
std
::
vector
<
Value
*>
args
;
...
...
@@ -276,15 +359,18 @@ void InsertApproxInfo::codeGen(DFLeafNode* N) {
Value
*
argValue
=
II
->
getArgOperand
(
i
);
args
.
push_back
(
argValue
);
}
CallInst
*
CI
=
CallInst
::
Create
(
calledFunction
,
args
,
bundle_arr
,
""
,
II
);
errs
()
<<
"NOTE: N
EW CALLINST
= "
<<*
CI
<<
"
\n
"
;
errs
()
<<
"NOTE: N
ew CallInst
= "
<<*
CI
<<
"
\n
"
;
II
->
replaceAllUsesWith
(
CI
);
// Mark to remove at the end
IItoRemove
.
push_back
(
II
);
// Increment counter of op processed
currentID
++
;
}
}
...
...
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