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gaoqiong
MIGraphX
Commits
ce7b4b17
Commit
ce7b4b17
authored
Feb 08, 2019
by
Shucai Xiao
Browse files
clang format
parent
1877b194
Changes
6
Hide whitespace changes
Inline
Side-by-side
Showing
6 changed files
with
262 additions
and
216 deletions
+262
-216
src/include/migraphx/operators.hpp
src/include/migraphx/operators.hpp
+3
-3
src/rewrite_rnn.cpp
src/rewrite_rnn.cpp
+3
-3
test/cpu_rnn_ops_test.cpp
test/cpu_rnn_ops_test.cpp
+104
-80
test/gpu/miopen.cpp
test/gpu/miopen.cpp
+18
-11
test/onnx/onnx_test.cpp
test/onnx/onnx_test.cpp
+36
-31
test/op_shape_test.cpp
test/op_shape_test.cpp
+98
-88
No files found.
src/include/migraphx/operators.hpp
View file @
ce7b4b17
...
...
@@ -1177,7 +1177,7 @@ struct rnn
std
::
size_t
hidden_size
=
1
;
std
::
vector
<
operation
>
actv_funcs
{
tanh
{},
tanh
{}};
rnn_direction
direction
=
rnn_direction
::
forward
;
float
clip
=
0.0
f
;
float
clip
=
0.0
f
;
std
::
string
name
()
const
{
return
"rnn"
;
}
shape
compute_shape
(
std
::
vector
<
shape
>
inputs
)
const
...
...
@@ -1227,8 +1227,8 @@ struct gru
std
::
size_t
hidden_size
=
1
;
std
::
vector
<
operation
>
actv_funcs
{
sigmoid
{},
tanh
{}};
rnn_direction
direction
=
rnn_direction
::
forward
;
float
clip
=
0.0
f
;
int
linear_before_reset
=
0
;
float
clip
=
0.0
f
;
int
linear_before_reset
=
0
;
std
::
string
name
()
const
{
return
"gru"
;
}
shape
compute_shape
(
std
::
vector
<
shape
>
inputs
)
const
...
...
src/rewrite_rnn.cpp
View file @
ce7b4b17
...
...
@@ -40,8 +40,8 @@ void rewrite_rnn::apply_vanilla_rnn(program& prog, instruction_ref ins) const
migraphx
::
shape
ih_shape
{
type
,
{
1
,
batch_size
,
hidden_size
}};
std
::
vector
<
float
>
data
(
ih_shape
.
elements
(),
0
);
auto
actv_funcs
=
vanilla_rnn_actv_funcs
(
ins
);
auto
rnn_op
=
any_cast
<
op
::
rnn
>
(
ins
->
get_operator
());
auto
actv_funcs
=
vanilla_rnn_actv_funcs
(
ins
);
auto
rnn_op
=
any_cast
<
op
::
rnn
>
(
ins
->
get_operator
());
op
::
rnn_direction
dicrt
=
rnn_op
.
direction
;
instruction_ref
last_output
{};
if
(
dicrt
==
op
::
rnn_direction
::
bidirectional
)
...
...
@@ -322,7 +322,7 @@ void rewrite_rnn::apply_gru(program& prog, instruction_ref ins) const
migraphx
::
shape
ih_shape
{
type
,
{
1
,
batch_size
,
hidden_size
}};
std
::
vector
<
float
>
data
(
ih_shape
.
elements
(),
0.0
);
auto
gru_op
=
any_cast
<
op
::
gru
>
(
ins
->
get_operator
());
auto
gru_op
=
any_cast
<
op
::
gru
>
(
ins
->
get_operator
());
op
::
rnn_direction
dicrt
=
gru_op
.
direction
;
instruction_ref
last_output
{};
if
(
dicrt
==
op
::
rnn_direction
::
bidirectional
)
...
...
test/cpu_rnn_ops_test.cpp
View file @
ce7b4b17
...
...
@@ -111,14 +111,14 @@ TEST_CASE(rnn_forward)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
...
...
@@ -148,14 +148,14 @@ TEST_CASE(rnn_forward)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
...
...
@@ -183,7 +183,10 @@ TEST_CASE(rnn_forward)
auto
r
=
p
.
add_literal
(
migraphx
::
literal
{
r_shape
,
r_data
});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
);
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
...
...
@@ -294,13 +297,14 @@ TEST_CASE(rnn_reverse)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
auto
hs_concat
=
p
.
eval
({});
std
::
vector
<
float
>
hs_data
;
...
...
@@ -335,14 +339,14 @@ TEST_CASE(rnn_reverse)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
...
...
@@ -451,15 +455,17 @@ TEST_CASE(rnn_bidirectional)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
...
...
@@ -589,11 +595,22 @@ TEST_CASE(rnn_bidirectional)
std
::
vector
<
float
>
hs_data
;
hs_concat
.
visit
([
&
](
auto
output
)
{
hs_data
.
assign
(
output
.
begin
(),
output
.
end
());
});
std
::
vector
<
float
>
hs_data_gold
{
0.37780784
,
0.61055139
,
0.55168478
,
-
0.5888475
,
-
0.37144644
,
0.31708236
,
0.13104209
,
-
0.18736027
,
-
0.16915828
,
0.1938169
,
0.20667936
,
0.58609703
,
-
0.0070999
,
0.46251031
,
-
0.20639211
,
0.37488942
};
std
::
vector
<
float
>
hs_data_gold
{
0.37780784
,
0.61055139
,
0.55168478
,
-
0.5888475
,
-
0.37144644
,
0.31708236
,
0.13104209
,
-
0.18736027
,
-
0.16915828
,
0.1938169
,
0.20667936
,
0.58609703
,
-
0.0070999
,
0.46251031
,
-
0.20639211
,
0.37488942
};
EXPECT
(
migraphx
::
verify_range
(
hs_data
,
hs_data_gold
));
}
...
...
@@ -1074,15 +1091,17 @@ TEST_CASE(gru_forward_actv_funcs)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
ih
=
p
.
add_literal
(
migraphx
::
literal
{
ih_shape
,
ih_data
});
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
,
1
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
,
1
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
auto
hs_concat
=
p
.
eval
({});
std
::
vector
<
float
>
hs_data
;
...
...
@@ -1365,13 +1384,14 @@ TEST_CASE(gru_reverse)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
ih
=
p
.
add_literal
(
migraphx
::
literal
{
ih_shape
,
ih_data
});
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
,
1
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
,
1
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
auto
hs_concat
=
p
.
eval
({});
std
::
vector
<
float
>
hs_data
;
...
...
@@ -1917,15 +1937,17 @@ TEST_CASE(gru_bidirectional_actv_funcs)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
ih
=
p
.
add_literal
(
migraphx
::
literal
{
ih_shape
,
ih_data
});
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
,
0
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
,
0
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
auto
hs_concat
=
p
.
eval
({});
std
::
vector
<
float
>
hs_data
;
...
...
@@ -1952,15 +1974,17 @@ TEST_CASE(gru_bidirectional_actv_funcs)
auto
bias
=
p
.
add_literal
(
migraphx
::
literal
{
b_shape
,
bias_data
});
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
auto
ih
=
p
.
add_literal
(
migraphx
::
literal
{
ih_shape
,
ih_data
});
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
,
1
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
,
1
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
compile
(
migraphx
::
cpu
::
target
{});
auto
hs_concat
=
p
.
eval
({});
std
::
vector
<
float
>
hs_data
;
...
...
test/gpu/miopen.cpp
View file @
ce7b4b17
...
...
@@ -1723,7 +1723,10 @@ struct test_gru_forward_default_actv
auto
w
=
p
.
add_parameter
(
"w"
,
w_shape
);
auto
r
=
p
.
add_parameter
(
"r"
,
r_shape
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
);
migraphx
::
op
::
gru
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
);
return
p
;
}
...
...
@@ -2053,7 +2056,10 @@ struct test_gru_bidirct_default_actv
auto
w
=
p
.
add_parameter
(
"w"
,
w_shape
);
auto
r
=
p
.
add_parameter
(
"r"
,
r_shape
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
);
migraphx
::
op
::
gru
{
hidden_size
,
{},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
);
return
p
;
}
...
...
@@ -2086,15 +2092,16 @@ struct test_gru_bidirct_default_actv1
auto
ih
=
p
.
add_parameter
(
"ih"
,
ih_shape
);
auto
und
=
p
.
add_instruction
(
migraphx
::
op
::
undefined
{});
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
und
,
ih
);
return
p
;
}
...
...
test/onnx/onnx_test.cpp
View file @
ce7b4b17
...
...
@@ -659,7 +659,8 @@ TEST_CASE(gru_test)
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
tanh
{},
migraphx
::
op
::
sigmoid
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
,
1
},
clip
,
1
},
seq
,
w
,
r
,
...
...
@@ -723,19 +724,20 @@ TEST_CASE(gru_test)
p
.
add_parameter
(
"seq_len"
,
migraphx
::
shape
{
migraphx
::
shape
::
int32_type
,
{
bs
}});
auto
ih
=
p
.
add_parameter
(
"h0"
,
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
nd
,
bs
,
hs
}});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
tanh
{},
migraphx
::
op
::
sigmoid
{},
migraphx
::
op
::
relu
{},
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
seq_len
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
tanh
{},
migraphx
::
op
::
sigmoid
{},
migraphx
::
op
::
relu
{},
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
seq_len
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
auto
prog
=
migraphx
::
parse_onnx
(
"onnx_gru_bi.onnx"
);
...
...
@@ -873,14 +875,14 @@ TEST_CASE(gru_test_actv_funcs)
p
.
add_parameter
(
"seq_len"
,
migraphx
::
shape
{
migraphx
::
shape
::
int32_type
,
{
bs
}});
auto
ih
=
p
.
add_parameter
(
"h0"
,
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
nd
,
bs
,
hs
}});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
seq_len
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
bias
,
seq_len
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
auto
prog
=
migraphx
::
parse_onnx
(
"onnx_gru_bi_0.onnx"
);
...
...
@@ -905,7 +907,8 @@ TEST_CASE(gru_test_actv_funcs)
auto
ih
=
p
.
add_parameter
(
"h0"
,
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
nd
,
bs
,
hs
}});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
seq
,
w
,
r
,
...
...
@@ -1003,13 +1006,14 @@ TEST_CASE(gru_test_actv_funcs)
p
.
add_parameter
(
"seq_len"
,
migraphx
::
shape
{
migraphx
::
shape
::
int32_type
,
{
bs
}});
auto
ih
=
p
.
add_parameter
(
"h0"
,
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
nd
,
bs
,
hs
}});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
,
bias
,
seq_len
,
ih
);
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
seq
,
w
,
r
,
bias
,
seq_len
,
ih
);
p
.
add_instruction
(
migraphx
::
op
::
rnn_last_output
{},
out_hs
);
auto
prog
=
migraphx
::
parse_onnx
(
"onnx_gru_forward_0.onnx"
);
...
...
@@ -1034,7 +1038,8 @@ TEST_CASE(gru_test_actv_funcs)
auto
ih
=
p
.
add_parameter
(
"h0"
,
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
nd
,
bs
,
hs
}});
auto
out_hs
=
p
.
add_instruction
(
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
relu
{}},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
migraphx
::
op
::
gru
{
hs
,
{
migraphx
::
op
::
relu
{}},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
seq
,
w
,
r
,
...
...
test/op_shape_test.cpp
View file @
ce7b4b17
...
...
@@ -282,15 +282,16 @@ TEST_CASE(rnn)
migraphx
::
shape
r_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
hidden_size
,
hidden_size
}};
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
2
*
hidden_size
}};
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -307,15 +308,16 @@ TEST_CASE(rnn)
migraphx
::
shape
r_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
hidden_size
,
hidden_size
}};
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
2
*
hidden_size
}};
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -332,16 +334,17 @@ TEST_CASE(rnn)
migraphx
::
shape
r_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
hidden_size
,
hidden_size
}};
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
2
*
hidden_size
}};
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -358,14 +361,15 @@ TEST_CASE(rnn)
migraphx
::
shape
r_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
hidden_size
,
hidden_size
}};
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
2
*
hidden_size
}};
throws_shape
(
migraphx
::
op
::
rnn
{
hidden_size
+
1
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
throws_shape
(
migraphx
::
op
::
rnn
{
hidden_size
+
1
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -382,14 +386,15 @@ TEST_CASE(rnn)
migraphx
::
shape
r_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
hidden_size
,
hidden_size
}};
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
2
*
hidden_size
}};
throws_shape
(
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
throws_shape
(
migraphx
::
op
::
rnn
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -435,15 +440,16 @@ TEST_CASE(gru)
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
6
*
hidden_size
}};
migraphx
::
shape
ih_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
batch_size
,
hidden_size
}};
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -462,15 +468,16 @@ TEST_CASE(gru)
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
6
*
hidden_size
}};
migraphx
::
shape
ih_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
batch_size
,
hidden_size
}};
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
reverse
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -489,16 +496,17 @@ TEST_CASE(gru)
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
6
*
hidden_size
}};
migraphx
::
shape
ih_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
batch_size
,
hidden_size
}};
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
expect_shape
(
migraphx
::
shape
{
migraphx
::
shape
::
float_type
,
{
seq_len
,
num_dirct
,
batch_size
,
hidden_size
}},
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -517,14 +525,15 @@ TEST_CASE(gru)
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
6
*
hidden_size
}};
migraphx
::
shape
ih_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
batch_size
,
hidden_size
}};
throws_shape
(
migraphx
::
op
::
gru
{
hidden_size
+
1
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
throws_shape
(
migraphx
::
op
::
gru
{
hidden_size
+
1
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
forward
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
@@ -543,14 +552,15 @@ TEST_CASE(gru)
migraphx
::
shape
b_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
6
*
hidden_size
}};
migraphx
::
shape
ih_shape
{
migraphx
::
shape
::
float_type
,
{
num_dirct
,
batch_size
,
hidden_size
}};
throws_shape
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
throws_shape
(
migraphx
::
op
::
gru
{
hidden_size
,
{
migraphx
::
op
::
tanh
{}},
migraphx
::
op
::
rnn_direction
::
bidirectional
,
clip
},
in_shape
,
w_shape
,
r_shape
,
b_shape
,
ih_shape
);
}
{
...
...
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