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Commit a2de3140 authored by Paul's avatar Paul
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parents 2c69352c 2783c649
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examples/vision/python_yolov4/yolov4_inference.ipynb
View file @ a2de3140
......@@ -80,7 +80,7 @@
"outputs": [],
"source": [
"if not os.path.exists(\"yolov4_fp16.mxr\"):\n",
" !/opt/rocm/bin/migraphx-driver compile ./utilities/yolov4.onnx --gpu --enable-offload-copy --fp16ref --binary -o yolov4_fp16.mxr\n",
" !/opt/rocm/bin/migraphx-driver compile ./utilities/yolov4.onnx --gpu --enable-offload-copy --fp16 --binary -o yolov4_fp16.mxr\n",
"if not os.path.exists(\"yolov4.mxr\"):\n",
" !/opt/rocm/bin/migraphx-driver compile ./utilities/yolov4.onnx --gpu --enable-offload-copy --binary -o yolov4.mxr"
]
......
src/driver/alexnet.cpp
View file @ a2de3140
/*
* The MIT License (MIT)
*
......@@ -21,10 +22,10 @@
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/operators.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/apply_alpha_beta.hpp>
#include <migraphx/json.hpp>
#include "models.hpp"
namespace migraphx {
......@@ -34,173 +35,189 @@ inline namespace MIGRAPHX_INLINE_NS {
migraphx::program alexnet(unsigned batch) // NOLINT(readability-function-size)
{
migraphx::program p;
auto* mm = p.get_main_module();
auto m0 =
mm->add_parameter("0", migraphx::shape{migraphx::shape::float_type, {batch, 3, 224, 224}});
auto mx0 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 0));
auto mx1 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 4096}}, 1));
auto mx2 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 2));
auto mx3 = mm->add_literal(
migraphx::module_ref mmain = p.get_main_module();
auto x_main_module_0 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 0)));
auto x_main_module_1 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 1)));
auto x_main_module_2 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 2)));
auto x_input_1 = mmain->add_parameter(
"input.1", migraphx::shape{migraphx::shape::float_type, {batch, 3, 224, 224}});
auto x_main_module_4 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 4096}}, 3));
auto mx4 = mm->add_literal(
auto x_main_module_5 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 4));
auto mx5 = mm->add_literal(
auto x_main_module_6 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 9216}}, 5));
auto mx6 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 6));
auto mx7 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 7));
auto mx8 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 8));
auto mx9 = mm->add_literal(migraphx::generate_literal(
auto x_main_module_7 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 6));
auto x_main_module_8 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 4096}}, 7));
auto x_main_module_9 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 8));
auto x_main_module_10 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 384, 3, 3}}, 9));
auto mx10 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {384}}, 10));
auto mx11 = mm->add_literal(migraphx::generate_literal(
auto x_main_module_11 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 10));
auto x_main_module_12 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {384, 192, 3, 3}}, 11));
auto mx12 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {192}}, 12));
auto mx13 = mm->add_literal(migraphx::generate_literal(
auto x_main_module_13 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {384}}, 12));
auto x_main_module_14 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {192, 64, 5, 5}}, 13));
auto mx14 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 14));
auto mx15 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 3, 11, 11}}, 15));
migraphx::op::convolution convolution16;
convolution16.padding = {2, 2};
convolution16.stride = {4, 4};
convolution16.dilation = {1, 1};
convolution16.group = 1;
auto mx16 = mm->add_instruction(convolution16, m0, mx15);
migraphx::op::broadcast broadcast17;
broadcast17.axis = 1;
broadcast17.broadcast_lens = {batch, 64, 55, 55};
auto mx17 = mm->add_instruction(broadcast17, mx14);
migraphx::op::add add18;
auto mx18 = mm->add_instruction(add18, mx16, mx17);
migraphx::op::relu relu19;
auto mx19 = mm->add_instruction(relu19, mx18);
migraphx::op::pooling pooling20;
pooling20.mode = migraphx::op::pooling_mode::max;
pooling20.padding = {0, 0};
pooling20.stride = {2, 2};
pooling20.lengths = {3, 3};
auto mx20 = mm->add_instruction(pooling20, mx19);
migraphx::op::convolution convolution21;
convolution21.padding = {2, 2};
convolution21.stride = {1, 1};
convolution21.dilation = {1, 1};
convolution21.group = 1;
auto mx21 = mm->add_instruction(convolution21, mx20, mx13);
migraphx::op::broadcast broadcast22;
broadcast22.axis = 1;
broadcast22.broadcast_lens = {batch, 192, 27, 27};
auto mx22 = mm->add_instruction(broadcast22, mx12);
migraphx::op::add add23;
auto mx23 = mm->add_instruction(add23, mx21, mx22);
migraphx::op::relu relu24;
auto mx24 = mm->add_instruction(relu24, mx23);
migraphx::op::pooling pooling25;
pooling25.mode = migraphx::op::pooling_mode::max;
pooling25.padding = {0, 0};
pooling25.stride = {2, 2};
pooling25.lengths = {3, 3};
auto mx25 = mm->add_instruction(pooling25, mx24);
migraphx::op::convolution convolution26;
convolution26.padding = {1, 1};
convolution26.stride = {1, 1};
convolution26.dilation = {1, 1};
convolution26.group = 1;
auto mx26 = mm->add_instruction(convolution26, mx25, mx11);
migraphx::op::broadcast broadcast27;
broadcast27.axis = 1;
broadcast27.broadcast_lens = {batch, 384, 13, 13};
auto mx27 = mm->add_instruction(broadcast27, mx10);
migraphx::op::add add28;
auto mx28 = mm->add_instruction(add28, mx26, mx27);
migraphx::op::relu relu29;
auto mx29 = mm->add_instruction(relu29, mx28);
migraphx::op::convolution convolution30;
convolution30.padding = {1, 1};
convolution30.stride = {1, 1};
convolution30.dilation = {1, 1};
convolution30.group = 1;
auto mx30 = mm->add_instruction(convolution30, mx29, mx9);
migraphx::op::broadcast broadcast31;
broadcast31.axis = 1;
broadcast31.broadcast_lens = {batch, 256, 13, 13};
auto mx31 = mm->add_instruction(broadcast31, mx8);
migraphx::op::add add32;
auto mx32 = mm->add_instruction(add32, mx30, mx31);
migraphx::op::relu relu33;
auto mx33 = mm->add_instruction(relu33, mx32);
migraphx::op::convolution convolution34;
convolution34.padding = {1, 1};
convolution34.stride = {1, 1};
convolution34.dilation = {1, 1};
convolution34.group = 1;
auto mx34 = mm->add_instruction(convolution34, mx33, mx7);
migraphx::op::broadcast broadcast35;
broadcast35.axis = 1;
broadcast35.broadcast_lens = {batch, 256, 13, 13};
auto mx35 = mm->add_instruction(broadcast35, mx6);
migraphx::op::add add36;
auto mx36 = mm->add_instruction(add36, mx34, mx35);
migraphx::op::relu relu37;
auto mx37 = mm->add_instruction(relu37, mx36);
migraphx::op::pooling pooling38;
pooling38.mode = migraphx::op::pooling_mode::max;
pooling38.padding = {0, 0};
pooling38.stride = {2, 2};
pooling38.lengths = {3, 3};
auto mx38 = mm->add_instruction(pooling38, mx37);
migraphx::op::flatten flatten39;
flatten39.axis = 1;
auto mx39 = mm->add_instruction(flatten39, mx38);
migraphx::op::identity identity40;
auto mx40 = mm->add_instruction(identity40, mx39);
migraphx::op::transpose transpose41;
transpose41.dims = {1, 0};
auto mx41 = mm->add_instruction(transpose41, mx5);
migraphx::op::multibroadcast multibroadcast42;
multibroadcast42.output_lens = {batch, 4096};
auto mx42 = mm->add_instruction(multibroadcast42, mx4);
float dot43_alpha = 1;
float dot43_beta = 1;
auto mx43 = migraphx::add_apply_alpha_beta(
*mm, {mx40, mx41, mx42}, migraphx::make_op("dot"), dot43_alpha, dot43_beta);
migraphx::op::relu relu44;
auto mx44 = mm->add_instruction(relu44, mx43);
migraphx::op::identity identity45;
auto mx45 = mm->add_instruction(identity45, mx44);
migraphx::op::transpose transpose46;
transpose46.dims = {1, 0};
auto mx46 = mm->add_instruction(transpose46, mx3);
migraphx::op::multibroadcast multibroadcast47;
multibroadcast47.output_lens = {batch, 4096};
auto mx47 = mm->add_instruction(multibroadcast47, mx2);
float dot48_alpha = 1;
float dot48_beta = 1;
auto mx48 = migraphx::add_apply_alpha_beta(
*mm, {mx45, mx46, mx47}, migraphx::make_op("dot"), dot48_alpha, dot48_beta);
migraphx::op::relu relu49;
auto mx49 = mm->add_instruction(relu49, mx48);
migraphx::op::transpose transpose50;
transpose50.dims = {1, 0};
auto mx50 = mm->add_instruction(transpose50, mx1);
migraphx::op::multibroadcast multibroadcast51;
multibroadcast51.output_lens = {batch, 1000};
auto mx51 = mm->add_instruction(multibroadcast51, mx0);
float dot52_alpha = 1;
float dot52_beta = 1;
migraphx::add_apply_alpha_beta(
*mm, {mx49, mx50, mx51}, migraphx::make_op("dot"), dot52_alpha, dot52_beta);
auto x_main_module_15 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {192}}, 14));
auto x_main_module_16 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 15));
auto x_main_module_17 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 16));
auto x_main_module_18 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 3, 11, 11}}, 17));
auto x_main_module_19 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 18));
auto x_main_module_20 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[2,2,2,2],padding_mode:0,stride:[4,4]}")),
x_input_1,
x_main_module_18);
auto x_main_module_21 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,55,55]}")),
x_main_module_19);
auto x_main_module_22 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_20, x_main_module_21);
auto x_main_module_23 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_22);
auto x_main_module_24 = mmain->add_instruction(
migraphx::make_op(
"pooling",
migraphx::from_json_string(
"{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[0,0,0,0],stride:[2,2]}")),
x_main_module_23);
auto x_main_module_25 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[2,2,2,2],padding_mode:0,stride:[1,1]}")),
x_main_module_24,
x_main_module_14);
auto x_main_module_26 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,192,27,27]}")),
x_main_module_15);
auto x_main_module_27 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_25, x_main_module_26);
auto x_main_module_28 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_27);
auto x_main_module_29 = mmain->add_instruction(
migraphx::make_op(
"pooling",
migraphx::from_json_string(
"{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[0,0,0,0],stride:[2,2]}")),
x_main_module_28);
auto x_main_module_30 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_29,
x_main_module_12);
auto x_main_module_31 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,384,13,13]}")),
x_main_module_13);
auto x_main_module_32 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_30, x_main_module_31);
auto x_main_module_33 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_32);
auto x_main_module_34 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_33,
x_main_module_10);
auto x_main_module_35 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,13,13]}")),
x_main_module_11);
auto x_main_module_36 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_34, x_main_module_35);
auto x_main_module_37 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_36);
auto x_main_module_38 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_37,
x_main_module_16);
auto x_main_module_39 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,13,13]}")),
x_main_module_17);
auto x_main_module_40 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_38, x_main_module_39);
auto x_main_module_41 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_40);
auto x_main_module_42 = mmain->add_instruction(
migraphx::make_op(
"pooling",
migraphx::from_json_string(
"{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[0,0,0,0],stride:[2,2]}")),
x_main_module_41);
auto x_main_module_43 = mmain->add_instruction(
migraphx::make_op("reshape", migraphx::from_json_string("{dims:[1,9216]}")),
x_main_module_42);
auto x_main_module_44 = mmain->add_instruction(
migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
x_main_module_6);
auto x_main_module_45 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_43, x_main_module_44);
auto x_main_module_46 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
x_main_module_7);
auto x_main_module_47 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
x_main_module_2);
auto x_main_module_48 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_46, x_main_module_47);
auto x_main_module_49 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_45, x_main_module_48);
auto x_main_module_50 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_49);
auto x_main_module_51 = mmain->add_instruction(
migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
x_main_module_4);
auto x_main_module_52 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_50, x_main_module_51);
auto x_main_module_53 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
x_main_module_5);
auto x_main_module_54 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,4096]}")),
x_main_module_1);
auto x_main_module_55 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_53, x_main_module_54);
auto x_main_module_56 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_52, x_main_module_55);
auto x_main_module_57 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_56);
auto x_main_module_58 = mmain->add_instruction(
migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
x_main_module_8);
auto x_main_module_59 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_57, x_main_module_58);
auto x_main_module_60 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,1000]}")),
x_main_module_9);
auto x_main_module_61 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,1000]}")),
x_main_module_0);
auto x_main_module_62 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_60, x_main_module_61);
auto x_main_module_63 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_59, x_main_module_62);
mmain->add_return({x_main_module_63});
return p;
}
} // namespace MIGRAPHX_INLINE_NS
} // namespace driver
} // namespace migraphx
src/driver/inceptionv3.cpp
View file @ a2de3140
This source diff could not be displayed because it is too large. You can view the blob instead.
src/driver/main.cpp
View file @ a2de3140
......@@ -210,6 +210,9 @@ struct loader
auto last = std::prev(mm->end(), trim);
mm->remove_instructions(last, mm->end());
}
// Remove unused variable when exporting to cpp
if(output_type == "cpp")
migraphx::run_passes(*p.get_main_module(), {migraphx::dead_code_elimination{}});
if(optimize)
{
migraphx::run_passes(*p.get_main_module(),
......
src/driver/resnet50.cpp
View file @ a2de3140
/*
* The MIT License (MIT)
*
......@@ -21,10 +22,10 @@
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/operators.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/apply_alpha_beta.hpp>
#include <migraphx/json.hpp>
#include "models.hpp"
namespace migraphx {
......@@ -34,1231 +35,1026 @@ inline namespace MIGRAPHX_INLINE_NS {
migraphx::program resnet50(unsigned batch) // NOLINT(readability-function-size)
{
migraphx::program p;
auto* mm = p.get_main_module();
auto m0 =
mm->add_parameter("0", migraphx::shape{migraphx::shape::float_type, {batch, 3, 224, 224}});
auto mx0 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 0));
auto mx1 = mm->add_literal(
migraphx::module_ref mmain = p.get_main_module();
auto x_main_module_0 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1}}, 0)));
auto x_input_1 = mmain->add_parameter(
"input.1", migraphx::shape{migraphx::shape::float_type, {batch, 3, 224, 224}});
auto x_main_module_2 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 2048}}, 1));
auto mx2 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 2)));
auto mx3 = mm->add_literal(
auto x_main_module_3 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 2));
auto x_main_module_4 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 3));
auto mx4 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 4));
auto mx5 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 5)));
auto mx6 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 6));
auto mx7 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 7)));
auto mx8 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 8));
auto mx9 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 9));
auto mx10 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 10)));
auto mx11 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 11));
auto mx12 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 12)));
auto mx13 = mm->add_literal(
auto x_main_module_5 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 4));
auto x_main_module_6 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 5));
auto x_main_module_7 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 6));
auto x_main_module_8 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 7));
auto x_main_module_9 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 2048, 1, 1}}, 8));
auto x_main_module_10 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 9));
auto x_main_module_11 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 10));
auto x_main_module_12 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 11));
auto x_main_module_13 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 12));
auto x_main_module_14 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 13));
auto mx14 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 14));
auto mx15 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 15)));
auto mx16 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 2048, 1, 1}}, 16));
auto mx17 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 17)));
auto mx18 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 18));
auto mx19 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 19));
auto mx20 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 20)));
auto mx21 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 21));
auto mx22 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 22)));
auto mx23 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 23));
auto mx24 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 24));
auto mx25 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 25)));
auto mx26 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 26));
auto mx27 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 27)));
auto mx28 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 28));
auto mx29 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 29));
auto mx30 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 30)));
auto mx31 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 2048, 1, 1}}, 31));
auto mx32 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 32)));
auto mx33 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 33));
auto mx34 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 34));
auto mx35 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 35)));
auto mx36 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 1024, 1, 1}}, 36));
auto mx37 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 37)));
auto mx38 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 38));
auto mx39 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 39));
auto mx40 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 40)));
auto mx41 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 41));
auto mx42 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 42)));
auto mx43 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 43));
auto mx44 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 44));
auto mx45 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 45)));
auto mx46 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 46));
auto mx47 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 47)));
auto mx48 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 48));
auto mx49 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 49));
auto mx50 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 50)));
auto mx51 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 1024, 1, 1}}, 51));
auto mx52 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 52)));
auto mx53 = mm->add_literal(
auto x_main_module_15 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 2048, 1, 1}}, 14));
auto x_main_module_16 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 15));
auto x_main_module_17 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 1024, 1, 1}}, 16));
auto x_main_module_18 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 17));
auto x_main_module_19 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 18));
auto x_main_module_20 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 19));
auto x_main_module_21 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 20));
auto x_main_module_22 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 21));
auto x_main_module_23 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 1024, 1, 1}}, 22));
auto x_main_module_24 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 23));
auto x_main_module_25 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 24));
auto x_main_module_26 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 25));
auto x_main_module_27 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 26));
auto x_main_module_28 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 27));
auto x_main_module_29 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 28));
auto x_main_module_30 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 29));
auto x_main_module_31 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 30));
auto x_main_module_32 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 31));
auto x_main_module_33 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 32));
auto x_main_module_34 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 33));
auto x_main_module_35 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 34));
auto x_main_module_36 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 35));
auto x_main_module_37 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 36));
auto x_main_module_38 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 37));
auto x_main_module_39 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 38));
auto x_main_module_40 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 39));
auto x_main_module_41 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 40));
auto x_main_module_42 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 41));
auto x_main_module_43 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 42));
auto x_main_module_44 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 43));
auto x_main_module_45 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 44));
auto x_main_module_46 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 45));
auto x_main_module_47 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 46));
auto x_main_module_48 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 47));
auto x_main_module_49 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 48));
auto x_main_module_50 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 49));
auto x_main_module_51 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 50));
auto x_main_module_52 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 51));
auto x_main_module_53 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 52));
auto x_main_module_54 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 53));
auto mx54 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 54));
auto mx55 = mm->add_literal(
auto x_main_module_55 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 512, 1, 1}}, 54));
auto x_main_module_56 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 55));
auto mx56 = mm->add_literal(migraphx::generate_literal(
auto x_main_module_57 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 56));
auto mx57 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 57)));
auto mx58 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 58));
auto mx59 = mm->add_literal(
auto x_main_module_58 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 57));
auto x_main_module_59 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 58));
auto x_main_module_60 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 59));
auto mx60 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 60)));
auto mx61 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 61));
auto mx62 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 62)));
auto mx63 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 63));
auto mx64 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 64));
auto mx65 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 65)));
auto mx66 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 66));
auto mx67 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 67)));
auto mx68 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 68));
auto mx69 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 69));
auto mx70 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 70));
auto mx71 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 71));
auto mx72 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 72)));
auto mx73 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 73));
auto mx74 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 74));
auto mx75 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 75)));
auto mx76 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 76));
auto mx77 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 77)));
auto mx78 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 78));
auto mx79 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 79));
auto mx80 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 80)));
auto mx81 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 81));
auto mx82 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 82)));
auto mx83 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 83));
auto mx84 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 84));
auto mx85 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 85));
auto mx86 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 86));
auto mx87 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 87)));
auto mx88 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 88));
auto mx89 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 89));
auto mx90 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 90)));
auto mx91 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 91));
auto mx92 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 92)));
auto mx93 = mm->add_literal(
auto x_main_module_61 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 512, 1, 1}}, 60));
auto x_main_module_62 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 61));
auto x_main_module_63 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 62));
auto x_main_module_64 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 63));
auto x_main_module_65 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 64));
auto x_main_module_66 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 65));
auto x_main_module_67 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 66));
auto x_main_module_68 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 67));
auto x_main_module_69 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 68));
auto x_main_module_70 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 69));
auto x_main_module_71 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 70));
auto x_main_module_72 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 71));
auto x_main_module_73 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 72));
auto x_main_module_74 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 73));
auto x_main_module_75 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 74));
auto x_main_module_76 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 75));
auto x_main_module_77 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 76));
auto x_main_module_78 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 77));
auto x_main_module_79 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 78));
auto x_main_module_80 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 79));
auto x_main_module_81 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 256, 1, 1}}, 80));
auto x_main_module_82 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 81));
auto x_main_module_83 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 82));
auto x_main_module_84 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 83));
auto x_main_module_85 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 84));
auto x_main_module_86 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 85));
auto x_main_module_87 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 256, 1, 1}}, 86));
auto x_main_module_88 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 87));
auto x_main_module_89 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 88));
auto x_main_module_90 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 89));
auto x_main_module_91 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 90));
auto x_main_module_92 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 91));
auto x_main_module_93 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 256, 1, 1}}, 92));
auto x_main_module_94 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 93));
auto mx94 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 94));
auto mx95 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 95)));
auto mx96 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 96));
auto mx97 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 97)));
auto mx98 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 98));
auto mx99 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 99));
auto mx100 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 100));
auto mx101 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 101));
auto mx102 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 102)));
auto mx103 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 103));
auto mx104 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 104));
auto mx105 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 105)));
auto mx106 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 106));
auto mx107 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 107)));
auto mx108 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 108));
auto mx109 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 109));
auto mx110 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 110)));
auto mx111 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 111));
auto mx112 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 112)));
auto mx113 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 113));
auto mx114 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 114));
auto mx115 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 115));
auto mx116 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 116));
auto mx117 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 117)));
auto mx118 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 118));
auto mx119 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 119));
auto mx120 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 120)));
auto mx121 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 121));
auto mx122 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 122)));
auto mx123 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 123));
auto mx124 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 124));
auto mx125 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 125)));
auto mx126 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 126));
auto mx127 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 127)));
auto mx128 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 128));
auto mx129 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 129));
auto mx130 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 130));
auto mx131 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 512, 1, 1}}, 131));
auto mx132 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 132)));
auto mx133 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 133));
auto mx134 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 134));
auto mx135 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 135));
auto mx136 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 136));
auto mx137 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 137)));
auto mx138 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 138));
auto mx139 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 139));
auto mx140 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 140)));
auto mx141 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 141));
auto mx142 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 142)));
auto mx143 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 143));
auto mx144 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 144));
auto mx145 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 145)));
auto mx146 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 512, 1, 1}}, 146));
auto mx147 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 147)));
auto mx148 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 148));
auto mx149 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 149));
auto mx150 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 150));
auto mx151 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 151));
auto mx152 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 152)));
auto mx153 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 153));
auto mx154 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 154));
auto mx155 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 155)));
auto mx156 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 156));
auto mx157 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 157)));
auto mx158 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 158));
auto mx159 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 159));
auto mx160 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 160)));
auto mx161 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 161));
auto mx162 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 162)));
auto mx163 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 163));
auto mx164 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 164));
auto mx165 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 165));
auto mx166 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 166));
auto mx167 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 167)));
auto mx168 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 168));
auto mx169 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 169));
auto mx170 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 170)));
auto mx171 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 171));
auto mx172 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 172)));
auto mx173 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 173));
auto mx174 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 174));
auto mx175 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 175)));
auto mx176 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 176));
auto mx177 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 177)));
auto mx178 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 178));
auto mx179 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 179));
auto mx180 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 180));
auto mx181 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 181));
auto mx182 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 182)));
auto mx183 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 183));
auto mx184 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 184));
auto mx185 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 185)));
auto mx186 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 186));
auto mx187 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 187)));
auto mx188 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 188));
auto mx189 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 189));
auto mx190 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 190)));
auto mx191 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 191));
auto mx192 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 192)));
auto mx193 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 193));
auto mx194 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 194));
auto mx195 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 195));
auto mx196 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 256, 1, 1}}, 196));
auto mx197 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 197)));
auto mx198 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 198));
auto mx199 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 199));
auto mx200 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 200));
auto mx201 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 201));
auto mx202 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 202)));
auto mx203 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 203));
auto mx204 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 204));
auto mx205 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 205)));
auto mx206 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 206));
auto mx207 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 207)));
auto mx208 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 208));
auto mx209 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 209));
auto mx210 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 210)));
auto mx211 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 256, 1, 1}}, 211));
auto mx212 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 212)));
auto mx213 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 213));
auto mx214 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 214));
auto mx215 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 215));
auto mx216 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 216));
auto mx217 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 217)));
auto mx218 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 218));
auto mx219 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 219));
auto mx220 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 220)));
auto mx221 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 221));
auto mx222 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 222)));
auto mx223 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 223));
auto mx224 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 224));
auto mx225 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 225)));
auto mx226 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 256, 1, 1}}, 226));
auto mx227 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 227)));
auto mx228 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 228));
auto mx229 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 229));
auto mx230 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 230));
auto mx231 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 231));
auto mx232 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 232)));
auto mx233 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 233));
auto mx234 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 234));
auto mx235 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 235)));
auto mx236 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 236));
auto mx237 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 237)));
auto mx238 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 238));
auto mx239 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 239));
auto mx240 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 240)));
auto mx241 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 256, 1, 1}}, 241));
auto mx242 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 242)));
auto mx243 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 243));
auto mx244 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 244));
auto mx245 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 245));
auto mx246 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 246));
auto mx247 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 247)));
auto mx248 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 248));
auto mx249 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 249));
auto mx250 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 250));
auto mx251 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 251));
auto mx252 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 252)));
auto mx253 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 253));
auto mx254 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 254));
auto mx255 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 255)));
auto mx256 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 256));
auto mx257 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 257)));
auto mx258 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 258));
auto mx259 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 259));
auto mx260 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 260)));
auto mx261 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 1, 1}}, 261));
auto mx262 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 262)));
auto mx263 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 263));
auto mx264 = mm->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 264));
auto mx265 = mm->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 265)));
auto mx266 = mm->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 3, 7, 7}}, 266));
migraphx::op::convolution convolution267;
convolution267.padding = {3, 3};
convolution267.stride = {2, 2};
convolution267.dilation = {1, 1};
convolution267.group = 1;
auto mx267 = mm->add_instruction(convolution267, m0, mx266);
migraphx::op::batch_norm_inference batch_norm_inference268;
batch_norm_inference268.epsilon = 1e-05;
batch_norm_inference268.momentum = 0.9;
auto mx268 = mm->add_instruction(batch_norm_inference268, mx267, mx265, mx264, mx263, mx262);
migraphx::op::relu relu269;
auto mx269 = mm->add_instruction(relu269, mx268);
migraphx::op::pooling pooling270;
pooling270.mode = migraphx::op::pooling_mode::max;
pooling270.padding = {1, 1};
pooling270.stride = {2, 2};
pooling270.lengths = {3, 3};
auto mx270 = mm->add_instruction(pooling270, mx269);
migraphx::op::convolution convolution271;
convolution271.padding = {0, 0};
convolution271.stride = {1, 1};
convolution271.dilation = {1, 1};
convolution271.group = 1;
auto mx271 = mm->add_instruction(convolution271, mx270, mx261);
migraphx::op::batch_norm_inference batch_norm_inference272;
batch_norm_inference272.epsilon = 1e-05;
batch_norm_inference272.momentum = 0.9;
auto mx272 = mm->add_instruction(batch_norm_inference272, mx271, mx260, mx259, mx258, mx257);
migraphx::op::relu relu273;
auto mx273 = mm->add_instruction(relu273, mx272);
migraphx::op::convolution convolution274;
convolution274.padding = {1, 1};
convolution274.stride = {1, 1};
convolution274.dilation = {1, 1};
convolution274.group = 1;
auto mx274 = mm->add_instruction(convolution274, mx273, mx256);
migraphx::op::batch_norm_inference batch_norm_inference275;
batch_norm_inference275.epsilon = 1e-05;
batch_norm_inference275.momentum = 0.9;
auto mx275 = mm->add_instruction(batch_norm_inference275, mx274, mx255, mx254, mx253, mx252);
migraphx::op::relu relu276;
auto mx276 = mm->add_instruction(relu276, mx275);
migraphx::op::convolution convolution277;
convolution277.padding = {0, 0};
convolution277.stride = {1, 1};
convolution277.dilation = {1, 1};
convolution277.group = 1;
auto mx277 = mm->add_instruction(convolution277, mx276, mx251);
migraphx::op::batch_norm_inference batch_norm_inference278;
batch_norm_inference278.epsilon = 1e-05;
batch_norm_inference278.momentum = 0.9;
auto mx278 = mm->add_instruction(batch_norm_inference278, mx277, mx250, mx249, mx248, mx247);
migraphx::op::convolution convolution279;
convolution279.padding = {0, 0};
convolution279.stride = {1, 1};
convolution279.dilation = {1, 1};
convolution279.group = 1;
auto mx279 = mm->add_instruction(convolution279, mx270, mx246);
migraphx::op::batch_norm_inference batch_norm_inference280;
batch_norm_inference280.epsilon = 1e-05;
batch_norm_inference280.momentum = 0.9;
auto mx280 = mm->add_instruction(batch_norm_inference280, mx279, mx245, mx244, mx243, mx242);
migraphx::op::add add281;
auto mx281 = mm->add_instruction(add281, mx278, mx280);
migraphx::op::relu relu282;
auto mx282 = mm->add_instruction(relu282, mx281);
migraphx::op::convolution convolution283;
convolution283.padding = {0, 0};
convolution283.stride = {1, 1};
convolution283.dilation = {1, 1};
convolution283.group = 1;
auto mx283 = mm->add_instruction(convolution283, mx282, mx241);
migraphx::op::batch_norm_inference batch_norm_inference284;
batch_norm_inference284.epsilon = 1e-05;
batch_norm_inference284.momentum = 0.9;
auto mx284 = mm->add_instruction(batch_norm_inference284, mx283, mx240, mx239, mx238, mx237);
migraphx::op::relu relu285;
auto mx285 = mm->add_instruction(relu285, mx284);
migraphx::op::convolution convolution286;
convolution286.padding = {1, 1};
convolution286.stride = {1, 1};
convolution286.dilation = {1, 1};
convolution286.group = 1;
auto mx286 = mm->add_instruction(convolution286, mx285, mx236);
migraphx::op::batch_norm_inference batch_norm_inference287;
batch_norm_inference287.epsilon = 1e-05;
batch_norm_inference287.momentum = 0.9;
auto mx287 = mm->add_instruction(batch_norm_inference287, mx286, mx235, mx234, mx233, mx232);
migraphx::op::relu relu288;
auto mx288 = mm->add_instruction(relu288, mx287);
migraphx::op::convolution convolution289;
convolution289.padding = {0, 0};
convolution289.stride = {1, 1};
convolution289.dilation = {1, 1};
convolution289.group = 1;
auto mx289 = mm->add_instruction(convolution289, mx288, mx231);
migraphx::op::batch_norm_inference batch_norm_inference290;
batch_norm_inference290.epsilon = 1e-05;
batch_norm_inference290.momentum = 0.9;
auto mx290 = mm->add_instruction(batch_norm_inference290, mx289, mx230, mx229, mx228, mx227);
migraphx::op::add add291;
auto mx291 = mm->add_instruction(add291, mx290, mx282);
migraphx::op::relu relu292;
auto mx292 = mm->add_instruction(relu292, mx291);
migraphx::op::convolution convolution293;
convolution293.padding = {0, 0};
convolution293.stride = {1, 1};
convolution293.dilation = {1, 1};
convolution293.group = 1;
auto mx293 = mm->add_instruction(convolution293, mx292, mx226);
migraphx::op::batch_norm_inference batch_norm_inference294;
batch_norm_inference294.epsilon = 1e-05;
batch_norm_inference294.momentum = 0.9;
auto mx294 = mm->add_instruction(batch_norm_inference294, mx293, mx225, mx224, mx223, mx222);
migraphx::op::relu relu295;
auto mx295 = mm->add_instruction(relu295, mx294);
migraphx::op::convolution convolution296;
convolution296.padding = {1, 1};
convolution296.stride = {1, 1};
convolution296.dilation = {1, 1};
convolution296.group = 1;
auto mx296 = mm->add_instruction(convolution296, mx295, mx221);
migraphx::op::batch_norm_inference batch_norm_inference297;
batch_norm_inference297.epsilon = 1e-05;
batch_norm_inference297.momentum = 0.9;
auto mx297 = mm->add_instruction(batch_norm_inference297, mx296, mx220, mx219, mx218, mx217);
migraphx::op::relu relu298;
auto mx298 = mm->add_instruction(relu298, mx297);
migraphx::op::convolution convolution299;
convolution299.padding = {0, 0};
convolution299.stride = {1, 1};
convolution299.dilation = {1, 1};
convolution299.group = 1;
auto mx299 = mm->add_instruction(convolution299, mx298, mx216);
migraphx::op::batch_norm_inference batch_norm_inference300;
batch_norm_inference300.epsilon = 1e-05;
batch_norm_inference300.momentum = 0.9;
auto mx300 = mm->add_instruction(batch_norm_inference300, mx299, mx215, mx214, mx213, mx212);
migraphx::op::add add301;
auto mx301 = mm->add_instruction(add301, mx300, mx292);
migraphx::op::relu relu302;
auto mx302 = mm->add_instruction(relu302, mx301);
migraphx::op::convolution convolution303;
convolution303.padding = {0, 0};
convolution303.stride = {1, 1};
convolution303.dilation = {1, 1};
convolution303.group = 1;
auto mx303 = mm->add_instruction(convolution303, mx302, mx211);
migraphx::op::batch_norm_inference batch_norm_inference304;
batch_norm_inference304.epsilon = 1e-05;
batch_norm_inference304.momentum = 0.9;
auto mx304 = mm->add_instruction(batch_norm_inference304, mx303, mx210, mx209, mx208, mx207);
migraphx::op::relu relu305;
auto mx305 = mm->add_instruction(relu305, mx304);
migraphx::op::convolution convolution306;
convolution306.padding = {1, 1};
convolution306.stride = {2, 2};
convolution306.dilation = {1, 1};
convolution306.group = 1;
auto mx306 = mm->add_instruction(convolution306, mx305, mx206);
migraphx::op::batch_norm_inference batch_norm_inference307;
batch_norm_inference307.epsilon = 1e-05;
batch_norm_inference307.momentum = 0.9;
auto mx307 = mm->add_instruction(batch_norm_inference307, mx306, mx205, mx204, mx203, mx202);
migraphx::op::relu relu308;
auto mx308 = mm->add_instruction(relu308, mx307);
migraphx::op::convolution convolution309;
convolution309.padding = {0, 0};
convolution309.stride = {1, 1};
convolution309.dilation = {1, 1};
convolution309.group = 1;
auto mx309 = mm->add_instruction(convolution309, mx308, mx201);
migraphx::op::batch_norm_inference batch_norm_inference310;
batch_norm_inference310.epsilon = 1e-05;
batch_norm_inference310.momentum = 0.9;
auto mx310 = mm->add_instruction(batch_norm_inference310, mx309, mx200, mx199, mx198, mx197);
migraphx::op::convolution convolution311;
convolution311.padding = {0, 0};
convolution311.stride = {2, 2};
convolution311.dilation = {1, 1};
convolution311.group = 1;
auto mx311 = mm->add_instruction(convolution311, mx302, mx196);
migraphx::op::batch_norm_inference batch_norm_inference312;
batch_norm_inference312.epsilon = 1e-05;
batch_norm_inference312.momentum = 0.9;
auto mx312 = mm->add_instruction(batch_norm_inference312, mx311, mx195, mx194, mx193, mx192);
migraphx::op::add add313;
auto mx313 = mm->add_instruction(add313, mx310, mx312);
migraphx::op::relu relu314;
auto mx314 = mm->add_instruction(relu314, mx313);
migraphx::op::convolution convolution315;
convolution315.padding = {0, 0};
convolution315.stride = {1, 1};
convolution315.dilation = {1, 1};
convolution315.group = 1;
auto mx315 = mm->add_instruction(convolution315, mx314, mx191);
migraphx::op::batch_norm_inference batch_norm_inference316;
batch_norm_inference316.epsilon = 1e-05;
batch_norm_inference316.momentum = 0.9;
auto mx316 = mm->add_instruction(batch_norm_inference316, mx315, mx190, mx189, mx188, mx187);
migraphx::op::relu relu317;
auto mx317 = mm->add_instruction(relu317, mx316);
migraphx::op::convolution convolution318;
convolution318.padding = {1, 1};
convolution318.stride = {1, 1};
convolution318.dilation = {1, 1};
convolution318.group = 1;
auto mx318 = mm->add_instruction(convolution318, mx317, mx186);
migraphx::op::batch_norm_inference batch_norm_inference319;
batch_norm_inference319.epsilon = 1e-05;
batch_norm_inference319.momentum = 0.9;
auto mx319 = mm->add_instruction(batch_norm_inference319, mx318, mx185, mx184, mx183, mx182);
migraphx::op::relu relu320;
auto mx320 = mm->add_instruction(relu320, mx319);
migraphx::op::convolution convolution321;
convolution321.padding = {0, 0};
convolution321.stride = {1, 1};
convolution321.dilation = {1, 1};
convolution321.group = 1;
auto mx321 = mm->add_instruction(convolution321, mx320, mx181);
migraphx::op::batch_norm_inference batch_norm_inference322;
batch_norm_inference322.epsilon = 1e-05;
batch_norm_inference322.momentum = 0.9;
auto mx322 = mm->add_instruction(batch_norm_inference322, mx321, mx180, mx179, mx178, mx177);
migraphx::op::add add323;
auto mx323 = mm->add_instruction(add323, mx322, mx314);
migraphx::op::relu relu324;
auto mx324 = mm->add_instruction(relu324, mx323);
migraphx::op::convolution convolution325;
convolution325.padding = {0, 0};
convolution325.stride = {1, 1};
convolution325.dilation = {1, 1};
convolution325.group = 1;
auto mx325 = mm->add_instruction(convolution325, mx324, mx176);
migraphx::op::batch_norm_inference batch_norm_inference326;
batch_norm_inference326.epsilon = 1e-05;
batch_norm_inference326.momentum = 0.9;
auto mx326 = mm->add_instruction(batch_norm_inference326, mx325, mx175, mx174, mx173, mx172);
migraphx::op::relu relu327;
auto mx327 = mm->add_instruction(relu327, mx326);
migraphx::op::convolution convolution328;
convolution328.padding = {1, 1};
convolution328.stride = {1, 1};
convolution328.dilation = {1, 1};
convolution328.group = 1;
auto mx328 = mm->add_instruction(convolution328, mx327, mx171);
migraphx::op::batch_norm_inference batch_norm_inference329;
batch_norm_inference329.epsilon = 1e-05;
batch_norm_inference329.momentum = 0.9;
auto mx329 = mm->add_instruction(batch_norm_inference329, mx328, mx170, mx169, mx168, mx167);
migraphx::op::relu relu330;
auto mx330 = mm->add_instruction(relu330, mx329);
migraphx::op::convolution convolution331;
convolution331.padding = {0, 0};
convolution331.stride = {1, 1};
convolution331.dilation = {1, 1};
convolution331.group = 1;
auto mx331 = mm->add_instruction(convolution331, mx330, mx166);
migraphx::op::batch_norm_inference batch_norm_inference332;
batch_norm_inference332.epsilon = 1e-05;
batch_norm_inference332.momentum = 0.9;
auto mx332 = mm->add_instruction(batch_norm_inference332, mx331, mx165, mx164, mx163, mx162);
migraphx::op::add add333;
auto mx333 = mm->add_instruction(add333, mx332, mx324);
migraphx::op::relu relu334;
auto mx334 = mm->add_instruction(relu334, mx333);
migraphx::op::convolution convolution335;
convolution335.padding = {0, 0};
convolution335.stride = {1, 1};
convolution335.dilation = {1, 1};
convolution335.group = 1;
auto mx335 = mm->add_instruction(convolution335, mx334, mx161);
migraphx::op::batch_norm_inference batch_norm_inference336;
batch_norm_inference336.epsilon = 1e-05;
batch_norm_inference336.momentum = 0.9;
auto mx336 = mm->add_instruction(batch_norm_inference336, mx335, mx160, mx159, mx158, mx157);
migraphx::op::relu relu337;
auto mx337 = mm->add_instruction(relu337, mx336);
migraphx::op::convolution convolution338;
convolution338.padding = {1, 1};
convolution338.stride = {1, 1};
convolution338.dilation = {1, 1};
convolution338.group = 1;
auto mx338 = mm->add_instruction(convolution338, mx337, mx156);
migraphx::op::batch_norm_inference batch_norm_inference339;
batch_norm_inference339.epsilon = 1e-05;
batch_norm_inference339.momentum = 0.9;
auto mx339 = mm->add_instruction(batch_norm_inference339, mx338, mx155, mx154, mx153, mx152);
migraphx::op::relu relu340;
auto mx340 = mm->add_instruction(relu340, mx339);
migraphx::op::convolution convolution341;
convolution341.padding = {0, 0};
convolution341.stride = {1, 1};
convolution341.dilation = {1, 1};
convolution341.group = 1;
auto mx341 = mm->add_instruction(convolution341, mx340, mx151);
migraphx::op::batch_norm_inference batch_norm_inference342;
batch_norm_inference342.epsilon = 1e-05;
batch_norm_inference342.momentum = 0.9;
auto mx342 = mm->add_instruction(batch_norm_inference342, mx341, mx150, mx149, mx148, mx147);
migraphx::op::add add343;
auto mx343 = mm->add_instruction(add343, mx342, mx334);
migraphx::op::relu relu344;
auto mx344 = mm->add_instruction(relu344, mx343);
migraphx::op::convolution convolution345;
convolution345.padding = {0, 0};
convolution345.stride = {1, 1};
convolution345.dilation = {1, 1};
convolution345.group = 1;
auto mx345 = mm->add_instruction(convolution345, mx344, mx146);
migraphx::op::batch_norm_inference batch_norm_inference346;
batch_norm_inference346.epsilon = 1e-05;
batch_norm_inference346.momentum = 0.9;
auto mx346 = mm->add_instruction(batch_norm_inference346, mx345, mx145, mx144, mx143, mx142);
migraphx::op::relu relu347;
auto mx347 = mm->add_instruction(relu347, mx346);
migraphx::op::convolution convolution348;
convolution348.padding = {1, 1};
convolution348.stride = {2, 2};
convolution348.dilation = {1, 1};
convolution348.group = 1;
auto mx348 = mm->add_instruction(convolution348, mx347, mx141);
migraphx::op::batch_norm_inference batch_norm_inference349;
batch_norm_inference349.epsilon = 1e-05;
batch_norm_inference349.momentum = 0.9;
auto mx349 = mm->add_instruction(batch_norm_inference349, mx348, mx140, mx139, mx138, mx137);
migraphx::op::relu relu350;
auto mx350 = mm->add_instruction(relu350, mx349);
migraphx::op::convolution convolution351;
convolution351.padding = {0, 0};
convolution351.stride = {1, 1};
convolution351.dilation = {1, 1};
convolution351.group = 1;
auto mx351 = mm->add_instruction(convolution351, mx350, mx136);
migraphx::op::batch_norm_inference batch_norm_inference352;
batch_norm_inference352.epsilon = 1e-05;
batch_norm_inference352.momentum = 0.9;
auto mx352 = mm->add_instruction(batch_norm_inference352, mx351, mx135, mx134, mx133, mx132);
migraphx::op::convolution convolution353;
convolution353.padding = {0, 0};
convolution353.stride = {2, 2};
convolution353.dilation = {1, 1};
convolution353.group = 1;
auto mx353 = mm->add_instruction(convolution353, mx344, mx131);
migraphx::op::batch_norm_inference batch_norm_inference354;
batch_norm_inference354.epsilon = 1e-05;
batch_norm_inference354.momentum = 0.9;
auto mx354 = mm->add_instruction(batch_norm_inference354, mx353, mx130, mx129, mx128, mx127);
migraphx::op::add add355;
auto mx355 = mm->add_instruction(add355, mx352, mx354);
migraphx::op::relu relu356;
auto mx356 = mm->add_instruction(relu356, mx355);
migraphx::op::convolution convolution357;
convolution357.padding = {0, 0};
convolution357.stride = {1, 1};
convolution357.dilation = {1, 1};
convolution357.group = 1;
auto mx357 = mm->add_instruction(convolution357, mx356, mx126);
migraphx::op::batch_norm_inference batch_norm_inference358;
batch_norm_inference358.epsilon = 1e-05;
batch_norm_inference358.momentum = 0.9;
auto mx358 = mm->add_instruction(batch_norm_inference358, mx357, mx125, mx124, mx123, mx122);
migraphx::op::relu relu359;
auto mx359 = mm->add_instruction(relu359, mx358);
migraphx::op::convolution convolution360;
convolution360.padding = {1, 1};
convolution360.stride = {1, 1};
convolution360.dilation = {1, 1};
convolution360.group = 1;
auto mx360 = mm->add_instruction(convolution360, mx359, mx121);
migraphx::op::batch_norm_inference batch_norm_inference361;
batch_norm_inference361.epsilon = 1e-05;
batch_norm_inference361.momentum = 0.9;
auto mx361 = mm->add_instruction(batch_norm_inference361, mx360, mx120, mx119, mx118, mx117);
migraphx::op::relu relu362;
auto mx362 = mm->add_instruction(relu362, mx361);
migraphx::op::convolution convolution363;
convolution363.padding = {0, 0};
convolution363.stride = {1, 1};
convolution363.dilation = {1, 1};
convolution363.group = 1;
auto mx363 = mm->add_instruction(convolution363, mx362, mx116);
migraphx::op::batch_norm_inference batch_norm_inference364;
batch_norm_inference364.epsilon = 1e-05;
batch_norm_inference364.momentum = 0.9;
auto mx364 = mm->add_instruction(batch_norm_inference364, mx363, mx115, mx114, mx113, mx112);
migraphx::op::add add365;
auto mx365 = mm->add_instruction(add365, mx364, mx356);
migraphx::op::relu relu366;
auto mx366 = mm->add_instruction(relu366, mx365);
migraphx::op::convolution convolution367;
convolution367.padding = {0, 0};
convolution367.stride = {1, 1};
convolution367.dilation = {1, 1};
convolution367.group = 1;
auto mx367 = mm->add_instruction(convolution367, mx366, mx111);
migraphx::op::batch_norm_inference batch_norm_inference368;
batch_norm_inference368.epsilon = 1e-05;
batch_norm_inference368.momentum = 0.9;
auto mx368 = mm->add_instruction(batch_norm_inference368, mx367, mx110, mx109, mx108, mx107);
migraphx::op::relu relu369;
auto mx369 = mm->add_instruction(relu369, mx368);
migraphx::op::convolution convolution370;
convolution370.padding = {1, 1};
convolution370.stride = {1, 1};
convolution370.dilation = {1, 1};
convolution370.group = 1;
auto mx370 = mm->add_instruction(convolution370, mx369, mx106);
migraphx::op::batch_norm_inference batch_norm_inference371;
batch_norm_inference371.epsilon = 1e-05;
batch_norm_inference371.momentum = 0.9;
auto mx371 = mm->add_instruction(batch_norm_inference371, mx370, mx105, mx104, mx103, mx102);
migraphx::op::relu relu372;
auto mx372 = mm->add_instruction(relu372, mx371);
migraphx::op::convolution convolution373;
convolution373.padding = {0, 0};
convolution373.stride = {1, 1};
convolution373.dilation = {1, 1};
convolution373.group = 1;
auto mx373 = mm->add_instruction(convolution373, mx372, mx101);
migraphx::op::batch_norm_inference batch_norm_inference374;
batch_norm_inference374.epsilon = 1e-05;
batch_norm_inference374.momentum = 0.9;
auto mx374 = mm->add_instruction(batch_norm_inference374, mx373, mx100, mx99, mx98, mx97);
migraphx::op::add add375;
auto mx375 = mm->add_instruction(add375, mx374, mx366);
migraphx::op::relu relu376;
auto mx376 = mm->add_instruction(relu376, mx375);
migraphx::op::convolution convolution377;
convolution377.padding = {0, 0};
convolution377.stride = {1, 1};
convolution377.dilation = {1, 1};
convolution377.group = 1;
auto mx377 = mm->add_instruction(convolution377, mx376, mx96);
migraphx::op::batch_norm_inference batch_norm_inference378;
batch_norm_inference378.epsilon = 1e-05;
batch_norm_inference378.momentum = 0.9;
auto mx378 = mm->add_instruction(batch_norm_inference378, mx377, mx95, mx94, mx93, mx92);
migraphx::op::relu relu379;
auto mx379 = mm->add_instruction(relu379, mx378);
migraphx::op::convolution convolution380;
convolution380.padding = {1, 1};
convolution380.stride = {1, 1};
convolution380.dilation = {1, 1};
convolution380.group = 1;
auto mx380 = mm->add_instruction(convolution380, mx379, mx91);
migraphx::op::batch_norm_inference batch_norm_inference381;
batch_norm_inference381.epsilon = 1e-05;
batch_norm_inference381.momentum = 0.9;
auto mx381 = mm->add_instruction(batch_norm_inference381, mx380, mx90, mx89, mx88, mx87);
migraphx::op::relu relu382;
auto mx382 = mm->add_instruction(relu382, mx381);
migraphx::op::convolution convolution383;
convolution383.padding = {0, 0};
convolution383.stride = {1, 1};
convolution383.dilation = {1, 1};
convolution383.group = 1;
auto mx383 = mm->add_instruction(convolution383, mx382, mx86);
migraphx::op::batch_norm_inference batch_norm_inference384;
batch_norm_inference384.epsilon = 1e-05;
batch_norm_inference384.momentum = 0.9;
auto mx384 = mm->add_instruction(batch_norm_inference384, mx383, mx85, mx84, mx83, mx82);
migraphx::op::add add385;
auto mx385 = mm->add_instruction(add385, mx384, mx376);
migraphx::op::relu relu386;
auto mx386 = mm->add_instruction(relu386, mx385);
migraphx::op::convolution convolution387;
convolution387.padding = {0, 0};
convolution387.stride = {1, 1};
convolution387.dilation = {1, 1};
convolution387.group = 1;
auto mx387 = mm->add_instruction(convolution387, mx386, mx81);
migraphx::op::batch_norm_inference batch_norm_inference388;
batch_norm_inference388.epsilon = 1e-05;
batch_norm_inference388.momentum = 0.9;
auto mx388 = mm->add_instruction(batch_norm_inference388, mx387, mx80, mx79, mx78, mx77);
migraphx::op::relu relu389;
auto mx389 = mm->add_instruction(relu389, mx388);
migraphx::op::convolution convolution390;
convolution390.padding = {1, 1};
convolution390.stride = {1, 1};
convolution390.dilation = {1, 1};
convolution390.group = 1;
auto mx390 = mm->add_instruction(convolution390, mx389, mx76);
migraphx::op::batch_norm_inference batch_norm_inference391;
batch_norm_inference391.epsilon = 1e-05;
batch_norm_inference391.momentum = 0.9;
auto mx391 = mm->add_instruction(batch_norm_inference391, mx390, mx75, mx74, mx73, mx72);
migraphx::op::relu relu392;
auto mx392 = mm->add_instruction(relu392, mx391);
migraphx::op::convolution convolution393;
convolution393.padding = {0, 0};
convolution393.stride = {1, 1};
convolution393.dilation = {1, 1};
convolution393.group = 1;
auto mx393 = mm->add_instruction(convolution393, mx392, mx71);
migraphx::op::batch_norm_inference batch_norm_inference394;
batch_norm_inference394.epsilon = 1e-05;
batch_norm_inference394.momentum = 0.9;
auto mx394 = mm->add_instruction(batch_norm_inference394, mx393, mx70, mx69, mx68, mx67);
migraphx::op::add add395;
auto mx395 = mm->add_instruction(add395, mx394, mx386);
migraphx::op::relu relu396;
auto mx396 = mm->add_instruction(relu396, mx395);
migraphx::op::convolution convolution397;
convolution397.padding = {0, 0};
convolution397.stride = {1, 1};
convolution397.dilation = {1, 1};
convolution397.group = 1;
auto mx397 = mm->add_instruction(convolution397, mx396, mx66);
migraphx::op::batch_norm_inference batch_norm_inference398;
batch_norm_inference398.epsilon = 1e-05;
batch_norm_inference398.momentum = 0.9;
auto mx398 = mm->add_instruction(batch_norm_inference398, mx397, mx65, mx64, mx63, mx62);
migraphx::op::relu relu399;
auto mx399 = mm->add_instruction(relu399, mx398);
migraphx::op::convolution convolution400;
convolution400.padding = {1, 1};
convolution400.stride = {1, 1};
convolution400.dilation = {1, 1};
convolution400.group = 1;
auto mx400 = mm->add_instruction(convolution400, mx399, mx61);
migraphx::op::batch_norm_inference batch_norm_inference401;
batch_norm_inference401.epsilon = 1e-05;
batch_norm_inference401.momentum = 0.9;
auto mx401 = mm->add_instruction(batch_norm_inference401, mx400, mx60, mx59, mx58, mx57);
migraphx::op::relu relu402;
auto mx402 = mm->add_instruction(relu402, mx401);
migraphx::op::convolution convolution403;
convolution403.padding = {0, 0};
convolution403.stride = {1, 1};
convolution403.dilation = {1, 1};
convolution403.group = 1;
auto mx403 = mm->add_instruction(convolution403, mx402, mx56);
migraphx::op::batch_norm_inference batch_norm_inference404;
batch_norm_inference404.epsilon = 1e-05;
batch_norm_inference404.momentum = 0.9;
auto mx404 = mm->add_instruction(batch_norm_inference404, mx403, mx55, mx54, mx53, mx52);
migraphx::op::add add405;
auto mx405 = mm->add_instruction(add405, mx404, mx396);
migraphx::op::relu relu406;
auto mx406 = mm->add_instruction(relu406, mx405);
migraphx::op::convolution convolution407;
convolution407.padding = {0, 0};
convolution407.stride = {1, 1};
convolution407.dilation = {1, 1};
convolution407.group = 1;
auto mx407 = mm->add_instruction(convolution407, mx406, mx51);
migraphx::op::batch_norm_inference batch_norm_inference408;
batch_norm_inference408.epsilon = 1e-05;
batch_norm_inference408.momentum = 0.9;
auto mx408 = mm->add_instruction(batch_norm_inference408, mx407, mx50, mx49, mx48, mx47);
migraphx::op::relu relu409;
auto mx409 = mm->add_instruction(relu409, mx408);
migraphx::op::convolution convolution410;
convolution410.padding = {1, 1};
convolution410.stride = {2, 2};
convolution410.dilation = {1, 1};
convolution410.group = 1;
auto mx410 = mm->add_instruction(convolution410, mx409, mx46);
migraphx::op::batch_norm_inference batch_norm_inference411;
batch_norm_inference411.epsilon = 1e-05;
batch_norm_inference411.momentum = 0.9;
auto mx411 = mm->add_instruction(batch_norm_inference411, mx410, mx45, mx44, mx43, mx42);
migraphx::op::relu relu412;
auto mx412 = mm->add_instruction(relu412, mx411);
migraphx::op::convolution convolution413;
convolution413.padding = {0, 0};
convolution413.stride = {1, 1};
convolution413.dilation = {1, 1};
convolution413.group = 1;
auto mx413 = mm->add_instruction(convolution413, mx412, mx41);
migraphx::op::batch_norm_inference batch_norm_inference414;
batch_norm_inference414.epsilon = 1e-05;
batch_norm_inference414.momentum = 0.9;
auto mx414 = mm->add_instruction(batch_norm_inference414, mx413, mx40, mx39, mx38, mx37);
migraphx::op::convolution convolution415;
convolution415.padding = {0, 0};
convolution415.stride = {2, 2};
convolution415.dilation = {1, 1};
convolution415.group = 1;
auto mx415 = mm->add_instruction(convolution415, mx406, mx36);
migraphx::op::batch_norm_inference batch_norm_inference416;
batch_norm_inference416.epsilon = 1e-05;
batch_norm_inference416.momentum = 0.9;
auto mx416 = mm->add_instruction(batch_norm_inference416, mx415, mx35, mx34, mx33, mx32);
migraphx::op::add add417;
auto mx417 = mm->add_instruction(add417, mx414, mx416);
migraphx::op::relu relu418;
auto mx418 = mm->add_instruction(relu418, mx417);
migraphx::op::convolution convolution419;
convolution419.padding = {0, 0};
convolution419.stride = {1, 1};
convolution419.dilation = {1, 1};
convolution419.group = 1;
auto mx419 = mm->add_instruction(convolution419, mx418, mx31);
migraphx::op::batch_norm_inference batch_norm_inference420;
batch_norm_inference420.epsilon = 1e-05;
batch_norm_inference420.momentum = 0.9;
auto mx420 = mm->add_instruction(batch_norm_inference420, mx419, mx30, mx29, mx28, mx27);
migraphx::op::relu relu421;
auto mx421 = mm->add_instruction(relu421, mx420);
migraphx::op::convolution convolution422;
convolution422.padding = {1, 1};
convolution422.stride = {1, 1};
convolution422.dilation = {1, 1};
convolution422.group = 1;
auto mx422 = mm->add_instruction(convolution422, mx421, mx26);
migraphx::op::batch_norm_inference batch_norm_inference423;
batch_norm_inference423.epsilon = 1e-05;
batch_norm_inference423.momentum = 0.9;
auto mx423 = mm->add_instruction(batch_norm_inference423, mx422, mx25, mx24, mx23, mx22);
migraphx::op::relu relu424;
auto mx424 = mm->add_instruction(relu424, mx423);
migraphx::op::convolution convolution425;
convolution425.padding = {0, 0};
convolution425.stride = {1, 1};
convolution425.dilation = {1, 1};
convolution425.group = 1;
auto mx425 = mm->add_instruction(convolution425, mx424, mx21);
migraphx::op::batch_norm_inference batch_norm_inference426;
batch_norm_inference426.epsilon = 1e-05;
batch_norm_inference426.momentum = 0.9;
auto mx426 = mm->add_instruction(batch_norm_inference426, mx425, mx20, mx19, mx18, mx17);
migraphx::op::add add427;
auto mx427 = mm->add_instruction(add427, mx426, mx418);
migraphx::op::relu relu428;
auto mx428 = mm->add_instruction(relu428, mx427);
migraphx::op::convolution convolution429;
convolution429.padding = {0, 0};
convolution429.stride = {1, 1};
convolution429.dilation = {1, 1};
convolution429.group = 1;
auto mx429 = mm->add_instruction(convolution429, mx428, mx16);
migraphx::op::batch_norm_inference batch_norm_inference430;
batch_norm_inference430.epsilon = 1e-05;
batch_norm_inference430.momentum = 0.9;
auto mx430 = mm->add_instruction(batch_norm_inference430, mx429, mx15, mx14, mx13, mx12);
migraphx::op::relu relu431;
auto mx431 = mm->add_instruction(relu431, mx430);
migraphx::op::convolution convolution432;
convolution432.padding = {1, 1};
convolution432.stride = {1, 1};
convolution432.dilation = {1, 1};
convolution432.group = 1;
auto mx432 = mm->add_instruction(convolution432, mx431, mx11);
migraphx::op::batch_norm_inference batch_norm_inference433;
batch_norm_inference433.epsilon = 1e-05;
batch_norm_inference433.momentum = 0.9;
auto mx433 = mm->add_instruction(batch_norm_inference433, mx432, mx10, mx9, mx8, mx7);
migraphx::op::relu relu434;
auto mx434 = mm->add_instruction(relu434, mx433);
migraphx::op::convolution convolution435;
convolution435.padding = {0, 0};
convolution435.stride = {1, 1};
convolution435.dilation = {1, 1};
convolution435.group = 1;
auto mx435 = mm->add_instruction(convolution435, mx434, mx6);
migraphx::op::batch_norm_inference batch_norm_inference436;
batch_norm_inference436.epsilon = 1e-05;
batch_norm_inference436.momentum = 0.9;
auto mx436 = mm->add_instruction(batch_norm_inference436, mx435, mx5, mx4, mx3, mx2);
migraphx::op::add add437;
auto mx437 = mm->add_instruction(add437, mx436, mx428);
migraphx::op::relu relu438;
auto mx438 = mm->add_instruction(relu438, mx437);
migraphx::op::pooling pooling439;
pooling439.mode = migraphx::op::pooling_mode::average;
pooling439.padding = {0, 0};
pooling439.stride = {1, 1};
pooling439.lengths = {7, 7};
auto mx439 = mm->add_instruction(pooling439, mx438);
migraphx::op::flatten flatten440;
flatten440.axis = 1;
auto mx440 = mm->add_instruction(flatten440, mx439);
migraphx::op::transpose transpose441;
transpose441.dims = {1, 0};
auto mx441 = mm->add_instruction(transpose441, mx1);
migraphx::op::multibroadcast multibroadcast442;
multibroadcast442.output_lens = {batch, 1000};
auto mx442 = mm->add_instruction(multibroadcast442, mx0);
float dot443_alpha = 1;
float dot443_beta = 1;
migraphx::add_apply_alpha_beta(
*mm, {mx440, mx441, mx442}, migraphx::make_op("dot"), dot443_alpha, dot443_beta);
auto x_main_module_95 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 94));
auto x_main_module_96 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 95));
auto x_main_module_97 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 96));
auto x_main_module_98 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 97));
auto x_main_module_99 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 256, 1, 1}}, 98));
auto x_main_module_100 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 99));
auto x_main_module_101 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 100));
auto x_main_module_102 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 101));
auto x_main_module_103 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 102));
auto x_main_module_104 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 103));
auto x_main_module_105 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 104));
auto x_main_module_106 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 105));
auto x_main_module_107 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 1, 1}}, 106));
auto x_main_module_108 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 107));
auto x_main_module_109 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 3, 7, 7}}, 108));
auto x_main_module_110 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[3,3,3,3],padding_mode:0,stride:[2,2]}")),
x_input_1,
x_main_module_109);
auto x_main_module_111 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,112,112]}")),
x_main_module_108);
auto x_main_module_112 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_110, x_main_module_111);
auto x_main_module_113 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_112);
auto x_main_module_114 = mmain->add_instruction(
migraphx::make_op(
"pooling",
migraphx::from_json_string(
"{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[1,1,1,1],stride:[2,2]}")),
x_main_module_113);
auto x_main_module_115 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_114,
x_main_module_107);
auto x_main_module_116 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,56,56]}")),
x_main_module_106);
auto x_main_module_117 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_115, x_main_module_116);
auto x_main_module_118 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_117);
auto x_main_module_119 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_118,
x_main_module_105);
auto x_main_module_120 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,56,56]}")),
x_main_module_104);
auto x_main_module_121 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_119, x_main_module_120);
auto x_main_module_122 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_121);
auto x_main_module_123 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_122,
x_main_module_103);
auto x_main_module_124 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,56,56]}")),
x_main_module_102);
auto x_main_module_125 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_123, x_main_module_124);
auto x_main_module_126 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_114,
x_main_module_101);
auto x_main_module_127 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,56,56]}")),
x_main_module_100);
auto x_main_module_128 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_126, x_main_module_127);
auto x_main_module_129 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_125, x_main_module_128);
auto x_main_module_130 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_129);
auto x_main_module_131 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_130,
x_main_module_99);
auto x_main_module_132 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,56,56]}")),
x_main_module_98);
auto x_main_module_133 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_131, x_main_module_132);
auto x_main_module_134 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_133);
auto x_main_module_135 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_134,
x_main_module_97);
auto x_main_module_136 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,56,56]}")),
x_main_module_96);
auto x_main_module_137 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_135, x_main_module_136);
auto x_main_module_138 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_137);
auto x_main_module_139 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_138,
x_main_module_95);
auto x_main_module_140 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,56,56]}")),
x_main_module_94);
auto x_main_module_141 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_139, x_main_module_140);
auto x_main_module_142 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_141, x_main_module_130);
auto x_main_module_143 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_142);
auto x_main_module_144 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_143,
x_main_module_93);
auto x_main_module_145 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,56,56]}")),
x_main_module_92);
auto x_main_module_146 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_144, x_main_module_145);
auto x_main_module_147 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_146);
auto x_main_module_148 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_147,
x_main_module_91);
auto x_main_module_149 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,64,56,56]}")),
x_main_module_90);
auto x_main_module_150 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_148, x_main_module_149);
auto x_main_module_151 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_150);
auto x_main_module_152 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_151,
x_main_module_89);
auto x_main_module_153 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,56,56]}")),
x_main_module_88);
auto x_main_module_154 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_152, x_main_module_153);
auto x_main_module_155 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_154, x_main_module_143);
auto x_main_module_156 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_155);
auto x_main_module_157 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_156,
x_main_module_87);
auto x_main_module_158 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,56,56]}")),
x_main_module_86);
auto x_main_module_159 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_157, x_main_module_158);
auto x_main_module_160 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_159);
auto x_main_module_161 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[2,2]}")),
x_main_module_160,
x_main_module_85);
auto x_main_module_162 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_84);
auto x_main_module_163 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_161, x_main_module_162);
auto x_main_module_164 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_163);
auto x_main_module_165 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_164,
x_main_module_83);
auto x_main_module_166 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,512,28,28]}")),
x_main_module_82);
auto x_main_module_167 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_165, x_main_module_166);
auto x_main_module_168 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[2,2]}")),
x_main_module_156,
x_main_module_81);
auto x_main_module_169 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,512,28,28]}")),
x_main_module_80);
auto x_main_module_170 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_168, x_main_module_169);
auto x_main_module_171 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_167, x_main_module_170);
auto x_main_module_172 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_171);
auto x_main_module_173 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_172,
x_main_module_79);
auto x_main_module_174 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_78);
auto x_main_module_175 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_173, x_main_module_174);
auto x_main_module_176 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_175);
auto x_main_module_177 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_176,
x_main_module_77);
auto x_main_module_178 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_76);
auto x_main_module_179 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_177, x_main_module_178);
auto x_main_module_180 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_179);
auto x_main_module_181 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_180,
x_main_module_75);
auto x_main_module_182 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,512,28,28]}")),
x_main_module_74);
auto x_main_module_183 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_181, x_main_module_182);
auto x_main_module_184 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_183, x_main_module_172);
auto x_main_module_185 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_184);
auto x_main_module_186 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_185,
x_main_module_73);
auto x_main_module_187 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_72);
auto x_main_module_188 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_186, x_main_module_187);
auto x_main_module_189 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_188);
auto x_main_module_190 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_189,
x_main_module_71);
auto x_main_module_191 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_70);
auto x_main_module_192 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_190, x_main_module_191);
auto x_main_module_193 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_192);
auto x_main_module_194 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_193,
x_main_module_69);
auto x_main_module_195 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,512,28,28]}")),
x_main_module_68);
auto x_main_module_196 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_194, x_main_module_195);
auto x_main_module_197 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_196, x_main_module_185);
auto x_main_module_198 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_197);
auto x_main_module_199 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_198,
x_main_module_67);
auto x_main_module_200 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_66);
auto x_main_module_201 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_199, x_main_module_200);
auto x_main_module_202 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_201);
auto x_main_module_203 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_202,
x_main_module_65);
auto x_main_module_204 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,128,28,28]}")),
x_main_module_64);
auto x_main_module_205 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_203, x_main_module_204);
auto x_main_module_206 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_205);
auto x_main_module_207 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_206,
x_main_module_63);
auto x_main_module_208 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,512,28,28]}")),
x_main_module_62);
auto x_main_module_209 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_207, x_main_module_208);
auto x_main_module_210 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_209, x_main_module_198);
auto x_main_module_211 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_210);
auto x_main_module_212 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_211,
x_main_module_61);
auto x_main_module_213 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,28,28]}")),
x_main_module_60);
auto x_main_module_214 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_212, x_main_module_213);
auto x_main_module_215 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_214);
auto x_main_module_216 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[2,2]}")),
x_main_module_215,
x_main_module_59);
auto x_main_module_217 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_58);
auto x_main_module_218 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_216, x_main_module_217);
auto x_main_module_219 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_218);
auto x_main_module_220 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_219,
x_main_module_57);
auto x_main_module_221 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_56);
auto x_main_module_222 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_220, x_main_module_221);
auto x_main_module_223 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[2,2]}")),
x_main_module_211,
x_main_module_55);
auto x_main_module_224 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_54);
auto x_main_module_225 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_223, x_main_module_224);
auto x_main_module_226 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_222, x_main_module_225);
auto x_main_module_227 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_226);
auto x_main_module_228 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_227,
x_main_module_53);
auto x_main_module_229 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_52);
auto x_main_module_230 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_228, x_main_module_229);
auto x_main_module_231 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_230);
auto x_main_module_232 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_231,
x_main_module_51);
auto x_main_module_233 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_50);
auto x_main_module_234 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_232, x_main_module_233);
auto x_main_module_235 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_234);
auto x_main_module_236 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_235,
x_main_module_49);
auto x_main_module_237 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_48);
auto x_main_module_238 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_236, x_main_module_237);
auto x_main_module_239 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_238, x_main_module_227);
auto x_main_module_240 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_239);
auto x_main_module_241 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_240,
x_main_module_47);
auto x_main_module_242 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_46);
auto x_main_module_243 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_241, x_main_module_242);
auto x_main_module_244 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_243);
auto x_main_module_245 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_244,
x_main_module_45);
auto x_main_module_246 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_44);
auto x_main_module_247 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_245, x_main_module_246);
auto x_main_module_248 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_247);
auto x_main_module_249 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_248,
x_main_module_43);
auto x_main_module_250 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_42);
auto x_main_module_251 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_249, x_main_module_250);
auto x_main_module_252 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_251, x_main_module_240);
auto x_main_module_253 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_252);
auto x_main_module_254 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_253,
x_main_module_41);
auto x_main_module_255 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_40);
auto x_main_module_256 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_254, x_main_module_255);
auto x_main_module_257 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_256);
auto x_main_module_258 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_257,
x_main_module_39);
auto x_main_module_259 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_38);
auto x_main_module_260 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_258, x_main_module_259);
auto x_main_module_261 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_260);
auto x_main_module_262 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_261,
x_main_module_37);
auto x_main_module_263 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_36);
auto x_main_module_264 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_262, x_main_module_263);
auto x_main_module_265 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_264, x_main_module_253);
auto x_main_module_266 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_265);
auto x_main_module_267 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_266,
x_main_module_35);
auto x_main_module_268 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_34);
auto x_main_module_269 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_267, x_main_module_268);
auto x_main_module_270 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_269);
auto x_main_module_271 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_270,
x_main_module_33);
auto x_main_module_272 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_32);
auto x_main_module_273 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_271, x_main_module_272);
auto x_main_module_274 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_273);
auto x_main_module_275 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_274,
x_main_module_31);
auto x_main_module_276 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_30);
auto x_main_module_277 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_275, x_main_module_276);
auto x_main_module_278 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_277, x_main_module_266);
auto x_main_module_279 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_278);
auto x_main_module_280 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_279,
x_main_module_29);
auto x_main_module_281 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_28);
auto x_main_module_282 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_280, x_main_module_281);
auto x_main_module_283 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_282);
auto x_main_module_284 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_283,
x_main_module_27);
auto x_main_module_285 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,256,14,14]}")),
x_main_module_26);
auto x_main_module_286 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_284, x_main_module_285);
auto x_main_module_287 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_286);
auto x_main_module_288 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_287,
x_main_module_25);
auto x_main_module_289 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,1024,14,14]}")),
x_main_module_24);
auto x_main_module_290 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_288, x_main_module_289);
auto x_main_module_291 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_290, x_main_module_279);
auto x_main_module_292 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_291);
auto x_main_module_293 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_292,
x_main_module_23);
auto x_main_module_294 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,512,14,14]}")),
x_main_module_22);
auto x_main_module_295 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_293, x_main_module_294);
auto x_main_module_296 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_295);
auto x_main_module_297 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[2,2]}")),
x_main_module_296,
x_main_module_21);
auto x_main_module_298 = mmain->add_instruction(
migraphx::make_op("broadcast", migraphx::from_json_string("{axis:1,out_lens:[1,512,7,7]}")),
x_main_module_20);
auto x_main_module_299 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_297, x_main_module_298);
auto x_main_module_300 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_299);
auto x_main_module_301 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_300,
x_main_module_19);
auto x_main_module_302 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,2048,7,7]}")),
x_main_module_18);
auto x_main_module_303 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_301, x_main_module_302);
auto x_main_module_304 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[2,2]}")),
x_main_module_292,
x_main_module_17);
auto x_main_module_305 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,2048,7,7]}")),
x_main_module_16);
auto x_main_module_306 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_304, x_main_module_305);
auto x_main_module_307 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_303, x_main_module_306);
auto x_main_module_308 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_307);
auto x_main_module_309 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_308,
x_main_module_15);
auto x_main_module_310 = mmain->add_instruction(
migraphx::make_op("broadcast", migraphx::from_json_string("{axis:1,out_lens:[1,512,7,7]}")),
x_main_module_14);
auto x_main_module_311 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_309, x_main_module_310);
auto x_main_module_312 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_311);
auto x_main_module_313 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_312,
x_main_module_13);
auto x_main_module_314 = mmain->add_instruction(
migraphx::make_op("broadcast", migraphx::from_json_string("{axis:1,out_lens:[1,512,7,7]}")),
x_main_module_12);
auto x_main_module_315 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_313, x_main_module_314);
auto x_main_module_316 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_315);
auto x_main_module_317 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_316,
x_main_module_11);
auto x_main_module_318 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,2048,7,7]}")),
x_main_module_10);
auto x_main_module_319 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_317, x_main_module_318);
auto x_main_module_320 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_319, x_main_module_308);
auto x_main_module_321 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_320);
auto x_main_module_322 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_321,
x_main_module_9);
auto x_main_module_323 = mmain->add_instruction(
migraphx::make_op("broadcast", migraphx::from_json_string("{axis:1,out_lens:[1,512,7,7]}")),
x_main_module_8);
auto x_main_module_324 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_322, x_main_module_323);
auto x_main_module_325 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_324);
auto x_main_module_326 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,1]}")),
x_main_module_325,
x_main_module_7);
auto x_main_module_327 = mmain->add_instruction(
migraphx::make_op("broadcast", migraphx::from_json_string("{axis:1,out_lens:[1,512,7,7]}")),
x_main_module_6);
auto x_main_module_328 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_326, x_main_module_327);
auto x_main_module_329 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_328);
auto x_main_module_330 = mmain->add_instruction(
migraphx::make_op(
"convolution",
migraphx::from_json_string(
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,1]}")),
x_main_module_329,
x_main_module_5);
auto x_main_module_331 = mmain->add_instruction(
migraphx::make_op("broadcast",
migraphx::from_json_string("{axis:1,out_lens:[1,2048,7,7]}")),
x_main_module_4);
auto x_main_module_332 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_330, x_main_module_331);
auto x_main_module_333 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_332, x_main_module_321);
auto x_main_module_334 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_333);
auto x_main_module_335 = mmain->add_instruction(
migraphx::make_op(
"pooling",
migraphx::from_json_string(
"{ceil_mode:0,lengths:[7,7],lp_order:2,mode:0,padding:[0,0,0,0],stride:[1,1]}")),
x_main_module_334);
auto x_main_module_336 = mmain->add_instruction(
migraphx::make_op("reshape", migraphx::from_json_string("{dims:[1,-1]}")),
x_main_module_335);
auto x_main_module_337 = mmain->add_instruction(
migraphx::make_op("transpose", migraphx::from_json_string("{permutation:[1,0]}")),
x_main_module_2);
auto x_main_module_338 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_336, x_main_module_337);
auto x_main_module_339 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,1000]}")),
x_main_module_3);
auto x_main_module_340 = mmain->add_instruction(
migraphx::make_op("multibroadcast", migraphx::from_json_string("{out_lens:[1,1000]}")),
x_main_module_0);
auto x_main_module_341 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_339, x_main_module_340);
auto x_main_module_342 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_338, x_main_module_341);
mmain->add_return({x_main_module_342});
return p;
}
} // namespace MIGRAPHX_INLINE_NS
} // namespace driver
} // namespace migraphx
src/fuse_pointwise.cpp
View file @ a2de3140
......@@ -142,7 +142,7 @@ static std::vector<instruction_ref> append_pointwise_module(instruction_ref ins,
input_map[input] = map_ins[param];
}
}
pm->replace_return(pm->insert_module_instructions(last, xm, map_ins));
pm->replace_return(pm->insert_instructions(last, xm, map_ins));
return inputs;
}
......
src/include/migraphx/iota_iterator.hpp
View file @ a2de3140
......@@ -81,8 +81,9 @@ struct basic_iota_iterator
index--;
return it;
}
// TODO: operator->
reference operator*() const { return f(index); }
pointer operator->() const { return &f(index); }
reference operator[](int n) const { return f(index + n); }
};
template <class T, class F>
......
src/include/migraphx/module.hpp
View file @ a2de3140
......@@ -120,9 +120,33 @@ struct module
instruction_ref move_instructions(instruction_ref src, instruction_ref dst);
std::vector<instruction_ref>
insert_module_instructions(instruction_ref ins,
const_module_ref m,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
add_instructions(const std::vector<instruction_ref>& instructions,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
std::vector<instruction_ref>
add_instructions(const_module_ref m,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
std::vector<instruction_ref>
add_instructions(instruction_ref start,
instruction_ref last,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
std::vector<instruction_ref>
insert_instructions(instruction_ref ins,
const std::vector<instruction_ref>& instructions,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
std::vector<instruction_ref>
insert_instructions(instruction_ref ins,
const_module_ref m,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
std::vector<instruction_ref>
insert_instructions(instruction_ref ins,
instruction_ref start,
instruction_ref last,
std::unordered_map<instruction_ref, instruction_ref> map_ins = {});
template <class... Ts>
instruction_ref add_literal(Ts&&... xs)
......@@ -179,7 +203,9 @@ struct module
void print_cpp(std::ostream& os) const;
std::unordered_map<instruction_ref, std::string>
print_cpp(std::ostream& os, std::unordered_map<instruction_ref, std::string> names) const;
print_cpp(std::ostream& os,
const std::string& mname,
std::unordered_map<instruction_ref, std::string> names) const;
void annotate(std::ostream& os, std::function<void(instruction_ref)> a) const;
......
src/include/migraphx/op/nonmaxsuppression.hpp
View file @ a2de3140
......@@ -56,14 +56,21 @@ struct nonmaxsuppression
shape compute_shape(std::vector<shape> inputs) const
{
// requires at least 2 inputs
check_shapes{inputs, *this}.standard();
check_shapes{{inputs.at(0), inputs.at(1)}, *this}.only_dims(3);
auto lens = inputs.front().lens();
// check input shape
if(lens[1] != inputs.at(1).lens()[2])
{
MIGRAPHX_THROW("NonMaxSuppression: dimension mismatch between first and second input!");
MIGRAPHX_THROW(
"NonMaxSuppression: spatial dimension mismatch between boxes and scores input");
}
// check batch sizes
if(lens[0] != inputs.at(1).lens()[0])
{
MIGRAPHX_THROW(
"NonMaxSuppression: number of batches mismatch between boxes and scores input");
}
std::vector<int64_t> out_lens(2);
......@@ -74,8 +81,8 @@ struct nonmaxsuppression
struct box
{
std::array<float, 2> x;
std::array<float, 2> y;
std::array<double, 2> x;
std::array<double, 2> y;
void sort()
{
......@@ -83,9 +90,9 @@ struct nonmaxsuppression
std::sort(y.begin(), y.end());
}
std::array<float, 2>& operator[](std::size_t i) { return i == 0 ? x : y; }
std::array<double, 2>& operator[](std::size_t i) { return i == 0 ? x : y; }
float area() const
double area() const
{
assert(std::is_sorted(x.begin(), x.end()));
assert(std::is_sorted(y.begin(), y.end()));
......@@ -94,29 +101,29 @@ struct nonmaxsuppression
};
template <class T>
box batch_box(const T* boxes, std::size_t bidx) const
box batch_box(T boxes, std::size_t box_idx) const
{
box result{};
const T* start = boxes + 4 * bidx;
auto start = boxes + 4 * box_idx;
if(center_point_box)
{
float half_width = start[2] / 2.0f;
float half_height = start[3] / 2.0f;
float x_center = start[0];
float y_center = start[1];
result.x = {x_center - half_width, x_center + half_width};
result.y = {y_center - half_height, y_center + half_height};
double half_width = start[2] / 2.0;
double half_height = start[3] / 2.0;
double x_center = start[0];
double y_center = start[1];
result.x = {x_center - half_width, x_center + half_width};
result.y = {y_center - half_height, y_center + half_height};
}
else
{
result.x = {start[1], start[3]};
result.y = {start[0], start[2]};
result.x = {static_cast<double>(start[1]), static_cast<double>(start[3])};
result.y = {static_cast<double>(start[0]), static_cast<double>(start[2])};
}
return result;
}
inline bool suppress_by_iou(box b1, box b2, float iou_threshold) const
inline bool suppress_by_iou(box b1, box b2, double iou_threshold) const
{
b1.sort();
b2.sort();
......@@ -128,7 +135,7 @@ struct nonmaxsuppression
intersection[i][1] = std::min(b1[i][1], b2[i][1]);
}
std::vector<std::array<float, 2>> bbox = {intersection.x, intersection.y};
std::vector<std::array<double, 2>> bbox = {intersection.x, intersection.y};
if(std::any_of(bbox.begin(), bbox.end(), [](auto bx) {
return not std::is_sorted(bx.begin(), bx.end());
}))
......@@ -136,115 +143,124 @@ struct nonmaxsuppression
return false;
}
const float area1 = b1.area();
const float area2 = b2.area();
const float intersection_area = intersection.area();
const float union_area = area1 + area2 - intersection_area;
const double area1 = b1.area();
const double area2 = b2.area();
const double intersection_area = intersection.area();
const double union_area = area1 + area2 - intersection_area;
if(area1 <= .0f or area2 <= .0f or union_area <= .0f)
{
return false;
}
const float intersection_over_union = intersection_area / union_area;
const double intersection_over_union = intersection_area / union_area;
return intersection_over_union > iou_threshold;
}
argument compute(const shape& output_shape, std::vector<argument> args) const
// filter boxes below score_threshold
template <class T>
std::priority_queue<std::pair<double, int64_t>>
filter_boxes_by_score(T scores_start, std::size_t num_boxes, double score_threshold) const
{
argument result{output_shape};
result.visit([&](auto out) { std::fill(out.begin(), out.end(), 0); });
std::size_t max_output_boxes_per_class = 0;
float iou_threshold = 0.0f;
float score_threshold = 0.0f;
if(args.size() > 2)
{
max_output_boxes_per_class = args.at(2).at<std::size_t>();
}
// max_output_boxes_per_class is 0, no output
if(max_output_boxes_per_class == 0)
{
return result;
}
if(args.size() > 3)
{
iou_threshold = args.at(3).at<float>();
}
if(args.size() > 4)
{
score_threshold = args.at(4).at<float>();
}
const auto& lens = args.at(1).get_shape().lens();
auto batch_num = lens[0];
auto class_num = lens[1];
auto box_num = args.at(0).get_shape().lens()[1];
std::priority_queue<std::pair<double, int64_t>> boxes_heap;
auto insert_to_boxes_heap =
make_function_output_iterator([&](const auto& x) { boxes_heap.push(x); });
int64_t box_idx = 0;
transform_if(
scores_start,
scores_start + num_boxes,
insert_to_boxes_heap,
[&](auto sc) {
box_idx++;
return sc >= score_threshold;
},
[&](auto sc) { return std::make_pair(sc, box_idx - 1); });
return boxes_heap;
}
std::vector<std::pair<float, int64_t>> selected_boxes_inside_class;
template <class Output, class Boxes, class Scores>
void compute_nms(Output output,
Boxes boxes,
Scores scores,
const shape& output_shape,
std::size_t max_output_boxes_per_class,
double iou_threshold,
double score_threshold) const
{
std::fill(output.begin(), output.end(), 0);
const auto& lens = scores.get_shape().lens();
const auto num_batches = lens[0];
const auto num_classes = lens[1];
const auto num_boxes = lens[2];
// boxes of a class with NMS applied [score, index]
std::vector<std::pair<double, int64_t>> selected_boxes_inside_class;
std::vector<int64_t> selected_indices;
selected_boxes_inside_class.reserve(output_shape.elements());
auto scores = make_view<float>(args.at(1).get_shape(), args.at(1).cast<float>());
const float* boxes = args.at(0).cast<float>();
shape comp_s{shape::float_type, {batch_num, class_num}};
// iterate over batches and classes
shape comp_s{shape::double_type, {num_batches, num_classes}};
shape_for_each(comp_s, [&](auto idx) {
auto bidx = idx[0];
auto cidx = idx[1];
std::size_t score_offset = (bidx * class_num + cidx) * box_num;
const float* batch_boxes = boxes + bidx * box_num * 4;
std::priority_queue<std::pair<float, int64_t>> sorted_boxes;
auto insert_to_sorted_boxes =
make_function_output_iterator([&](const auto& x) { sorted_boxes.push(x); });
int64_t box_idx = 0;
transform_if(
scores.begin() + score_offset,
scores.begin() + score_offset + box_num,
insert_to_sorted_boxes,
[&](auto sc) {
box_idx++;
return sc >= score_threshold;
},
[&](auto sc) { return std::make_pair(sc, box_idx - 1); });
auto batch_idx = idx[0];
auto class_idx = idx[1];
// index offset for this class
auto scores_start = scores.begin() + (batch_idx * num_classes + class_idx) * num_boxes;
// iterator to first value of this batch
auto batch_boxes_start = boxes.begin() + batch_idx * num_boxes * 4;
auto boxes_heap = filter_boxes_by_score(scores_start, num_boxes, score_threshold);
selected_boxes_inside_class.clear();
// Get the next box with top score, filter by iou_threshold
while(!sorted_boxes.empty() &&
while(!boxes_heap.empty() &&
selected_boxes_inside_class.size() < max_output_boxes_per_class)
{
const std::pair<float, int64_t>& next_top_score = sorted_boxes.top();
// Check with existing selected boxes for this class, suppress if exceed the IOU
// (Intersection Over Union) threshold
bool not_selected = std::any_of(
selected_boxes_inside_class.begin(),
selected_boxes_inside_class.end(),
[&](auto selected_index) {
return this->suppress_by_iou(batch_box(batch_boxes, next_top_score.second),
batch_box(batch_boxes, selected_index.second),
iou_threshold);
});
// Check with existing selected boxes for this class, remove box if it
// exceeds the IOU (Intersection Over Union) threshold
const auto next_top_score = boxes_heap.top();
bool not_selected =
std::any_of(selected_boxes_inside_class.begin(),
selected_boxes_inside_class.end(),
[&](auto selected_index) {
return this->suppress_by_iou(
batch_box(batch_boxes_start, next_top_score.second),
batch_box(batch_boxes_start, selected_index.second),
iou_threshold);
});
if(not not_selected)
{
selected_boxes_inside_class.push_back(next_top_score);
selected_indices.push_back(bidx);
selected_indices.push_back(cidx);
selected_indices.push_back(batch_idx);
selected_indices.push_back(class_idx);
selected_indices.push_back(next_top_score.second);
}
sorted_boxes.pop();
boxes_heap.pop();
}
});
std::copy(selected_indices.begin(), selected_indices.end(), output.begin());
}
argument compute(const shape& output_shape, std::vector<argument> args) const
{
argument result{output_shape};
result.visit([&](auto out) {
std::copy(selected_indices.begin(), selected_indices.end(), out.begin());
std::size_t max_output_boxes_per_class =
(args.size() > 2) ? (args.at(2).at<std::size_t>()) : 0;
if(max_output_boxes_per_class == 0)
{
return result;
}
double iou_threshold = (args.size() > 3) ? (args.at(3).at<double>()) : 0.0f;
double score_threshold = (args.size() > 4) ? (args.at(4).at<double>()) : 0.0f;
result.visit([&](auto output) {
visit_all(args[0], args[1])([&](auto boxes, auto scores) {
compute_nms(output,
boxes,
scores,
output_shape,
max_output_boxes_per_class,
iou_threshold,
score_threshold);
});
});
return result;
......
src/include/migraphx/stringutils.hpp
View file @ a2de3140
......@@ -44,8 +44,8 @@ auto with_char(F f)
return [=](unsigned char c) -> bool { return f(c); };
}
inline std::string
replace_string(std::string subject, const std::string& search, const std::string& replace)
inline void
replace_string_inplace(std::string& subject, const std::string& search, const std::string& replace)
{
size_t pos = 0;
while((pos = subject.find(search, pos)) != std::string::npos)
......@@ -53,6 +53,12 @@ replace_string(std::string subject, const std::string& search, const std::string
subject.replace(pos, search.length(), replace);
pos += replace.length();
}
}
inline std::string
replace_string(std::string subject, const std::string& search, const std::string& replace)
{
replace_string_inplace(subject, search, replace);
return subject;
}
......
src/inline_module.cpp
View file @ a2de3140
......@@ -35,7 +35,7 @@ static void inline_submodule(module& m, instruction_ref ins, bool cond)
{
const auto& mod_inputs = ins->module_inputs();
module_ref smod = cond ? mod_inputs.at(0) : mod_inputs.at(1);
auto mod_outputs = m.insert_module_instructions(ins, smod);
auto mod_outputs = m.insert_instructions(ins, smod);
auto ins_outputs = ins->outputs();
assert(mod_outputs.size() >= ins_outputs.size());
......
src/module.cpp
View file @ a2de3140
......@@ -35,6 +35,7 @@
#include <migraphx/make_op.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/json.hpp>
#include <iostream>
#include <sstream>
#include <algorithm>
......@@ -196,6 +197,62 @@ void module::assign(const module& m)
}
}
template <class Range>
static std::vector<instruction_ref>
insert_generic_instructions(module& m,
instruction_ref ins,
Range&& instructions,
std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
assert(m.has_instruction(ins) or is_end(ins, m.end()));
std::vector<instruction_ref> mod_outputs;
instruction_ref last;
for(instruction_ref sins : instructions)
{
last = sins;
if(contains(map_ins, sins))
continue;
instruction_ref copy_ins;
if(sins->name() == "@literal")
{
auto l = sins->get_literal();
copy_ins = m.add_literal(l);
}
else if(sins->name() == "@param")
{
auto&& name = any_cast<builtin::param>(sins->get_operator()).parameter;
auto s = sins->get_shape();
copy_ins = m.add_parameter(name, s);
}
else if(sins->name() == "@outline")
{
auto s = sins->get_shape();
copy_ins = m.add_outline(s);
}
else
{
auto mod_args = sins->module_inputs();
auto inputs = sins->inputs();
std::vector<instruction_ref> copy_inputs(inputs.size());
std::transform(inputs.begin(), inputs.end(), copy_inputs.begin(), [&](auto i) {
return contains(map_ins, i) ? map_ins[i] : i;
});
if(sins->name() == "@return")
{
mod_outputs = copy_inputs;
break;
}
copy_ins = m.insert_instruction(ins, sins->get_operator(), copy_inputs, mod_args);
}
map_ins[sins] = copy_ins;
}
if(mod_outputs.empty() and instructions.begin() != instructions.end())
mod_outputs = {map_ins.at(last)};
return mod_outputs;
}
instruction_ref module::add_instruction(const operation& op, std::vector<instruction_ref> args)
{
return insert_instruction(impl->instructions.end(), op, std::move(args));
......@@ -335,54 +392,48 @@ instruction_ref module::move_instructions(instruction_ref src, instruction_ref d
}
std::vector<instruction_ref>
module::insert_module_instructions(instruction_ref ins,
const_module_ref m,
std::unordered_map<instruction_ref, instruction_ref> map_ins)
module::add_instructions(const std::vector<instruction_ref>& instructions,
std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
std::vector<instruction_ref> mod_outputs;
for(auto sins : iterator_for(*m))
{
if(contains(map_ins, sins))
continue;
instruction_ref copy_ins;
if(sins->name() == "@literal")
{
auto l = sins->get_literal();
copy_ins = this->add_literal(l);
}
else if(sins->name() == "@param")
{
auto&& name = any_cast<builtin::param>(sins->get_operator()).parameter;
auto s = sins->get_shape();
copy_ins = this->add_parameter(name, s);
}
else if(sins->name() == "@outline")
{
auto s = sins->get_shape();
copy_ins = this->add_outline(s);
}
else
{
auto mod_args = sins->module_inputs();
auto inputs = sins->inputs();
std::vector<instruction_ref> copy_inputs(inputs.size());
std::transform(inputs.begin(), inputs.end(), copy_inputs.begin(), [&](auto i) {
return contains(map_ins, i) ? map_ins[i] : i;
});
return this->insert_instructions(this->end(), instructions, std::move(map_ins));
}
if(sins->name() == "@return")
{
mod_outputs = copy_inputs;
break;
}
std::vector<instruction_ref>
module::add_instructions(const_module_ref m, std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
return this->insert_instructions(this->end(), m, std::move(map_ins));
}
copy_ins = this->insert_instruction(ins, sins->get_operator(), copy_inputs, mod_args);
}
map_ins[sins] = copy_ins;
}
if(mod_outputs.empty())
mod_outputs = {map_ins.at(std::prev(m->end()))};
return mod_outputs;
std::vector<instruction_ref>
module::add_instructions(instruction_ref start,
instruction_ref last,
std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
return this->insert_instructions(this->end(), start, last, std::move(map_ins));
}
std::vector<instruction_ref>
module::insert_instructions(instruction_ref ins,
const std::vector<instruction_ref>& instructions,
std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
return insert_generic_instructions(*this, ins, instructions, std::move(map_ins));
}
std::vector<instruction_ref> module::insert_instructions(
instruction_ref ins, const_module_ref m, std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
return insert_generic_instructions(*this, ins, iterator_for(*m), std::move(map_ins));
}
std::vector<instruction_ref>
module::insert_instructions(instruction_ref ins,
instruction_ref start,
instruction_ref last,
std::unordered_map<instruction_ref, instruction_ref> map_ins)
{
auto r = range(start, last);
return insert_generic_instructions(*this, ins, iterator_for(r), std::move(map_ins));
}
instruction_ref module::add_literal(literal l)
......@@ -708,44 +759,33 @@ void module::print_graph(std::ostream& os, bool brief) const
os << "}" << std::endl;
}
static std::string cpp_var_name(const std::string& name)
static std::string to_c_id(const std::string& name, char rep = '_')
{
return "m" + replace_string(name, "@", "x");
std::string id = transform_string(name, [&](auto c) {
if(with_char(::isalnum)(c) or c == '_')
return c;
return rep;
});
while(contains(id, "__"))
replace_string_inplace(id, "__", "_");
return id;
}
static std::string cpp_op_var(const std::string& name, instruction_ref ins)
static std::string cpp_var_name(const std::string& name)
{
return replace_string(name, "@", ins->name());
return to_c_id("x_" + replace_string(name, ":", "_module_"));
}
static void print_op_attributes(std::ostream& os, const std::string& name, const operation& op)
static void print_make_op(std::ostream& os, const operation& op)
{
std::string x = to_string(op);
if(contains(x, "["))
os << "migraphx::make_op(" << enclose_name(op.name());
auto v = op.to_value();
if(not v.empty())
{
auto start = x.find('[');
auto end = x.find(']');
std::string attribute_text = x.substr(start + 1, end - start - 1);
std::vector<std::string> attributes;
for(auto&& attribute : split_string(attribute_text, ','))
{
if(contains(attribute, '='))
attributes.push_back(attribute);
else
attributes.back() += "," + attribute;
}
for(auto&& attribute : attributes)
{
auto p = split_string(attribute, '=');
auto key = p.front();
auto value = p.back();
if(contains({"bn_mode", "padding_mode"}, key))
continue;
if(key == "mode")
value = enclose_name(trim(value));
os << name << "." << key << " = " << value << ";" << std::endl;
}
os << ", "
<< "migraphx::from_json_string(" << enclose_name(to_json_string(v)) << ")";
}
os << ")";
}
static void print_cpp_shape(std::ostream& os, const migraphx::shape& s)
......@@ -758,22 +798,25 @@ static void print_cpp_shape(std::ostream& os, const migraphx::shape& s)
}
std::unordered_map<instruction_ref, std::string>
module::print_cpp(std::ostream& os, std::unordered_map<instruction_ref, std::string> names) const
module::print_cpp(std::ostream& os,
const std::string& mname,
std::unordered_map<instruction_ref, std::string> names) const
{
os << "migraphx::module p;" << std::endl;
unsigned long seed = 0;
// cppcheck-suppress variableScope
unsigned long seed = names.size();
auto last = std::prev(this->end());
names = this->print(
[&](auto ins, auto ins_names) {
auto op = cpp_op_var(ins_names.at(ins), ins);
if(ins->name().front() != '@')
{
os << "migraphx::op::" << ins->name() << " " << op << ";" << std::endl;
print_op_attributes(os, op, ins->get_operator());
}
os << "auto " << cpp_var_name(ins_names.at(ins)) << " = ";
std::vector<std::string> input_vars;
std::transform(ins->inputs().begin(),
ins->inputs().end(),
std::back_inserter(input_vars),
[&](auto input) { return cpp_var_name(ins_names.at(input)); });
if(ins != last)
os << "auto " << cpp_var_name(ins_names.at(ins)) << " = ";
if(ins->name() == "@literal")
{
os << "p.add_literal(";
os << mname << "->add_literal(";
bool use_abs = false;
ins->get_literal().visit([&](auto v) {
use_abs = std::none_of(v.begin(), v.end(), [](auto x) { return x < 0; });
......@@ -791,17 +834,22 @@ module::print_cpp(std::ostream& os, std::unordered_map<instruction_ref, std::str
else if(ins->name() == "@param")
{
std::string name = any_cast<builtin::param>(ins->get_operator()).parameter;
os << "p.add_parameter(" << enclose_name(name) << ",";
os << mname << "->add_parameter(" << enclose_name(name) << ",";
print_cpp_shape(os, ins->get_shape());
os << ");" << std::endl;
}
else if(ins->name() == "@return")
{
os << mname << "->add_return({";
os << join_strings(input_vars, ", ");
os << "});" << std::endl;
}
else
{
os << "p.add_instruction(" << op;
for(auto input : ins->inputs())
{
os << ", " << cpp_var_name(ins_names.at(input));
}
assert(ins->name().front() != '@');
os << mname << "->add_instruction(";
print_make_op(os, ins->get_operator());
os << ", " << join_strings(input_vars, ", ");
os << ");" << std::endl;
}
},
......@@ -810,7 +858,7 @@ module::print_cpp(std::ostream& os, std::unordered_map<instruction_ref, std::str
return names;
}
void module::print_cpp(std::ostream& os) const { this->print_cpp(os, {}); }
void module::print_cpp(std::ostream& os) const { this->print_cpp(os, this->name(), {}); }
void module::annotate(std::ostream& os, std::function<void(instruction_ref)> a) const
{
......
src/program.cpp
View file @ a2de3140
......@@ -790,10 +790,17 @@ void program::print_cpp(std::ostream& os) const
{
auto vec_modules = this->get_modules();
std::unordered_map<instruction_ref, std::string> names;
os << "migraphx::program p;\n";
for(auto& mod : vec_modules)
{
os << "module: \"" << mod->name() << "\"" << std::endl;
names = mod->print_cpp(os, names);
std::string var_name = "m" + mod->name();
os << "migraphx::module_ref " << var_name << " = ";
if(mod->name() == "main")
os << "p.get_main_module();";
else
os << "p.create_module(\"" << mod->name() << "\");";
os << std::endl;
names = mod->print_cpp(os, var_name, names);
os << std::endl;
}
}
......
test/module_test.cpp
View file @ a2de3140
......@@ -300,6 +300,96 @@ TEST_CASE(parameter_name_order)
EXPECT(param_names == names1);
}
TEST_CASE(insert_instructions_module)
{
migraphx::shape s{migraphx::shape::int32_type, {1}};
migraphx::module m1("m1");
auto x1 = m1.add_parameter("x1", s);
auto sqrt = m1.add_instruction(migraphx::make_op("sqrt"), {x1});
m1.add_instruction(migraphx::make_op("add"), {sqrt, x1});
migraphx::module m2("m2");
auto x2 = m2.add_parameter("x2", s);
m2.add_instruction(migraphx::make_op("sqrt"), {x2});
m1.insert_instructions(sqrt, &m2, {{x2, x1}});
EXPECT(std::prev(sqrt)->name() == "sqrt");
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "sqrt"; }) ==
2);
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "@param"; }) ==
1);
EXPECT(contains(m1.get_parameter_shapes(), "x1"));
EXPECT(not contains(m1.get_parameter_shapes(), "x2"));
}
TEST_CASE(add_instructions_module)
{
migraphx::shape s{migraphx::shape::int32_type, {1}};
migraphx::module m1("m1");
auto x1 = m1.add_parameter("x1", s);
m1.add_instruction(migraphx::make_op("sqrt"), {x1});
migraphx::module m2("m2");
auto x2 = m2.add_parameter("x2", s);
m2.add_instruction(migraphx::make_op("sqrt"), {x2});
m1.add_instructions(&m2, {{x2, x1}});
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "sqrt"; }) ==
2);
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "@param"; }) ==
1);
EXPECT(contains(m1.get_parameter_shapes(), "x1"));
EXPECT(not contains(m1.get_parameter_shapes(), "x2"));
}
TEST_CASE(add_instructions_range)
{
migraphx::shape s{migraphx::shape::int32_type, {1}};
migraphx::module m1("m1");
auto x1 = m1.add_parameter("x1", s);
m1.add_instruction(migraphx::make_op("sqrt"), {x1});
migraphx::module m2("m2");
auto x2 = m2.add_parameter("x2", s);
auto sqrt2 = m2.add_instruction(migraphx::make_op("sqrt"), {x2});
m1.add_instructions(sqrt2, m2.end(), {{x2, x1}});
EXPECT(std::any_of(
m1.begin(), m1.end(), [&](auto&& ins) { return migraphx::contains(ins.inputs(), x1); }));
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "sqrt"; }) ==
2);
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "@param"; }) ==
1);
EXPECT(contains(m1.get_parameter_shapes(), "x1"));
EXPECT(not contains(m1.get_parameter_shapes(), "x2"));
}
TEST_CASE(add_instructions_vector)
{
migraphx::shape s{migraphx::shape::int32_type, {1}};
migraphx::module m1("m1");
auto x1 = m1.add_parameter("x1", s);
m1.add_instruction(migraphx::make_op("sqrt"), {x1});
migraphx::module m2("m2");
auto x2 = m2.add_parameter("x2", s);
auto sqrt2 = m2.add_instruction(migraphx::make_op("sqrt"), {x2});
m1.add_instructions({sqrt2}, {{x2, x1}});
EXPECT(std::any_of(
m1.begin(), m1.end(), [&](auto&& ins) { return migraphx::contains(ins.inputs(), x1); }));
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "sqrt"; }) ==
2);
EXPECT(std::count_if(m1.begin(), m1.end(), [](auto&& ins) { return ins.name() == "@param"; }) ==
1);
EXPECT(contains(m1.get_parameter_shapes(), "x1"));
EXPECT(not contains(m1.get_parameter_shapes(), "x2"));
}
struct check_for_pass_op
{
bool* found = nullptr;
......
test/ref_ops_test.cpp
View file @ a2de3140
......@@ -3187,6 +3187,80 @@ TEST_CASE(nms_test)
EXPECT(migraphx::verify_range(result, gold));
}
TEST_CASE(nms_transpose1_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape boxes_s{migraphx::shape::float_type, {1, 4, 6}};
std::vector<float> boxes_vec = {
0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.6, 0.4, 10.5, 10.6, 100.5,
1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0,
};
migraphx::shape scores_s{migraphx::shape::float_type, {1, 1, 6}};
std::vector<float> scores_vec = {0.9, 0.75, 0.6, 0.95, 0.5, 0.3};
auto t_boxes_l = mm->add_literal(migraphx::literal(boxes_s, boxes_vec));
auto scores_l = mm->add_literal(migraphx::literal(scores_s, scores_vec));
auto max_out_l = mm->add_literal(int64_t{4});
auto iou_threshold = mm->add_literal(0.5f);
auto score_threshold = mm->add_literal(0.0f);
auto transpose_boxes = mm->add_instruction(
migraphx::make_op("transpose", {{"permutation", {0, 2, 1}}}), t_boxes_l);
auto r = mm->add_instruction(migraphx::make_op("nonmaxsuppression", {{"center_point_box", 1}}),
transpose_boxes,
scores_l,
max_out_l,
iou_threshold,
score_threshold);
mm->add_return({r});
p.compile(migraphx::ref::target{});
auto output = p.eval({}).back();
std::vector<int64_t> result;
output.visit([&](auto out) { result.assign(out.begin(), out.end()); });
std::vector<int64_t> gold = {0, 0, 3, 0, 0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0};
EXPECT(migraphx::verify_range(result, gold));
}
TEST_CASE(nms_transpose2_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape boxes_s{migraphx::shape::float_type, {4, 1, 6}};
std::vector<float> boxes_vec = {
0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.6, 0.4, 10.5, 10.6, 100.5,
1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0,
};
migraphx::shape scores_s{migraphx::shape::float_type, {1, 1, 6}};
std::vector<float> scores_vec = {0.9, 0.75, 0.6, 0.95, 0.5, 0.3};
auto t_boxes_l = mm->add_literal(migraphx::literal(boxes_s, boxes_vec));
auto scores_l = mm->add_literal(migraphx::literal(scores_s, scores_vec));
auto max_out_l = mm->add_literal(int64_t{4});
auto iou_threshold = mm->add_literal(0.5f);
auto score_threshold = mm->add_literal(0.0f);
auto transpose_boxes = mm->add_instruction(
migraphx::make_op("transpose", {{"permutation", {1, 2, 0}}}), t_boxes_l);
auto r = mm->add_instruction(migraphx::make_op("nonmaxsuppression", {{"center_point_box", 1}}),
transpose_boxes,
scores_l,
max_out_l,
iou_threshold,
score_threshold);
mm->add_return({r});
p.compile(migraphx::ref::target{});
auto output = p.eval({}).back();
std::vector<int64_t> result;
output.visit([&](auto out) { result.assign(out.begin(), out.end()); });
std::vector<int64_t> gold = {0, 0, 3, 0, 0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0};
EXPECT(migraphx::verify_range(result, gold));
}
TEST_CASE(nonzero_test)
{
migraphx::program p;
......
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