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Commit 5ec8f913 authored by Ted Themistokleous's avatar Ted Themistokleous Committed by Ted Themistokleous
Browse files

Merge branch 'develop' into simplify_1_mul_div_ops

parents 32d69e8e d78bcdfb
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Showing with 3985 additions and 2898 deletions
.github/workflows/ci.yaml
View file @ 5ec8f913
......@@ -53,6 +53,7 @@ jobs:
CXX=/opt/rocm/llvm/bin/clang++ CC=/opt/rocm/llvm/bin/clang cmake \
-DMIGRAPHX_ENABLE_GPU=On \
-DMIGRAPHX_ENABLE_CPU=On \
-DMIGRAPHX_ENABLE_FPGA=On \
-DROCM_ENABLE_GH_ANNOTATIONS=On \
-DCLANG_TIDY_DEPEND_ON_TARGET=Off \
-DCLANG_TIDY_CACHE=/data/tidy-cache \
......
.github/workflows/performance.yaml
View file @ 5ec8f913
name: MIGraphX Performance Tests
on:
push:
branches: [develop]
pull_request:
branches: [develop]
types: [opened, synchronize, closed]
schedule:
- cron: "0 5 * * 1-6"
......
CMakeLists.txt
View file @ 5ec8f913
......@@ -63,7 +63,7 @@ set(CMAKE_EXTRA_INCLUDE_FILES)
include(ROCMSetupVersion)
rocm_setup_version(VERSION 2.3)
rocm_setup_version(VERSION 2.4)
set(MIGRAPHX_SO_VERSION ${PROJECT_VERSION_MAJOR}.${PROJECT_VERSION_MINOR})
option( BUILD_SHARED_LIBS "Build as a shared library" ON )
......
cppcheck.rules
View file @ 5ec8f913
......@@ -107,7 +107,7 @@
<summary>Use make_shared or make_unique instead of new</summary>
</message>
</rule>
<!-- <rule>
<rule>
<tokenlist>raw</tokenlist>
<pattern><![CDATA[ \|\| ]]></pattern>
<message>
......@@ -124,7 +124,7 @@
<severity>style</severity>
<summary>Use 'not' instead of !</summary>
</message>
</rule> -->
</rule>
<!-- <rule>
<tokenlist>raw</tokenlist>
<pattern><![CDATA[] (__device__ |__host__ )+(\(|{)]]></pattern>
......
examples/migraphx/cpp_parse_load_save/parse_load_save.cpp
View file @ 5ec8f913
......@@ -53,8 +53,8 @@ int main(int argc, char** argv)
migraphx::program p;
if(cmdOptionExists(argv + 2, argv + argc, "--parse") ||
!cmdOptionExists(argv + 2, argv + argc, "--load"))
if(cmdOptionExists(argv + 2, argv + argc, "--parse") or
not cmdOptionExists(argv + 2, argv + argc, "--load"))
{
std::cout << "Parsing ONNX File" << std::endl;
migraphx::onnx_options options;
......
examples/migraphx/custom_op_rocblas_kernel/custom_op_rocblas_kernel.cpp
View file @ 5ec8f913
......@@ -72,7 +72,7 @@ struct sscal_custom_op final : migraphx::experimental_custom_op_base
{
throw std::runtime_error("sscal_custom_op must have 2 input arguments");
}
if(inputs[0].lengths().size() != 1 || inputs[0].lengths()[0] != 1)
if(inputs[0].lengths().size() != 1 or inputs[0].lengths()[0] != 1)
{
throw std::runtime_error("first input argument to sscal_custom_op must be a scalar");
}
......
examples/vision/cpp_mnist/mnist_inference.cpp
View file @ 5ec8f913
......@@ -51,16 +51,16 @@ int main(int argc, char** argv)
char** begin = argv + 1;
char** end = argv + argc;
const bool CPU = (std::find(begin, end, std::string("-c")) != end) ||
const bool CPU = (std::find(begin, end, std::string("-c")) != end) or
std::find(begin, end, std::string("--cpu")) != end;
const bool GPU = std::find(begin, end, std::string("-g")) != end ||
const bool GPU = std::find(begin, end, std::string("-g")) != end or
std::find(begin, end, std::string("--gpu")) != end;
const bool FP16 = std::find(begin, end, std::string("-f")) != end ||
const bool FP16 = std::find(begin, end, std::string("-f")) != end or
std::find(begin, end, std::string("--fp16")) != end;
const bool INT8 = std::find(begin, end, std::string("-i")) != end ||
const bool INT8 = std::find(begin, end, std::string("-i")) != end or
std::find(begin, end, std::string("--int8")) != end;
const bool CALIB = std::find(begin, end, std::string("--cal")) != end;
const bool PRINT = std::find(begin, end, std::string("-p")) != end ||
const bool PRINT = std::find(begin, end, std::string("-p")) != end or
std::find(begin, end, std::string("--print")) != end;
migraphx::program prog;
......@@ -182,7 +182,7 @@ void read_nth_digit(const int n, std::vector<float>& digit)
const int HEIGHT = 28;
const int WIDTH = 28;
if(!file.is_open())
if(not file.is_open())
{
return;
}
......
src/CMakeLists.txt
View file @ 5ec8f913
......@@ -82,6 +82,7 @@ add_library(migraphx
simplify_qdq.cpp
sqlite.cpp
rewrite_batchnorm.cpp
rewrite_gelu.cpp
rewrite_pooling.cpp
rewrite_quantization.cpp
rewrite_rnn.cpp
......@@ -90,7 +91,6 @@ add_library(migraphx
shape.cpp
simplify_algebra.cpp
simplify_reshapes.cpp
target_assignments.cpp
tmp_dir.cpp
value.cpp
verify_args.cpp
......
src/api/include/migraphx/migraphx.hpp
View file @ 5ec8f913
......@@ -517,7 +517,7 @@ struct shape : MIGRAPHX_CONST_HANDLE_BASE(shape)
MIGRAPHX_DEPRECATED("Contructor without lifetime annotation is deprecated.")
shape(const migraphx_shape* p) { this->set_handle(p, borrow{}); }
MIGRAPHX_HANDLE_CONSTRUCTOR(shape);
MIGRAPHX_HANDLE_CONSTRUCTOR(shape)
/// Construct a scalar shape
shape(migraphx_shape_datatype_t type)
......@@ -588,7 +588,7 @@ struct shape : MIGRAPHX_CONST_HANDLE_BASE(shape)
return pout;
}
friend bool operator!=(const shape& px, const shape& py) { return !(px == py); }
friend bool operator!=(const shape& px, const shape& py) { return not(px == py); }
};
/**
......@@ -601,7 +601,7 @@ struct argument : MIGRAPHX_CONST_HANDLE_BASE(argument)
{
argument() {}
MIGRAPHX_HANDLE_CONSTRUCTOR(argument);
MIGRAPHX_HANDLE_CONSTRUCTOR(argument)
MIGRAPHX_DEPRECATED("Contructor without lifetime annotation is deprecated.")
argument(const migraphx_argument* p) { this->set_handle(p, borrow{}); }
......@@ -647,7 +647,7 @@ struct argument : MIGRAPHX_CONST_HANDLE_BASE(argument)
return pout;
}
friend bool operator!=(const argument& px, const argument& py) { return !(px == py); }
friend bool operator!=(const argument& px, const argument& py) { return not(px == py); }
};
/// A target for compilation
......@@ -655,7 +655,7 @@ struct target : MIGRAPHX_HANDLE_BASE(target)
{
target() {}
MIGRAPHX_HANDLE_CONSTRUCTOR(target);
MIGRAPHX_HANDLE_CONSTRUCTOR(target)
/// Construct a target from its name
target(const char* name) { this->make_handle(&migraphx_target_create, name); }
......@@ -665,7 +665,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
{
program_parameter_shapes() {}
MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameter_shapes);
MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameter_shapes)
size_t size() const
{
......@@ -684,7 +684,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
std::vector<const char*> names() const
{
std::vector<const char*> result(this->size());
if(!result.empty())
if(not result.empty())
{
call(&migraphx_program_parameter_shapes_names, result.data(), this->get_handle_ptr());
}
......@@ -695,7 +695,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
/// A class to construct the inputs parameters for a program
struct program_parameters : MIGRAPHX_HANDLE_BASE(program_parameters)
{
MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameters);
MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameters)
MIGRAPHX_DEPRECATED("Contructor without lifetime annotation is deprecated.")
program_parameters(migraphx_program_parameters* p) { this->set_handle(p, borrow{}); }
......@@ -722,7 +722,7 @@ struct program_parameters : MIGRAPHX_HANDLE_BASE(program_parameters)
struct arguments : MIGRAPHX_HANDLE_BASE(arguments), array_base<arguments>
{
MIGRAPHX_HANDLE_CONSTRUCTOR(arguments);
MIGRAPHX_HANDLE_CONSTRUCTOR(arguments)
size_t size() const
{
......@@ -741,7 +741,7 @@ struct arguments : MIGRAPHX_HANDLE_BASE(arguments), array_base<arguments>
struct shapes : MIGRAPHX_HANDLE_BASE(shapes), array_base<shapes>
{
MIGRAPHX_HANDLE_CONSTRUCTOR(shapes);
MIGRAPHX_HANDLE_CONSTRUCTOR(shapes)
size_t size() const
{
......@@ -760,7 +760,7 @@ struct shapes : MIGRAPHX_HANDLE_BASE(shapes), array_base<shapes>
struct operation : MIGRAPHX_HANDLE_BASE(operation)
{
MIGRAPHX_HANDLE_CONSTRUCTOR(operation);
MIGRAPHX_HANDLE_CONSTRUCTOR(operation)
template <class... Ts>
operation(const char* name, const char* attributes = nullptr, Ts... xs)
......@@ -778,12 +778,12 @@ struct operation : MIGRAPHX_HANDLE_BASE(operation)
struct instruction : MIGRAPHX_CONST_HANDLE_BASE(instruction)
{
MIGRAPHX_HANDLE_CONSTRUCTOR(instruction);
MIGRAPHX_HANDLE_CONSTRUCTOR(instruction)
};
struct instructions : MIGRAPHX_HANDLE_BASE(instructions)
{
MIGRAPHX_HANDLE_CONSTRUCTOR(instructions);
MIGRAPHX_HANDLE_CONSTRUCTOR(instructions)
template <class... Ts>
instructions(Ts... xs)
......@@ -797,7 +797,7 @@ struct module;
struct modules : MIGRAPHX_HANDLE_BASE(modules)
{
MIGRAPHX_HANDLE_CONSTRUCTOR(modules);
MIGRAPHX_HANDLE_CONSTRUCTOR(modules)
template <class... Ts>
modules(Ts... xs)
......@@ -911,7 +911,7 @@ struct compile_options : MIGRAPHX_HANDLE_BASE(compile_options)
{
compile_options() { this->make_handle(&migraphx_compile_options_create); }
MIGRAPHX_HANDLE_CONSTRUCTOR(compile_options);
MIGRAPHX_HANDLE_CONSTRUCTOR(compile_options)
/// For targets with offloaded memory(such as the gpu), this will insert
/// instructions during compilation to copy the input parameters to the
......@@ -935,7 +935,7 @@ struct program : MIGRAPHX_HANDLE_BASE(program)
{
program() { this->make_handle(&migraphx_program_create); }
MIGRAPHX_HANDLE_CONSTRUCTOR(program);
MIGRAPHX_HANDLE_CONSTRUCTOR(program)
/// Compile the program for a specific target to be ran on
void compile(const target& ptarget, const compile_options& poptions) const
......@@ -1015,13 +1015,13 @@ struct program : MIGRAPHX_HANDLE_BASE(program)
return module{p_modu, this->share_handle()};
}
friend bool operator!=(const program& px, const program& py) { return !(px == py); }
friend bool operator!=(const program& px, const program& py) { return not(px == py); }
};
// options for migraphx file format options
struct file_options : MIGRAPHX_HANDLE_BASE(file_options)
{
MIGRAPHX_HANDLE_CONSTRUCTOR(file_options);
MIGRAPHX_HANDLE_CONSTRUCTOR(file_options)
file_options() { this->make_handle(&migraphx_file_options_create); }
// set file format
......@@ -1063,7 +1063,7 @@ struct onnx_options : MIGRAPHX_HANDLE_BASE(onnx_options)
{
onnx_options() { this->make_handle(&migraphx_onnx_options_create); }
MIGRAPHX_HANDLE_CONSTRUCTOR(onnx_options);
MIGRAPHX_HANDLE_CONSTRUCTOR(onnx_options)
/// Make onnx parser treat an inputs with a certain dimensions
void set_input_parameter_shape(const std::string& name, std::vector<std::size_t> dim)
......@@ -1145,7 +1145,7 @@ struct tf_options : MIGRAPHX_HANDLE_BASE(tf_options)
{
tf_options() { this->make_handle(&migraphx_tf_options_create); }
MIGRAPHX_HANDLE_CONSTRUCTOR(tf_options);
MIGRAPHX_HANDLE_CONSTRUCTOR(tf_options)
/// Make tf parser treat an inputs with a certain dimensions
void set_input_parameter_shape(const std::string& name, std::vector<std::size_t> dim)
......@@ -1198,7 +1198,7 @@ struct quantize_op_names : MIGRAPHX_HANDLE_BASE(quantize_op_names)
{
quantize_op_names() { this->make_handle(&migraphx_quantize_op_names_create); }
MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_op_names);
MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_op_names)
void add(const std::string& name)
{
......@@ -1223,7 +1223,7 @@ struct quantize_int8_options : MIGRAPHX_HANDLE_BASE(quantize_int8_options)
{
quantize_int8_options() { this->make_handle(&migraphx_quantize_int8_options_create); }
MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_int8_options);
MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_int8_options)
/// Add an operator that should be quantized
void add_op_name(const std::string& name)
......
src/apply_alpha_beta.cpp
View file @ 5ec8f913
......@@ -39,7 +39,7 @@ instruction_ref insert_apply_alpha_beta(module& m,
auto a = args[0];
auto b = args[1];
auto input_type = a->get_shape().type();
if(!float_equal(alpha.at<float>(0), 1.0))
if(not float_equal(alpha.at<float>(0), 1.0))
{
auto alpha_literal = m.add_literal(alpha);
a = insert_common_op(m, pos, migraphx::make_op("mul"), {alpha_literal, a});
......
src/driver/alexnet.cpp
View file @ 5ec8f913
......@@ -25,13 +25,10 @@
#include <migraphx/make_op.hpp>
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/json.hpp>
#include "models.hpp"
namespace migraphx {
namespace driver {
inline namespace MIGRAPHX_INLINE_NS {
migraphx::program alexnet(unsigned batch) // NOLINT(readability-function-size)
{
migraphx::program p;
......@@ -42,179 +39,153 @@ migraphx::program alexnet(unsigned batch) // NOLINT(readability-function-size)
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_0 = mmain->add_parameter(
"0", 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 3));
auto x_main_module_5 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 4));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 4096}}, 4));
auto x_main_module_6 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 9216}}, 5));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 5));
auto x_main_module_7 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096}}, 6));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 4096}}, 6));
auto x_main_module_8 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 4096}}, 7));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {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 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 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 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {4096, 9216}}, 8));
auto x_main_module_10 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 9));
auto x_main_module_11 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 10));
auto x_main_module_12 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 11));
auto x_main_module_13 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 384, 3, 3}}, 12));
auto x_main_module_14 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {384}}, 13));
auto x_main_module_15 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {384, 192, 3, 3}}, 14));
auto x_main_module_16 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {192}}, 15));
auto x_main_module_17 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {192, 64, 5, 5}}, 16));
auto x_main_module_18 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 17));
auto x_main_module_19 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 3, 11, 11}}, 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]}")),
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[2,2,2,2],padding_mode:0,stride:[4,"
"4],use_dynamic_same_auto_pad:0}"),
x_0,
x_main_module_19);
auto x_main_module_21 = mmain->add_instruction(
migraphx::make_json_op("broadcast", "{axis:1,out_lens:[1,64,55,55]}"), x_main_module_18);
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(
migraphx::make_json_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]}")),
"{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]}")),
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[2,2,2,2],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_24,
x_main_module_14);
x_main_module_17);
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);
migraphx::make_json_op("broadcast", "{axis:1,out_lens:[1,192,27,27]}"), x_main_module_16);
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(
migraphx::make_json_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]}")),
"{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]}")),
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_29,
x_main_module_12);
x_main_module_15);
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);
migraphx::make_json_op("broadcast", "{axis:1,out_lens:[1,384,13,13]}"), x_main_module_14);
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]}")),
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_33,
x_main_module_10);
x_main_module_13);
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);
migraphx::make_json_op("broadcast", "{axis:1,out_lens:[1,256,13,13]}"), x_main_module_12);
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]}")),
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_37,
x_main_module_16);
x_main_module_11);
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);
migraphx::make_json_op("broadcast", "{axis:1,out_lens:[1,256,13,13]}"), x_main_module_10);
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(
migraphx::make_json_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]}")),
"{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_43 =
mmain->add_instruction(migraphx::make_json_op("flatten", "{axis:1}"), x_main_module_42);
auto x_main_module_44 = mmain->add_instruction(migraphx::make_op("identity"), x_main_module_43);
auto x_main_module_45 = mmain->add_instruction(
migraphx::make_json_op("transpose", "{permutation:[1,0]}"), x_main_module_9);
auto x_main_module_46 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_44, x_main_module_45);
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);
migraphx::make_json_op("multibroadcast", "{out_lens:[1,4096]}"), x_main_module_8);
auto x_main_module_48 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,4096]}"), x_main_module_2);
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);
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_47, x_main_module_48);
auto x_main_module_50 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_46, x_main_module_49);
auto x_main_module_51 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_50);
auto x_main_module_52 = mmain->add_instruction(migraphx::make_op("identity"), 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);
migraphx::make_json_op("transpose", "{permutation:[1,0]}"), x_main_module_7);
auto x_main_module_54 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_52, x_main_module_53);
auto x_main_module_55 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,4096]}"), x_main_module_6);
auto x_main_module_56 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,4096]}"), x_main_module_1);
auto x_main_module_57 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_55, x_main_module_56);
auto x_main_module_58 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_54, x_main_module_57);
auto x_main_module_59 = mmain->add_instruction(migraphx::make_op("relu"), 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});
migraphx::make_json_op("transpose", "{permutation:[1,0]}"), x_main_module_5);
auto x_main_module_61 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_59, x_main_module_60);
auto x_main_module_62 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,1000]}"), x_main_module_4);
auto x_main_module_63 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,1000]}"), x_main_module_0);
auto x_main_module_64 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_62, x_main_module_63);
auto x_main_module_65 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_61, x_main_module_64);
mmain->add_return({x_main_module_65});
return p;
}
......
src/driver/inceptionv3.cpp
View file @ 5ec8f913
This source diff could not be displayed because it is too large. You can view the blob instead.
src/driver/resnet50.cpp
View file @ 5ec8f913
......@@ -25,1033 +25,1453 @@
#include <migraphx/make_op.hpp>
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/json.hpp>
#include "models.hpp"
namespace migraphx {
namespace driver {
inline namespace MIGRAPHX_INLINE_NS {
migraphx::program resnet50(unsigned batch) // NOLINT(readability-function-size)
{
migraphx::program p;
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_0 = mmain->add_parameter(
"0", 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000}}, 1));
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 x_main_module_5 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 4));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1000, 2048}}, 2));
auto x_main_module_4 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 3)));
auto x_main_module_5 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 5));
auto x_main_module_7 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 6)));
auto x_main_module_8 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 7));
auto x_main_module_9 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 9));
auto x_main_module_11 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 10));
auto x_main_module_12 = mmain->add_literal(migraphx::abs(
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 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_14 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 13)));
auto x_main_module_15 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 15));
auto x_main_module_17 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 16)));
auto x_main_module_18 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 2048, 1, 1}}, 17));
auto x_main_module_19 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 19));
auto x_main_module_21 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 20));
auto x_main_module_22 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 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));
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 22));
auto x_main_module_24 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 23)));
auto x_main_module_25 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 25));
auto x_main_module_27 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 26)));
auto x_main_module_28 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 27));
auto x_main_module_29 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 29));
auto x_main_module_31 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 30));
auto x_main_module_32 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::shape{migraphx::shape::float_type, {512, 2048, 1, 1}}, 32));
auto x_main_module_34 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 33)));
auto x_main_module_35 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 35));
auto x_main_module_37 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 36)));
auto x_main_module_38 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {2048, 1024, 1, 1}}, 37));
auto x_main_module_39 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 39));
auto x_main_module_41 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 40));
auto x_main_module_42 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {2048}}, 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));
migraphx::shape{migraphx::shape::float_type, {2048, 512, 1, 1}}, 42));
auto x_main_module_44 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 43)));
auto x_main_module_45 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 45));
auto x_main_module_47 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 46)));
auto x_main_module_48 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 512, 3, 3}}, 47));
auto x_main_module_49 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 49));
auto x_main_module_51 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 50));
auto x_main_module_52 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 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 x_main_module_55 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 512, 1, 1}}, 54));
migraphx::shape{migraphx::shape::float_type, {512, 1024, 1, 1}}, 52));
auto x_main_module_54 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 53)));
auto x_main_module_55 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 54));
auto x_main_module_56 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 55));
auto x_main_module_57 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 56));
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_57 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 56));
auto x_main_module_58 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 57));
auto x_main_module_59 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 58)));
auto x_main_module_60 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 59));
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_61 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 60));
auto x_main_module_62 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 62));
auto x_main_module_64 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 63)));
auto x_main_module_65 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 65));
auto x_main_module_67 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 66)));
auto x_main_module_68 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 67));
auto x_main_module_69 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 69));
auto x_main_module_71 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 70));
auto x_main_module_72 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 71));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 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));
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 72));
auto x_main_module_74 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 73)));
auto x_main_module_75 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 75));
auto x_main_module_77 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 76)));
auto x_main_module_78 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 77));
auto x_main_module_79 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 79));
auto x_main_module_81 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 80));
auto x_main_module_82 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 82));
auto x_main_module_84 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 83)));
auto x_main_module_85 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 85));
auto x_main_module_87 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 86));
auto x_main_module_88 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 87));
auto x_main_module_89 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 89));
auto x_main_module_91 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 90));
auto x_main_module_92 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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 x_main_module_95 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 94));
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 92));
auto x_main_module_94 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 93)));
auto x_main_module_95 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 95));
auto x_main_module_97 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 96)));
auto x_main_module_98 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 97));
auto x_main_module_99 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 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));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 99));
auto x_main_module_101 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 100));
auto x_main_module_102 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 101));
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 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));
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 102));
auto x_main_module_104 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 103)));
auto x_main_module_105 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 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(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 105));
auto x_main_module_107 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 106)));
auto x_main_module_108 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 107));
auto x_main_module_109 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 108)));
auto x_main_module_110 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 109));
auto x_main_module_111 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 110));
auto x_main_module_112 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 111)));
auto x_main_module_113 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 112));
auto x_main_module_114 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 113)));
auto x_main_module_115 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 114));
auto x_main_module_116 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 115));
auto x_main_module_117 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 116));
auto x_main_module_118 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 117));
auto x_main_module_119 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 118)));
auto x_main_module_120 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 119));
auto x_main_module_121 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 120));
auto x_main_module_122 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 121)));
auto x_main_module_123 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 122));
auto x_main_module_124 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 123)));
auto x_main_module_125 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 124));
auto x_main_module_126 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 125));
auto x_main_module_127 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 126)));
auto x_main_module_128 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 1024, 1, 1}}, 127));
auto x_main_module_129 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 128)));
auto x_main_module_130 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 129));
auto x_main_module_131 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 130));
auto x_main_module_132 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 131));
auto x_main_module_133 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 512, 1, 1}}, 132));
auto x_main_module_134 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 133)));
auto x_main_module_135 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 134));
auto x_main_module_136 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 135));
auto x_main_module_137 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {1024}}, 136));
auto x_main_module_138 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {1024, 256, 1, 1}}, 137));
auto x_main_module_139 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 138)));
auto x_main_module_140 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 139));
auto x_main_module_141 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 140));
auto x_main_module_142 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 141)));
auto x_main_module_143 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 256, 3, 3}}, 142));
auto x_main_module_144 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 143)));
auto x_main_module_145 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 144));
auto x_main_module_146 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 145));
auto x_main_module_147 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 146)));
auto x_main_module_148 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 512, 1, 1}}, 147));
auto x_main_module_149 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 148)));
auto x_main_module_150 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 149));
auto x_main_module_151 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 150));
auto x_main_module_152 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 151));
auto x_main_module_153 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 152));
auto x_main_module_154 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 153)));
auto x_main_module_155 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 154));
auto x_main_module_156 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 155));
auto x_main_module_157 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 156)));
auto x_main_module_158 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 157));
auto x_main_module_159 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 158)));
auto x_main_module_160 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 159));
auto x_main_module_161 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 160));
auto x_main_module_162 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 161)));
auto x_main_module_163 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 162));
auto x_main_module_164 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 163)));
auto x_main_module_165 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 164));
auto x_main_module_166 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 165));
auto x_main_module_167 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 166));
auto x_main_module_168 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 167));
auto x_main_module_169 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 168)));
auto x_main_module_170 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 169));
auto x_main_module_171 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 170));
auto x_main_module_172 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 171)));
auto x_main_module_173 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 172));
auto x_main_module_174 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 173)));
auto x_main_module_175 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 174));
auto x_main_module_176 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 175));
auto x_main_module_177 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 176)));
auto x_main_module_178 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 177));
auto x_main_module_179 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 178)));
auto x_main_module_180 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 179));
auto x_main_module_181 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 180));
auto x_main_module_182 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 181));
auto x_main_module_183 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 182));
auto x_main_module_184 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 183)));
auto x_main_module_185 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 184));
auto x_main_module_186 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 185));
auto x_main_module_187 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 186)));
auto x_main_module_188 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 187));
auto x_main_module_189 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 188)));
auto x_main_module_190 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 189));
auto x_main_module_191 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 190));
auto x_main_module_192 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 191)));
auto x_main_module_193 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 512, 1, 1}}, 192));
auto x_main_module_194 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 193)));
auto x_main_module_195 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 194));
auto x_main_module_196 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 195));
auto x_main_module_197 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 196));
auto x_main_module_198 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 256, 1, 1}}, 197));
auto x_main_module_199 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 198)));
auto x_main_module_200 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 199));
auto x_main_module_201 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 200));
auto x_main_module_202 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {512}}, 201));
auto x_main_module_203 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {512, 128, 1, 1}}, 202));
auto x_main_module_204 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 203)));
auto x_main_module_205 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 204));
auto x_main_module_206 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 205));
auto x_main_module_207 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 206)));
auto x_main_module_208 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 128, 3, 3}}, 207));
auto x_main_module_209 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 208)));
auto x_main_module_210 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 209));
auto x_main_module_211 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 210));
auto x_main_module_212 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {128}}, 211)));
auto x_main_module_213 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {128, 256, 1, 1}}, 212));
auto x_main_module_214 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 213)));
auto x_main_module_215 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 214));
auto x_main_module_216 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 215));
auto x_main_module_217 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 216));
auto x_main_module_218 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 217));
auto x_main_module_219 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 218)));
auto x_main_module_220 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 219));
auto x_main_module_221 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 220));
auto x_main_module_222 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 221)));
auto x_main_module_223 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 222));
auto x_main_module_224 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 223)));
auto x_main_module_225 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 224));
auto x_main_module_226 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 225));
auto x_main_module_227 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 226)));
auto x_main_module_228 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 256, 1, 1}}, 227));
auto x_main_module_229 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 228)));
auto x_main_module_230 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 229));
auto x_main_module_231 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 230));
auto x_main_module_232 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 231));
auto x_main_module_233 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 232));
auto x_main_module_234 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 233)));
auto x_main_module_235 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 234));
auto x_main_module_236 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 235));
auto x_main_module_237 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 236)));
auto x_main_module_238 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 237));
auto x_main_module_239 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 238)));
auto x_main_module_240 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 239));
auto x_main_module_241 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 240));
auto x_main_module_242 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 241)));
auto x_main_module_243 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 256, 1, 1}}, 242));
auto x_main_module_244 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 243)));
auto x_main_module_245 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 244));
auto x_main_module_246 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 245));
auto x_main_module_247 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 246));
auto x_main_module_248 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 247));
auto x_main_module_249 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 248)));
auto x_main_module_250 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 249));
auto x_main_module_251 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 250));
auto x_main_module_252 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {256}}, 251));
auto x_main_module_253 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {256, 64, 1, 1}}, 252));
auto x_main_module_254 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 253)));
auto x_main_module_255 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 254));
auto x_main_module_256 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 255));
auto x_main_module_257 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 256)));
auto x_main_module_258 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 3, 3}}, 257));
auto x_main_module_259 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 258)));
auto x_main_module_260 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 259));
auto x_main_module_261 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 260));
auto x_main_module_262 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 261)));
auto x_main_module_263 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 64, 1, 1}}, 262));
auto x_main_module_264 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 263)));
auto x_main_module_265 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 264));
auto x_main_module_266 = mmain->add_literal(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 265));
auto x_main_module_267 = mmain->add_literal(migraphx::abs(
migraphx::generate_literal(migraphx::shape{migraphx::shape::float_type, {64}}, 266)));
auto x_main_module_268 = mmain->add_literal(migraphx::generate_literal(
migraphx::shape{migraphx::shape::float_type, {64, 3, 7, 7}}, 267));
auto x_main_module_269 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[3,3,3,3],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_0,
x_main_module_268);
auto x_main_module_270 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_269,
x_main_module_267,
x_main_module_266,
x_main_module_265,
x_main_module_264);
auto x_main_module_271 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_270);
auto x_main_module_272 = mmain->add_instruction(
migraphx::make_json_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]}")),
"{ceil_mode:0,lengths:[3,3],lp_order:2,mode:1,padding:[1,1,1,1],stride:[2,2]}"),
x_main_module_271);
auto x_main_module_273 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_272,
x_main_module_263);
auto x_main_module_274 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_273,
x_main_module_262,
x_main_module_261,
x_main_module_260,
x_main_module_259);
auto x_main_module_275 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_274);
auto x_main_module_276 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_275,
x_main_module_258);
auto x_main_module_277 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_276,
x_main_module_257,
x_main_module_256,
x_main_module_255,
x_main_module_254);
auto x_main_module_278 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_277);
auto x_main_module_279 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_278,
x_main_module_253);
auto x_main_module_280 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_279,
x_main_module_252,
x_main_module_251,
x_main_module_250,
x_main_module_249);
auto x_main_module_281 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_272,
x_main_module_248);
auto x_main_module_282 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_281,
x_main_module_247,
x_main_module_246,
x_main_module_245,
x_main_module_244);
auto x_main_module_283 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_280, x_main_module_282);
auto x_main_module_284 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_283);
auto x_main_module_285 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_284,
x_main_module_243);
auto x_main_module_286 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_285,
x_main_module_242,
x_main_module_241,
x_main_module_240,
x_main_module_239);
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_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_287,
x_main_module_238);
auto x_main_module_289 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_288,
x_main_module_237,
x_main_module_236,
x_main_module_235,
x_main_module_234);
auto x_main_module_290 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_289);
auto x_main_module_291 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_290,
x_main_module_233);
auto x_main_module_292 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_291,
x_main_module_232,
x_main_module_231,
x_main_module_230,
x_main_module_229);
auto x_main_module_293 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_292, x_main_module_284);
auto x_main_module_294 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_293);
auto x_main_module_295 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_294,
x_main_module_228);
auto x_main_module_296 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_295,
x_main_module_227,
x_main_module_226,
x_main_module_225,
x_main_module_224);
auto x_main_module_297 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_296);
auto x_main_module_298 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_297,
x_main_module_223);
auto x_main_module_299 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_298,
x_main_module_222,
x_main_module_221,
x_main_module_220,
x_main_module_219);
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_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_300,
x_main_module_218);
auto x_main_module_302 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_301,
x_main_module_217,
x_main_module_216,
x_main_module_215,
x_main_module_214);
auto x_main_module_303 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_302, x_main_module_294);
auto x_main_module_304 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_303);
auto x_main_module_305 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_304,
x_main_module_213);
auto x_main_module_306 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_305,
x_main_module_212,
x_main_module_211,
x_main_module_210,
x_main_module_209);
auto x_main_module_307 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_306);
auto x_main_module_308 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_main_module_307,
x_main_module_208);
auto x_main_module_309 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_308,
x_main_module_207,
x_main_module_206,
x_main_module_205,
x_main_module_204);
auto x_main_module_310 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_309);
auto x_main_module_311 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_310,
x_main_module_203);
auto x_main_module_312 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_311,
x_main_module_202,
x_main_module_201,
x_main_module_200,
x_main_module_199);
auto x_main_module_313 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_main_module_304,
x_main_module_198);
auto x_main_module_314 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_313,
x_main_module_197,
x_main_module_196,
x_main_module_195,
x_main_module_194);
auto x_main_module_315 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_312, 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_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_316,
x_main_module_193);
auto x_main_module_318 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_317,
x_main_module_192,
x_main_module_191,
x_main_module_190,
x_main_module_189);
auto x_main_module_319 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_318);
auto x_main_module_320 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_319,
x_main_module_188);
auto x_main_module_321 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_320,
x_main_module_187,
x_main_module_186,
x_main_module_185,
x_main_module_184);
auto x_main_module_322 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_321);
auto x_main_module_323 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_322,
x_main_module_183);
auto x_main_module_324 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_323,
x_main_module_182,
x_main_module_181,
x_main_module_180,
x_main_module_179);
auto x_main_module_325 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_324, x_main_module_316);
auto x_main_module_326 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_325);
auto x_main_module_327 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_326,
x_main_module_178);
auto x_main_module_328 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_327,
x_main_module_177,
x_main_module_176,
x_main_module_175,
x_main_module_174);
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_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_329,
x_main_module_173);
auto x_main_module_331 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_330,
x_main_module_172,
x_main_module_171,
x_main_module_170,
x_main_module_169);
auto x_main_module_332 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_331);
auto x_main_module_333 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_332,
x_main_module_168);
auto x_main_module_334 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_333,
x_main_module_167,
x_main_module_166,
x_main_module_165,
x_main_module_164);
auto x_main_module_335 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_334, x_main_module_326);
auto x_main_module_336 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_335);
auto x_main_module_337 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_336,
x_main_module_163);
auto x_main_module_338 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_337,
x_main_module_162,
x_main_module_161,
x_main_module_160,
x_main_module_159);
auto x_main_module_339 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_338);
auto x_main_module_340 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_339,
x_main_module_158);
auto x_main_module_341 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_340,
x_main_module_157,
x_main_module_156,
x_main_module_155,
x_main_module_154);
auto x_main_module_342 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_341);
auto x_main_module_343 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_342,
x_main_module_153);
auto x_main_module_344 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_343,
x_main_module_152,
x_main_module_151,
x_main_module_150,
x_main_module_149);
auto x_main_module_345 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_344, x_main_module_336);
auto x_main_module_346 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_345);
auto x_main_module_347 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_346,
x_main_module_148);
auto x_main_module_348 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_347,
x_main_module_147,
x_main_module_146,
x_main_module_145,
x_main_module_144);
auto x_main_module_349 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_348);
auto x_main_module_350 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_main_module_349,
x_main_module_143);
auto x_main_module_351 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_350,
x_main_module_142,
x_main_module_141,
x_main_module_140,
x_main_module_139);
auto x_main_module_352 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_351);
auto x_main_module_353 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_352,
x_main_module_138);
auto x_main_module_354 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_353,
x_main_module_137,
x_main_module_136,
x_main_module_135,
x_main_module_134);
auto x_main_module_355 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_main_module_346,
x_main_module_133);
auto x_main_module_356 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_355,
x_main_module_132,
x_main_module_131,
x_main_module_130,
x_main_module_129);
auto x_main_module_357 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_354, x_main_module_356);
auto x_main_module_358 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_357);
auto x_main_module_359 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_358,
x_main_module_128);
auto x_main_module_360 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_359,
x_main_module_127,
x_main_module_126,
x_main_module_125,
x_main_module_124);
auto x_main_module_361 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_360);
auto x_main_module_362 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_361,
x_main_module_123);
auto x_main_module_363 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_362,
x_main_module_122,
x_main_module_121,
x_main_module_120,
x_main_module_119);
auto x_main_module_364 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_363);
auto x_main_module_365 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_364,
x_main_module_118);
auto x_main_module_366 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_365,
x_main_module_117,
x_main_module_116,
x_main_module_115,
x_main_module_114);
auto x_main_module_367 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_366, x_main_module_358);
auto x_main_module_368 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_367);
auto x_main_module_369 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_368,
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]}")),
auto x_main_module_370 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_369,
x_main_module_112,
x_main_module_111,
x_main_module_110,
x_main_module_109);
auto x_main_module_371 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_370);
auto x_main_module_372 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_371,
x_main_module_108);
auto x_main_module_373 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_372,
x_main_module_107,
x_main_module_106,
x_main_module_105,
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,
auto x_main_module_374 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_373);
auto x_main_module_375 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_374,
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,
auto x_main_module_376 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_375,
x_main_module_102,
x_main_module_101,
x_main_module_100,
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]}")),
auto x_main_module_377 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_376, x_main_module_368);
auto x_main_module_378 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_377);
auto x_main_module_379 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_378,
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]}")),
auto x_main_module_380 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_379,
x_main_module_97,
x_main_module_96,
x_main_module_95,
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,
auto x_main_module_381 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_380);
auto x_main_module_382 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_381,
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,
auto x_main_module_383 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_382,
x_main_module_92,
x_main_module_91,
x_main_module_90,
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]}")),
auto x_main_module_384 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_383);
auto x_main_module_385 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_384,
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]}")),
auto x_main_module_386 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_385,
x_main_module_87,
x_main_module_86,
x_main_module_85,
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,
auto x_main_module_387 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_386, x_main_module_378);
auto x_main_module_388 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_387);
auto x_main_module_389 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_388,
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,
auto x_main_module_390 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_389,
x_main_module_82,
x_main_module_81,
x_main_module_80,
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]}")),
auto x_main_module_391 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_390);
auto x_main_module_392 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_391,
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]}")),
auto x_main_module_393 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_392,
x_main_module_77,
x_main_module_76,
x_main_module_75,
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,
auto x_main_module_394 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_393);
auto x_main_module_395 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_394,
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,
auto x_main_module_396 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_395,
x_main_module_72,
x_main_module_71,
x_main_module_70,
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]}")),
auto x_main_module_397 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_396, x_main_module_388);
auto x_main_module_398 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_397);
auto x_main_module_399 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_398,
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]}")),
auto x_main_module_400 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_399,
x_main_module_67,
x_main_module_66,
x_main_module_65,
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,
auto x_main_module_401 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_400);
auto x_main_module_402 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_401,
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,
auto x_main_module_403 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_402,
x_main_module_62,
x_main_module_61,
x_main_module_60,
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]}")),
auto x_main_module_404 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_403);
auto x_main_module_405 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_404,
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]}")),
auto x_main_module_406 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_405,
x_main_module_57,
x_main_module_56,
x_main_module_55,
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,
auto x_main_module_407 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_406, x_main_module_398);
auto x_main_module_408 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_407);
auto x_main_module_409 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_408,
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,
auto x_main_module_410 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_409,
x_main_module_52,
x_main_module_51,
x_main_module_50,
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]}")),
auto x_main_module_411 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_410);
auto x_main_module_412 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_main_module_411,
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]}")),
auto x_main_module_413 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_412,
x_main_module_47,
x_main_module_46,
x_main_module_45,
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,
auto x_main_module_414 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_413);
auto x_main_module_415 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_414,
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,
auto x_main_module_416 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_415,
x_main_module_42,
x_main_module_41,
x_main_module_40,
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]}")),
auto x_main_module_417 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[2,"
"2],use_dynamic_same_auto_pad:0}"),
x_main_module_408,
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]}")),
auto x_main_module_418 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_417,
x_main_module_37,
x_main_module_36,
x_main_module_35,
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,
auto x_main_module_419 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_416, x_main_module_418);
auto x_main_module_420 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_419);
auto x_main_module_421 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_420,
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,
auto x_main_module_422 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_421,
x_main_module_32,
x_main_module_31,
x_main_module_30,
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]}")),
auto x_main_module_423 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_422);
auto x_main_module_424 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_423,
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]}")),
auto x_main_module_425 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_424,
x_main_module_27,
x_main_module_26,
x_main_module_25,
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,
auto x_main_module_426 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_425);
auto x_main_module_427 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_426,
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,
auto x_main_module_428 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_427,
x_main_module_22,
x_main_module_21,
x_main_module_20,
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]}")),
auto x_main_module_429 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_428, x_main_module_420);
auto x_main_module_430 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_429);
auto x_main_module_431 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_430,
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]}")),
auto x_main_module_432 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_431,
x_main_module_17,
x_main_module_16,
x_main_module_15,
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,
auto x_main_module_433 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_432);
auto x_main_module_434 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[1,1,1,1],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_433,
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,
auto x_main_module_435 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_434,
x_main_module_12,
x_main_module_11,
x_main_module_10,
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]}")),
auto x_main_module_436 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_435);
auto x_main_module_437 = mmain->add_instruction(
migraphx::make_json_op("convolution",
"{dilation:[1,1],group:1,padding:[0,0,0,0],padding_mode:0,stride:[1,"
"1],use_dynamic_same_auto_pad:0}"),
x_main_module_436,
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]}")),
auto x_main_module_438 = mmain->add_instruction(
migraphx::make_json_op(
"batch_norm_inference",
"{bn_mode:1,epsilon:9.999999747378752e-06,momentum:0.8999999761581421}"),
x_main_module_437,
x_main_module_7,
x_main_module_6,
x_main_module_5,
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(
auto x_main_module_439 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_438, x_main_module_430);
auto x_main_module_440 = mmain->add_instruction(migraphx::make_op("relu"), x_main_module_439);
auto x_main_module_441 = mmain->add_instruction(
migraphx::make_json_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});
"{ceil_mode:0,lengths:[7,7],lp_order:2,mode:0,padding:[0,0,0,0],stride:[1,1]}"),
x_main_module_440);
auto x_main_module_442 =
mmain->add_instruction(migraphx::make_json_op("flatten", "{axis:1}"), x_main_module_441);
auto x_main_module_443 = mmain->add_instruction(
migraphx::make_json_op("transpose", "{permutation:[1,0]}"), x_main_module_3);
auto x_main_module_444 =
mmain->add_instruction(migraphx::make_op("dot"), x_main_module_442, x_main_module_443);
auto x_main_module_445 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,1000]}"), x_main_module_2);
auto x_main_module_446 = mmain->add_instruction(
migraphx::make_json_op("multibroadcast", "{out_lens:[1,1000]}"), x_main_module_0);
auto x_main_module_447 =
mmain->add_instruction(migraphx::make_op("mul"), x_main_module_445, x_main_module_446);
auto x_main_module_448 =
mmain->add_instruction(migraphx::make_op("add"), x_main_module_444, x_main_module_447);
mmain->add_return({x_main_module_448});
return p;
}
......
src/eliminate_concat.cpp
View file @ 5ec8f913
......@@ -60,7 +60,7 @@ void eliminate_concat::apply(module& m) const
auto lens = ins->inputs().front()->get_shape().lens();
auto concat_op = concat_opt.get_concat(ins->get_operator());
std::size_t axis_index = tune_axis(lens.size(), concat_op.axis, concat_op.name());
if(axis_index == 0 ||
if(axis_index == 0 or
std::all_of(lens.begin(), lens.begin() + axis_index, [](auto x) { return x == 1; }))
{
// Last input should be an allocation
......
src/eliminate_contiguous.cpp
View file @ 5ec8f913
......@@ -71,7 +71,7 @@ static bool try_compute_shape(instruction_ref ins,
return (arg == ins) ? new_shape : arg->get_shape();
});
if(!try_compute_shape(output, input_shapes, mods))
if(not try_compute_shape(output, input_shapes, mods))
{
return false;
}
......
src/file_buffer.cpp
View file @ 5ec8f913
......@@ -39,7 +39,7 @@ T generic_read_file(const std::string& filename)
is.seekg(0, std::ios::beg);
T buffer(size, 0);
if(!is.read(&buffer[0], size))
if(not is.read(&buffer[0], size))
MIGRAPHX_THROW("Error reading file: " + filename);
return buffer;
}
......
src/include/migraphx/allocation_model.hpp
View file @ 5ec8f913
......@@ -205,7 +205,7 @@ struct allocation_model
template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
private_detail_te_handle_type(
PrivateDetailTypeErasedT value,
typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
int>::type* = nullptr) noexcept
: private_detail_te_value(std::move(value))
{
......@@ -267,7 +267,7 @@ struct allocation_model
private_detail_te_handle_base_type& private_detail_te_get_handle()
{
assert(private_detail_te_handle_mem_var != nullptr);
if(!private_detail_te_handle_mem_var.unique())
if(not private_detail_te_handle_mem_var.unique())
private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
return *private_detail_te_handle_mem_var;
}
......
src/include/migraphx/check_shapes.hpp
View file @ 5ec8f913
......@@ -101,7 +101,7 @@ struct check_shapes
const check_shapes& nelements(std::size_t n) const
{
if(!this->all_of([&](const shape& s) { return s.elements() == n; }))
if(not this->all_of([&](const shape& s) { return s.elements() == n; }))
MIGRAPHX_THROW(prefix() + "Shapes must have only " + std::to_string(n) + " elements");
return *this;
}
......@@ -164,7 +164,7 @@ struct check_shapes
*/
const check_shapes& same_shape() const
{
if(!this->same([](const shape& s) { return s; }))
if(not this->same([](const shape& s) { return s; }))
MIGRAPHX_THROW(prefix() + "Shapes do not match");
return *this;
}
......@@ -174,7 +174,7 @@ struct check_shapes
*/
const check_shapes& same_type() const
{
if(!this->same([](const shape& s) { return s.type(); }))
if(not this->same([](const shape& s) { return s.type(); }))
MIGRAPHX_THROW(prefix() + "Types do not match");
return *this;
}
......@@ -184,10 +184,10 @@ struct check_shapes
*/
const check_shapes& same_dims() const
{
if(!this->same([](const shape& s) { return s.max_lens(); }))
if(not this->same([](const shape& s) { return s.max_lens(); }))
MIGRAPHX_THROW(prefix() + "Dimensions do not match");
if(this->any_of([&](const shape& s) { return s.dynamic(); }))
if(!this->same([](const shape& s) { return s.min_lens(); }))
if(not this->same([](const shape& s) { return s.min_lens(); }))
MIGRAPHX_THROW(prefix() + "Min dynamic dimensions do not match");
return *this;
}
......@@ -197,7 +197,7 @@ struct check_shapes
*/
const check_shapes& same_ndims() const
{
if(!this->same([](const shape& s) { return s.max_lens().size(); }))
if(not this->same([](const shape& s) { return s.max_lens().size(); }))
MIGRAPHX_THROW(prefix() + "Number of dimensions do not match");
return *this;
}
......@@ -207,7 +207,7 @@ struct check_shapes
*/
const check_shapes& standard() const
{
if(!this->all_of([](const shape& s) { return s.standard(); }))
if(not this->all_of([](const shape& s) { return s.standard(); }))
MIGRAPHX_THROW(prefix() + "Shapes are not in standard layout");
return *this;
}
......@@ -217,7 +217,7 @@ struct check_shapes
*/
const check_shapes& standard_or_scalar() const
{
if(!this->all_of([](const shape& s) { return s.standard() or s.scalar(); }))
if(not this->all_of([](const shape& s) { return s.standard() or s.scalar(); }))
MIGRAPHX_THROW(prefix() + "Shapes are not a scalar or in standard layout");
return *this;
}
......@@ -227,7 +227,7 @@ struct check_shapes
*/
const check_shapes& packed() const
{
if(!this->all_of([](const shape& s) { return s.packed(); }))
if(not this->all_of([](const shape& s) { return s.packed(); }))
MIGRAPHX_THROW(prefix() + "Shapes are not packed");
return *this;
}
......@@ -237,7 +237,7 @@ struct check_shapes
*/
const check_shapes& packed_or_broadcasted() const
{
if(!this->all_of([](const shape& s) { return s.packed() or s.broadcasted(); }))
if(not this->all_of([](const shape& s) { return s.packed() or s.broadcasted(); }))
MIGRAPHX_THROW(prefix() + "Shapes are not packed nor broadcasted");
return *this;
}
......@@ -247,7 +247,7 @@ struct check_shapes
*/
const check_shapes& tuple_type() const
{
if(!this->all_of([](const shape& s) { return s.type() == shape::tuple_type; }))
if(not this->all_of([](const shape& s) { return s.type() == shape::tuple_type; }))
MIGRAPHX_THROW(prefix() + "Shapes are not tuple!");
return *this;
}
......@@ -257,7 +257,7 @@ struct check_shapes
*/
const check_shapes& not_transposed() const
{
if(!this->all_of([](const shape& s) { return not s.transposed(); }))
if(not this->all_of([](const shape& s) { return not s.transposed(); }))
MIGRAPHX_THROW(prefix() + "Shapes are transposed");
return *this;
}
......@@ -267,7 +267,7 @@ struct check_shapes
*/
const check_shapes& not_broadcasted() const
{
if(!this->all_of([](const shape& s) { return not s.broadcasted(); }))
if(not this->all_of([](const shape& s) { return not s.broadcasted(); }))
MIGRAPHX_THROW(prefix() + "Shapes are broadcasted");
return *this;
}
......@@ -278,7 +278,7 @@ struct check_shapes
*/
const check_shapes& elements(std::size_t n) const
{
if(!this->all_of([&](const shape& s) { return s.elements() == n; }))
if(not this->all_of([&](const shape& s) { return s.elements() == n; }))
MIGRAPHX_THROW(prefix() + "Wrong number of elements");
return *this;
}
......@@ -288,7 +288,8 @@ struct check_shapes
*/
const check_shapes& batch_not_transposed() const
{
if(!this->all_of([&](const shape& s) { return batch_not_transposed_strides(s.strides()); }))
if(not this->all_of(
[&](const shape& s) { return batch_not_transposed_strides(s.strides()); }))
MIGRAPHX_THROW(prefix() + "Batch size is transposed");
return *this;
}
......
src/include/migraphx/concat_opt.hpp
View file @ 5ec8f913
......@@ -183,7 +183,7 @@ struct concat_optimization
template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
private_detail_te_handle_type(
PrivateDetailTypeErasedT value,
typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
int>::type* = nullptr) noexcept
: private_detail_te_value(std::move(value))
{
......@@ -233,7 +233,7 @@ struct concat_optimization
private_detail_te_handle_base_type& private_detail_te_get_handle()
{
assert(private_detail_te_handle_mem_var != nullptr);
if(!private_detail_te_handle_mem_var.unique())
if(not private_detail_te_handle_mem_var.unique())
private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
return *private_detail_te_handle_mem_var;
}
......
src/include/migraphx/context.hpp
View file @ 5ec8f913
......@@ -246,7 +246,7 @@ struct context
template <typename PrivateDetailTypeErasedU = PrivateDetailTypeErasedT>
private_detail_te_handle_type(
PrivateDetailTypeErasedT value,
typename std::enable_if<!std::is_reference<PrivateDetailTypeErasedU>::value,
typename std::enable_if<not std::is_reference<PrivateDetailTypeErasedU>::value,
int>::type* = nullptr) noexcept
: private_detail_te_value(std::move(value))
{
......@@ -306,7 +306,7 @@ struct context
private_detail_te_handle_base_type& private_detail_te_get_handle()
{
assert(private_detail_te_handle_mem_var != nullptr);
if(!private_detail_te_handle_mem_var.unique())
if(not private_detail_te_handle_mem_var.unique())
private_detail_te_handle_mem_var = private_detail_te_handle_mem_var->clone();
return *private_detail_te_handle_mem_var;
}
......
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