Skip to content

GitLab

Unverified Commit 7f97b8ef authored by Ted Themistokleous's avatar Ted Themistokleous Committed by GitHub
Browse files

Merge branch 'simplify_1_mul_div_ops' into divide_by_zero_check

parents 2ba401f0 d1fed367
Hide whitespace changes
Inline Side-by-side
Showing with 4508 additions and 2913 deletions
src/apply_alpha_beta.cpp
View file @ 7f97b8ef
......@@ -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/auto_contiguous.cpp
View file @ 7f97b8ef
......@@ -63,7 +63,7 @@ void auto_contiguous::apply(module& m) const
if(ins->outputs().empty() and ins != last)
continue;
shape s = ins->get_shape();
if(not s.standard() and s.elements() != 0)
if(not s.dynamic() and not s.standard() and s.elements() != 0)
{
auto c = m.insert_instruction(std::next(ins), make_op("contiguous"), ins);
m.replace_instruction(ins, c);
......
src/dead_code_elimination.cpp
View file @ 7f97b8ef
......@@ -48,9 +48,10 @@ void dead_code_elimination::apply(module& m) const
// Skip the last instruction
if(i == last)
break;
// Skip instruction with empty shape as output unless its a builtin, undefined, identity, or
// allocate
if(i->get_shape().elements() == 0 and i->name().front() != '@' and
// Skip instruction with empty shape as output unless its [dynamic, builtin, undefined,
// identity, allocate]
if((not i->get_shape().dynamic() and i->get_shape().elements() == 0) and
i->name().front() != '@' and
not contains({"undefined", "identity", "allocate"}, i->name()))
continue;
assert(std::distance(m.begin(), i) <= std::distance(m.begin(), last));
......
src/driver/alexnet.cpp
View file @ 7f97b8ef
......@@ -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/argument_parser.hpp
View file @ 7f97b8ef
......@@ -27,11 +27,13 @@
#include <algorithm>
#include <functional>
#include <iostream>
#include <list>
#include <set>
#include <string>
#include <sstream>
#include <type_traits>
#include <unordered_map>
#include <unordered_set>
#include <utility>
#include <vector>
......@@ -39,9 +41,16 @@
#include <migraphx/requires.hpp>
#include <migraphx/type_name.hpp>
#include <migraphx/functional.hpp>
#include <migraphx/filesystem.hpp>
#include <migraphx/stringutils.hpp>
#include <migraphx/algorithm.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/rank.hpp>
#ifndef _WIN32
#include <unistd.h>
#endif
namespace migraphx {
namespace driver {
inline namespace MIGRAPHX_INLINE_NS {
......@@ -74,6 +83,65 @@ template <class T>
using is_multi_value =
std::integral_constant<bool, (is_container<T>{} and not std::is_convertible<T, std::string>{})>;
enum class color
{
reset = 0,
bold = 1,
underlined = 4,
fg_red = 31,
fg_green = 32,
fg_yellow = 33,
fg_blue = 34,
fg_default = 39,
bg_red = 41,
bg_green = 42,
bg_yellow = 43,
bg_blue = 44,
bg_default = 49
};
inline std::ostream& operator<<(std::ostream& os, const color& c)
{
#ifndef _WIN32
static const bool use_color = isatty(STDOUT_FILENO) != 0;
if(use_color)
return os << "\033[" << static_cast<std::size_t>(c) << "m";
#endif
return os;
}
inline std::string colorize(color c, const std::string& s)
{
std::stringstream ss;
ss << c << s << color::reset;
return ss.str();
}
template <class T>
struct type_name
{
static const std::string& apply() { return migraphx::get_type_name<T>(); }
};
template <>
struct type_name<std::string>
{
static const std::string& apply()
{
static const std::string name = "std::string";
return name;
}
};
template <class T>
struct type_name<std::vector<T>>
{
static const std::string& apply()
{
static const std::string name = "std::vector<" + type_name<T>::apply() + ">";
return name;
}
};
template <class T>
struct value_parser
{
......@@ -85,7 +153,7 @@ struct value_parser
ss.str(x);
ss >> result;
if(ss.fail())
throw std::runtime_error("Failed to parse: " + x);
throw std::runtime_error("Failed to parse '" + x + "' as " + type_name<T>::apply());
return result;
}
......@@ -97,7 +165,7 @@ struct value_parser
ss.str(x);
ss >> i;
if(ss.fail())
throw std::runtime_error("Failed to parse: " + x);
throw std::runtime_error("Failed to parse '" + x + "' as " + type_name<T>::apply());
return static_cast<T>(i);
}
......@@ -115,13 +183,42 @@ struct argument_parser
{
struct argument
{
using action_function =
std::function<bool(argument_parser&, const std::vector<std::string>&)>;
using validate_function =
std::function<void(const argument_parser&, const std::vector<std::string>&)>;
std::vector<std::string> flags;
std::function<bool(argument_parser&, const std::vector<std::string>&)> action{};
action_function action{};
std::string type = "";
std::string help = "";
std::string metavar = "";
std::string default_value = "";
std::string group = "";
unsigned nargs = 1;
bool required = false;
std::vector<validate_function> validations{};
std::string usage(const std::string& flag) const
{
std::stringstream ss;
if(flag.empty())
{
ss << metavar;
}
else
{
ss << flag;
if(not type.empty())
ss << " [" << type << "]";
}
return ss.str();
}
std::string usage() const
{
if(flags.empty())
return usage("");
return usage(flags.front());
}
};
template <class T, MIGRAPHX_REQUIRES(is_multi_value<T>{})>
......@@ -154,12 +251,14 @@ struct argument_parser
arguments.push_back({flags, [&](auto&&, const std::vector<std::string>& params) {
if(params.empty())
throw std::runtime_error("Flag with no value.");
if(not is_multi_value<T>{} and params.size() > 1)
throw std::runtime_error("Too many arguments passed.");
x = value_parser<T>::apply(params.back());
return false;
}});
argument& arg = arguments.back();
arg.type = migraphx::get_type_name<T>();
arg.type = type_name<T>::apply();
migraphx::each_args([&](auto f) { f(x, arg); }, fs...);
if(not arg.default_value.empty() and arg.nargs > 0)
arg.default_value = as_string_value(x);
......@@ -181,6 +280,11 @@ struct argument_parser
return [=](auto&&, auto& arg) { arg.nargs = n; };
}
MIGRAPHX_DRIVER_STATIC auto required()
{
return [=](auto&&, auto& arg) { arg.required = true; };
}
template <class F>
MIGRAPHX_DRIVER_STATIC auto write_action(F f)
{
......@@ -215,34 +319,164 @@ struct argument_parser
});
}
MIGRAPHX_DRIVER_STATIC auto show_help(const std::string& msg = "")
template <class F>
MIGRAPHX_DRIVER_STATIC auto validate(F f)
{
return [=](const auto& x, auto& arg) {
arg.validations.push_back(
[&, f](auto& self, const std::vector<std::string>& params) { f(self, x, params); });
};
}
MIGRAPHX_DRIVER_STATIC auto file_exist()
{
return validate([](auto&, auto&, auto& params) {
if(params.empty())
throw std::runtime_error("No argument passed.");
if(not fs::exists(params.back()))
throw std::runtime_error("Path does not exists: " + params.back());
});
}
template <class F>
argument* find_argument(F f)
{
auto it = std::find_if(arguments.begin(), arguments.end(), f);
if(it == arguments.end())
return nullptr;
return std::addressof(*it);
}
template <class F>
bool has_argument(F f)
{
return find_argument(f) != nullptr;
}
template <class F>
std::vector<argument*> find_arguments(F f)
{
std::vector<argument*> result;
for(auto& arg : arguments)
{
if(not f(arg))
continue;
result.push_back(&arg);
}
return result;
}
std::vector<argument*> get_group_arguments(const std::string& group)
{
return find_arguments([&](const auto& arg) { return arg.group == group; });
}
std::vector<argument*> get_required_arguments()
{
return find_arguments([&](const auto& arg) { return arg.required; });
}
template <class SequenceContainer>
std::vector<std::string> get_argument_usages(SequenceContainer args)
{
std::vector<std::string> usage_flags;
std::unordered_set<std::string> found_groups;
// Remove arguments that belong to a group
auto it = std::remove_if(args.begin(), args.end(), [&](const argument* arg) {
if(arg->group.empty())
return false;
found_groups.insert(arg->group);
return true;
});
args.erase(it, args.end());
transform(found_groups, std::back_inserter(usage_flags), [&](auto&& group) {
std::vector<std::string> either_flags;
transform(get_group_arguments(group), std::back_inserter(either_flags), [](auto* arg) {
return arg->usage();
});
return "(" + join_strings(either_flags, "|") + ")";
});
transform(args, std::back_inserter(usage_flags), [&](auto* arg) { return arg->usage(); });
return usage_flags;
}
auto show_help(const std::string& msg = "")
{
return do_action([=](auto& self) {
for(auto&& arg : self.arguments)
argument* input_argument =
self.find_argument([](const auto& arg) { return arg.flags.empty(); });
auto required_usages = get_argument_usages(get_required_arguments());
if(required_usages.empty() && input_argument)
required_usages.push_back(input_argument->metavar);
required_usages.insert(required_usages.begin(), "<options>");
print_usage(required_usages);
std::cout << std::endl;
if(self.find_argument([](const auto& arg) { return arg.nargs == 0; }))
{
std::cout << color::fg_yellow << "FLAGS:" << color::reset << std::endl;
std::cout << std::endl;
std::string prefix = " ";
if(arg.flags.empty())
{
std::cout << prefix;
std::cout << arg.metavar;
}
for(const std::string& a : arg.flags)
for(auto&& arg : self.arguments)
{
std::cout << prefix;
std::cout << a;
prefix = ", ";
if(arg.nargs != 0)
continue;
const int col_align = 35;
std::string prefix = " ";
int len = 0;
std::cout << color::fg_green;
for(const std::string& a : arg.flags)
{
len += prefix.length() + a.length();
std::cout << prefix;
std::cout << a;
prefix = ", ";
}
std::cout << color::reset;
int spaces = col_align - len;
if(spaces < 0)
{
std::cout << std::endl;
}
else
{
for(int i = 0; i < spaces; i++)
std::cout << " ";
}
std::cout << arg.help << std::endl;
}
if(not arg.type.empty())
std::cout << std::endl;
}
if(self.find_argument([](const auto& arg) { return arg.nargs != 0; }))
{
std::cout << color::fg_yellow << "OPTIONS:" << color::reset << std::endl;
for(auto&& arg : self.arguments)
{
std::cout << " [" << arg.type << "]";
if(not arg.default_value.empty())
std::cout << " (Default: " << arg.default_value << ")";
if(arg.nargs == 0)
continue;
std::cout << std::endl;
std::string prefix = " ";
std::cout << color::fg_green;
if(arg.flags.empty())
{
std::cout << prefix;
std::cout << arg.metavar;
}
for(const std::string& a : arg.flags)
{
std::cout << prefix;
std::cout << a;
prefix = ", ";
}
std::cout << color::reset;
if(not arg.type.empty())
{
std::cout << " [" << color::fg_blue << arg.type << color::reset << "]";
if(not arg.default_value.empty())
std::cout << " (Default: " << arg.default_value << ")";
}
std::cout << std::endl;
std::cout << " " << arg.help << std::endl;
}
std::cout << std::endl;
std::cout << " " << arg.help << std::endl;
}
std::cout << std::endl;
if(not msg.empty())
std::cout << msg << std::endl;
});
......@@ -263,6 +497,11 @@ struct argument_parser
return [=](auto&, auto& arg) { arg.type = type; };
}
MIGRAPHX_DRIVER_STATIC auto group(const std::string& group)
{
return [=](auto&, auto& arg) { arg.group = group; };
}
template <class T>
MIGRAPHX_DRIVER_STATIC auto set_value(T value)
{
......@@ -276,6 +515,109 @@ struct argument_parser
};
}
template <class T>
void set_exe_name_to(T& x)
{
actions.push_back([&](const auto& self) { x = self.exe_name; });
}
void print_try_help()
{
if(has_argument([](const auto& a) { return contains(a.flags, "--help"); }))
{
std::cout << std::endl;
std::cout << "For more information try '" << color::fg_green << "--help" << color::reset
<< "'" << std::endl;
}
}
void print_usage(const std::vector<std::string>& flags) const
{
std::cout << color::fg_yellow << "USAGE:" << color::reset << std::endl;
std::cout << " " << exe_name << " ";
std::cout << join_strings(flags, " ") << std::endl;
}
auto spellcheck(const std::vector<std::string>& inputs)
{
struct result_t
{
const argument* arg = nullptr;
std::string correct = "";
std::string incorrect = "";
std::ptrdiff_t distance = std::numeric_limits<std::ptrdiff_t>::max();
};
result_t result;
for(const auto& input : inputs)
{
if(input.empty())
continue;
if(input[0] != '-')
continue;
for(const auto& arg : arguments)
{
for(const auto& flag : arg.flags)
{
if(flag.empty())
continue;
if(flag[0] != '-')
continue;
auto d =
levenshtein_distance(flag.begin(), flag.end(), input.begin(), input.end());
if(d < result.distance)
result = result_t{&arg, flag, input, d};
}
}
}
return result;
}
bool
run_action(const argument& arg, const std::string& flag, const std::vector<std::string>& inputs)
{
std::string msg = "";
try
{
for(const auto& v : arg.validations)
v(*this, inputs);
return arg.action(*this, inputs);
}
catch(const std::exception& e)
{
msg = e.what();
}
catch(...)
{
msg = "unknown exception";
}
std::cout << color::fg_red << color::bold << "error: " << color::reset;
auto sc = spellcheck(inputs);
if(sc.distance < 5)
{
std::cout << "Found argument '" << color::fg_yellow << sc.incorrect << color::reset
<< "'"
<< " which wasn't expected, or isn't valid in this context" << std::endl;
std::cout << " "
<< "Did you mean " << color::fg_green << sc.correct << color::reset << "?"
<< std::endl;
std::cout << std::endl;
print_usage({sc.arg->usage(sc.correct)});
}
else
{
const auto& flag_name = flag.empty() ? arg.metavar : flag;
std::cout << "Invalid input to '" << color::fg_yellow;
std::cout << arg.usage(flag_name);
std::cout << color::reset << "'" << std::endl;
std::cout << " " << msg << std::endl;
std::cout << std::endl;
print_usage({arg.usage()});
}
std::cout << std::endl;
print_try_help();
return true;
}
bool parse(std::vector<std::string> args)
{
std::unordered_map<std::string, unsigned> keywords;
......@@ -286,8 +628,11 @@ struct argument_parser
}
auto arg_map =
generic_parse(std::move(args), [&](const std::string& x) { return keywords[x]; });
std::list<const argument*> missing_arguments;
std::unordered_set<std::string> groups_used;
for(auto&& arg : arguments)
{
bool used = false;
auto flags = arg.flags;
if(flags.empty())
flags = {""};
......@@ -295,14 +640,41 @@ struct argument_parser
{
if(arg_map.count(flag) > 0)
{
if(arg.action(*this, arg_map[flag]))
if(run_action(arg, flag, arg_map[flag]))
return true;
used = true;
}
}
if(used and not arg.group.empty())
groups_used.insert(arg.group);
if(arg.required and not used)
missing_arguments.push_back(&arg);
}
// Remove arguments from a group that is being used
missing_arguments.remove_if(
[&](const argument* arg) { return groups_used.count(arg->group); });
if(not missing_arguments.empty())
{
std::cout << color::fg_red << color::bold << "error: " << color::reset;
std::cout << "The following required arguments were not provided:" << std::endl;
std::cout << " " << color::fg_red
<< join_strings(get_argument_usages(std::move(missing_arguments)), " ")
<< color::reset << std::endl;
std::cout << std::endl;
auto required_usages = get_argument_usages(get_required_arguments());
print_usage(required_usages);
print_try_help();
return true;
}
for(auto&& action : actions)
action(*this);
return false;
}
void set_exe_name(const std::string& s) { exe_name = s; }
const std::string& get_exe_name() const { return exe_name; }
using string_map = std::unordered_map<std::string, std::vector<std::string>>;
template <class IsKeyword>
static string_map generic_parse(std::vector<std::string> as, IsKeyword is_keyword)
......@@ -337,7 +709,9 @@ struct argument_parser
}
private:
std::vector<argument> arguments;
std::list<argument> arguments;
std::string exe_name = "";
std::vector<std::function<void(argument_parser&)>> actions;
};
} // namespace MIGRAPHX_INLINE_NS
......
src/driver/command.hpp
View file @ 7f97b8ef
......@@ -41,7 +41,10 @@ inline namespace MIGRAPHX_INLINE_NS {
inline auto& get_commands()
{
// NOLINTNEXTLINE
static std::unordered_map<std::string, std::function<void(std::vector<std::string> args)>> m;
static std::unordered_map<
std::string,
std::function<void(const std::string& exe_name, std::vector<std::string> args)>>
m;
return m;
}
......@@ -65,10 +68,11 @@ const std::string& command_name()
}
template <class T>
void run_command(std::vector<std::string> args, bool add_help = false)
void run_command(const std::string& exe_name, std::vector<std::string> args, bool add_help = false)
{
T x;
argument_parser ap;
ap.set_exe_name(exe_name + " " + command_name<T>());
if(add_help)
ap(nullptr, {"-h", "--help"}, ap.help("Show help"), ap.show_help());
x.parse(ap);
......@@ -81,7 +85,9 @@ template <class T>
int auto_register_command()
{
auto& m = get_commands();
m[command_name<T>()] = [](std::vector<std::string> args) { run_command<T>(args, true); };
m[command_name<T>()] = [](const std::string& exe_name, std::vector<std::string> args) {
run_command<T>(exe_name, args, true);
};
return 0;
}
......
src/driver/inceptionv3.cpp
View file @ 7f97b8ef
This source diff could not be displayed because it is too large. You can view the blob instead.
src/driver/main.cpp
View file @ 7f97b8ef
......@@ -73,8 +73,12 @@ struct loader
void parse(argument_parser& ap)
{
ap(file, {}, ap.metavar("<input file>"));
ap(model, {"--model"}, ap.help("Load model"), ap.type("resnet50|inceptionv3|alexnet"));
ap(file, {}, ap.metavar("<input file>"), ap.file_exist(), ap.required(), ap.group("input"));
ap(model,
{"--model"},
ap.help("Load model"),
ap.type("resnet50|inceptionv3|alexnet"),
ap.group("input"));
ap(file_type, {"--onnx"}, ap.help("Load as onnx"), ap.set_value("onnx"));
ap(file_type, {"--tf"}, ap.help("Load as tensorflow"), ap.set_value("tf"));
ap(file_type, {"--migraphx"}, ap.help("Load as MIGraphX"), ap.set_value("migraphx"));
......@@ -578,26 +582,62 @@ struct onnx : command<onnx>
struct main_command
{
static std::string get_command_help()
static std::string get_command_help(const std::string& title = colorize(color::fg_yellow,
"COMMANDS:"))
{
std::string result = "Commands:\n";
return std::accumulate(get_commands().begin(),
get_commands().end(),
result,
[](auto r, auto&& p) { return r + " " + p.first + "\n"; });
std::string result = title + "\n";
std::vector<std::string> commands(get_commands().size());
std::transform(get_commands().begin(),
get_commands().end(),
commands.begin(),
[](const auto& p) { return colorize(color::fg_green, p.first); });
std::sort(commands.begin(), commands.end());
return std::accumulate(commands.begin(), commands.end(), result, [](auto r, auto&& s) {
return r + " " + s + "\n";
});
}
void parse(argument_parser& ap)
{
std::string version_str = "MIGraphX Version: " + std::to_string(MIGRAPHX_VERSION_MAJOR) +
"." + std::to_string(MIGRAPHX_VERSION_MINOR);
ap(wrong_commands, {}, ap.metavar("<command>"), ap.append());
ap(nullptr, {"-h", "--help"}, ap.help("Show help"), ap.show_help(get_command_help()));
ap(nullptr,
{"-v", "--version"},
ap.help("Show MIGraphX version"),
ap.show_help(version_str));
// Trim command off of exe name
ap.set_exe_name(ap.get_exe_name().substr(0, ap.get_exe_name().size() - 5));
ap.set_exe_name_to(exe_name);
}
void run() {}
std::vector<std::string> wrong_commands{};
std::string exe_name = "<exe>";
void run()
{
std::cout << color::fg_red << color::bold << "error: " << color::reset;
auto it = std::find_if(wrong_commands.begin(), wrong_commands.end(), [](const auto& c) {
return get_commands().count(c) > 0;
});
if(it == wrong_commands.end())
{
std::cout << "'" << color::fg_yellow << wrong_commands.front() << color::reset
<< "' is not a valid command." << std::endl;
std::cout << get_command_help("Available commands:") << std::endl;
}
else
{
std::cout << "command '" << color::fg_yellow << *it << color::reset
<< "' must be first argument" << std::endl;
std::cout << std::endl;
std::cout << color::fg_yellow << "USAGE:" << color::reset << std::endl;
std::cout << " " << exe_name << " " << *it << " <options>" << std::endl;
}
std::cout << std::endl;
}
};
} // namespace MIGRAPHX_INLINE_NS
......@@ -619,11 +659,11 @@ int main(int argc, const char* argv[])
auto cmd = args.front();
if(m.count(cmd) > 0)
{
m.at(cmd)({args.begin() + 1, args.end()});
m.at(cmd)(argv[0], {args.begin() + 1, args.end()});
}
else
{
run_command<main_command>(args);
run_command<main_command>(argv[0], args);
}
return 0;
......
src/driver/resnet50.cpp
View file @ 7f97b8ef
......@@ -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 @ 7f97b8ef
......@@ -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 @ 7f97b8ef
......@@ -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 @ 7f97b8ef
......@@ -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/algorithm.hpp
View file @ 7f97b8ef
......@@ -74,6 +74,22 @@ void group_unique(Iterator start, Iterator last, Output out, Predicate pred)
}
}
template <class Iterator1, class Iterator2>
std::ptrdiff_t
levenshtein_distance(Iterator1 first1, Iterator1 last1, Iterator2 first2, Iterator2 last2)
{
if(first1 == last1)
return std::distance(first2, last2);
if(first2 == last2)
return std::distance(first1, last1);
if(*first1 == *first2)
return levenshtein_distance(std::next(first1), last1, std::next(first2), last2);
auto x1 = levenshtein_distance(std::next(first1), last1, std::next(first2), last2);
auto x2 = levenshtein_distance(first1, last1, std::next(first2), last2);
auto x3 = levenshtein_distance(std::next(first1), last1, first2, last2);
return std::ptrdiff_t{1} + std::min({x1, x2, x3});
}
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx
......
src/include/migraphx/allocation_model.hpp
View file @ 7f97b8ef
......@@ -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 @ 7f97b8ef
......@@ -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 @ 7f97b8ef
......@@ -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 @ 7f97b8ef
......@@ -66,6 +66,15 @@ any_ptr get_queue_context(T&)
{
return {};
}
template <class T>
void wait_for_context(T&, any_ptr)
{
}
template <class T>
void finish_on_context(T&, any_ptr)
{
}
#ifdef TYPE_ERASED_DECLARATION
......@@ -78,6 +87,10 @@ struct context
void from_value(const value& v);
// (optional)
any_ptr get_queue();
// (optional)
void wait_for(any_ptr queue);
// (optional)
void finish_on(any_ptr queue);
//
void finish() const;
};
......@@ -165,6 +178,18 @@ struct context
return (*this).private_detail_te_get_handle().get_queue();
}
void wait_for(any_ptr queue)
{
assert((*this).private_detail_te_handle_mem_var);
(*this).private_detail_te_get_handle().wait_for(queue);
}
void finish_on(any_ptr queue)
{
assert((*this).private_detail_te_handle_mem_var);
(*this).private_detail_te_get_handle().finish_on(queue);
}
void finish() const
{
assert((*this).private_detail_te_handle_mem_var);
......@@ -187,6 +212,8 @@ struct context
virtual value to_value() const = 0;
virtual void from_value(const value& v) = 0;
virtual any_ptr get_queue() = 0;
virtual void wait_for(any_ptr queue) = 0;
virtual void finish_on(any_ptr queue) = 0;
virtual void finish() const = 0;
};
......@@ -231,6 +258,33 @@ struct context
return get_queue_context(private_detail_te_self);
}
template <class T>
static auto private_detail_te_default_wait_for(char, T&& private_detail_te_self, any_ptr queue)
-> decltype(private_detail_te_self.wait_for(queue))
{
private_detail_te_self.wait_for(queue);
}
template <class T>
static void private_detail_te_default_wait_for(float, T&& private_detail_te_self, any_ptr queue)
{
wait_for_context(private_detail_te_self, queue);
}
template <class T>
static auto private_detail_te_default_finish_on(char, T&& private_detail_te_self, any_ptr queue)
-> decltype(private_detail_te_self.finish_on(queue))
{
private_detail_te_self.finish_on(queue);
}
template <class T>
static void
private_detail_te_default_finish_on(float, T&& private_detail_te_self, any_ptr queue)
{
finish_on_context(private_detail_te_self, queue);
}
template <typename PrivateDetailTypeErasedT>
struct private_detail_te_handle_type : private_detail_te_handle_base_type
{
......@@ -246,9 +300,9 @@ 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))
: private_detail_te_value(value)
{
}
......@@ -277,6 +331,18 @@ struct context
return private_detail_te_default_get_queue(char(0), private_detail_te_value);
}
void wait_for(any_ptr queue) override
{
private_detail_te_default_wait_for(char(0), private_detail_te_value, queue);
}
void finish_on(any_ptr queue) override
{
private_detail_te_default_finish_on(char(0), private_detail_te_value, queue);
}
void finish() const override { private_detail_te_value.finish(); }
PrivateDetailTypeErasedT private_detail_te_value;
......@@ -306,7 +372,7 @@ 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;
}
......
src/targets/gpu/include/migraphx/gpu/asin.hpp → src/include/migraphx/execution_environment.hpp
View file @ 7f97b8ef
......@@ -21,22 +21,21 @@
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#ifndef MIGRAPHX_GUARD_RTGLIB_ASIN_HPP
#define MIGRAPHX_GUARD_RTGLIB_ASIN_HPP
#ifndef MIGRAPHX_GUARD_MIGRAPHLIB_EXECUTION_ENV_HPP
#define MIGRAPHX_GUARD_MIGRAPHLIB_EXECUTION_ENV_HPP
#include <migraphx/gpu/oper.hpp>
#include <migraphx/gpu/device/asin.hpp>
#include <migraphx/any_ptr.hpp>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace gpu {
struct hip_asin : unary_device<hip_asin, device::asin>
struct execution_environment
{
any_ptr queue = any_ptr{};
bool async = false;
};
} // namespace gpu
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx
#endif
#endif /* MIGRAPHX_GUARD_MIGRAPHLIB_EXECUTION_ENV_HPP */
src/include/migraphx/iterator.hpp
View file @ 7f97b8ef
......@@ -31,9 +31,9 @@ namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
template <class Iterator, class EndIterator>
auto is_end(rank<2>, Iterator it, EndIterator) -> decltype(!it._M_dereferenceable())
auto is_end(rank<2>, Iterator it, EndIterator) -> decltype(not it._M_dereferenceable())
{
return !it._M_dereferenceable();
return not it._M_dereferenceable();
}
template <class Iterator, class EndIterator>
......
src/include/migraphx/literal.hpp
View file @ 7f97b8ef
......@@ -45,6 +45,11 @@ struct literal : raw_data<literal>
{
literal() {}
/*!
* Empty literal with a specific shape type
*/
explicit literal(shape::type_t shape_type) : m_shape(shape_type, {}) {}
template <class U, class T = deduce<U>, shape::type_t ShapeType = shape::get_type<T>{}>
literal(U x) : buffer(make_shared_array<char>(sizeof(T))), m_shape(ShapeType)
{
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment