Merge branch 'develop' of github.com:ROCmSoftwarePlatform/AMDMIGraphX into dyn_model_test

.github/workflows/ci.yaml

@@ -53,6 +53,7 @@ jobs:
         CXX=/opt/rocm/llvm/bin/clang++ CC=/opt/rocm/llvm/bin/clang cmake \
           -DMIGRAPHX_ENABLE_GPU=On \
           -DMIGRAPHX_ENABLE_CPU=On \
+          -DMIGRAPHX_ENABLE_FPGA=On \
           -DROCM_ENABLE_GH_ANNOTATIONS=On \
           -DCLANG_TIDY_DEPEND_ON_TARGET=Off \
           -DCLANG_TIDY_CACHE=/data/tidy-cache \
@@ -267,7 +268,9 @@ jobs:
         lcov --directory . --capture --output-file $(pwd)/coverage.info
         lcov --remove $(pwd)/coverage.info '/usr/*' --output-file $(pwd)/coverage.info
         lcov --list $(pwd)/coverage.info
-        curl -s https://codecov.io/bash | bash
+        curl -Os https://uploader.codecov.io/latest/linux/codecov
+        chmod +x codecov
+        ./codecov -t ${CODECOV_TOKEN}
         echo "Uploaded"
 
   linux-fpga:
@@ -363,5 +366,7 @@ jobs:
     #    lcov --directory . --capture --output-file $(pwd)/coverage.info
     #    lcov --remove $(pwd)/coverage.info '/usr/*' --output-file $(pwd)/coverage.info
     #    lcov --list $(pwd)/coverage.info
-    #    curl -s https://codecov.io/bash | bash
-    #    echo "Uploaded"
\ No newline at end of file
+    #    curl -Os https://uploader.codecov.io/latest/linux/codecov
+    #    chmod +x codecov
+    #    ./codecov -t ${CODECOV_TOKEN}
+    #    echo "Uploaded"

.github/workflows/performance.yaml

 name: MIGraphX Performance Tests
 
 on:
-  push:
-    branches: [develop]
-
   pull_request:
     branches: [develop]
+    types: [opened, synchronize, closed]
   schedule:
     - cron: "0 5 * * 1-6"
 
@@ -28,7 +26,7 @@ on:
         required: true
         default: '-s'
 
-concurrency: benchmark
+concurrency: "perftest-${{ github.head_ref ||  github.base_ref || 'schedule' }}"
 
 jobs:
   release:

CMakeLists.txt

@@ -63,7 +63,7 @@ set(CMAKE_EXTRA_INCLUDE_FILES)
 
 include(ROCMSetupVersion)
 
-rocm_setup_version(VERSION 2.3)
+rocm_setup_version(VERSION 2.4)
 set(MIGRAPHX_SO_VERSION ${PROJECT_VERSION_MAJOR}.${PROJECT_VERSION_MINOR})
 
 option( BUILD_SHARED_LIBS "Build as a shared library" ON )
@@ -212,6 +212,7 @@ rocm_enable_cppcheck(
         ConfigurationNotChecked
         unmatchedSuppression
         unusedFunction
+        ctuPointerArith
         noExplicitConstructor
         passedByValue
         unusedStructMember

Dockerfile

@@ -86,7 +86,7 @@ RUN git clone --single-branch --branch ${ONNXRUNTIME_BRANCH} --recursive ${ONNXR
 
 ADD tools/build_and_test_onnxrt.sh /onnxruntime/build_and_test_onnxrt.sh
 
-RUN cget -p /usr/local install ROCmSoftwarePlatform/llvm-project-mlir@d2cb9e580550e92ab75a0a417e7a4abd02a24edf -DBUILD_MIXR_TARGET=On
+RUN cget -p /usr/local install ROCmSoftwarePlatform/llvm-project-mlir@e8e77eb16be413d301ea8509726d47f265d9011f -DBUILD_MIXR_TARGET=On
 
 ENV MIOPEN_FIND_DB_PATH=/tmp/miopen/find-db
 ENV MIOPEN_USER_DB_PATH=/tmp/miopen/user-db

Jenkinsfile

@@ -33,7 +33,7 @@ def rocmtestnode(Map conf) {
         }
     }
     node(name) {
-        withEnv(['HSA_ENABLE_SDMA=0', 'MIOPEN_DEBUG_GCN_ASM_KERNELS=0']) {
+        withEnv(['HSA_ENABLE_SDMA=0']) {
             stage("checkout ${variant}") {
                 checkout scm
             }

cppcheck.rules

@@ -107,7 +107,7 @@
         <summary>Use make_shared or make_unique instead of new</summary>
     </message>
 </rule>
-<!-- <rule>
+<rule>
     <tokenlist>raw</tokenlist>
     <pattern><![CDATA[ \|\| ]]></pattern>
     <message>
@@ -124,7 +124,7 @@
         <severity>style</severity>
         <summary>Use 'not' instead of !</summary>
     </message>
-</rule> -->
+</rule>
 <!-- <rule>
     <tokenlist>raw</tokenlist>
     <pattern><![CDATA[] (__device__ |__host__ )+(\(|{)]]></pattern>

dev-requirements.txt

@@ -25,6 +25,6 @@ pfultz2/rocm-recipes
 facebook/zstd@v1.4.5 -X subdir -DCMAKE_DIR=build/cmake
 ccache@v4.1
 pcre,pfultz2/pcre@8.45 -H sha256:d6f7182602a775a7d500a0cedca6449af0400c6493951513046d17615ed0bf11
-danmar/cppcheck@2.8 -DHAVE_RULES=1
+danmar/cppcheck@2.9 -DHAVE_RULES=1
 RadeonOpenCompute/rocm-cmake@1ebf7e7bc61bb5e949c171562b421264065230a7 --build
 -f requirements.txt

doc/src/reference/py.rst

@@ -84,6 +84,12 @@ argument
 
     Construct an argument from a python buffer. This can include numpy arrays.
 
+.. py:method:: data_ptr()
+
+    Returns the address to the underlying argument data.
+
+    :rtype: int
+
 .. py:method:: get_shape()
 
     Returns the shape of the argument.
@@ -113,7 +119,16 @@ argument
     :param shape s: Shape of argument to fill.
     :param int value: Value to fill in the argument.
 
-    :rtype argument
+    :rtype: argument
+
+.. py:function:: argument_from_pointer(shape, address)
+
+    Create argument from data stored in given address without copy.
+
+    :param shape shape: Shape of the data stored in address.
+    :param long address: Memory address of data from another source
+
+    :rtype: argument 
 
 target
 ------

examples/migraphx/cpp_parse_load_save/parse_load_save.cpp

@@ -53,8 +53,8 @@ int main(int argc, char** argv)
 
     migraphx::program p;
 
-    if(cmdOptionExists(argv + 2, argv + argc, "--parse") ||
-       !cmdOptionExists(argv + 2, argv + argc, "--load"))
+    if(cmdOptionExists(argv + 2, argv + argc, "--parse") or
+       not cmdOptionExists(argv + 2, argv + argc, "--load"))
     {
         std::cout << "Parsing ONNX File" << std::endl;
         migraphx::onnx_options options;

examples/migraphx/custom_op_rocblas_kernel/custom_op_rocblas_kernel.cpp

@@ -72,7 +72,7 @@ struct sscal_custom_op final : migraphx::experimental_custom_op_base
         {
             throw std::runtime_error("sscal_custom_op must have 2 input arguments");
         }
-        if(inputs[0].lengths().size() != 1 || inputs[0].lengths()[0] != 1)
+        if(inputs[0].lengths().size() != 1 or inputs[0].lengths()[0] != 1)
         {
             throw std::runtime_error("first input argument to sscal_custom_op must be a scalar");
         }

examples/vision/cpp_mnist/mnist_inference.cpp

@@ -51,16 +51,16 @@ int main(int argc, char** argv)
 
     char** begin   = argv + 1;
     char** end     = argv + argc;
-    const bool CPU = (std::find(begin, end, std::string("-c")) != end) ||
+    const bool CPU = (std::find(begin, end, std::string("-c")) != end) or
                      std::find(begin, end, std::string("--cpu")) != end;
-    const bool GPU = std::find(begin, end, std::string("-g")) != end ||
+    const bool GPU = std::find(begin, end, std::string("-g")) != end or
                      std::find(begin, end, std::string("--gpu")) != end;
-    const bool FP16 = std::find(begin, end, std::string("-f")) != end ||
+    const bool FP16 = std::find(begin, end, std::string("-f")) != end or
                       std::find(begin, end, std::string("--fp16")) != end;
-    const bool INT8 = std::find(begin, end, std::string("-i")) != end ||
+    const bool INT8 = std::find(begin, end, std::string("-i")) != end or
                       std::find(begin, end, std::string("--int8")) != end;
     const bool CALIB = std::find(begin, end, std::string("--cal")) != end;
-    const bool PRINT = std::find(begin, end, std::string("-p")) != end ||
+    const bool PRINT = std::find(begin, end, std::string("-p")) != end or
                        std::find(begin, end, std::string("--print")) != end;
 
     migraphx::program prog;
@@ -182,7 +182,7 @@ void read_nth_digit(const int n, std::vector<float>& digit)
     const int HEIGHT = 28;
     const int WIDTH  = 28;
 
-    if(!file.is_open())
+    if(not file.is_open())
     {
         return;
     }

src/CMakeLists.txt

@@ -82,6 +82,7 @@ add_library(migraphx
     simplify_qdq.cpp
     sqlite.cpp
     rewrite_batchnorm.cpp
+    rewrite_gelu.cpp
     rewrite_pooling.cpp
     rewrite_quantization.cpp
     rewrite_rnn.cpp
@@ -90,7 +91,6 @@ add_library(migraphx
     shape.cpp
     simplify_algebra.cpp
     simplify_reshapes.cpp
-    target_assignments.cpp
     tmp_dir.cpp
     value.cpp
     verify_args.cpp

src/api/include/migraphx/migraphx.hpp

@@ -517,7 +517,7 @@ struct shape : MIGRAPHX_CONST_HANDLE_BASE(shape)
     MIGRAPHX_DEPRECATED("Contructor without lifetime annotation is deprecated.")
     shape(const migraphx_shape* p) { this->set_handle(p, borrow{}); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(shape);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(shape)
 
     /// Construct a scalar shape
     shape(migraphx_shape_datatype_t type)
@@ -588,7 +588,7 @@ struct shape : MIGRAPHX_CONST_HANDLE_BASE(shape)
         return pout;
     }
 
-    friend bool operator!=(const shape& px, const shape& py) { return !(px == py); }
+    friend bool operator!=(const shape& px, const shape& py) { return not(px == py); }
 };
 
 /**
@@ -601,7 +601,7 @@ struct argument : MIGRAPHX_CONST_HANDLE_BASE(argument)
 {
     argument() {}
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(argument);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(argument)
 
     MIGRAPHX_DEPRECATED("Contructor without lifetime annotation is deprecated.")
     argument(const migraphx_argument* p) { this->set_handle(p, borrow{}); }
@@ -647,7 +647,7 @@ struct argument : MIGRAPHX_CONST_HANDLE_BASE(argument)
         return pout;
     }
 
-    friend bool operator!=(const argument& px, const argument& py) { return !(px == py); }
+    friend bool operator!=(const argument& px, const argument& py) { return not(px == py); }
 };
 
 /// A target for compilation
@@ -655,7 +655,7 @@ struct target : MIGRAPHX_HANDLE_BASE(target)
 {
     target() {}
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(target);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(target)
 
     /// Construct a target from its name
     target(const char* name) { this->make_handle(&migraphx_target_create, name); }
@@ -665,7 +665,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
 {
     program_parameter_shapes() {}
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameter_shapes);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameter_shapes)
 
     size_t size() const
     {
@@ -684,7 +684,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
     std::vector<const char*> names() const
     {
         std::vector<const char*> result(this->size());
-        if(!result.empty())
+        if(not result.empty())
         {
             call(&migraphx_program_parameter_shapes_names, result.data(), this->get_handle_ptr());
         }
@@ -695,7 +695,7 @@ struct program_parameter_shapes : MIGRAPHX_HANDLE_BASE(program_parameter_shapes)
 /// A class to construct the inputs parameters for a program
 struct program_parameters : MIGRAPHX_HANDLE_BASE(program_parameters)
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameters);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(program_parameters)
 
     MIGRAPHX_DEPRECATED("Contructor without lifetime annotation is deprecated.")
     program_parameters(migraphx_program_parameters* p) { this->set_handle(p, borrow{}); }
@@ -722,7 +722,7 @@ struct program_parameters : MIGRAPHX_HANDLE_BASE(program_parameters)
 
 struct arguments : MIGRAPHX_HANDLE_BASE(arguments), array_base<arguments>
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(arguments);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(arguments)
 
     size_t size() const
     {
@@ -741,7 +741,7 @@ struct arguments : MIGRAPHX_HANDLE_BASE(arguments), array_base<arguments>
 
 struct shapes : MIGRAPHX_HANDLE_BASE(shapes), array_base<shapes>
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(shapes);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(shapes)
 
     size_t size() const
     {
@@ -760,7 +760,7 @@ struct shapes : MIGRAPHX_HANDLE_BASE(shapes), array_base<shapes>
 
 struct operation : MIGRAPHX_HANDLE_BASE(operation)
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(operation);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(operation)
 
     template <class... Ts>
     operation(const char* name, const char* attributes = nullptr, Ts... xs)
@@ -778,12 +778,12 @@ struct operation : MIGRAPHX_HANDLE_BASE(operation)
 
 struct instruction : MIGRAPHX_CONST_HANDLE_BASE(instruction)
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(instruction);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(instruction)
 };
 
 struct instructions : MIGRAPHX_HANDLE_BASE(instructions)
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(instructions);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(instructions)
 
     template <class... Ts>
     instructions(Ts... xs)
@@ -797,7 +797,7 @@ struct module;
 
 struct modules : MIGRAPHX_HANDLE_BASE(modules)
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(modules);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(modules)
 
     template <class... Ts>
     modules(Ts... xs)
@@ -911,7 +911,7 @@ struct compile_options : MIGRAPHX_HANDLE_BASE(compile_options)
 {
     compile_options() { this->make_handle(&migraphx_compile_options_create); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(compile_options);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(compile_options)
 
     /// For targets with offloaded memory(such as the gpu), this will insert
     /// instructions during compilation to copy the input parameters to the
@@ -935,7 +935,7 @@ struct program : MIGRAPHX_HANDLE_BASE(program)
 {
     program() { this->make_handle(&migraphx_program_create); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(program);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(program)
 
     /// Compile the program for a specific target to be ran on
     void compile(const target& ptarget, const compile_options& poptions) const
@@ -1015,13 +1015,13 @@ struct program : MIGRAPHX_HANDLE_BASE(program)
         return module{p_modu, this->share_handle()};
     }
 
-    friend bool operator!=(const program& px, const program& py) { return !(px == py); }
+    friend bool operator!=(const program& px, const program& py) { return not(px == py); }
 };
 
 // options for migraphx file format options
 struct file_options : MIGRAPHX_HANDLE_BASE(file_options)
 {
-    MIGRAPHX_HANDLE_CONSTRUCTOR(file_options);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(file_options)
     file_options() { this->make_handle(&migraphx_file_options_create); }
 
     // set file format
@@ -1063,7 +1063,7 @@ struct onnx_options : MIGRAPHX_HANDLE_BASE(onnx_options)
 {
     onnx_options() { this->make_handle(&migraphx_onnx_options_create); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(onnx_options);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(onnx_options)
 
     /// Make onnx parser treat an inputs with a certain dimensions
     void set_input_parameter_shape(const std::string& name, std::vector<std::size_t> dim)
@@ -1145,7 +1145,7 @@ struct tf_options : MIGRAPHX_HANDLE_BASE(tf_options)
 {
     tf_options() { this->make_handle(&migraphx_tf_options_create); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(tf_options);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(tf_options)
 
     /// Make tf parser treat an inputs with a certain dimensions
     void set_input_parameter_shape(const std::string& name, std::vector<std::size_t> dim)
@@ -1198,7 +1198,7 @@ struct quantize_op_names : MIGRAPHX_HANDLE_BASE(quantize_op_names)
 {
     quantize_op_names() { this->make_handle(&migraphx_quantize_op_names_create); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_op_names);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_op_names)
 
     void add(const std::string& name)
     {
@@ -1223,7 +1223,7 @@ struct quantize_int8_options : MIGRAPHX_HANDLE_BASE(quantize_int8_options)
 {
     quantize_int8_options() { this->make_handle(&migraphx_quantize_int8_options_create); }
 
-    MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_int8_options);
+    MIGRAPHX_HANDLE_CONSTRUCTOR(quantize_int8_options)
 
     /// Add an operator that should be quantized
     void add_op_name(const std::string& name)

src/apply_alpha_beta.cpp

@@ -39,7 +39,7 @@ instruction_ref insert_apply_alpha_beta(module& m,
     auto a          = args[0];
     auto b          = args[1];
     auto input_type = a->get_shape().type();
-    if(!float_equal(alpha.at<float>(0), 1.0))
+    if(not float_equal(alpha.at<float>(0), 1.0))
     {
         auto alpha_literal = m.add_literal(alpha);
         a                  = insert_common_op(m, pos, migraphx::make_op("mul"), {alpha_literal, a});

src/driver/alexnet.cpp

@@ -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/eliminate_concat.cpp

@@ -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

@@ -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

@@ -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;
 }