[7.1] bulk merge

Dockerfile

@@ -126,6 +126,8 @@ RUN git clone --single-branch --branch ${ONNXRUNTIME_BRANCH} --recursive ${ONNXR
 
 
 ADD tools/build_and_test_onnxrt.sh /onnxruntime/build_and_test_onnxrt.sh
+ADD tools/pai_test_launcher.sh /onnxruntime/tools/ci_build/github/pai/pai_test_launcher.sh
+ADD tools/pai_provider_test_launcher.sh /onnxruntime/tools/ci_build/github/pai/pai_provider_test_launcher.sh
 
 ENV MIOPEN_FIND_DB_PATH=/tmp/miopen/find-db
 ENV MIOPEN_USER_DB_PATH=/tmp/miopen/user-db

Jenkinsfile

@@ -39,6 +39,7 @@ def rocmtestnode(Map conf) {
             export MIGRAPHX_GPU_DEBUG=${gpu_debug}
             export CXX=${compiler}
             export CXXFLAGS='-Werror'
+            rocminfo
             env
             rm -rf build
             mkdir build
@@ -66,12 +67,18 @@ def rocmtestnode(Map conf) {
                 checkout scm
             }
 
+            def video_id = sh(returnStdout: true, script: 'getent group video | cut -d: -f3').trim()
+            def render_id = sh(returnStdout: true, script: 'getent group render | cut -d: -f3').trim()
+            def docker_opts = "--device=/dev/kfd --device=/dev/dri --cap-add SYS_PTRACE -v=${env.WORKSPACE}/../:/workspaces:rw,z"
+            docker_opts = docker_opts + " --group-add=${video_id} --group-add=${render_id} "
+            echo "Docker flags: ${docker_opts}"
+
             gitStatusWrapper(credentialsId: "${env.migraphx_ci_creds}", gitHubContext: "Jenkins - ${variant}", account: 'ROCmSoftwarePlatform', repo: 'AMDMIGraphX') {
                 withCredentials([usernamePassword(credentialsId: 'docker_test_cred', passwordVariable: 'DOCKERHUB_PASS', usernameVariable: 'DOCKERHUB_USER')]) {
                     sh "echo $DOCKERHUB_PASS | docker login --username $DOCKERHUB_USER --password-stdin"
                     pre()
                     sh "docker pull ${DOCKER_IMAGE}:${env.IMAGE_TAG}"
-                    withDockerContainer(image: "${DOCKER_IMAGE}:${env.IMAGE_TAG}", args: "--device=/dev/kfd --device=/dev/dri --group-add video --cap-add SYS_PTRACE -v=${env.WORKSPACE}/../:/workspaces:rw,z ${docker_args}") {
+                    withDockerContainer(image: "${DOCKER_IMAGE}:${env.IMAGE_TAG}", args: docker_opts + docker_args) {
                         timeout(time: 4, unit: 'HOURS') {
                             body(cmake_build)
                         }
@@ -192,7 +199,7 @@ rocmtest clang_debug: rocmnode('mi200+') { cmake_build ->
     }
 }, mlir_debug: rocmnode('mi100+') { cmake_build ->
     stage('MLIR Debug') {
-        withEnv(['MIGRAPHX_ENABLE_EXTRA_MLIR=1', 'MIGRAPHX_MLIR_USE_SPECIFIC_OPS=fused,attention,convolution,dot,convolution_backwards', 'MIGRAPHX_ENABLE_MLIR_INPUT_FUSION=1', 'MIGRAPHX_MLIR_ENABLE_SPLITK=1', 'MIGRAPHX_ENABLE_MLIR_REDUCE_FUSION=1', 'MIGRAPHX_ENABLE_SPLIT_REDUCE=1','MIGRAPHX_DISABLE_LAYERNORM_FUSION=1']) {
+        withEnv(['MIGRAPHX_ENABLE_EXTRA_MLIR=1', 'MIGRAPHX_MLIR_USE_SPECIFIC_OPS=fused,attention,convolution,dot,convolution_backwards', 'MIGRAPHX_ENABLE_MLIR_INPUT_FUSION=1', 'MIGRAPHX_MLIR_ENABLE_SPLITK=1', 'MIGRAPHX_ENABLE_MLIR_REDUCE_FUSION=1', 'MIGRAPHX_ENABLE_MLIR_GEG_FUSION=1', 'MIGRAPHX_ENABLE_SPLIT_REDUCE=1','MIGRAPHX_DISABLE_LAYERNORM_FUSION=1']) {
             def sanitizers = "undefined"
             // Note: the -fno-sanitize= is copied from upstream LLVM_UBSAN_FLAGS.
             def debug_flags = "-g -O2 -fsanitize=${sanitizers} -fno-sanitize=vptr,function -fno-sanitize-recover=${sanitizers}"

dev-requirements.txt

@@ -21,7 +21,7 @@
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 # THE SOFTWARE.
 #####################################################################################
-ROCmSoftwarePlatform/rocm-recipes
+ROCm/rocm-recipes
 facebook/zstd@v1.5.7 -X subdir -DCMAKE_DIR=build/cmake
 ccache@v4.1 -DENABLE_TESTING=OFF
 pcre,pfultz2/pcre@8.45 -H sha256:d6f7182602a775a7d500a0cedca6449af0400c6493951513046d17615ed0bf11

docs/reference/MIGraphX-dev-env-vars.rst

@@ -144,6 +144,14 @@ Model performance tunable variables change the compilation behavior of a model.
 
       | Default: Reduction fusions are turned off.
 
+  * - | ``MIGRAPHX_ENABLE_MLIR_GEG_FUSION``
+      | Turns on GEMM+GEMM fusions in MLIR.
+
+    - | ``1``: Turns on G+G fusions.
+      | ``0``: Returns to default behavior.
+
+      | Default: GEMM+GEMM fusions are turned off.
+
   * - | ``MIGRAPHX_MLIR_ENABLE_SPLITK``
       | Turns on Split-k performance configurations during MLIR tuning.
 
@@ -213,6 +221,13 @@ Model performance tunable variables change the compilation behavior of a model.
 
       | Default: No tuning is done for composable kernels.
 
+  * - | ``MIGRAPHX_REWRITE_LRN``
+      | Turns on LRN-to-pooling lowering in the rewrite_pooling pass.
+
+    - | ``1``: Turns on LRN-to-pooling lowering.
+      | ``0``: Returns to default behavior.
+
+      | Default: LRN-to-pooling lowering is turned off.
 
 Matching
 **********

examples/diffusion/python_stable_diffusion_3/README.md

@@ -17,6 +17,7 @@ python3 -m venv sd_venv
 Install dependencies
 
 ```bash
+pip install --upgrade pip
 pip install -r torch_requirements.txt
 pip install -r requirements.txt
 ```
@@ -37,7 +38,7 @@ huggingface-cli login
 Export the models to onnx. 
 Currently, optimum does not have the changes required in their latest release. Please install from their development branch instead.
 ```bash
-python -m pip install optimum[onnxruntime]@git+https://github.com/huggingface/optimum.git
+pip install "optimum-onnx[onnxruntime]"@git+https://github.com/huggingface/optimum-onnx.git
 ```
 
 Once optimum is built, use the following command to export the models:

rbuild.ini

@@ -2,13 +2,13 @@
 cxx = ${rocm_path}/llvm/bin/clang++
 cc = ${rocm_path}/llvm/bin/clang
 deps =
-    ROCmSoftwarePlatform/rocm-recipes
+    ROCm/rocm-recipes
     -f requirements.txt
 
 [gh]
 ignore =
     danmar/cppcheck
-    ROCmSoftwarePlatform/rocMLIR
+    ROCm/rocMLIR
 deps =
     -f dev-requirements.txt
     oneapi-src/oneDNN@v1.7

requirements.txt

@@ -27,6 +27,6 @@ nlohmann/json@v3.8.0 -DCMAKE_POLICY_VERSION_MINIMUM=3.5
 ROCm/half@rocm-5.6.0
 pybind/pybind11@3e9dfa2866941655c56877882565e7577de6fc7b --build
 msgpack/msgpack-c@cpp-3.3.0 -DMSGPACK_BUILD_TESTS=Off -DMSGPACK_BUILD_EXAMPLES=Off -DCMAKE_POLICY_VERSION_MINIMUM=3.5
-sqlite3@3.43.2 -DCMAKE_POSITION_INDEPENDENT_CODE=On
+sqlite3@3.50.4 -DCMAKE_POSITION_INDEPENDENT_CODE=On
 ROCm/composable_kernel@b7775add2d28251674d81e220cd4a857b90b997a -DCK_BUILD_JIT_LIB=On -DCMAKE_POSITION_INDEPENDENT_CODE=On
 ROCm/rocMLIR@c9ccbb29d3d418199d9a17b9b00ff0323d3dd69e -DBUILD_FAT_LIBROCKCOMPILER=On -DLLVM_INCLUDE_TESTS=Off

src/driver/main.cpp

@@ -64,6 +64,9 @@
 #include <iomanip>
 
 namespace {
+
+using dims_map = std::unordered_map<std::string, std::vector<std::size_t>>;
+
 std::vector<std::string>
 get_unrecognized_migraphx_envs(const char* envp[],
                                const std::map<std::string, std::string>& used_env)
@@ -213,7 +216,7 @@ struct loader
 
     static auto parse_param_dims(const std::vector<std::string>& param_dims_info)
     {
-        std::unordered_map<std::string, std::vector<std::size_t>> map_input_dims;
+        dims_map map_input_dims;
         std::string name = "";
         for(auto&& x : param_dims_info)
         {
@@ -502,16 +505,24 @@ struct program_params
         return map_load_args;
     }
 
-    auto generate(const program& p, const target& t, bool offload, unsigned batch)
+    auto generate(const program& p,
+                  const target& t,
+                  bool offload,
+                  unsigned batch,
+                  dims_map map_input_dims = {})
     {
         parameter_map m;
         auto param_shapes = p.get_parameter_shapes();
         std::unordered_map<std::string, shape> static_param_shapes;
-        std::transform(
-            param_shapes.cbegin(),
-            param_shapes.cend(),
-            std::inserter(static_param_shapes, static_param_shapes.end()),
-            [&](const auto& x) { return std::make_pair(x.first, x.second.to_static(batch)); });
+        for(auto&& param : param_shapes)
+        {
+            if(contains(map_input_dims, param.first))
+                static_param_shapes[param.first] = {param.second.type(),
+                                                    map_input_dims[param.first]};
+            else
+                static_param_shapes[param.first] = param.second.to_static(batch);
+        }
+
         for(auto&& s : fill0)
             m[s] = fill_argument(static_param_shapes.at(s), 0);
         for(auto&& s : fill1)
@@ -591,7 +602,8 @@ struct compiler
 
     auto params(const program& p)
     {
-        return parameters.generate(p, ct.get_target(), co.offload_copy, l.batch);
+        return parameters.generate(
+            p, ct.get_target(), co.offload_copy, l.batch, loader::parse_param_dims(l.param_dims));
     }
 
     auto host_params(const program& p)
@@ -730,7 +742,8 @@ struct verify : command<verify>
         std::cout << p << std::endl;
 
         auto t = c.ct.get_target();
-        auto m = c.parameters.generate(p, t, true, c.l.batch);
+        auto m =
+            c.parameters.generate(p, t, true, c.l.batch, loader::parse_param_dims(c.l.param_dims));
 
         if(c.to_fp16)
         {

src/include/migraphx/module.hpp

@@ -339,6 +339,7 @@ struct MIGRAPHX_EXPORT module
     ins_dep_map calc_implicit_deps() const;
 
     void repeat_while_changes(std::size_t n, const std::function<void()>& f);
+    void localized_sort(instruction_ref start_ins, instruction_ref end_ins);
 
     MIGRAPHX_EXPORT friend std::ostream& operator<<(std::ostream& os, const module& m);
     MIGRAPHX_EXPORT friend bool operator==(const module& x, const module& y);

src/include/migraphx/raw_data.hpp

@@ -53,15 +53,15 @@ struct raw_data : raw_data_base
     friend Stream& operator<<(Stream& os, const Derived& d)
     {
         if(not d.empty())
-            d.visit([&](auto x) { os << x; },
-                    [&](auto&& xs) {
-                        for(auto&& x : xs)
-                        {
-                            os << "{ ";
-                            os << x;
-                            os << " }, ";
-                        }
-                    });
+            d.fallback_visit([&](auto x) { os << x; },
+                             [&](auto&& xs) {
+                                 for(auto&& x : xs)
+                                 {
+                                     os << "{ ";
+                                     os << x;
+                                     os << " }, ";
+                                 }
+                             });
         return os;
     }
 
@@ -123,9 +123,13 @@ struct raw_data : raw_data_base
         }
         else
         {
-            auto&& buffer    = static_cast<const Derived&>(*this).data();
+            auto* buffer     = static_cast<const Derived&>(*this).data();
             shape view_shape = {shape::uint8_type, {s.bytes()}};
-            v(make_view(view_shape, reinterpret_cast<byte*>(buffer)));
+            using byte_type =
+                std::conditional_t<std::is_const<std::remove_pointer_t<decltype(buffer)>>{},
+                                   const byte*,
+                                   byte*>;
+            v(make_view(view_shape, reinterpret_cast<byte_type>(buffer)));
         }
     }
 

src/include/migraphx/rewrite_pooling.hpp

@@ -1,7 +1,7 @@
 /*
  * The MIT License (MIT)
  *
- * Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
+ * Copyright (c) 2015-2025 Advanced Micro Devices, Inc. All rights reserved.
  *
  * Permission is hereby granted, free of charge, to any person obtaining a copy
  * of this software and associated documentation files (the "Software"), to deal
@@ -38,6 +38,7 @@ struct module;
  */
 struct MIGRAPHX_EXPORT rewrite_pooling
 {
+    bool rewrite_lrn = false;
     std::string name() const { return "rewrite_pooling"; }
     void apply(module& m) const;
 };

src/module.cpp

@@ -1600,6 +1600,31 @@ void module::repeat_while_changes(std::size_t n, const std::function<void()>& f)
     }
 }
 
+// For topologically sorting a region in a module, canonically, such that the
+// dependent chain between the two input instructions is last
+void module::localized_sort(instruction_ref start_ins, instruction_ref end_ins)
+{
+    // get the chain of instructions between start_ins and end_ins, inclusive
+    auto fusion_ins = find_instructions_between(start_ins, end_ins, this);
+
+    // move all instructions between start_ins & end_ins that are not in the fusion chain
+    // to the start_ins. In order, moving to the same destination, this will naturally preserve
+    // the preexisting topological order of the module
+    for(auto it = std::next(start_ins); it != end_ins;)
+    {
+        if(fusion_ins.count(it) == 0)
+        {
+            auto next = std::next(it); // move_instruction updates the iterator
+            this->move_instruction(it, start_ins);
+            it = next;
+        }
+        else
+        {
+            ++it;
+        }
+    }
+}
+
 bool operator==(const module& x, const module& y) { return to_string(x) == to_string(y); }
 
 std::ostream& operator<<(std::ostream& os, const module& m)

src/onnx/onnx_parser.cpp

@@ -831,6 +831,7 @@ shape::type_t get_type(int dtype)
     case 18: return shape::fp8e4m3fnuz_type;
     case 21: return shape::uint8_type;
     case 22: return shape::int8_type;
+    case 23: return shape::fp4x2_type;
     case 14:
     case 15:
     case 16: return shape::bf16_type;