Merge branch 'develop' into ck-flash-attn

.github/workflows/ci.yaml

@@ -8,6 +8,12 @@ on:
       - master
       - 'release/**'
 
+env:
+  DOCKER_USER: ${{secrets.DOCKERHUB_USERID}}
+  DOCKER_TOKEN: ${{secrets.DOCKERHUB_TOKEN}}
+  DOCKER_IMAGE_UBUNTU: "rocm/migraphx-ci-ubuntu"
+  DOCKER_IMAGE_SLES: "rocm/migraphx-ci-sles"
+
 
 jobs:
   cancel:
@@ -17,23 +23,103 @@ jobs:
         uses: styfle/cancel-workflow-action@0.11.0
         with:
           access_token: ${{ github.token }}
+
+  check_image:
+    name: Check if image exists in registry
+    runs-on: ubuntu-latest
+    outputs:
+      imageexists:  ${{ steps.check_image.outputs.imageexists }}
+      imagetag:  ${{ steps.image_hash.outputs.imagetag }}
+      imageexists_sles:  ${{ steps.check_image.outputs.imageexists_sles }}
+      imagetag_sles:  ${{ steps.image_hash.outputs.imagetag_sles }}
+
+    steps: 
+      - name: Checkout Code
+        uses: actions/checkout@v3
+
+      - name: Create Image Tag
+        id: image_hash
+        run: |
+          echo "imagetag=hip-clang-${{hashFiles('**/hip-clang.docker', '**/*requirements.txt', '**/install_prereqs.sh', '**/rbuild.ini')}}" >> $GITHUB_OUTPUT
+          echo "imagetag_sles=hip-clang-${{hashFiles('**/tools/docker/sles.docker', '**/*requirements.txt', '**/install_prereqs.sh', '**/rbuild.ini')}}" >> $GITHUB_OUTPUT
+
+      - name: Check if image is built already
+        id: check_image
+        env:
+          DOCKER_TAG_UBUNTU: ${{ steps.image_hash.outputs.imagetag }}
+          DOCKER_TAG_SLES: ${{ steps.image_hash.outputs.imagetag_sles }}
+        run: |
+          if [[ "$(docker manifest inspect $DOCKER_IMAGE_UBUNTU:$DOCKER_TAG_UBUNTU 2> /dev/null)" != "" ]]; then
+            echo "imageexists=true" >> $GITHUB_OUTPUT
+            echo "Image already exists, skip building available"
+          else
+            echo "imageexists=false" >> $GITHUB_OUTPUT
+            echo "Tag does not exist, build and publishing required"
+          fi
+
+          if [[ "$(docker manifest inspect $DOCKER_IMAGE_SLES:$DOCKER_TAG_SLES 2> /dev/null)" != "" ]]; then
+            echo "imageexists_sles=true" >> $GITHUB_OUTPUT
+            echo "SLES Image already exists, skip building available"
+          else
+            echo "imageexists_sles=false" >> $GITHUB_OUTPUT
+            echo "SLES Tag does not exist, build and publishing required"
+          fi
+
+
+  build_image:
+    name: Build image
+    runs-on: ROCM-Ubuntu
+    needs: check_image
+    if: ${{ needs.check_image.outputs.imageexists != 'true' }}
+    steps:
+    - uses: actions/checkout@v3
+
+    - name: Build and publish 
+      env:            
+        DOCKER_TAG_UBUNTU: ${{ needs.check_image.outputs.imagetag }}
+      run: |
+        # The TOKEN and USERID are github secrets, Action failures at this step
+        # can come from a PR from a fork changing a file which forces a rebuild
+        # Resolve by making an internal PR of the Forked PR
+        echo $DOCKER_TOKEN | docker login -u $DOCKER_USER --password-stdin
+
+        docker pull $DOCKER_IMAGE_UBUNTU:latest || true
+        docker build . --file hip-clang.docker --cache-from $DOCKER_IMAGE_UBUNTU:latest --tag $DOCKER_IMAGE_UBUNTU:$DOCKER_TAG_UBUNTU --tag $DOCKER_IMAGE_UBUNTU:latest;
+        docker push $DOCKER_IMAGE_UBUNTU:$DOCKER_TAG_UBUNTU;
+        docker push $DOCKER_IMAGE_UBUNTU:latest;
+
+  build_SLES_image:
+    name: Build SLES image
+    runs-on: ROCM-Ubuntu
+    needs: check_image
+    if: ${{ needs.check_image.outputs.imageexists_sles != 'true' }}
+    steps:
+    - uses: actions/checkout@v3
+    - name: Build and publish SLES
+      env:            
+        DOCKER_TAG_SLES: ${{ needs.check_image.outputs.imagetag_sles }}
+      run: |
+        # The TOKEN and USERID are github secrets, Action failures at this step
+        # can come from a PR from a fork changing a file wichi forces a rebuild
+        # Resolve by making an internal PR of the Forked PR
+        echo $DOCKER_TOKEN | docker login -u $DOCKER_USER --password-stdin
+
+        docker pull $DOCKER_IMAGE_SLES:latest || true
+        docker build . --file ./tools/docker/sles.docker --cache-from $DOCKER_IMAGE_SLES:latest --tag $DOCKER_IMAGE_SLES:$DOCKER_TAG_SLES --tag $DOCKER_IMAGE_SLES:latest;
+        docker push $DOCKER_IMAGE_SLES:$DOCKER_TAG_SLES;
+        docker push $DOCKER_IMAGE_SLES:latest;
+
+
   tidy:
     runs-on: ROCM-Ubuntu
+    needs: [ build_image, check_image ]
+    env:
+      DOCKER_TAG_UBUNTU: ${{ needs.check_image.outputs.imagetag }}
+
+    if: ${{ !cancelled() && (needs.build_image.result == 'success' || needs.build_image.result == 'skipped') }}
     steps: 
     - uses: actions/checkout@v3
 
-    # In this step, this action saves a list of existing images,
-    # the cache is created without them in the post run.
-    # It also restores the cache if it exists.
-    - name: Docker layer cache
-      uses: jpribyl/action-docker-layer-caching@v0.1.1
-      with:
-        key: docker-layer-caching-migraphx-${{hashFiles('hip-clang.docker', '**/*requirements.txt', '**/install_prereqs.sh', 'rbuild.ini')}}
-        restore-keys:
-          docker-layer-caching-migraphx-
-      # Ignore the failure of a step and avoid terminating the job.
-      continue-on-error: true
-
     - name: Restore cache files for tidy
       uses: actions/cache/restore@v3 
       id: tidy_restore
@@ -41,13 +127,9 @@ jobs:
         path: tidy-cache
         key: tidy-cache-${{ github.ref }}
         restore-keys: tidy-cache-
-        
-    - name: Build the Docker image
-      run: |
-        docker build . --file hip-clang.docker --tag migraphx
 
-    - name: Clang tidy
-      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data migraphx bash < {0}"
+    - name: Clang Tidy
+      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data $DOCKER_IMAGE_UBUNTU:$DOCKER_TAG_UBUNTU bash < {0}"
       run: |
         mkdir build
         cd build
@@ -65,6 +147,7 @@ jobs:
 
     # GH actions can not update existing cache, as a workaround clear cache and then save it
     - name: Clear tidy cache before saving
+      continue-on-error: true
       if: ${{ steps.tidy_restore.outputs.cache-hit }}
       shell: bash
       env:
@@ -72,7 +155,6 @@ jobs:
       run: |
         gh extension install actions/gh-actions-cache --pin v1.0.1
         gh actions-cache delete ${{ steps.tidy_restore.outputs.cache-matched-key }} --confirm
-      continue-on-error: true
 
     - name: Save cache files for tidy
       uses: actions/cache/save@v3 
@@ -84,21 +166,14 @@ jobs:
 
   cppcheck:
     runs-on: ROCM-Ubuntu
+    needs: [ build_image, check_image ]
+    env:
+      DOCKER_TAG_UBUNTU: ${{ needs.check_image.outputs.imagetag }}
+
+    if: ${{ !cancelled() && (needs.build_image.result == 'success' || needs.build_image.result == 'skipped') }}
     steps:
     - uses: actions/checkout@v3
 
-    # In this step, this action saves a list of existing images,
-    # the cache is created without them in the post run.
-    # It also restores the cache if it exists.
-    - name: Docker layer cache
-      uses: jpribyl/action-docker-layer-caching@v0.1.1
-      with:
-        key: docker-layer-caching-migraphx-${{hashFiles('hip-clang.docker', '**/*requirements.txt', '**/install_prereqs.sh', 'rbuild.ini')}}
-        restore-keys:
-          docker-layer-caching-migraphx-
-      # Ignore the failure of a step and avoid terminating the job.
-      continue-on-error: true
-
     - name: Restore cache files for cppcheck
       id: cppcheck_restore
       uses: actions/cache/restore@v3
@@ -107,11 +182,8 @@ jobs:
         key: cppcheck-cache-${{ hashFiles('cppcheck.rules', 'CMakeLists.txt') }}-${{ github.ref }}
         restore-keys: cppcheck-cache-${{ hashFiles('cppcheck.rules', 'CMakeLists.txt') }}-
 
-    - name: Build the Docker image
-      run: docker build . --file hip-clang.docker --tag migraphx
-
     - name: Cppcheck
-      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data migraphx bash < {0}"
+      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data $DOCKER_IMAGE_UBUNTU:$DOCKER_TAG_UBUNTU bash < {0}"
       run: |
         mkdir build
         cd build
@@ -124,6 +196,7 @@ jobs:
 
     # GH actions can not update existing cache, as a workaround clear cache and then save it
     - name: Clear cppcheck cache before saving
+      continue-on-error: true
       if: ${{ steps.cppcheck_restore.outputs.cache-hit }}
       shell: bash
       env:
@@ -131,7 +204,6 @@ jobs:
       run: |
         gh extension install actions/gh-actions-cache --pin v1.0.1
         gh actions-cache delete ${{ steps.cppcheck_restore.outputs.cache-matched-key }} --confirm
-      continue-on-error: true
 
     - name: Save cache files for cppcheck
       uses: actions/cache/save@v3
@@ -142,29 +214,30 @@ jobs:
 
 
   format:
-    runs-on: ROCM-Ubuntu
+    runs-on: ubuntu-latest
+    needs: [ build_image, check_image ]
+    env:
+      DOCKER_TAG_UBUNTU: ${{ needs.check_image.outputs.imagetag }}
+
+    if: ${{ !cancelled() && (needs.build_image.result == 'success' || needs.build_image.result == 'skipped') }}
     steps:
     - uses: actions/checkout@v3
       with:
         fetch-depth: 0
 
-    # In this step, this action saves a list of existing images,
-    # the cache is created without them in the post run.
-    # It also restores the cache if it exists.
-    - name: Docker layer cache
-      uses: jpribyl/action-docker-layer-caching@v0.1.1
+    - name: Free space
+      uses: jlumbroso/free-disk-space@main
       with:
-        key: docker-layer-caching-migraphx-${{hashFiles('hip-clang.docker', '**/*requirements.txt', '**/install_prereqs.sh', 'rbuild.ini')}}
-        restore-keys:
-          docker-layer-caching-migraphx-
-      # Ignore the failure of a step and avoid terminating the job.
-      continue-on-error: true
-
-    - name: Build the Docker image
-      run: docker build . --file hip-clang.docker --tag migraphx
+        tool-cache: true
+        android: true
+        dotnet: true
+        haskell: true
+        large-packages: true
+        swap-storage: true
+        docker-images: true
 
     - name: Check formatting
-      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data migraphx bash < {0}"
+      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data $DOCKER_IMAGE_UBUNTU:$DOCKER_TAG_UBUNTU bash < {0}"
       run: |
         set -e
         git config --global --add safe.directory /data
@@ -172,26 +245,16 @@ jobs:
 
   sles:
     runs-on: ROCM-Ubuntu
+    needs: [ build_SLES_image, check_image ]
+    env:
+      DOCKER_TAG_SLES: ${{ needs.check_image.outputs.imagetag_sles }}
+    
+    if: ${{ !cancelled() && (needs.build_SLES_image.result == 'success' || needs.build_SLES_image.result == 'skipped') }}      
     steps:
     - uses: actions/checkout@v3
       with:
         fetch-depth: 0
 
-    # In this step, this action saves a list of existing images,
-    # the cache is created without them in the post run.
-    # It also restores the cache if it exists.
-    - name: Docker layer cache
-      uses: jpribyl/action-docker-layer-caching@v0.1.1
-      with:
-        key: docker-layer-caching-migraphx-sles-${{hashFiles('hip-clang.docker', '**/*requirements.txt', '**/install_prereqs.sh', 'rbuild.ini')}}
-        restore-keys:
-          docker-layer-caching-migraphx-sles-
-      # Ignore the failure of a step and avoid terminating the job.
-      continue-on-error: true
-
-    - name: Build the Docker image
-      run: docker build . --file tools/docker/sles.docker --tag migraphx-sles
-
     - name: Restore cache files for ccache
       uses: actions/cache/restore@v3 
       id: ccache_restore
@@ -201,7 +264,7 @@ jobs:
         restore-keys: ccache-sles-
 
     - name: Build migraphx
-      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data migraphx-sles bash < {0}"
+      shell: bash -c "docker run -i -v=$GITHUB_WORKSPACE:/data -w /data $DOCKER_IMAGE_SLES:$DOCKER_TAG_SLES bash < {0}"
       run: |
         set -e
         export CCACHE_COMPRESSLEVEL=10
@@ -212,6 +275,7 @@ jobs:
         mkdir build
         cd build
         CXX=/opt/rocm/llvm/bin/clang++ CC=/opt/rocm/llvm/bin/clang cmake \
+          -DMIGRAPHX_DISABLE_LARGE_BUFFER_TESTS=On \
           -DBUILD_DEV=On \
           -DCMAKE_CXX_COMPILER_LAUNCHER=/usr/local/bin/ccache \
           -DCMAKE_C_COMPILER_LAUNCHER=/usr/local/bin/ccache \
@@ -219,12 +283,12 @@ jobs:
         make -j$(nproc) tests driver
 
     - name: Clear ccache cache before saving
+      continue-on-error: true
       if: ${{ steps.ccache_restore.outputs.cache-hit }}
       shell: bash
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
       run: |
-        set +x
         gh extension install actions/gh-actions-cache --pin v1.0.1
         gh actions-cache delete ${{ steps.ccache_restore.outputs.cache-matched-key }} --confirm
 
@@ -365,6 +429,7 @@ jobs:
         rbuild build -d cget -s gh -T check \
           -DCMAKE_BUILD_TYPE=${{matrix.configuration}} \
           -DMIGRAPHX_ENABLE_PYTHON=${{matrix.configuration == 'release' && 'On' || 'Off'}} \
+          -DMIGRAPHX_DISABLE_LARGE_BUFFER_TESTS=On \
           -DBUILD_DEV=On \
           -DCMAKE_CXX_FLAGS_DEBUG="-g1 -Os -fdebug-prefix-map=$PWD=. -fdebug-types-section -fno-omit-frame-pointer -fsanitize=undefined -fno-sanitize-recover=undefined" \
           -DCMAKE_CXX_FLAGS_CODECOV="-g1 -Og -fdebug-prefix-map=$PWD=. -fdebug-types-section -fprofile-arcs -ftest-coverage -fno-omit-frame-pointer" \
@@ -374,12 +439,12 @@ jobs:
 
     # GH actions can not update existing cache, as a workaround clear cache and then save it
     - name: Clear ccache cache before saving
+      continue-on-error: true
       if: ${{ steps.ccache_restore.outputs.cache-hit }}
       shell: bash
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
       run: |
-        set +x
         gh extension install actions/gh-actions-cache --pin v1.0.1
         gh actions-cache delete ${{ steps.ccache_restore.outputs.cache-matched-key }} --confirm
 
@@ -481,6 +546,7 @@ jobs:
         rbuild build -d cget -s gh -T check \
           -DCMAKE_BUILD_TYPE=${{matrix.configuration}} \
           -DMIGRAPHX_ENABLE_PYTHON=${{matrix.configuration == 'release' && 'On' || 'Off'}} \
+          -DMIGRAPHX_DISABLE_LARGE_BUFFER_TESTS=On \
           -DBUILD_DEV=On \
           -DCMAKE_CXX_FLAGS_DEBUG="-g1 -Os -fdebug-prefix-map=$PWD=. -fdebug-types-section -fno-omit-frame-pointer -fsanitize=undefined -fno-sanitize-recover=undefined" \
           -DCMAKE_CXX_FLAGS_CODECOV="-g1 -Og -fdebug-prefix-map=$PWD=. -fdebug-types-section -fprofile-arcs -ftest-coverage -fno-omit-frame-pointer" \
@@ -491,15 +557,14 @@ jobs:
 
     # this is a workaround, with GH actions can not update existing cache
     - name: Clear ccache cache before saving
+      continue-on-error: true
       if: ${{ steps.ccache_restore_fpga.outputs.cache-hit }}
       shell: bash
       env:
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
       run: |
-        set +x
         gh extension install actions/gh-actions-cache
         gh actions-cache delete ${{ steps.ccache_restore_fpga.outputs.cache-matched-key }} --confirm
-      continue-on-error: true
 
     - name: Save cache files for ccache
       uses: actions/cache/save@v3 

.readthedocs.yaml

@@ -9,6 +9,10 @@ sphinx:
 formats: [htmlzip]
 
 python:
-   version: "3.8"
    install:
    - requirements: docs/.sphinx/requirements.txt
+
+build:
+   os: ubuntu-20.04
+   tools:
+      python: "3.8"

CMakeLists.txt

@@ -262,6 +262,7 @@ rocm_enable_cppcheck(
 enable_testing()
 
 include(ROCMCreatePackage)
+include(ROCMTest)
 
 set(CMAKE_LIBRARY_OUTPUT_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}/lib)
 set(CMAKE_ARCHIVE_OUTPUT_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}/lib)
@@ -269,6 +270,7 @@ set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}/bin)
 add_subdirectory(src)
 add_subdirectory(docs)
 if(BUILD_TESTING)
+    rocm_enable_test_package(migraphx)
     add_subdirectory(test)
 endif()
 add_subdirectory(tools)

cmake/PythonModules.cmake

@@ -86,7 +86,7 @@ function(py_add_module NAME)
     )
 
 endfunction()
-set(PYTHON_SEARCH_VERSIONS 2.7 3.5 3.6 3.7 3.8 3.9 3.10)
+set(PYTHON_SEARCH_VERSIONS 3.5 3.6 3.7 3.8 3.9 3.10)
 set(PYTHON_DISABLE_VERSIONS "" CACHE STRING "")
 foreach(PYTHON_DISABLE_VERSION ${PYTHON_DISABLE_VERSIONS})
     list(REMOVE_ITEM PYTHON_SEARCH_VERSIONS ${PYTHON_DISABLE_VERSION})

dev-requirements.txt

@@ -26,5 +26,5 @@ facebook/zstd@v1.4.5 -X subdir -DCMAKE_DIR=build/cmake
 ccache@v4.1 -DENABLE_TESTING=OFF
 pcre,pfultz2/pcre@8.45 -H sha256:d6f7182602a775a7d500a0cedca6449af0400c6493951513046d17615ed0bf11
 danmar/cppcheck@bb2711c22a0be09efe7f1a8da3030876471026c8 -DHAVE_RULES=1 # 2.11
-RadeonOpenCompute/rocm-cmake@189d497ed185683154ae9766393b9a10ff21201f --build
+RadeonOpenCompute/rocm-cmake@5a34e72d9f113eb5d028e740c2def1f944619595 --build
 -f requirements.txt

mlir-requirements.txt

@@ -21,4 +21,4 @@
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 # THE SOFTWARE.
 #####################################################################################
-ROCmSoftwarePlatform/rocMLIR@3657f509bfed86bb79d5c6e24aa237e48f09f9f3 -DBUILD_FAT_LIBROCKCOMPILER=On
+ROCmSoftwarePlatform/rocMLIR@2c519c48eaa278d13e6c40bc0941119826d71512 -DBUILD_FAT_LIBROCKCOMPILER=On

src/CMakeLists.txt

 #####################################################################################
 # The MIT License (MIT)
 #
-# Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+# Copyright (c) 2015-2023 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
@@ -28,6 +28,7 @@ include(ROCMInstallTargets)
 include(ROCMPackageConfigHelpers)
 include(RegisterOp)
 include(CheckCXXLinkerFlag)
+ 
 
 add_library(migraphx 
     adjust_allocation.cpp
@@ -36,6 +37,7 @@ add_library(migraphx
     argument.cpp
     auto_contiguous.cpp
     common.cpp
+    common_dims.cpp
     compile_src.cpp
     convert_to_json.cpp
     cpp_generator.cpp
@@ -94,6 +96,7 @@ add_library(migraphx
     serialize.cpp
     shape.cpp
     simplify_algebra.cpp
+    simplify_dyn_ops.cpp
     simplify_reshapes.cpp
     split_single_dyn_dim.cpp
     target.cpp
@@ -140,6 +143,7 @@ register_migraphx_ops(
     equal
     erf
     exp
+    fill
     flatten
     floor
     fmod
@@ -183,6 +187,8 @@ register_migraphx_ops(
     quant_convolution
     quant_dot
     quantizelinear
+    random_uniform
+    random_seed
     recip
     reduce_max
     reduce_mean

src/common_dims.cpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 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
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+#include <migraphx/common_dims.hpp>
+#include <migraphx/ranges.hpp>
+#include <algorithm>
+#include <cassert>
+#include <numeric>
+
+namespace migraphx {
+inline namespace MIGRAPHX_INLINE_NS {
+
+template <class Iterator>
+static auto compute_end_dim(Iterator start, Iterator last, std::size_t dim)
+{
+    std::size_t x = 1;
+    auto it       = std::find_if(start, last, [&](auto i) {
+        x *= i;
+        return x > dim;
+    });
+    if(x < dim)
+        return start;
+    return it;
+}
+
+template <class Range>
+static auto elements(const Range& r)
+{
+    return std::accumulate(r.begin(), r.end(), std::size_t{1}, std::multiplies<>{});
+}
+
+struct common_dim_state
+{
+    common_dim_state(const std::vector<std::size_t>& pdims,
+                     std::vector<std::vector<std::size_t>>& paxes_map)
+        : dims(&pdims), axes_map(&paxes_map), it(dims->begin())
+    {
+    }
+    const std::vector<std::size_t>* dims            = nullptr;
+    std::vector<std::vector<std::size_t>>* axes_map = nullptr;
+    std::vector<std::size_t>::const_iterator it{};
+    std::size_t rem = 1;
+    std::size_t get() const { return *it / rem; }
+    bool is_end() const { return it == dims->end(); }
+    void next(std::size_t i = 1) { it += i; }
+    auto dims_for(std::size_t d) const
+    {
+        auto dim_end = compute_end_dim(it, dims->end(), d);
+        return range(it, dim_end);
+    }
+    void add_axes(std::size_t naxes, std::size_t start) MIGRAPHX_TIDY_CONST
+    {
+        auto axes = compute_axes(naxes, start);
+        axes_map->push_back(std::move(axes));
+    }
+
+    void add_multi_axes(std::size_t naxes, std::size_t start) MIGRAPHX_TIDY_CONST
+    {
+        auto axes = compute_axes(naxes, start);
+        std::transform(axes.begin(),
+                       axes.end(),
+                       std::back_inserter(*axes_map),
+                       [&](auto axis) -> std::vector<std::size_t> { return {axis}; });
+    }
+    std::vector<std::size_t> compute_axes(std::size_t naxes, std::size_t start) const
+    {
+        if(rem != 1)
+        {
+            assert(start > 0);
+            naxes++;
+            start--;
+        }
+        std::vector<std::size_t> axes(naxes);
+        std::iota(axes.begin(), axes.end(), start);
+        return axes;
+    }
+};
+
+static bool compute_common_dim(std::vector<std::size_t>& cd_dims,
+                               common_dim_state& state1,
+                               common_dim_state& state2)
+{
+    assert(state1.get() <= state2.get());
+    auto d2    = state2.get();
+    auto dims  = state1.dims_for(d2);
+    auto n     = elements(dims);
+    auto naxes = distance(dims);
+    if(naxes == 0)
+        return false;
+    // If not divisible then we can't compute a common dim
+    if((d2 % n) != 0)
+        return false;
+    auto rem = d2 / n;
+    state1.add_multi_axes(naxes, cd_dims.size());
+    state2.add_axes(rem == 1 ? naxes : naxes + 1, cd_dims.size());
+
+    state1.rem = rem;
+    state2.rem = 1;
+
+    cd_dims.insert(cd_dims.end(), dims.begin(), dims.end());
+    if(state1.rem != 1)
+        cd_dims.push_back(state1.rem);
+    state1.next(distance(dims));
+    state2.next();
+    return true;
+}
+
+common_dims common_dims::compute(const std::vector<std::size_t>& dims1,
+                                 const std::vector<std::size_t>& dims2)
+{
+    assert(elements(dims1) > 0);
+    assert(elements(dims1) == elements(dims2));
+    common_dims cd;
+    common_dim_state state1{dims1, cd.axes_map1};
+    common_dim_state state2{dims2, cd.axes_map2};
+    while(not state1.is_end() and not state2.is_end())
+    {
+        auto d1 = state1.get();
+        auto d2 = state2.get();
+        if(d1 <= d2)
+        {
+            if(not compute_common_dim(cd.dims, state1, state2))
+                return {};
+        }
+        else // if(d1 > d2)
+        {
+            if(not compute_common_dim(cd.dims, state2, state1))
+                return {};
+        }
+    }
+    assert(elements(dims1) == elements(cd.dims));
+    return cd;
+}
+
+} // namespace MIGRAPHX_INLINE_NS
+} // namespace migraphx

src/driver/CMakeLists.txt

@@ -45,6 +45,9 @@ if(NOT WIN32)
 endif()
 rocm_clang_tidy_check(driver)
 
+file(STRINGS "${CMAKE_SOURCE_DIR}/test/onnx/.onnxrt-commit" String_output)
+target_compile_definitions(driver PUBLIC MIGRAPHX_ORT_SHA1="${String_output}")
+
 target_link_libraries(driver migraphx_all_targets migraphx_onnx migraphx_tf migraphx_py)
 
 rocm_install_targets(

src/driver/main.cpp

@@ -475,13 +475,15 @@ struct compiler
             {
                 if(is_offload_copy_set(p) and not co.offload_copy)
                 {
-                    std::cout << "MIGraphX program was likely compiled with offload_copy set, Try "
-                                 "passing "
-                                 "`--enable-offload-copy` if program run fails.\n";
+                    std::cout
+                        << "[WARNING]: MIGraphX program was likely compiled with offload_copy "
+                           "set, Try "
+                           "passing "
+                           "`--enable-offload-copy` if program run fails.\n";
                 }
                 else if(co.offload_copy)
                 {
-                    std::cout << "MIGraphX program was likely compiled without "
+                    std::cout << "[WARNING]: MIGraphX program was likely compiled without "
                                  "offload_copy set, Try "
                                  "removing "
                                  "`--enable-offload-copy` flag if passed to driver, if program run "
@@ -802,6 +804,13 @@ int main(int argc, const char* argv[])
 
     auto&& m = get_commands();
     auto cmd = args.front();
+
+    if(cmd == "ort-sha")
+    {
+        std::cout << MIGRAPHX_ORT_SHA1 << std::endl;
+        return 0;
+    }
+
     if(m.count(cmd) > 0)
     {
         m.at(cmd)(argv[0], {args.begin() + 1, args.end()});

src/driver/verify.cpp

@@ -30,6 +30,7 @@
 #include <migraphx/instruction.hpp>
 #include <migraphx/compile_options.hpp>
 #include <migraphx/quantization.hpp>
+#include <migraphx/ranges.hpp>
 
 namespace migraphx {
 namespace driver {
@@ -84,7 +85,17 @@ void verify_program(const std::string& name,
     std::size_t output_num = x.size();
     for(std::size_t i = 0; i < output_num; ++i)
     {
-        verify_args(name, x[i], y[i], tolerance);
+        if(x[i].get_shape().type() != y[i].get_shape().type() or
+           x[i].get_shape().lens() != y[i].get_shape().lens())
+        {
+            std::cout << "FAILED: " << name << std::endl;
+            std::cout << "Shape mismatch {" << x[i].get_shape() << "} != {" << y[i].get_shape()
+                      << "}" << std::endl;
+        }
+        else
+        {
+            verify_args(name, x[i], y[i], tolerance);
+        }
     }
 }
 
@@ -143,11 +154,19 @@ void verify_reduced(program p,
                     double tolerance)
 {
     auto* mm  = p.get_main_module();
-    auto last = std::prev(mm->end(), n + 1);
+    auto last = std::prev(mm->end(), n);
     mm->remove_instructions(last, mm->end());
     std::cout << "Verify: " << n << std::endl;
     std::cout << p << std::endl;
-    verify_program(std::to_string(n), p, t, options, quantize, inputs, tolerance);
+    try
+    {
+        verify_program(std::to_string(n), p, t, options, quantize, inputs, tolerance);
+    }
+    catch(const std::exception& e)
+    {
+        std::cout << "FAILED: " << n << std::endl;
+        std::cout << "Exception: " << e.what() << std::endl;
+    }
 }
 
 void verify_reduced_program(const program& p,
@@ -160,8 +179,14 @@ void verify_reduced_program(const program& p,
     const auto* mm = p.get_main_module();
     auto n         = std::distance(mm->begin(), mm->end());
     std::cout << "Verify steps: " << n << std::endl;
-    for(std::size_t i = 0; i < n; i++)
+    for(std::size_t i = 1; i < n; i++)
     {
+        auto last = std::prev(mm->end(), i + 1);
+        if(contains({"@literal", "@param"}, last->name()))
+        {
+            std::cout << "Skip: " << i << std::endl;
+            continue;
+        }
         verify_reduced(p, i, t, options, quantize, inputs, tolerance);
     }
 }

src/fuse_pointwise.cpp

@@ -24,11 +24,14 @@
 #include <migraphx/fuse_pointwise.hpp>
 #include <migraphx/pass_manager.hpp>
 #include <migraphx/dead_code_elimination.hpp>
+#include <migraphx/simplify_reshapes.hpp>
 #include <migraphx/instruction.hpp>
 #include <migraphx/program.hpp>
 #include <migraphx/make_op.hpp>
 #include <migraphx/iterator_for.hpp>
 #include <migraphx/ranges.hpp>
+#include <migraphx/matcher.hpp>
+#include <migraphx/common_dims.hpp>
 #include <iterator>
 
 MIGRAPHX_DECLARE_ENV_VAR(MIGRAPHX_DISABLE_POINTWISE_FUSION)
@@ -189,6 +192,54 @@ static bool find_pointwise_modules(module& m)
     }
     return changed;
 }
+namespace {
+struct find_pointwise_reshape_pointwise
+{
+    auto matcher() const
+    {
+        auto reshape =
+            match::name("reshape", "squeeze", "unsqueeze", "flatten")(match::used_once());
+        auto skip_contiguous = [](auto... ms) {
+            return match::arg(0)(match::skip(match::name("contiguous")(match::used_once()))(ms...));
+        };
+        auto pointwise         = match::name("pointwise")(match::used_once());
+        auto reshape_pointwise = reshape(skip_contiguous(pointwise.bind("x"))).bind("reshape");
+        return match::name("pointwise")(match::any_of[match::inputs()](reshape_pointwise));
+    }
+
+    void apply(module& m, const match::matcher_result& r) const
+    {
+        auto ins         = r.result;
+        auto x_ins       = r.instructions["x"];
+        auto reshape_ins = r.instructions["reshape"];
+
+        auto cd = common_dims::compute(ins->get_shape().lens(), x_ins->get_shape().lens());
+        if(cd.dims.empty())
+            return;
+
+        auto reshape_input = [&](const auto& ins_to_insert) {
+            return [&](auto input) {
+                auto c = m.insert_instruction(ins_to_insert, make_op("contiguous"), input);
+                return m.insert_instruction(
+                    ins_to_insert, make_op("reshape", {{"dims", cd.dims}}), c);
+            };
+        };
+        auto x_inputs = x_ins->inputs();
+        std::transform(x_inputs.begin(), x_inputs.end(), x_inputs.begin(), reshape_input(x_ins));
+        auto new_x_ins =
+            m.insert_instruction(x_ins, x_ins->get_operator(), x_inputs, x_ins->module_inputs());
+
+        auto inputs = ins->inputs();
+        std::transform(inputs.begin(), inputs.end(), inputs.begin(), [&](auto input) {
+            if(input == reshape_ins)
+                return new_x_ins;
+            return reshape_input(ins)(input);
+        });
+        auto pw = m.insert_instruction(ins, ins->get_operator(), inputs, ins->module_inputs());
+        m.replace_instruction(ins, make_op("reshape", {{"dims", ins->get_shape().lens()}}), pw);
+    }
+};
+} // namespace
 
 void fuse_pointwise::apply(module_pass_manager& mpm) const
 {
@@ -200,6 +251,8 @@ void fuse_pointwise::apply(module_pass_manager& mpm) const
     }
     for(int i = 0; i < 8; i++)
     {
+        match::find_matches(mpm.get_module(), find_pointwise_reshape_pointwise{});
+        mpm.run_pass(simplify_reshapes{1});
         if(not find_pointwise_modules(mpm.get_module()))
             break;
         mpm.run_pass(dead_code_elimination{});

src/include/migraphx/check_shapes.hpp

@@ -70,13 +70,19 @@ struct check_shapes
         check_dynamic();
     }
 
-    template <class Op>
+    template <class Op, MIGRAPHX_REQUIRES(not std::is_convertible<Op, std::string>{})>
     check_shapes(const std::vector<shape>& s, const Op& op, const bool d = false)
         : begin(s.begin()), end(s.end()), name(op.name()), dynamic_allowed(d)
     {
         check_dynamic();
     }
 
+    check_shapes(const std::vector<shape>& s, const std::string& n, const bool d = false)
+        : begin(s.begin()), end(s.end()), name(n), dynamic_allowed(d)
+    {
+        check_dynamic();
+    }
+
     void check_dynamic() const
     {
         if(not dynamic_allowed and this->any_of([&](const shape& s) { return s.dynamic(); }))
@@ -147,7 +153,7 @@ struct check_shapes
     {
         if(begin != end)
         {
-            if(begin->max_lens().size() != n)
+            if(begin->ndim() != n)
                 MIGRAPHX_THROW(prefix() + "Only " + std::to_string(n) + "d supported");
         }
         return *this;
@@ -162,7 +168,7 @@ struct check_shapes
     {
         if(begin != end)
         {
-            if(begin->max_lens().size() > n)
+            if(begin->ndim() > n)
                 MIGRAPHX_THROW(prefix() + "Shape must have at most " + std::to_string(n) +
                                " dimensions");
         }
@@ -178,7 +184,7 @@ struct check_shapes
     {
         if(begin != end)
         {
-            if(begin->max_lens().size() < n)
+            if(begin->ndim() < n)
                 MIGRAPHX_THROW(prefix() + "Shape must have at least " + std::to_string(n) +
                                " dimensions");
         }
@@ -228,6 +234,16 @@ struct check_shapes
         return *this;
     }
 
+    /*!
+     * Check all shapes have the same layout.
+     */
+    const check_shapes& same_layout() const
+    {
+        if(not this->same([](const shape& s) { return find_permutation(s); }))
+            MIGRAPHX_THROW(prefix() + "Layouts do not match");
+        return *this;
+    }
+
     /*!
      * Check all shapes are standard.
      */
@@ -238,6 +254,16 @@ struct check_shapes
         return *this;
     }
 
+    /*!
+     * Check all shapes are scalar.
+     */
+    const check_shapes& scalar() const
+    {
+        if(not this->all_of([](const shape& s) { return s.scalar(); }))
+            MIGRAPHX_THROW(prefix() + "Shapes are not a scalar");
+        return *this;
+    }
+
     /*!
      * Check all shapes are standard or scalar.
      */

src/include/migraphx/common_dims.hpp

+/*
+ * The MIT License (MIT)
+ *
+ * Copyright (c) 2015-2022 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
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in
+ * all copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.  IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+ * THE SOFTWARE.
+ */
+#ifndef MIGRAPHX_GUARD_MIGRAPHX_COMMON_DIMS_HPP
+#define MIGRAPHX_GUARD_MIGRAPHX_COMMON_DIMS_HPP
+
+#include <migraphx/config.hpp>
+#include <cstdint>
+#include <vector>
+
+namespace migraphx {
+inline namespace MIGRAPHX_INLINE_NS {
+
+/// This will compute a higher dimensional space that will preserve the axes
+/// for both sets of dimensions. Two axes_maps are provided for each of the
+/// dims that will map the axis to the axes that are used by the result of
+/// common_dims.
+struct MIGRAPHX_EXPORT common_dims
+{
+    static common_dims compute(const std::vector<std::size_t>& dims1,
+                               const std::vector<std::size_t>& dims2);
+    std::vector<std::size_t> dims;
+    std::vector<std::vector<std::size_t>> axes_map1;
+    std::vector<std::vector<std::size_t>> axes_map2;
+};
+
+} // namespace MIGRAPHX_INLINE_NS
+} // namespace migraphx
+#endif // MIGRAPHX_GUARD_MIGRAPHX_COMMON_DIMS_HPP

src/include/migraphx/convolution.hpp

 /*
  * The MIT License (MIT)
  *
- * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ * Copyright (c) 2015-2023 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
@@ -62,7 +62,7 @@ void convolution(Output output, T input, T weights, Padding padding, Stride stri
         shape win_shape{output_shape.type(), win_size};
 
         double acc = 0.0;
-        shape_for_each(win_shape, [&](auto idx_win) {
+        shape_for_each(win_shape, [&](const auto& idx_win) {
             auto k           = idx_win[0];
             const auto in_ch = group_id * wei_c + k;
             std::vector<std::ptrdiff_t> idx(idx_o.begin(), idx_o.end());

src/include/migraphx/matcher.hpp

@@ -381,22 +381,24 @@ void find_matches_for(source_location location, Mod& mod, instruction_ref ins, M
     const int trace         = value_of(MIGRAPHX_TRACE_MATCHES{});
     const bool validate     = enabled(MIGRAPHX_VALIDATE_MATCHES{});
     const auto trace_filter = string_value_of(MIGRAPHX_TRACE_MATCHES_FOR{});
-    const bool trace_for    = not trace_filter.empty() and
-                           (contains(std::string{location.file_name()}, trace_filter) or
-                            contains(std::string{location.function_name()}, trace_filter));
-    bool match = false;
+    bool match              = false;
     each_args(
         [&](auto&& m) {
+            const auto& matcher_name = get_type_name(m);
+            const bool trace_for     = not trace_filter.empty() and
+                                   (contains(std::string{location.file_name()}, trace_filter) or
+                                    contains(std::string{location.function_name()}, trace_filter) or
+                                    contains(matcher_name, trace_filter));
             if(match)
                 return;
-            if(trace > 1 or trace_for)
-                std::cout << "Match: " << get_type_name(m) << std::endl;
+            if(trace > 1 and trace_for)
+                std::cout << "Match: " << matcher_name << std::endl;
             auto r = match_instruction(get_module(mod), ins, m.matcher());
             if(r.result == get_module(mod).end())
                 return;
             if(trace > 0 or trace_for)
             {
-                std::cout << "Matched by " << get_type_name(m) << std::endl;
+                std::cout << "Matched by " << matcher_name << std::endl;
                 get_module(mod).debug_print(ins);
             }
             // If its already invalid dont validate it again
@@ -407,7 +409,7 @@ void find_matches_for(source_location location, Mod& mod, instruction_ref ins, M
                 auto invalid = get_module(mod).validate();
                 if(invalid != get_module(mod).end())
                 {
-                    std::cout << "Invalid program from match: " << get_type_name(m) << std::endl;
+                    std::cout << "Invalid program from match: " << matcher_name << std::endl;
                     std::cout << "Invalid instructions: " << std::endl;
                     get_module(mod).debug_print(invalid->inputs());
                     get_module(mod).debug_print(invalid);
@@ -621,6 +623,8 @@ MIGRAPHX_PRED_MATCHER(broadcast, instruction_ref ins)
 template <class... Ms>
 auto skip(Ms... ms)
 {
+    static_assert(((not std::is_convertible<Ms, std::string>{}) and ...),
+                  "Use a matcher not a string for skip.");
     auto m = any_of(ms...);
     return make_basic_fun_matcher([=](matcher_context& ctx, instruction_ref start) {
         return fix<optional<instruction_ref>>(

src/include/migraphx/op/allocate.hpp

@@ -36,20 +36,48 @@ namespace op {
 struct allocate
 {
     shape s{};
+    // for dynamic allocate to set the buffer type
+    shape::type_t buf_type = shape::half_type;
+
     template <class Self, class F>
     static auto reflect(Self& self, F f)
     {
-        return pack(f(self.s, "shape"));
+        return pack(f(self.s, "shape"), f(self.buf_type, "buf_type"));
     }
+
     std::string name() const { return "allocate"; }
+
     shape compute_shape(const std::vector<shape>& inputs) const
     {
-        migraphx::check_shapes{inputs, *this, true}.has(0);
-        return s;
+        migraphx::check_shapes{inputs, *this, true}.has(0, 1);
+        // check if shape attribute is not default
+        if(s != shape())
+        {
+            return s;
+        }
+        else
+        {
+            const auto& out_dims = inputs.at(0);
+            assert(not out_dims.dynamic());
+            assert(out_dims.ndim() == 1);
+            std::size_t max_val = std::numeric_limits<std::size_t>::max();
+            std::vector<shape::dynamic_dimension> dyn_dims(out_dims.lens().at(0),
+                                                           shape::dynamic_dimension{0, max_val});
+            return {buf_type, dyn_dims};
+        }
     }
-    argument compute(const shape& output_shape, const std::vector<argument>&) const
+    argument compute(const shape& output_shape, const std::vector<argument>& args) const
     {
-        return {output_shape};
+        if(args.empty())
+        {
+            return {output_shape};
+        }
+        else
+        {
+            std::vector<std::size_t> output_dims(output_shape.ndim());
+            args.at(0).visit([&](auto a) { output_dims.assign(a.begin(), a.end()); });
+            return {shape{buf_type, output_dims}};
+        }
     }
 };
 

src/include/migraphx/op/common.hpp

 /*
  * The MIT License (MIT)
  *
- * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ * Copyright (c) 2015-2023 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
@@ -33,8 +33,12 @@ namespace migraphx {
 inline namespace MIGRAPHX_INLINE_NS {
 namespace op {
 
+// Specifies where to add the "extra" cell of padding if the
+// calculated padding is an odd number.
 // Padding mode is default_ for fixed shape padding.
-// same_lower and same_upper used for dynamic padding.
+// same_lower and same_upper specify dynamic padding.
+// The odd cell goes at the beginning of the dimension
+// (same_lower) or end (same_upper).
 enum padding_mode_t
 {
     default_, // NOLINT

src/include/migraphx/op/contiguous.hpp

 /*
  * The MIT License (MIT)
  *
- * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ * Copyright (c) 2015-2023 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

src/include/migraphx/op/convolution.hpp

 /*
  * The MIT License (MIT)
  *
- * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
+ * Copyright (c) 2015-2023 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
@@ -206,6 +206,7 @@ struct convolution
         std::vector<std::size_t> new_padding;
         if(padding_mode != op::padding_mode_t::default_)
         {
+            // auto-Calculate the padding sizes with calc_dyn_auto_pad
             auto input_lens   = args[0].get_shape().lens();
             auto weights_lens = args[1].get_shape().lens();
             new_padding =
@@ -217,6 +218,7 @@ struct convolution
         }
         else
         {
+            // Use the padding that was given
             new_padding = padding;
             if(output_shape.dynamic())
             {