manual merge

.github/workflows/benchmark.yaml

@@ -7,7 +7,7 @@ jobs:
   benchmark:
     uses: ROCmSoftwarePlatform/actions/.github/workflows/benchmarks.yml@main
     with:
-      rocm_version: 5.2
+      rocm_version: 5.7
       script_repo: migraphx-benchmark/benchmark-utils
       result_path: /usr/share/migraphx/test-results
       result_repo: ROCmSoftwarePlatform/comparison-results

.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
@@ -59,11 +141,13 @@ jobs:
           -DROCM_ENABLE_GH_ANNOTATIONS=On \
           -DCLANG_TIDY_DEPEND_ON_TARGET=Off \
           -DCLANG_TIDY_CACHE=/data/tidy-cache \
+          -DGPU_TARGETS=gfx908 \
           ..
         make -j$(nproc) -k onnx-proto tf-proto tidy
 
     # 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:
@@ -71,7 +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 
@@ -83,21 +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-${{hashFiles('hip-clang.docker', '**/*requirements.txt', '**/install_prereqs.sh', 'rbuild.ini')}}
-        restore-keys:
-          docker-layer-caching-migraphx-
-      # Ignore the failure of a step and avoid terminating the job.
-      continue-on-error: true
-
     - name: Restore cache files for cppcheck
       id: cppcheck_restore
       uses: actions/cache/restore@v3
@@ -106,11 +182,8 @@ jobs:
         key: cppcheck-cache-${{ 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
@@ -118,11 +191,13 @@ jobs:
           -DCPPCHECK_BUILD_DIR=/data/cppcheck-cache \
           -DBUILD_DEV=On \
           -DROCM_ENABLE_GH_ANNOTATIONS=On \
+          -DGPU_TARGETS=gfx908 \
           ..
         make -j$(nproc) cppcheck
 
     # 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:
@@ -130,7 +205,6 @@ 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
@@ -141,40 +215,101 @@ 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
-      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.
+    - name: Free space
+      uses: jlumbroso/free-disk-space@main
       continue-on-error: true
-
-    - name: Build the Docker image
-      run: docker build . --file hip-clang.docker --tag migraphx
+      with:
+        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
         python3 tools/format.py origin/${{ github.event_name == 'pull_request' && github.base_ref || 'develop' }}
 
+  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
+
+    - name: Restore cache files for ccache
+      uses: actions/cache/restore@v3 
+      id: ccache_restore
+      with:
+        path: ${{ github.workspace }}/ccache
+        key: ccache-sles-${{ github.ref }}
+        restore-keys: ccache-sles-
+
+    - name: Build migraphx
+      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
+        export CCACHE_DIR=/data/ccache
+        export CCACHE_NOHASHDIR=true
+        export CCACHE_BASEDIR=/data
+        export CCACHE_MAXSIZE=1
+        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 \
+          -DCMAKE_CXX_FLAGS="-Werror" \
+          -DGPU_TARGETS=gfx908 \
+          ..
+        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: |
+        gh extension install actions/gh-actions-cache --pin v1.0.1
+        gh actions-cache delete ${{ steps.ccache_restore.outputs.cache-matched-key }} --confirm
+
+    - name: Save cache files for ccache
+      uses: actions/cache/save@v3 
+      if: always()
+      with:
+        path: ${{ github.workspace }}/ccache
+        key: ccache-sles-${{ github.ref }}
+
   pyflakes:
     runs-on: ubuntu-20.04
 
     steps:
     - name: Free space
       uses: jlumbroso/free-disk-space@main
+      continue-on-error: true
       with:
         tool-cache: true
         android: true
@@ -205,6 +340,7 @@ jobs:
     steps:
     - name: Free space
       uses: jlumbroso/free-disk-space@main
+      continue-on-error: true
       with:
         tool-cache: true
         android: true
@@ -245,6 +381,7 @@ jobs:
     steps:
     - name: Free space
       uses: jlumbroso/free-disk-space@main
+      continue-on-error: true
       with:
         tool-cache: true
         android: true
@@ -274,11 +411,10 @@ jobs:
         # This path is specific to Ubuntu
         path: ${{ github.workspace }}/cget
         # Look to see if there is a cache hit for the corresponding requirements file
-        key: ${{ matrix.os }}-cget-4-${{ hashFiles('requirements.txt', 'dev-requirements.txt') }}
+        key: ${{ matrix.os }}-cget-4-${{ hashFiles('requirements.txt', 'dev-requirements.txt', 'rbuild.ini') }}
         restore-keys: ${{ matrix.os }}-cget-4-
 
     - name: Install dependencies
-      if: steps.deps_cache.outputs.cache-hit != 'true'
       run: rbuild prepare -d cget -s gh
 
     - name: Restore cache files for ccache
@@ -300,6 +436,7 @@ 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" \
@@ -309,12 +446,12 @@ 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
 
@@ -363,6 +500,7 @@ jobs:
     steps:
     - name: Free space
       uses: jlumbroso/free-disk-space@main
+      continue-on-error: true
       with:
         tool-cache: true
         android: true
@@ -416,6 +554,7 @@ 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" \
@@ -426,15 +565,14 @@ 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 

.github/workflows/performance.yaml

@@ -12,7 +12,7 @@ on:
       rocm_release:
         description: ROCm Version
         required: true
-        default: '5.6'
+        default: '5.7'
       performance_reports_repo:
         description: Repository where performance reports are stored
         required: true
@@ -50,7 +50,7 @@ jobs:
   release:
     uses: ROCmSoftwarePlatform/migraphx-benchmark/.github/workflows/perf-test.yml@main
     with:
-      rocm_release: ${{ github.event.inputs.rocm_release || '5.6' }}
+      rocm_release: ${{ github.event.inputs.rocm_release || '5.7' }}
       result_number: ${{ github.event.inputs.result_number || '10' }}
       flags: ${{ github.event.inputs.flags || '-r' }}
       performance_reports_repo: ${{ github.event.inputs.performance_reports_repo || 'ROCmSoftwarePlatform/migraphx-reports' }}

.github/workflows/sync-onnxrt-main.yaml

@@ -47,6 +47,7 @@ jobs:
             onnxruntime
             dependancies
             automated 
+            skip bot checks
           assignees: TedThemistokleous
           reviewers: TedThemistokleous causten
           draft: false

.gitignore

@@ -80,3 +80,6 @@ docs/html
 cmake-build*/
 build*/
 
+# Recommended location to install rbuild dependencies from README.md
+depend
+

.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"

CHANGELOG.md

@@ -2,8 +2,49 @@
 
 Full documentation for MIGraphX is available at [MIGraphX Documentation](https://rocmdocs.amd.com/projects/AMDMIGraphX/en/latest/).
 
-## MIGraphX 2.5 for ROCm 5.5.0
+## MIGraphX 2.7 for ROCm 5.7.0
+### Added
+- Enabled hipRTC to not require dev packages for migraphx runtime and allow the ROCm install to be in a different directory than it was during build time
+- Add support for multi-target execution
+- Added Dynamic Batch support with C++/Python APIs
+- Add migraphx.create_argument to python API
+- Added dockerfile example for Ubuntu 22.04
+- Add TensorFlow supported ops in driver similar to exist onnx operator list
+- Add a MIGRAPHX_TRACE_MATCHES_FOR env variable to filter the matcher trace
+- Improved debugging by printing max,min,mean and stddev values for TRACE_EVAL = 2
+- use fast_math flag instead of ENV flag for GELU
+- Print message from driver if offload copy is set for compiled program
+### Optimizations
+- Optimized for ONNX Runtime 1.14.0
+- Improved compile times by only building for the GPU on the system
+- Improve performance of pointwise/reduction kernels when using NHWC layouts
+- Load specific version of the migraphx_py library
+- Annotate functions with the block size so the compiler can do a better job of optimizing 
+- Enable reshape on nonstandard shapes
+- Use half HIP APIs to compute max and min
+- Added support for broadcasted scalars to unsqueeze operator
+- Improved multiplies with dot operator
+- Handle broadcasts across dot and concat
+- Add verify namespace for better symbol resolution
+### Fixed
+- Resolved accuracy issues with FP16 resnet50
+- Update cpp generator to handle inf from  float
+- Fix assertion error during verify and make DCE work with tuples
+- Fix convert operation for NaNs
+- Fix shape typo in API test
+- Fix compile warnings for shadowing variable names
+- Add missing specialization for the `nullptr` for the hash function
+### Changed
+- Bumped version of half library to 5.6.0
+- Bumped CI to support rocm 5.6
+- Make building tests optional
+- replace np.bool with bool as per numpy request
+### Removed
+- Removed int8x4 rocBlas calls due to deprecation
+- removed std::reduce usage since not all OS' support it
+
 
+## MIGraphX 2.5 for ROCm 5.5.0
 ### Added
 - Y-Model feature to store tuning information with the optimized model
 - Added Python 3.10 bindings 
@@ -12,15 +53,11 @@ Full documentation for MIGraphX is available at [MIGraphX Documentation](https:/
 - Build support for ROCm MLIR
 - Added migraphx-driver flag to print optimizations in python (--python)
 - Added JIT implementation of the Gather and Pad operator which results in better handling of larger tensor sizes.
-
-
 ### Optimizations
 - Improved performance of Transformer based models
 - Improved performance of the Pad, Concat, Gather, and Pointwise operators
 - Improved onnx/pb file loading speed
 - Added general optimize pass which runs several passes such as simplify_reshapes/algebra and DCE in loop.
-
-
 ### Fixed
 - Improved parsing Tensorflow Protobuf files 
 - Resolved various accuracy issues with some onnx models
@@ -29,6 +66,5 @@ Full documentation for MIGraphX is available at [MIGraphX Documentation](https:/
 - Use --offload-arch instead of --cuda-gpu-arch for the HIP compiler
 - Changes inside JIT to use float accumulator for large reduce ops of half type to avoid overflow.
 - Changes inside JIT to temporarily use cosine to compute sine function.
-
 ### Changed
 - Changed version/location of 3rd party build dependencies to pick up fixes

CMakeLists.txt

@@ -51,6 +51,7 @@ project(migraphx LANGUAGES C CXX)
 include(CTest)
 
 find_package(ROCM REQUIRED)
+find_package(Threads REQUIRED)
 
 find_path(HALF_INCLUDE_DIR half.hpp PATH_SUFFIXES half)
 if (NOT HALF_INCLUDE_DIR)
@@ -70,7 +71,7 @@ include(ROCMSetupVersion)
 
 option(BUILD_DEV "Build for development purpose only" OFF)
 
-rocm_setup_version(VERSION 2.7.0)
+rocm_setup_version(VERSION 2.8.0)
 set(MIGRAPHX_SO_VERSION ${PROJECT_VERSION_MAJOR}.${PROJECT_VERSION_MINOR}.${PROJECT_VERSION_PATCH})
 
 option( BUILD_SHARED_LIBS "Build as a shared library" ON )
@@ -161,6 +162,8 @@ rocm_enable_clang_tidy(
         -cppcoreguidelines-pro-type-vararg
         -cppcoreguidelines-special-member-functions
         -cppcoreguidelines-virtual-class-destructor
+        -cppcoreguidelines-avoid-capture-default-when-capturing-this
+        -cppcoreguidelines-rvalue-reference-param-not-moved
         -google-readability-*
         -google-runtime-int
         -google-runtime-references
@@ -227,14 +230,12 @@ rocm_enable_cppcheck(
         shadowVar
         shadowVariable
         unsafeClassDivZero
+        # Disable because of too many FPs
+        arithOperationsOnVoidPointer
         definePrefix:*test/include/test.hpp
         ctuOneDefinitionRuleViolation:*test/*
         useSmartPointer:*src/api/api.cpp
         useSmartPointer:*make_shared_array.hpp
-        constParameter:*src/targets/gpu/*.cpp
-        constParameter:*src/targets/gpu/*.hpp
-        # Suppress mlir_conv.cpp since this file will be deleted
-        *:*src/targets/gpu/mlir_conv.cpp
     FORCE
     INCONCLUSIVE
     RULE_FILE
@@ -251,15 +252,19 @@ rocm_enable_cppcheck(
         ${CMAKE_CURRENT_SOURCE_DIR}/src/targets/gpu/kernels/include
         ${CMAKE_CURRENT_SOURCE_DIR}/test/include
     DEFINE
+        MIGRAPHX_MLIR=1
         CPPCHECK=1
         __device__=
         __host__=
         __global__=
+    UNDEFINE
+        MIGRAPHX_USE_CLANG_TIDY
 )
 
 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)
@@ -267,6 +272,7 @@ 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)
@@ -277,7 +283,6 @@ file(MAKE_DIRECTORY ${DEST_DIR}/lib/onnx_migraphx)
 foreach(py_file ${backend_files})
     configure_file(${py_file} ${DEST_DIR}/lib/onnx_migraphx/. COPYONLY)
 endforeach(py_file)
-configure_file(${CMAKE_SOURCE_DIR}/test/py/onnx_backend_test.py ${DEST_DIR}/onnx_backend_test.py COPYONLY)
 
 rocm_create_package(
     NAME MIGraphX

Dockerfile

@@ -10,7 +10,7 @@ RUN apt-get update && apt-get install -y gnupg2 --no-install-recommends curl &&
     curl -sL http://repo.radeon.com/rocm/rocm.gpg.key | apt-key add -
 
 # Add rocm repository
-RUN sh -c 'echo deb [arch=amd64 trusted=yes] http://repo.radeon.com/rocm/apt/5.6/ focal main > /etc/apt/sources.list.d/rocm.list'
+RUN sh -c 'echo deb [arch=amd64 trusted=yes] http://repo.radeon.com/rocm/apt/5.7/ focal main > /etc/apt/sources.list.d/rocm.list'
 
 # From docs.amd.com for installing rocm. Needed to install properly
 RUN sh -c "echo 'Package: *\nPin: release o=repo.radeon.com\nPin-priority: 600' > /etc/apt/preferences.d/rocm-pin-600"
@@ -77,6 +77,9 @@ ADD dev-requirements.txt /dev-requirements.txt
 ADD requirements.txt /requirements.txt
 ADD rbuild.ini /rbuild.ini
 
+# Temporarily install a new cmake until switching to ubuntu 22.04
+RUN pip3 install cmake==3.22.1
+
 COPY ./tools/install_prereqs.sh /
 RUN /install_prereqs.sh /usr/local / && rm /install_prereqs.sh
 RUN test -f /usr/local/hash || exit 1
@@ -98,7 +101,6 @@ RUN cget -p $PREFIX install facebook/zstd@v1.4.5 -X subdir -DCMAKE_DIR=build/cma
 RUN cget -p $PREFIX install ccache@v4.1 -DENABLE_TESTING=OFF
 RUN cget -p /opt/cmake install kitware/cmake@v3.26.4
 
-
 COPY ./test/onnx/.onnxrt-commit /
 
 ARG ONNXRUNTIME_REPO=https://github.com/Microsoft/onnxruntime
@@ -113,9 +115,6 @@ RUN git clone --single-branch --branch ${ONNXRUNTIME_BRANCH} --recursive ${ONNXR
 
 ADD tools/build_and_test_onnxrt.sh /onnxruntime/build_and_test_onnxrt.sh
 
-# Use the /opt/cmake install because LLVM/MLIR need cmake >= 3.20
-RUN env PATH=/opt/cmake/bin:$PATH cget -p /usr/local install ROCmSoftwarePlatform/rocMLIR@1ad9d6df32acc6d29d58e8ed6710e36746d0a4d6 -DBUILD_FAT_LIBROCKCOMPILER=On
-
 ENV MIOPEN_FIND_DB_PATH=/tmp/miopen/find-db
 ENV MIOPEN_USER_DB_PATH=/tmp/miopen/user-db
 ENV LD_LIBRARY_PATH=$PREFIX/lib

Jenkinsfile

+def getgputargets() {
+    targets="gfx906;gfx908;gfx90a;gfx1030;gfx1100;gfx1101;gfx1102"
+    return targets
+}
 
 // def rocmtestnode(variant, name, body, args, pre) {
 def rocmtestnode(Map conf) {
@@ -107,16 +111,23 @@ rocmtest clang_debug: rocmnode('cdna') { cmake_build ->
     stage('hipRTC Debug') {
         def sanitizers = "undefined"
         def debug_flags = "-g -O2 -fsanitize=${sanitizers} -fno-sanitize-recover=${sanitizers}"
-        cmake_build(flags: "-DCMAKE_BUILD_TYPE=debug -DMIGRAPHX_ENABLE_PYTHON=Off -DCMAKE_CXX_FLAGS_DEBUG='${debug_flags}' -DCMAKE_C_FLAGS_DEBUG='${debug_flags}' -DMIGRAPHX_USE_HIPRTC=On", gpu_debug: true)
+        def gpu_targets = getgputargets()
+        cmake_build(flags: "-DCMAKE_BUILD_TYPE=debug -DMIGRAPHX_ENABLE_PYTHON=Off -DCMAKE_CXX_FLAGS_DEBUG='${debug_flags}' -DCMAKE_C_FLAGS_DEBUG='${debug_flags}' -DMIGRAPHX_USE_HIPRTC=On -DGPU_TARGETS='${gpu_targets}'", gpu_debug: true)
     }
-}, clang_release: rocmnode('cdna') { cmake_build ->
+}, clang_release: rocmnode('mi100+') { cmake_build ->
     stage('Hip Clang Release') {
-        cmake_build(flags: "-DCMAKE_BUILD_TYPE=release")
+        def gpu_targets = getgputargets()
+        cmake_build(flags: "-DCMAKE_BUILD_TYPE=release -DGPU_TARGETS='${gpu_targets}'")
         stash includes: 'build/*.deb', name: 'migraphx-package'
     }
+// }, hidden_symbols: rocmnode('cdna') { cmake_build ->
+//     stage('Hidden symbols') {
+//         cmake_build(flags: "-DMIGRAPHX_ENABLE_PYTHON=Off -DMIGRAPHX_ENABLE_GPU=On -DMIGRAPHX_ENABLE_CPU=On -DCMAKE_CXX_VISIBILITY_PRESET=hidden -DCMAKE_C_VISIBILITY_PRESET=hidden")
+//     }
 }, all_targets_debug : rocmnode('cdna') { cmake_build ->
     stage('All targets Release') {
-        cmake_build(flags: "-DCMAKE_BUILD_TYPE=release -DMIGRAPHX_ENABLE_GPU=On -DMIGRAPHX_ENABLE_CPU=On -DMIGRAPHX_ENABLE_FPGA=On") 
+        def gpu_targets = getgputargets()
+        cmake_build(flags: "-DCMAKE_BUILD_TYPE=release -DMIGRAPHX_ENABLE_GPU=On -DMIGRAPHX_ENABLE_CPU=On -DMIGRAPHX_ENABLE_FPGA=On -DGPU_TARGETS='${gpu_targets}'")
     }
 }, mlir_debug: rocmnode('cdna') { cmake_build ->
     stage('MLIR Debug') {
@@ -125,20 +136,23 @@ rocmtest clang_debug: rocmnode('cdna') { cmake_build ->
             // Note: the -fno-sanitize= is copied from upstream LLVM_UBSAN_FLAGS.
             def debug_flags_cxx = "-g -O2 -fsanitize=${sanitizers} -fno-sanitize=vptr,function -fno-sanitize-recover=${sanitizers}"
             def debug_flags = "-g -O2 -fsanitize=${sanitizers} -fno-sanitize=vptr -fno-sanitize-recover=${sanitizers}"
-            cmake_build(flags: "-DCMAKE_BUILD_TYPE=debug -DMIGRAPHX_ENABLE_PYTHON=Off -DMIGRAPHX_ENABLE_MLIR=On -DCMAKE_CXX_FLAGS_DEBUG='${debug_flags_cxx}' -DCMAKE_C_FLAGS_DEBUG='${debug_flags}'")
+            def gpu_targets = getgputargets()
+            cmake_build(flags: "-DCMAKE_BUILD_TYPE=debug -DMIGRAPHX_ENABLE_PYTHON=Off -DMIGRAPHX_ENABLE_MLIR=On -DCMAKE_CXX_FLAGS_DEBUG='${debug_flags_cxx}' -DCMAKE_C_FLAGS_DEBUG='${debug_flags}' -DGPU_TARGETS='${gpu_targets}'")
         }
     }
-}, ck_release: rocmnode('mi100+') { cmake_build ->
-    stage('CK Release') {
+}, ck_hiprtc: rocmnode('mi100+') { cmake_build ->
+    stage('CK hipRTC') {
         withEnv(['MIGRAPHX_ENABLE_CK=1', 'MIGRAPHX_TUNE_CK=1']) {
-            cmake_build(flags: "-DCMAKE_BUILD_TYPE=release")
+            def gpu_targets = getgputargets()
+            cmake_build(flags: "-DCMAKE_BUILD_TYPE=release -DMIGRAPHX_USE_HIPRTC=On -DGPU_TARGETS='${gpu_targets}'")
         }
     }
 }, clang_asan: rocmnode('nogpu') { cmake_build ->
     stage('Clang ASAN') {
         def sanitizers = "undefined,address"
         def debug_flags = "-g -O2 -fno-omit-frame-pointer -fsanitize=${sanitizers} -fno-sanitize-recover=${sanitizers}"
-        cmake_build(flags: "-DCMAKE_BUILD_TYPE=debug -DMIGRAPHX_ENABLE_PYTHON=Off -DMIGRAPHX_ENABLE_GPU=Off -DMIGRAPHX_ENABLE_CPU=On -DCMAKE_CXX_FLAGS_DEBUG='${debug_flags}' -DCMAKE_C_FLAGS_DEBUG='${debug_flags}'")
+        def gpu_targets = getgputargets()
+        cmake_build(flags: "-DCMAKE_BUILD_TYPE=debug -DMIGRAPHX_ENABLE_PYTHON=Off -DMIGRAPHX_ENABLE_GPU=Off -DMIGRAPHX_ENABLE_CPU=On -DCMAKE_CXX_FLAGS_DEBUG='${debug_flags}' -DCMAKE_C_FLAGS_DEBUG='${debug_flags}' -DGPU_TARGETS='${gpu_targets}'")
     }
 }//, clang_release_navi: rocmnode('navi21') { cmake_build ->
 //    stage('HIP Clang Release Navi') {
@@ -155,13 +169,14 @@ def onnxnode(name, body) {
     }
 }
 
-rocmtest onnx: onnxnode('cdna') { cmake_build ->
+rocmtest onnx: onnxnode('mi100+') { cmake_build ->
     stage("Onnx runtime") {
         sh '''
             apt install half
             #ls -lR
             md5sum ./build/*.deb
             dpkg -i ./build/*.deb
+            env
             cd /onnxruntime && ./build_and_test_onnxrt.sh
         '''
     }

cmake/ExportHeader.cmake

@@ -29,7 +29,10 @@ endif()
 include(GenerateExportHeader)
 
 function(migraphx_generate_export_header TARGET)
-    cmake_parse_arguments(PARSE "" "DIRECTORY" "" ${ARGN})
+    set(options)
+    set(oneValueArgs DIRECTORY)
+    set(multiValueArgs)
+    cmake_parse_arguments(PARSE "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
     if(PARSE_DIRECTORY)
         set(__directory ${PARSE_DIRECTORY})
     else()

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})

cppcheck.rules

@@ -107,6 +107,24 @@
         <summary>Use make_shared or make_unique instead of new</summary>
     </message>
 </rule>
+<rule>
+    <tokenlist>raw</tokenlist>
+    <pattern><![CDATA[ [^\(,;{}:]+ \w+ && (\w+|\(|\+|\-|\*)]]></pattern>
+    <message>
+        <id>UseNamedLogicOperator</id>
+        <severity>style</severity>
+        <summary>Use 'and' instead of &&</summary>
+    </message>
+</rule>
+<rule>
+    <tokenlist>raw</tokenlist>
+    <pattern><![CDATA[ (if|while) \([^\)&]+&& ]]></pattern>
+    <message>
+        <id>UseNamedLogicOperator</id>
+        <severity>style</severity>
+        <summary>Use 'and' instead of &&</summary>
+    </message>
+</rule>
 <rule>
     <tokenlist>raw</tokenlist>
     <pattern><![CDATA[ \|\| ]]></pattern>

dev-requirements.txt

@@ -25,6 +25,6 @@ ROCmSoftwarePlatform/rocm-recipes
 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@2.9 -DHAVE_RULES=1
-RadeonOpenCompute/rocm-cmake@027404a8326da6e7e9338e0b81f9428660190724 --build
+danmar/cppcheck@bb2711c22a0be09efe7f1a8da3030876471026c8 -DHAVE_RULES=1 # 2.11
+RadeonOpenCompute/rocm-cmake@5a34e72d9f113eb5d028e740c2def1f944619595 --build
 -f requirements.txt

docs/.sphinx/requirements.in

-rocm-docs-core==0.11.0
+rocm-docs-core>=0.20.0

docs/.sphinx/requirements.txt

 # Copyright (c) 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
-# 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.
-
-#
-# This file is autogenerated by pip-compile with Python 3.8
-# by the following command:
-#
-#    pip-compile requirements.in
-#
 accessible-pygments==0.0.4
     # via pydata-sphinx-theme
 alabaster==0.7.13
@@ -46,7 +21,7 @@ charset-normalizer==3.1.0
     # via requests
 click==8.1.3
     # via sphinx-external-toc
-cryptography==40.0.2
+cryptography==41.0.4
     # via pyjwt
 deprecated==1.2.13
     # via pygithub
@@ -60,22 +35,16 @@ fastjsonschema==2.16.3
     # via rocm-docs-core
 gitdb==4.0.10
     # via gitpython
-gitpython==3.1.31
+gitpython==3.1.32
     # via rocm-docs-core
 idna==3.4
     # via requests
 imagesize==1.4.1
     # via sphinx
-importlib-metadata==6.4.1
-    # via sphinx
-importlib-resources==5.12.0
-    # via rocm-docs-core
 jinja2==3.1.2
     # via
     #   myst-parser
     #   sphinx
-linkify-it-py==1.0.3
-    # via myst-parser
 markdown-it-py==2.2.0
     # via
     #   mdit-py-plugins
@@ -86,7 +55,7 @@ mdit-py-plugins==0.3.5
     # via myst-parser
 mdurl==0.1.2
     # via markdown-it-py
-myst-parser[linkify]==1.0.0
+myst-parser==1.0.0
     # via rocm-docs-core
 packaging==23.1
     # via
@@ -109,8 +78,6 @@ pyjwt[crypto]==2.6.0
     # via pygithub
 pynacl==1.5.0
     # via pygithub
-pytz==2023.3
-    # via babel
 pyyaml==6.0
     # via
     #   myst-parser
@@ -120,7 +87,7 @@ requests==2.28.2
     # via
     #   pygithub
     #   sphinx
-rocm-docs-core==0.11.0
+rocm-docs-core==0.24.2
     # via -r requirements.in
 smmap==5.0.0
     # via gitdb
@@ -163,13 +130,7 @@ sphinxcontrib-serializinghtml==1.1.5
     # via sphinx
 typing-extensions==4.5.0
     # via pydata-sphinx-theme
-uc-micro-py==1.0.1
-    # via linkify-it-py
 urllib3==1.26.15
     # via requests
 wrapt==1.15.0
     # via deprecated
-zipp==3.15.0
-    # via
-    #   importlib-metadata
-    #   importlib-resources

docs/dev_intro.rst

@@ -131,7 +131,7 @@ In this case, we can create `argument <migraphx::argument>` objects directly fro
     std::vector<float> results_vector(64);
     result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
 
-    EXPECT(migraphx::verify::verify_range(results_vector, sol));
+    EXPECT(migraphx::verify::verify_rms_range(results_vector, sol));
 
 An `argument <migraphx::argument>` can handle memory buffers from either the GPU or the CPU.
 By default when running the `program <migraphx::program>`, buffers are allocated on the corresponding target.

docs/driver.rst

@@ -50,9 +50,17 @@ Runs reference and CPU or GPU implementations and checks outputs for consistency
 
 .. include:: ./driver/compile.rst
 
-.. option::  --tolerance [double]
+.. option::  --rms-tol [double]
 
-Tolerance for errors (Default: 80)
+Tolerance for RMS error (Default: 0.001)
+
+.. option::  --atol [double]
+
+Tolerance for elementwise absolute difference (Default: 0.001)
+
+.. option::  --rtol [double]
+
+Tolerance for elementwise relative difference (Default: 0.001)
 
 .. option::  -i, --per-instruction
 

examples/migraphx/cpp_parse_load_save/parse_load_save.cpp

@@ -114,7 +114,7 @@ int main(int argc, char** argv)
 char* getCmdOption(char** begin, char** end, const std::string& option)
 {
     char** itr = std::find(begin, end, option);
-    if(itr != end && ++itr != end)
+    if(itr != end and ++itr != end)
     {
         return *itr;
     }

examples/migraphx/migraphx_driver/README.md

@@ -55,7 +55,9 @@ See below for a comprehensive list of commands and option arguments, as well as
 | --exhaustive-tune                        | Enable exhaustive search to find fastest kernel           |
 | --fp16                                   | Quantize for fp16                                         |
 | --int8                                   | Quantize for int8                                         |
-| --tolerance                              | Tolerance for errors                                      |
+| --rms-tol                                | Tolerance for the RMS error (Default: 0.001)              |
+| --atol                                   | Tolerance for elementwise absolute difference (Default: 0.001) |
+| --rtol                                   | Tolerance for elementwise relative difference (Default: 0.001) |
 | --per-instruction \| -i                  | Verify each instruction                                   |
 | --reduce \| -r                           | Reduce program and verify                                 |
 | --iterations \| -n                       | Number of iterations to run for perf report               |