switch to rocThrust for thrust/cub APIs (pytorch#25620)

iotamudelta · facebook-github-bot · commit 4fe857187c8c · 2019-09-03T22:16:30.000-07:00
Summary: Pull Request resolved: pytorch#25620 Pull Request resolved: pytorch#25602 Enable rocThrust with hipCUB and rocPRIM for ROCm. They are the ROCm implementations of the thrust and cub APIs and replace the older hip-thrust and cub-hip packages going forward. ROCm 2.5 is the first release to contain the new packages as an option, as of 2.6 they will be the only available option. Add hipification rules to correctly hipify thrust::cuda to thrust::hip and cub:: to hipcub:: going forward. Add hipification rules to hipify specific cub headers to the general hipcub header. Infrastructure work to correctly find, include and link against the new packages. Add the macro definition to choose the HIP backend to Thrust. Since include chains are now a little different from CUDA's Thrust, add includes for functionality used where applicable. Skip four tests that fail with the new rocThrust for now. Pull Request resolved: pytorch#21864 Reviewed By: xw285cornell Differential Revision: D16940768 Pulled By: bddppq fbshipit-source-id: 3dba8a8f1763dd23d89eb0dd26d1db109973dbe5
diff --git a/.circleci/cimodel/data/caffe2_build_definitions.py b/.circleci/cimodel/data/caffe2_build_definitions.py
@@ -14,7 +14,7 @@
 
 DOCKER_IMAGE_PATH_BASE = "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/"
 
-DOCKER_IMAGE_VERSION = 287
+DOCKER_IMAGE_VERSION = 301
 
 
 @dataclass
diff --git a/.circleci/config.yml b/.circleci/config.yml
@@ -1835,7 +1835,7 @@ workflows:
                 - master
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-gcc4.8-ubuntu14.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc4.8-ubuntu14.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc4.8-ubuntu14.04:301"
       - caffe2_linux_test:
           name: caffe2_py2_gcc4_8_ubuntu14_04_test
           requires:
@@ -1847,7 +1847,7 @@ workflows:
                 - master
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-gcc4.8-ubuntu14.04-test"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc4.8-ubuntu14.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc4.8-ubuntu14.04:301"
           resource_class: large
       - caffe2_linux_build:
           name: caffe2_py2_cuda9_0_cudnn7_ubuntu16_04_build
@@ -1859,7 +1859,7 @@ workflows:
                 - master
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-cuda9.0-cudnn7-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:301"
       - caffe2_linux_test:
           name: caffe2_py2_cuda9_0_cudnn7_ubuntu16_04_test
           requires:
@@ -1872,65 +1872,65 @@ workflows:
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-cuda9.0-cudnn7-ubuntu16.04-test"
           use_cuda_docker_runtime: "1"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:301"
           resource_class: gpu.medium
       - caffe2_linux_build:
           name: caffe2_cmake_cuda9_0_cudnn7_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-cmake-cuda9.0-cudnn7-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:301"
       - caffe2_linux_test:
           name: caffe2_cmake_cuda9_0_cudnn7_ubuntu16_04_test
           requires:
             - setup
             - caffe2_cmake_cuda9_0_cudnn7_ubuntu16_04_build
           build_environment: "caffe2-cmake-cuda9.0-cudnn7-ubuntu16.04-test"
           use_cuda_docker_runtime: "1"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-ubuntu16.04:301"
           resource_class: gpu.medium
       - caffe2_linux_build:
           name: caffe2_py2_cuda9_1_cudnn7_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-py2-cuda9.1-cudnn7-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.1-cudnn7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.1-cudnn7-ubuntu16.04:301"
       - caffe2_linux_test:
           name: caffe2_py2_cuda9_1_cudnn7_ubuntu16_04_test
           requires:
             - setup
             - caffe2_py2_cuda9_1_cudnn7_ubuntu16_04_build
           build_environment: "caffe2-py2-cuda9.1-cudnn7-ubuntu16.04-test"
           use_cuda_docker_runtime: "1"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.1-cudnn7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.1-cudnn7-ubuntu16.04:301"
           resource_class: gpu.medium
       - caffe2_linux_build:
           name: caffe2_py2_mkl_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-py2-mkl-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-mkl-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-mkl-ubuntu16.04:301"
       - caffe2_linux_test:
           name: caffe2_py2_mkl_ubuntu16_04_test
           requires:
             - setup
             - caffe2_py2_mkl_ubuntu16_04_build
           build_environment: "caffe2-py2-mkl-ubuntu16.04-test"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-mkl-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-mkl-ubuntu16.04:301"
           resource_class: large
       - caffe2_linux_build:
           name: caffe2_onnx_py2_gcc5_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-onnx-py2-gcc5-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc5-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc5-ubuntu16.04:301"
       - caffe2_linux_test:
           name: caffe2_onnx_py2_gcc5_ubuntu16_04_test
           requires:
             - setup
             - caffe2_onnx_py2_gcc5_ubuntu16_04_build
           build_environment: "caffe2-onnx-py2-gcc5-ubuntu16.04-test"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc5-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-gcc5-ubuntu16.04:301"
           resource_class: large
       - caffe2_linux_build:
           name: caffe2_py2_clang3_8_ubuntu16_04_build
@@ -1942,7 +1942,7 @@ workflows:
                 - master
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-clang3.8-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-clang3.8-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-clang3.8-ubuntu16.04:301"
           build_only: "1"
       - caffe2_linux_build:
           name: caffe2_py2_clang3_9_ubuntu16_04_build
@@ -1954,35 +1954,35 @@ workflows:
                 - master
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-clang3.9-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-clang3.9-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-clang3.9-ubuntu16.04:301"
           build_only: "1"
       - caffe2_linux_build:
           name: caffe2_py2_clang7_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-py2-clang7-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-clang7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-clang7-ubuntu16.04:301"
           build_only: "1"
       - caffe2_linux_build:
           name: caffe2_onnx_py3_6_clang7_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-onnx-py3.6-clang7-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py3.6-clang7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py3.6-clang7-ubuntu16.04:301"
       - caffe2_linux_test:
           name: caffe2_onnx_py3_6_clang7_ubuntu16_04_test
           requires:
             - setup
             - caffe2_onnx_py3_6_clang7_ubuntu16_04_build
           build_environment: "caffe2-onnx-py3.6-clang7-ubuntu16.04-test"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py3.6-clang7-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py3.6-clang7-ubuntu16.04:301"
           resource_class: large
       - caffe2_linux_build:
           name: caffe2_py2_android_ubuntu16_04_build
           requires:
             - setup
           build_environment: "caffe2-py2-android-ubuntu16.04-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-android-ubuntu16.04:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-android-ubuntu16.04:301"
           build_only: "1"
       - caffe2_linux_build:
           name: caffe2_py2_cuda9_0_cudnn7_centos7_build
@@ -1994,7 +1994,7 @@ workflows:
                 - master
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-cuda9.0-cudnn7-centos7-build"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-centos7:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-centos7:301"
       - caffe2_linux_test:
           name: caffe2_py2_cuda9_0_cudnn7_centos7_test
           requires:
@@ -2007,7 +2007,7 @@ workflows:
                 - /ci-all\/.*/
           build_environment: "caffe2-py2-cuda9.0-cudnn7-centos7-test"
           use_cuda_docker_runtime: "1"
-          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-centos7:287"
+          docker_image: "308535385114.dkr.ecr.us-east-1.amazonaws.com/caffe2/py2-cuda9.0-cudnn7-centos7:301"
           resource_class: gpu.medium
       - caffe2_macos_build:
           name: caffe2_py2_ios_macos10_13_build
diff --git a/aten/src/ATen/native/cuda/Embedding.cu b/aten/src/ATen/native/cuda/Embedding.cu
@@ -10,6 +10,7 @@
 #include <THC/THCThrustAllocator.cuh>
 
 #include <thrust/execution_policy.h>
+#include <thrust/iterator/constant_iterator.h>
 #include <thrust/unique.h>
 
 #include <ATen/native/cuda/EmbeddingBackwardKernel.cuh>
diff --git a/aten/src/ATen/native/cuda/EmbeddingBag.cu b/aten/src/ATen/native/cuda/EmbeddingBag.cu
@@ -13,6 +13,7 @@
 
 #include <thrust/execution_policy.h>
 #include <thrust/unique.h>
+#include <thrust/iterator/constant_iterator.h>
 #include <thrust/device_vector.h>
 
 #include <ATen/native/cuda/EmbeddingBackwardKernel.cuh>
diff --git a/aten/src/ATen/native/cuda/Unique.cu b/aten/src/ATen/native/cuda/Unique.cu
@@ -6,6 +6,7 @@
 
 #include <tuple>
 #include <iterator>
+#include <thrust/adjacent_difference.h>
 #include <thrust/unique.h>
 #include <thrust/sort.h>
 #include <thrust/scan.h>
diff --git a/aten/src/THC/generic/THCTensorMode.cu b/aten/src/THC/generic/THCTensorMode.cu
@@ -2,6 +2,8 @@
 #define THC_GENERIC_FILE "THC/generic/THCTensorMode.cu"
 #else
 
+#include <thrust/iterator/constant_iterator.h>
+
 void THCTensor_(calculateMode)(THCState *state,
                                THCTensor *values,
                                THCudaLongTensor *indices,
diff --git a/aten/src/THCUNN/generic/LookupTable.cu b/aten/src/THCUNN/generic/LookupTable.cu
@@ -2,6 +2,8 @@
 #define THC_GENERIC_FILE "THCUNN/generic/LookupTable.cu"
 #else
 
+#include <thrust/iterator/constant_iterator.h>
+
 void THNN_(LookupTable_accGradParameters)(
            THCState *state,
            THCIndexTensor *input,
diff --git a/caffe2/core/common_gpu.cc b/caffe2/core/common_gpu.cc
@@ -257,6 +257,14 @@ const char* cublasGetErrorString(cublasStatus_t error) {
 #ifdef __HIP_PLATFORM_HCC__
   case rocblas_status_invalid_size:
     return "rocblas_status_invalid_size";
+  case rocblas_status_perf_degraded:
+    return "rocblas_status_perf_degraded";
+  case rocblas_status_size_query_mismatch:
+    return "rocblas_status_size_query_mismatch";
+  case rocblas_status_size_increased:
+    return "rocblas_status_size_increased";
+  case rocblas_status_size_unchanged:
+    return "rocblas_status_size_unchanged";
 #endif
   }
   // To suppress compiler warning.
diff --git a/caffe2/operators/generate_proposals_op.cu b/caffe2/operators/generate_proposals_op.cu
@@ -6,6 +6,10 @@
 #include "caffe2/operators/generate_proposals_op_util_nms.h"
 #include "caffe2/operators/generate_proposals_op_util_nms_gpu.h"
 
+#ifdef __HIP_PLATFORM_HCC__
+#include <cfloat>
+#endif
+
 using caffe2::utils::RotatedBox;
 
 namespace caffe2 {
diff --git a/caffe2/operators/reduce_front_back_max_ops.cu b/caffe2/operators/reduce_front_back_max_ops.cu
@@ -2,6 +2,10 @@
 #include "caffe2/core/context_gpu.h"
 #include "caffe2/operators/reduce_front_back_max_ops.h"
 
+#ifdef __HIP_PLATFORM_HCC__
+#include <cfloat>
+#endif
+
 namespace caffe2 {
 
 /***
diff --git a/caffe2/operators/rmac_regions_op.cu b/caffe2/operators/rmac_regions_op.cu
@@ -3,7 +3,15 @@
 #include "caffe2/core/context_gpu.h"
 #include "caffe2/operators/rmac_regions_op.h"
 
+#ifdef __HIP_PLATFORM_HCC__
+#include <cfloat>
+#endif
+
+#ifdef __HIP_PLATFORM_HCC__
+namespace rocprim {
+#else
 namespace cub {
+#endif
 
 template <typename KeyT, typename ValueT>
 inline __host__ __device__ bool operator<(
diff --git a/caffe2/operators/unique_ops.cu b/caffe2/operators/unique_ops.cu
@@ -21,6 +21,7 @@
 #include <thrust/sort.h>
 #include <thrust/system/cuda/execution_policy.h>
 #include <thrust/unique.h>
+#include <thrust/version.h>
 #include "caffe2/core/context_gpu.h"
 
 namespace caffe2 {
diff --git a/caffe2/utils/math_gpu.cu b/caffe2/utils/math_gpu.cu
@@ -622,10 +622,8 @@ CAFFE2_CUDA_EXPORT void Gemm<at::Half, CUDAContext>(
         N, // ldd
         rocblas_datatype_f32_r, // compute type
         rocblas_gemm_algo_standard, // rocblas_gemm_algo
-        0, // solution index, reserved for future use
-        0, // flags, reserved for future use
-        NULL, // size of workspace
-        NULL)); // workspace
+        0,   // solution index, reserved for future use
+        0)); // flags, reserved for future use
 #else
     CUBLAS_ENFORCE(cublasSgemmEx(
         context->cublas_handle(),
@@ -1033,10 +1031,8 @@ CAFFE2_CUDA_EXPORT void GemmStridedBatched<at::Half, CUDAContext>(
         batch_size,
         rocblas_datatype_f32_r, // compute type
         rocblas_gemm_algo_standard, // rocblas_gemm_algo
-        0, // solution index, reserved for future use
-        0, // flags, reserved for future use
-        NULL, // size of workspace
-        NULL)); // workspace
+        0,   // solution index, reserved for future use
+        0)); // flags, reserved for future use
 #else
     CUBLAS_ENFORCE(cublasGemmStridedBatchedEx(
         context->cublas_handle(),
@@ -1178,10 +1174,8 @@ CAFFE2_CUDA_EXPORT void Gemv<at::Half, CUDAContext>(
         ldc, // ldd
         rocblas_datatype_f32_r, // compute type
         rocblas_gemm_algo_standard, // rocblas_gemm_algo
-        0, // solution index, reserved for future use
-        0, // flags, reserved for future use
-        NULL, // size of workspace
-        NULL)); // workspace
+        0,   // solution index, reserved for future use
+        0)); // flags, reserved for future use
 #else
     CUBLAS_ENFORCE(cublasSgemmEx(
         context->cublas_handle(),
diff --git a/cmake/Dependencies.cmake b/cmake/Dependencies.cmake
@@ -872,6 +872,7 @@ if(USE_ROCM)
     list(APPEND HIP_CXX_FLAGS -Wno-unused-command-line-argument)
     list(APPEND HIP_CXX_FLAGS -Wno-duplicate-decl-specifier)
     list(APPEND HIP_CXX_FLAGS -DCAFFE2_USE_MIOPEN)
+    list(APPEND HIP_CXX_FLAGS -DTHRUST_DEVICE_SYSTEM=THRUST_DEVICE_SYSTEM_HIP)
 
     if(CMAKE_BUILD_TYPE MATCHES Debug)
        list(APPEND HIP_CXX_FLAGS -g)
@@ -887,13 +888,12 @@ if(USE_ROCM)
     endforeach()
 
     set(Caffe2_HIP_INCLUDE
-      ${hip_INCLUDE_DIRS} ${hcc_INCLUDE_DIRS} ${hsa_INCLUDE_DIRS} ${rocrand_INCLUDE_DIRS} ${hiprand_INCLUDE_DIRS} ${rocblas_INCLUDE_DIRS} ${miopen_INCLUDE_DIRS} ${thrust_INCLUDE_DIRS} $<INSTALL_INTERFACE:include> ${Caffe2_HIP_INCLUDE})
-
+      ${thrust_INCLUDE_DIRS} ${hipcub_INCLUDE_DIRS} ${rocprim_INCLUDE_DIRS} ${miopen_INCLUDE_DIRS} ${rocblas_INCLUDE_DIRS} ${rocrand_INCLUDE_DIRS} ${hiprand_INCLUDE_DIRS} ${hip_INCLUDE_DIRS} ${hcc_INCLUDE_DIRS} ${hsa_INCLUDE_DIRS} $<INSTALL_INTERFACE:include> ${Caffe2_HIP_INCLUDE})
     # This is needed for library added by hip_add_library (same for hip_add_executable)
     hip_include_directories(${Caffe2_HIP_INCLUDE})
 
     set(Caffe2_HIP_DEPENDENCY_LIBS
-      ${PYTORCH_HIP_HCC_LIBRARIES} ${PYTORCH_MIOPEN_LIBRARIES})
+      ${PYTORCH_HIP_HCC_LIBRARIES} ${PYTORCH_MIOPEN_LIBRARIES} ${hipcub_LIBRARIES})
 
     # Note [rocblas & rocfft cmake bug]
     # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
diff --git a/cmake/public/LoadHIP.cmake b/cmake/public/LoadHIP.cmake
diff --git a/docker/caffe2/jenkins/common/install_rocm.sh b/docker/caffe2/jenkins/common/install_rocm.sh
diff --git a/test/test_sparse.py b/test/test_sparse.py
diff --git a/test/test_torch.py b/test/test_torch.py
diff --git a/tools/amd_build/pyHIPIFY/cuda_to_hip_mappings.py b/tools/amd_build/pyHIPIFY/cuda_to_hip_mappings.py
