Add ROCm support

marella · Aug 28, 2023 · 163709e · 163709e
1 parent a71db2c
commit 163709e
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Showing 3 changed files with 48 additions and 2 deletions.
diff --git a/CMakeLists.txt b/CMakeLists.txt
@@ -5,16 +5,18 @@ set(CT_INSTRUCTIONS "avx2" CACHE STRING "avx2 | avx | basic")
 
 option(CT_CUBLAS "Use cuBLAS" OFF)
 option(CT_CUDA_FORCE_DMMV "use dmmv instead of mmvq CUDA kernels" OFF)
-option(CT_CUDA_F16 "llama: use 16 bit floats for some calculations" OFF)
+option(CT_CUDA_F16 "use 16 bit floats for some calculations" OFF)
 set(CT_CUDA_MMQ_Y "64" CACHE STRING "y tile size for mmq CUDA kernels")
 set(CT_CUDA_DMMV_X "32" CACHE STRING "x stride for dmmv CUDA kernels")
 set(CT_CUDA_MMV_Y "1" CACHE STRING "y block size for mmv CUDA kernels")
 set(CT_CUDA_KQUANTS_ITER "2" CACHE STRING "iters/thread per block for Q2_K/Q6_K")
 
+option(CT_HIPBLAS "Use hipBLAS" OFF)
 option(CT_METAL "Use Metal" OFF)
 
 message(STATUS "CT_INSTRUCTIONS: ${CT_INSTRUCTIONS}")
 message(STATUS "CT_CUBLAS: ${CT_CUBLAS}")
+message(STATUS "CT_HIPBLAS: ${CT_HIPBLAS}")
 message(STATUS "CT_METAL: ${CT_METAL}")
 
 set(BUILD_SHARED_LIBS ON)
@@ -162,6 +164,42 @@ if (CT_CUBLAS)
     endif()
 endif()
 
+if (CT_HIPBLAS)
+    list(APPEND CMAKE_PREFIX_PATH /opt/rocm)
+
+    if (NOT ${CMAKE_C_COMPILER_ID} MATCHES "Clang")
+        message(WARNING "Only LLVM is supported for HIP, hint: CC=/opt/rocm/llvm/bin/clang")
+    endif()
+    if (NOT ${CMAKE_CXX_COMPILER_ID} MATCHES "Clang")
+        message(WARNING "Only LLVM is supported for HIP, hint: CXX=/opt/rocm/llvm/bin/clang++")
+    endif()
+
+    find_package(hip)
+    find_package(hipblas)
+    find_package(rocblas)
+
+    if (${hipblas_FOUND} AND ${hip_FOUND})
+        message(STATUS "HIP and hipBLAS found")
+        set_source_files_properties(models/ggml/ggml-cuda.cu PROPERTIES LANGUAGE CXX)
+
+        target_sources(ctransformers PRIVATE models/ggml/ggml-cuda.cu)
+        target_link_libraries(ctransformers PRIVATE hip::device hip::host roc::rocblas roc::hipblas)
+
+        target_compile_definitions(ctransformers PRIVATE GGML_USE_HIPBLAS)
+        target_compile_definitions(ctransformers PRIVATE GGML_USE_CUBLAS)
+        target_compile_definitions(ctransformers PRIVATE GGML_CUDA_MMQ_Y=${CT_CUDA_MMQ_Y})
+        target_compile_definitions(ctransformers PRIVATE GGML_CUDA_DMMV_X=${CT_CUDA_DMMV_X})
+        target_compile_definitions(ctransformers PRIVATE GGML_CUDA_MMV_Y=${CT_CUDA_MMV_Y})
+        target_compile_definitions(ctransformers PRIVATE K_QUANTS_PER_ITERATION=${CT_CUDA_KQUANTS_ITER})
+        target_compile_definitions(ctransformers PRIVATE CC_TURING=1000000000)
+        if (CT_CUDA_FORCE_DMMV)
+            target_compile_definitions(ctransformers PRIVATE GGML_CUDA_FORCE_DMMV)
+        endif()
+    else()
+        message(WARNING "hipBLAS or HIP not found. Try setting CMAKE_PREFIX_PATH=/opt/rocm")
+    endif()
+endif()
+
 if (CT_METAL)
     find_library(FOUNDATION_LIBRARY         Foundation              REQUIRED)
     find_library(METAL_FRAMEWORK            Metal                   REQUIRED)

diff --git a/README.md b/README.md
@@ -93,6 +93,14 @@ Install CUDA libraries using:
 pip install ctransformers[cuda]
 ```
 
+#### ROCm
+
+To enable ROCm support, install the `ctransformers` package using:
+
+```sh
+CT_HIPBLAS=1 pip install ctransformers --no-binary ctransformers
+```
+
 #### Metal
 
 To enable Metal support, install the `ctransformers` package using:

diff --git a/setup.py b/setup.py
@@ -7,7 +7,7 @@
     from skbuild import setup
 
     cmake_args = []
-    for key in ["CT_INSTRUCTIONS", "CT_CUBLAS", "CT_METAL"]:
+    for key in ["CT_INSTRUCTIONS", "CT_CUBLAS", "CT_HIPBLAS", "CT_METAL"]:
         value = os.environ.get(key)
         if value:
             cmake_args.append(f"-D{key}={value}")