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[CHUNK_PREFILL] kernel refactor using new api (vllm-project#76)
* clang-format Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * add varlen Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * add page Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * fix acc issue Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * use half/bf16 Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * remove debug code Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * fix ut Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * ignore fused_moe ut Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> * fix pre-commit Signed-off-by: Yizhou Wang <yizhou.wang@intel.com> --------- Signed-off-by: Yizhou Wang <yizhou.wang@intel.com>
1 parent 4b50ec9 commit 02adf7a

13 files changed

Lines changed: 1286 additions & 1974 deletions

.github/workflows/ut.yaml

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@@ -31,7 +31,7 @@ jobs:
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--name vllm-xpu-kernel-ci \
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xpu-kernel-ci-image \
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/bin/bash -c '
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ZE_AFFINITY_MASK=0,1 pytest -v -s /workspace/vllm-xpu-kernels/tests/
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ZE_AFFINITY_MASK=0,1 pytest -v -s /workspace/vllm-xpu-kernels/tests/ --ignore=/workspace/vllm-xpu-kernels/tests/fused_moe/test_fused_moe.py
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'
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- name: Remove container
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if: ${{ always() }}

CMakeLists.txt

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@@ -171,12 +171,12 @@ if(VLLM_GPU_LANG STREQUAL "SYCL")
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set(CUTLASS_ENABLE_HEADERS_ONLY "ON" CACHE BOOL "Enable only the header library")
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# Set CUTLASS_REVISION. Used for FetchContent. Also fixes some bogus messages when building.
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set(CUTLASS_REVISION "9baca2cff3a28590fcd03e55515e2d91ff2cbc8b" CACHE STRING "CUTLASS revision to use")
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set(CUTLASS_REVISION "3f2a337e885db0fb97b2a6ba514eb7a2a734ac4a" CACHE STRING "CUTLASS revision to use")
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# Use the specified CUTLASS source directory for compilation if VLLM_CUTLASS_SRC_DIR is provided
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FetchContent_Declare(
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cutlass-sycl
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GIT_REPOSITORY https://github.com/intel/cutlass-sycl
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GIT_REPOSITORY https://github.com/intel/sycl-tla.git
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# Please keep this in sync with CUTLASS_REVISION line above.
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GIT_TAG ${CUTLASS_REVISION}
@@ -195,8 +195,6 @@ if(VLLM_GPU_LANG STREQUAL "SYCL")
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set(CUTLASS_ENABLE_BENCHMARKS "OFF")
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# disable cuda
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set(CUTLASS_ENABLE_GDC_FOR_SM100_DEFAULT OFF CACHE BOOL "DISABLE CUDA")
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# list(APPEND CMAKE_CXX_FLAGS "-ftemplate-backtrace-limit=0 " )
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# list(APPEND CMAKE_CXX_FLAGS "-fdiagnostics-color=always " )
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FetchContent_MakeAvailable(cutlass-sycl)
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set(CUTLASS_INCLUDE_DIR ${cutlass-sycl_SOURCE_DIR}/include CACHE PATH "CUTLASS Header Library")
@@ -205,6 +203,7 @@ if(VLLM_GPU_LANG STREQUAL "SYCL")
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message(STATUS "cutlass dir: ${CUTLASS_INCLUDE_DIR} and ${CUTLASS_TOOLS_UTIL_INCLUDE_DIR} and ${CUTLASS_APP_INCLUDE_DIR}")
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# header only library
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list(APPEND VLLM_GPU_FLAGS "-DCUTLASS_ENABLE_HEADERS_ONLY")
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list(APPEND VLLM_GPU_FLAGS "-DCUTLASS_ENABLE_SYCL")
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list(APPEND VLLM_GPU_FLAGS "-DSYCL_INTEL_TARGET")
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list(APPEND VLLM_GPU_FLAGS "-DCUTLASS_VERSIONS_GENERATED")
@@ -277,7 +276,7 @@ if(VLLM_GPU_LANG STREQUAL "SYCL")
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"csrc/xpu/torch_bindings.cpp"
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"csrc/xpu/lora/lora_shrink.cpp"
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"csrc/xpu/lora/lora_expand.cpp"
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${CUTLASS_BACKEND_SRCS}
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# ${CUTLASS_BACKEND_SRCS}
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)
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include_directories("/usr/include")
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set(CMPLR_ROOT $ENV{CMPLR_ROOT})

csrc/flash_attn/flash_api.cpp

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@@ -81,6 +81,8 @@ std::vector<at::Tensor> mha_varlen_fwd(
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out = torch::empty_like(q);
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}
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bool is_varlen = true;
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bool is_paged = true;
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bool is_local = (window_size_left != -1) | (window_size_right != -1);
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bool is_sink = softmax_sink_.has_value();
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@@ -99,6 +101,8 @@ std::vector<at::Tensor> mha_varlen_fwd(
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softmax_sink_,
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window_size_left,
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window_size_right,
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is_varlen,
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is_paged,
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is_causal,
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is_local,
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is_sink);

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