This PR merges the `triton-mlir` branch, in which we have been quietly rewriting the Triton backend from scratch to increase maintainability, stability and ultimately performance. Changes to the runtime are minimal, and this new version aims to remain backward-compatible with the previous commit. The legacy backend is now officially deprecated, but can still be accessed via the `legacy-backend` tag. Co-authored-by: Keren Zhou <kerenzhou@openai.com> Co-authored-by: Yan Chunwei <yanchunwei@outlook.com> Co-authored-by: goostavz <109190422+goostavz@users.noreply.github.com> Co-authored-by: Shintaro Iwasaki <siwasaki@fb.com> Co-authored-by: Yan Da <dyanab@connect.ust.hk> Co-authored-by: Jun Yang <yangjunpro@gmail.com> Co-authored-by: Ian Bearman <ianb@microsoft.com> Co-authored-by: Jason Ansel <jansel@jansel.net> Co-authored-by: Qingyi Liu <qingyil@nvidia.com> Co-authored-by: ben-zhang-609 <110140741+ben-zhang-609@users.noreply.github.com> Co-authored-by: Chenggang Zhao <lyricz@yeah.net> Co-authored-by: ben-zhang-609 <benzh609@gmail.com> Co-authored-by: dongdongl <dongdongl@nvidia.com>
54 lines
1.8 KiB
C++
54 lines
1.8 KiB
C++
#include "triton/Dialect/TritonGPU/IR/Dialect.h"
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#include <gtest/gtest.h>
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using namespace mlir;
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using mlir::triton::gpu::SharedEncodingAttr;
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struct swizzleParams {
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int vec;
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int perPhase;
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int maxPhase;
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};
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struct ParamT {
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std::array<int64_t, 2> shape;
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int opIdx;
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int typeWidth;
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swizzleParams refSwizzle;
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};
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class SwizzleDotOperandTestFixture : public ::testing::TestWithParam<ParamT> {
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protected:
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ParamType param;
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};
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TEST_P(SwizzleDotOperandTestFixture, DotOperands) {
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auto params = GetParam();
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// init context
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MLIRContext ctx;
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ctx.loadDialect<triton::gpu::TritonGPUDialect>();
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// create encoding
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auto parent = triton::gpu::MmaEncodingAttr::get(&ctx, 2, 0, {1, 1});
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auto encoding =
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triton::gpu::DotOperandEncodingAttr::get(&ctx, params.opIdx, parent);
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// create element type
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Type eltType = IntegerType::get(&ctx, params.typeWidth);
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auto layout =
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SharedEncodingAttr::get(&ctx, encoding, params.shape, {1, 0}, eltType);
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ASSERT_EQ(layout.getVec(), params.refSwizzle.vec);
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ASSERT_EQ(layout.getPerPhase(), params.refSwizzle.perPhase);
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ASSERT_EQ(layout.getMaxPhase(), params.refSwizzle.maxPhase);
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}
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INSTANTIATE_TEST_SUITE_P(TestDotOperands, SwizzleDotOperandTestFixture,
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::testing::Values(ParamT{{128, 64}, 0, 16, {8, 1, 8}},
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ParamT{{64, 256}, 1, 16, {8, 1, 8}},
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ParamT{{128, 32}, 0, 16, {8, 2, 4}},
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ParamT{{32, 128}, 1, 16, {8, 1, 8}},
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ParamT{{32, 32}, 0, 16, {8, 2, 4}},
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ParamT{{32, 32}, 1, 16, {8, 2, 4}},
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ParamT{{16, 16}, 0, 16, {8, 4, 2}},
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ParamT{{16, 16}, 1, 16, {8, 4, 2}}));
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