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[Conversion] convert triton ops(load2d/store2d/prefetch2d/dot) with b…
…lock ptr to llvm (triton-lang#739) ttgi.prefetch=> gen.matrix.2Dblockprefetch tt.load => genx.matrix.2Dblockload tt.store =>genx.matrix.2Dblockstore tt.dot => gen.matrix.dpas tt.make_tensor_ptr => v2i32(offsetx, offsety) tt.advance => update v2i32(offsetx, offsety) ttgi.glue => llvm.shuffle ttgi.extract => llvm.shuflle --------- Signed-off-by: Tiotto, Ettore <ettore.tiotto@intel.com> Co-authored-by: Tiotto, Ettore <ettore.tiotto@intel.com>
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// RUN: TRITON_INTEL_ENABLE_BLOCK_PTR=1 triton-opt %s --convert-triton-intel-gpu-to-llvm | FileCheck %s | ||
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module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 32 : i32, triton_gpu.shared = 0 : i32, "triton_gpu.threads-per-warp" = 1 : i32} { | ||
// CHECK-DAG: llvm.func spir_funccc @llvm.genx.GenISA.LSC2DBlockWrite.v8i32(i64, i32, i32, i32, i32, i32, i32, i32, i32, i32, i1, i1, i32, vector<8xi32>) | ||
// CHECK-DAG: llvm.func spir_funccc @_Z38intel_sub_group_f16_f16_matrix_mad_k16Dv8_sDv8_iDv8_f(vector<8xi16>, vector<8xi32>, vector<8xf32>) -> vector<8xf32> attributes {passthrough = ["convergent"]} | ||
// CHECK-DAG: llvm.func spir_funccc @llvm.genx.GenISA.LSC2DBlockRead.v32i32(i64, i32, i32, i32, i32, i32, i32, i32, i32, i32, i1, i1, i32) -> vector<32xi32> | ||
// CHECK-DAG: llvm.func spir_funccc @llvm.genx.GenISA.LSC2DBlockRead.v64i16(i64, i32, i32, i32, i32, i32, i32, i32, i32, i32, i1, i1, i32) -> vector<64xi16> | ||
// CHECK-DAG: llvm.func spir_funccc @llvm.genx.GenISA.LSC2DBlockPrefetch.isVoid(i64, i32, i32, i32, i32, i32, i32, i32, i32, i32, i1, i1, i32) | ||
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tt.func public @matmul_kernel_with_block_pointers(%arg0: !tt.ptr<f16, 1>, %arg1: !tt.ptr<f16, 1>, %arg2: !tt.ptr<f32, 1>, %arg3: i32, %arg4: i32, %arg5: i32) { | ||
// CHECK-LABEL: @matmul_kernel_with_block_pointers | ||
%c3_i32 = arith.constant 3 : i32 | ||
%c7_i32 = arith.constant 7 : i32 | ||
%c63_i32 = arith.constant 63 : i32 | ||
%c48_i32 = arith.constant 48 : i32 | ||
%c24_i32 = arith.constant 24 : i32 | ||
%c64_i32 = arith.constant 64 : i32 | ||
%c16_i32 = arith.constant 16 : i32 | ||
%c4096_i32 = arith.constant 4096 : i32 | ||
%c8_i32 = arith.constant 8 : i32 | ||
%c4_i32 = arith.constant 4 : i32 | ||
%c256_i32 = arith.constant 256 : i32 | ||
%c4096_i64 = arith.constant 4096 : i64 | ||
%c1_i64 = arith.constant 1 : i64 | ||
%c0_i32 = arith.constant 0 : i32 | ||
%c32_i32 = arith.constant 32 : i32 | ||
%cst = arith.constant dense<0.000000e+00> : tensor<8x16xf32> | ||
%0 = gpu.subgroup_id : index | ||
%1 = arith.index_cast %0 : index to i32 | ||
%2 = tt.get_program_id x : i32 | ||
%3 = arith.divsi %2, %c64_i32 : i32 | ||
%4 = arith.muli %3, %c4_i32 : i32 | ||
%5 = arith.subi %c16_i32, %4 : i32 | ||
%6 = arith.minsi %5, %c4_i32 : i32 | ||
%7 = arith.remsi %2, %6 : i32 | ||
%8 = arith.addi %4, %7 : i32 | ||
%9 = arith.andi %2, %c63_i32 : i32 | ||
%10 = arith.divsi %9, %6 : i32 | ||
%11 = arith.muli %8, %c256_i32 : i32 | ||
%12 = arith.muli %1, %c8_i32 : i32 | ||
%13 = arith.addi %12, %11 : i32 | ||
// CHECK: [[UNDEF:%.*]] = llvm.mlir.undef : vector<2xi32> | ||
// CHECK-NEXT: [[ZERO:%.*]] = llvm.mlir.constant(0 : i32) : i32 | ||
// CHECK-NEXT: [[INSERT0:%.*]] = llvm.insertelement {{.*}}, [[UNDEF]][[[ZERO]] : i32] : vector<2xi32> | ||
// CHECK-NEXT: [[ONE:%.*]] = llvm.mlir.constant(1 : i32) : i32 | ||
// CHECK-NEXT: [[INSERT1:%.*]] = llvm.insertelement {{.*}}, [[INSERT0]][[[ONE]] : i32] : vector<2xi32> | ||
%14 = tt.make_tensor_ptr %arg0, [%c4096_i64, %c4096_i64], [%c4096_i64, %c1_i64], [%13, %c0_i32] {order = array<i32: 1, 0>} : <tensor<8x32xf16>, 1> | ||
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// CHECK: [[PTR:%.*]] = llvm.ptrtoint %arg0 : !llvm.ptr<1> to i64 | ||
// CHECK: llvm.call @llvm.genx.GenISA.LSC2DBlockPrefetch.isVoid([[PTR]], {{.*}}) | ||
triton_intel_gpu.prefetch %14 {cache = 1 : i32, evict = 1 : i32, isVolatile = false} : !tt.ptr<tensor<8x32xf16>, 1> | ||
%18 = arith.divsi %1, %c4_i32 : i32 | ||
%19 = arith.andi %18, %c7_i32 : i32 | ||
%20 = arith.muli %19, %c32_i32 : i32 | ||
%21 = arith.addi %20, %11 : i32 | ||
%22 = tt.make_tensor_ptr %arg0, [%c4096_i64, %c4096_i64], [%c4096_i64, %c1_i64], [%21, %c0_i32] {order = array<i32: 1, 0>} : <tensor<32x32xf16>, 1> | ||
%23 = arith.muli %10, %c256_i32 : i32 | ||
%34 = arith.andi %1, %c3_i32 : i32 | ||
%35 = arith.muli %34, %c64_i32 : i32 | ||
%36 = arith.addi %35, %23 : i32 | ||
%37 = tt.make_tensor_ptr %arg1, [%c4096_i64, %c4096_i64], [%c4096_i64, %c1_i64], [%c0_i32, %36] {order = array<i32: 1, 0>} : <tensor<32x32xf16>, 1> | ||
%38 = arith.addi %36, %c32_i32 : i32 | ||
%39 = tt.make_tensor_ptr %arg1, [%c4096_i64, %c4096_i64], [%c4096_i64, %c1_i64], [%c0_i32, %38] {order = array<i32: 1, 0>} : <tensor<32x32xf16>, 1> | ||
cf.br ^bb1(%c0_i32, %cst, %22, %37, %39 : i32, tensor<8x16xf32>, !tt.ptr<tensor<32x32xf16>, 1>, !tt.ptr<tensor<32x32xf16>, 1>, !tt.ptr<tensor<32x32xf16>, 1>) | ||
^bb1(%40: i32, %41: tensor<8x16xf32>, %57: !tt.ptr<tensor<32x32xf16>, 1>, %58: !tt.ptr<tensor<32x32xf16>, 1>, %59: !tt.ptr<tensor<32x32xf16>, 1>): | ||
%62 = arith.cmpi slt, %40, %c4096_i32 : i32 | ||
cf.cond_br %62, ^bb2, ^bb3 | ||
^bb2: | ||
// CHECK: [[A_PTR:%.*]] = llvm.ptrtoint %arg0 : !llvm.ptr<1> to i64 | ||
// CHECK: [[A:%.*]] = llvm.call @llvm.genx.GenISA.LSC2DBlockRead.v64i16([[A_PTR]], {{.*}} -> vector<64xi16> | ||
// CHECK-NEXT: [[castA:%.*]] = llvm.bitcast [[A]] : vector<64xi16> to vector<64xf16> | ||
// CHECK: [[B_PTR:%.*]] = llvm.ptrtoint %arg1 : !llvm.ptr<1> to i64 | ||
// CHECK: [[B0:%.*]] = llvm.call @llvm.genx.GenISA.LSC2DBlockRead.v32i32([[B_PTR]], {{.*}} -> vector<32xi32> | ||
// CHECK-NEXT: [[castB:%.*]] = llvm.bitcast [[B0]] : vector<32xi32> to vector<64xf16> | ||
// CHECK: [[B1:%.*]] = llvm.call @llvm.genx.GenISA.LSC2DBlockRead.v32i32({{.*}} -> vector<32xi32> | ||
// CHECK: [[subA1:%.*]] = llvm.shufflevector [[castA]], [[castA]] [0, 1, 2, 3, 4, 5, 6, 7] : vector<64xf16> | ||
// CHECK: [[subB1:%.*]] = llvm.shufflevector [[castB]], [[castB]] [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15] : vector<64xf16> | ||
// CHECK-NEXT: [[castDotA1:%.*]] = llvm.bitcast [[subA1]] : vector<8xf16> to vector<8xi16> | ||
// CHECK-NEXT: [[castDotB1:%.*]] = llvm.bitcast [[subB1]] : vector<16xf16> to vector<8xi32> | ||
// CHECK: llvm.call @_Z38intel_sub_group_f16_f16_matrix_mad_k16Dv8_sDv8_iDv8_f([[castDotA1]], [[castDotB1]], {{.*}} -> vector<8xf32> | ||
// CHECK: [[subA2:%.*]] = llvm.shufflevector [[castA]], [[castA]] [32, 33, 34, 35, 36, 37, 38, 39] : vector<64xf16> | ||
// CHECK: [[subB2:%.*]] = llvm.shufflevector [[castB]], [[castB]] [16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31] : vector<64xf16> | ||
// CHECK-NEXT: [[castDotA2:%.*]] = llvm.bitcast [[subA2]] : vector<8xf16> to vector<8xi16> | ||
// CHECK-NEXT: [[castDotB2:%.*]] = llvm.bitcast [[subB2]] : vector<16xf16> to vector<8xi32> | ||
// CHECK: llvm.call @_Z38intel_sub_group_f16_f16_matrix_mad_k16Dv8_sDv8_iDv8_f([[castDotA2]], [[castDotB2]], {{.*}} -> vector<8xf32> | ||
%63 = tt.load %57 {DotIdx = 0 : i32, boundaryCheck = array<i32: 0, 1>, cache = 1 : i32, evict = 1 : i32, isVolatile = false} : !tt.ptr<tensor<32x32xf16>, 1> | ||
%64 = tt.load %58 {DotIdx = 1 : i32, boundaryCheck = array<i32: 0, 1>, cache = 1 : i32, evict = 1 : i32, isVolatile = false} : !tt.ptr<tensor<32x32xf16>, 1> | ||
%65 = tt.load %59 {DotIdx = 1 : i32, boundaryCheck = array<i32: 0, 1>, cache = 1 : i32, evict = 1 : i32, isVolatile = false} : !tt.ptr<tensor<32x32xf16>, 1> | ||
%66 = triton_intel_gpu.extract %63[0] : tensor<32x32xf16> -> tensor<8x16xf16> | ||
%67 = triton_intel_gpu.extract %64[0] : tensor<32x32xf16> -> tensor<16x16xf16> | ||
%68 = tt.dot %66, %67, %41 {allowTF32 = true, maxNumImpreciseAcc = 0 : i32} : tensor<8x16xf16> * tensor<16x16xf16> -> tensor<8x16xf32> | ||
%69 = triton_intel_gpu.extract %63[4] : tensor<32x32xf16> -> tensor<8x16xf16> | ||
%70 = triton_intel_gpu.extract %64[1] : tensor<32x32xf16> -> tensor<16x16xf16> | ||
%71 = tt.dot %69, %70, %68 {allowTF32 = true, maxNumImpreciseAcc = 0 : i32} : tensor<8x16xf16> * tensor<16x16xf16> -> tensor<8x16xf32> | ||
// CHECK: [[oldOffset:%.*]] = llvm.extractelement {{.*}} : vector<2xi32> | ||
// CHECK-NEXT: [[newOffset:%.*]] = llvm.add [[oldOffset]], {{.*}} : i32 | ||
// CHECK-NEXT: llvm.insertelement [[newOffset]], {{.*}} : vector<2xi32> | ||
%115 = tt.advance %57, [%c0_i32, %c32_i32] : <tensor<32x32xf16>, 1> | ||
%117 = tt.advance %58, [%c32_i32, %c0_i32] : <tensor<32x32xf16>, 1> | ||
%118 = tt.advance %59, [%c32_i32, %c0_i32] : <tensor<32x32xf16>, 1> | ||
%119 = arith.addi %40, %c32_i32 : i32 | ||
cf.br ^bb1(%119, %71, %115, %117, %118 : i32, tensor<8x16xf32>, !tt.ptr<tensor<32x32xf16>, 1>, !tt.ptr<tensor<32x32xf16>, 1>, !tt.ptr<tensor<32x32xf16>, 1>) | ||
^bb3: | ||
%120 = tt.make_tensor_ptr %arg2, [%c4096_i64, %c4096_i64], [%c4096_i64, %c1_i64], [%21, %36] {order = array<i32: 1, 0>} : <tensor<8x16xf32>, 1> | ||
// CHECK: [[RES_PTR:%.*]] = llvm.ptrtoint %arg2 : !llvm.ptr<1> to i64 | ||
// CHECK: llvm.call @llvm.genx.GenISA.LSC2DBlockWrite.v8i32([[RES_PTR]], {{.*}} | ||
tt.store %120, %41 {boundaryCheck = array<i32: 0, 1>, cache = 1 : i32, evict = 1 : i32} : !tt.ptr<tensor<8x16xf32>, 1> | ||
tt.return | ||
} | ||
} |
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