; RUN: opt %loadNPMPolly '-passes=polly-custom' -polly-pattern-matching-based-opts=false -debug -polly-tc-opt -disable-output < %s 2>&1 | FileCheck %s ; RUN: opt %loadNPMPolly '-passes=polly-custom' -polly-pattern-matching-based-opts=true -debug -polly-tc-opt -disable-output < %s 2>&1 | FileCheck %s --check-prefix=PATTERN-MATCHING-OPTS ; RUN: opt %loadNPMPolly '-passes=polly-custom' -polly-print-ast -polly-pattern-matching-based-opts=true -polly-ast-detect-parallel -disable-output < %s | FileCheck %s --check-prefix=PARALLEL-AST ; RUN: opt %loadNPMPolly '-passes=polly-custom' -polly-pattern-matching-based-opts=true -stats -disable-output < %s 2>&1 | FileCheck %s --check-prefix=STATS -match-full-lines ; REQUIRES: asserts ; ; /* C := alpha*A*B + beta*C */ ; for (i = 0; i < _PB_NI; i++) ; for (j = 0; j < _PB_NJ; j++) ; { ; C[i][j] *= beta; ; for (k = 0; k < _PB_NK; ++k) ; C[i][j] += alpha * A[i][k] * B[k][j]; ; } ; ; CHECK-NOT: The matrix multiplication pattern was detected ; CHECK-NOT: The tensor contraction pattern was detected ; PATTERN-MATCHING-OPTS: The tensor contraction pattern was detected ; PATTERN-MATCHING-OPTS: The matrix multiplication pattern was detected ; ; PARALLEL-AST: // 1st level tiling - Tiles ; PARALLEL-AST-NEXT: #pragma known-parallel ; PARALLEL-AST-NEXT: for (int c0 = 0; c0 <= 32; c0 += 1) ; PARALLEL-AST-NEXT: for (int c1 = 0; c1 <= 32; c1 += 1) { ; PARALLEL-AST-NEXT: // 1st level tiling - Points ; PARALLEL-AST-NEXT: for (int c2 = 0; c2 <= 31; c2 += 1) ; PARALLEL-AST-NEXT: #pragma simd ; PARALLEL-AST-NEXT: for (int c3 = 0; c3 <= 31; c3 += 1) ; PARALLEL-AST-NEXT: Stmt_bb9(32 * c0 + c2, 32 * c1 + c3); ; PARALLEL-AST-NEXT: } ; PARALLEL-AST-NEXT: // 1st level tiling - Tiles ; PARALLEL-AST-NEXT: #pragma minimal dependence distance: 1 ; PARALLEL-AST-NEXT: for (int c0 = 0; c0 <= 1; c0 += 1) ; PARALLEL-AST-NEXT: #pragma minimal dependence distance: 1 ; PARALLEL-AST-NEXT: for (int c1 = 0; c1 <= 2; c1 += 1) { ; PARALLEL-AST-NEXT: #pragma known-parallel ; PARALLEL-AST-NEXT: for (int c3 = 1024 * c0; c3 <= min(1055, 1024 * c0 + 1023); c3 += 1) ; PARALLEL-AST-NEXT: #pragma simd ; PARALLEL-AST-NEXT: for (int c4 = 384 * c1; c4 <= min(1023, 384 * c1 + 383); c4 += 1) ; PARALLEL-AST-NEXT: CopyStmt_0(0, c3, c4); ; PARALLEL-AST-NEXT: #pragma minimal dependence distance: 1 ; PARALLEL-AST-NEXT: for (int c2 = 0; c2 <= 16; c2 += 1) { ; PARALLEL-AST-NEXT: #pragma known-parallel ; PARALLEL-AST-NEXT: for (int c6 = 64 * c2; c6 <= min(1055, 64 * c2 + 63); c6 += 1) ; PARALLEL-AST-NEXT: #pragma simd ; PARALLEL-AST-NEXT: for (int c7 = 384 * c1; c7 <= min(1023, 384 * c1 + 383); c7 += 1) ; PARALLEL-AST-NEXT: CopyStmt_1(c0, c1, c2, c6, c7); ; PARALLEL-AST-NEXT: // 1st level tiling - Points ; PARALLEL-AST-NEXT: // Register tiling - Tiles ; PARALLEL-AST-NEXT: #pragma known-parallel ; PARALLEL-AST-NEXT: for (int c3 = 0; c3 <= min(255, -256 * c0 + 263); c3 += 1) ; PARALLEL-AST-NEXT: for (int c4 = 0; c4 <= min(15, -16 * c2 + 263); c4 += 1) ; PARALLEL-AST-NEXT: #pragma minimal dependence distance: 1 ; PARALLEL-AST-NEXT: for (int c5 = 0; c5 <= min(383, -384 * c1 + 1023); c5 += 1) { ; PARALLEL-AST-NEXT: // Loop Vectorizer Disabled ; PARALLEL-AST-NEXT: // Register tiling - Points ; PARALLEL-AST-NEXT: { ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4, 1024 * c0 + 4 * c3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4, 1024 * c0 + 4 * c3 + 1, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4, 1024 * c0 + 4 * c3 + 2, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4, 1024 * c0 + 4 * c3 + 3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 1, 1024 * c0 + 4 * c3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 1, 1024 * c0 + 4 * c3 + 1, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 1, 1024 * c0 + 4 * c3 + 2, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 1, 1024 * c0 + 4 * c3 + 3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 2, 1024 * c0 + 4 * c3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 2, 1024 * c0 + 4 * c3 + 1, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 2, 1024 * c0 + 4 * c3 + 2, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 2, 1024 * c0 + 4 * c3 + 3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 3, 1024 * c0 + 4 * c3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 3, 1024 * c0 + 4 * c3 + 1, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 3, 1024 * c0 + 4 * c3 + 2, 384 * c1 + c5); ; PARALLEL-AST-NEXT: Stmt_Copy_0(64 * c2 + 4 * c4 + 3, 1024 * c0 + 4 * c3 + 3, 384 * c1 + c5); ; PARALLEL-AST-NEXT: } ; PARALLEL-AST-NEXT: } ; ; STATS: 1 polly-opt-isl - Number of matrix multiplication patterns detected and optimized ; target datalayout = "e-m:e-i64:64-f80:128-n8:16:32:64-S128" target triple = "x86_64-unknown-unknown" define internal void @kernel_gemm(i32 %arg, i32 %arg1, i32 %arg2, double %arg3, double %arg4, ptr %arg5, ptr %arg6, ptr %arg7) #0 { bb: br label %bb8 bb8: ; preds = %bb29, %bb %tmp = phi i64 [ 0, %bb ], [ %tmp30, %bb29 ] br label %bb9 bb9: ; preds = %bb26, %bb8 %tmp10 = phi i64 [ 0, %bb8 ], [ %tmp27, %bb26 ] %tmp11 = getelementptr inbounds [1056 x double], ptr %arg5, i64 %tmp, i64 %tmp10 %tmp12 = load double, ptr %tmp11, align 8 %tmp13 = fmul double %tmp12, %arg4 store double %tmp13, ptr %tmp11, align 8 br label %Copy_0 Copy_0: ; preds = %Copy_0, %bb9 %tmp15 = phi i64 [ 0, %bb9 ], [ %tmp24, %Copy_0 ] %tmp16 = getelementptr inbounds [1024 x double], ptr %arg6, i64 %tmp, i64 %tmp15 %tmp17 = load double, ptr %tmp16, align 8 %tmp18 = fmul double %tmp17, %arg3 %tmp19 = getelementptr inbounds [1056 x double], ptr %arg7, i64 %tmp15, i64 %tmp10 %tmp20 = load double, ptr %tmp19, align 8 %tmp21 = fmul double %tmp18, %tmp20 %tmp22 = load double, ptr %tmp11, align 8 %tmp23 = fadd double %tmp22, %tmp21 store double %tmp23, ptr %tmp11, align 8 %tmp24 = add nuw nsw i64 %tmp15, 1 %tmp25 = icmp ne i64 %tmp24, 1024 br i1 %tmp25, label %Copy_0, label %bb26 bb26: ; preds = %Copy_0 %tmp27 = add nuw nsw i64 %tmp10, 1 %tmp28 = icmp ne i64 %tmp27, 1056 br i1 %tmp28, label %bb9, label %bb29 bb29: ; preds = %bb26 %tmp30 = add nuw nsw i64 %tmp, 1 %tmp31 = icmp ne i64 %tmp30, 1056 br i1 %tmp31, label %bb8, label %bb32 bb32: ; preds = %bb29 ret void }