// RUN: mlir-opt %s -test-loop-unrolling='unroll-factor=2' | FileCheck %s --check-prefix UNROLL-BY-2 // RUN: mlir-opt %s -test-loop-unrolling='unroll-factor=3' | FileCheck %s --check-prefix UNROLL-BY-3 // RUN: mlir-opt %s -test-loop-unrolling='unroll-factor=2 loop-depth=0' | FileCheck %s --check-prefix UNROLL-OUTER-BY-2 // RUN: mlir-opt %s -test-loop-unrolling='unroll-factor=2 loop-depth=1' | FileCheck %s --check-prefix UNROLL-INNER-BY-2 // RUN: mlir-opt %s --affine-loop-unroll='unroll-factor=6 unroll-up-to-factor=true' | FileCheck %s --check-prefix UNROLL-UP-TO func @dynamic_loop_unroll(%arg0 : index, %arg1 : index, %arg2 : index, %arg3: memref) { %0 = constant 7.0 : f32 scf.for %i0 = %arg0 to %arg1 step %arg2 { store %0, %arg3[%i0] : memref } return } // UNROLL-BY-2-LABEL: func @dynamic_loop_unroll // UNROLL-BY-2-SAME: %[[LB:.*0]]: index, // UNROLL-BY-2-SAME: %[[UB:.*1]]: index, // UNROLL-BY-2-SAME: %[[STEP:.*2]]: index, // UNROLL-BY-2-SAME: %[[MEM:.*3]]: memref // // UNROLL-BY-2-DAG: %[[V0:.*]] = subi %[[UB]], %[[LB]] : index // UNROLL-BY-2-DAG: %[[C1:.*]] = constant 1 : index // UNROLL-BY-2-DAG: %[[V1:.*]] = subi %[[STEP]], %[[C1]] : index // UNROLL-BY-2-DAG: %[[V2:.*]] = addi %[[V0]], %[[V1]] : index // Compute trip count in V3. // UNROLL-BY-2-DAG: %[[V3:.*]] = divi_signed %[[V2]], %[[STEP]] : index // Store unroll factor in C2. // UNROLL-BY-2-DAG: %[[C2:.*]] = constant 2 : index // UNROLL-BY-2-DAG: %[[V4:.*]] = remi_signed %[[V3]], %[[C2]] : index // UNROLL-BY-2-DAG: %[[V5:.*]] = subi %[[V3]], %[[V4]] : index // UNROLL-BY-2-DAG: %[[V6:.*]] = muli %[[V5]], %[[STEP]] : index // Compute upper bound of unrolled loop in V7. // UNROLL-BY-2-DAG: %[[V7:.*]] = addi %[[LB]], %[[V6]] : index // Compute step of unrolled loop in V8. // UNROLL-BY-2-DAG: %[[V8:.*]] = muli %[[STEP]], %[[C2]] : index // UNROLL-BY-2: scf.for %[[IV:.*]] = %[[LB]] to %[[V7]] step %[[V8]] { // UNROLL-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-2-NEXT: %[[C1_IV:.*]] = constant 1 : index // UNROLL-BY-2-NEXT: %[[V9:.*]] = muli %[[STEP]], %[[C1_IV]] : index // UNROLL-BY-2-NEXT: %[[V10:.*]] = addi %[[IV]], %[[V9]] : index // UNROLL-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[V10]]] : memref // UNROLL-BY-2-NEXT: } // UNROLL-BY-2-NEXT: scf.for %[[IV:.*]] = %[[V7]] to %[[UB]] step %[[STEP]] { // UNROLL-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-2-NEXT: } // UNROLL-BY-2-NEXT: return // UNROLL-BY-3-LABEL: func @dynamic_loop_unroll // UNROLL-BY-3-SAME: %[[LB:.*0]]: index, // UNROLL-BY-3-SAME: %[[UB:.*1]]: index, // UNROLL-BY-3-SAME: %[[STEP:.*2]]: index, // UNROLL-BY-3-SAME: %[[MEM:.*3]]: memref // // UNROLL-BY-3-DAG: %[[V0:.*]] = subi %[[UB]], %[[LB]] : index // UNROLL-BY-3-DAG: %[[C1:.*]] = constant 1 : index // UNROLL-BY-3-DAG: %[[V1:.*]] = subi %[[STEP]], %[[C1]] : index // UNROLL-BY-3-DAG: %[[V2:.*]] = addi %[[V0]], %[[V1]] : index // Compute trip count in V3. // UNROLL-BY-3-DAG: %[[V3:.*]] = divi_signed %[[V2]], %[[STEP]] : index // Store unroll factor in C3. // UNROLL-BY-3-DAG: %[[C3:.*]] = constant 3 : index // UNROLL-BY-3-DAG: %[[V4:.*]] = remi_signed %[[V3]], %[[C3]] : index // UNROLL-BY-3-DAG: %[[V5:.*]] = subi %[[V3]], %[[V4]] : index // UNROLL-BY-3-DAG: %[[V6:.*]] = muli %[[V5]], %[[STEP]] : index // Compute upper bound of unrolled loop in V7. // UNROLL-BY-3-DAG: %[[V7:.*]] = addi %[[LB]], %[[V6]] : index // Compute step of unrolled loop in V8. // UNROLL-BY-3-DAG: %[[V8:.*]] = muli %[[STEP]], %[[C3]] : index // UNROLL-BY-3: scf.for %[[IV:.*]] = %[[LB]] to %[[V7]] step %[[V8]] { // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-3-NEXT: %[[C1_IV:.*]] = constant 1 : index // UNROLL-BY-3-NEXT: %[[V9:.*]] = muli %[[STEP]], %[[C1_IV]] : index // UNROLL-BY-3-NEXT: %[[V10:.*]] = addi %[[IV]], %[[V9]] : index // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[V10]]] : memref // UNROLL-BY-3-NEXT: %[[C2_IV:.*]] = constant 2 : index // UNROLL-BY-3-NEXT: %[[V11:.*]] = muli %[[STEP]], %[[C2_IV]] : index // UNROLL-BY-3-NEXT: %[[V12:.*]] = addi %[[IV]], %[[V11]] : index // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[V12]]] : memref // UNROLL-BY-3-NEXT: } // UNROLL-BY-3-NEXT: scf.for %[[IV:.*]] = %[[V7]] to %[[UB]] step %[[STEP]] { // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-3-NEXT: } // UNROLL-BY-3-NEXT: return func @dynamic_loop_unroll_outer_by_2( %arg0 : index, %arg1 : index, %arg2 : index, %arg3 : index, %arg4 : index, %arg5 : index, %arg6: memref) { %0 = constant 7.0 : f32 scf.for %i0 = %arg0 to %arg1 step %arg2 { scf.for %i1 = %arg3 to %arg4 step %arg5 { store %0, %arg6[%i1] : memref } } return } // UNROLL-OUTER-BY-2-LABEL: func @dynamic_loop_unroll_outer_by_2 // UNROLL-OUTER-BY-2-SAME: %[[LB0:.*0]]: index, // UNROLL-OUTER-BY-2-SAME: %[[UB0:.*1]]: index, // UNROLL-OUTER-BY-2-SAME: %[[STEP0:.*2]]: index, // UNROLL-OUTER-BY-2-SAME: %[[LB1:.*3]]: index, // UNROLL-OUTER-BY-2-SAME: %[[UB1:.*4]]: index, // UNROLL-OUTER-BY-2-SAME: %[[STEP1:.*5]]: index, // UNROLL-OUTER-BY-2-SAME: %[[MEM:.*6]]: memref // // UNROLL-OUTER-BY-2: scf.for %[[IV0:.*]] = %[[LB0]] to %{{.*}} step %{{.*}} { // UNROLL-OUTER-BY-2-NEXT: scf.for %[[IV1:.*]] = %[[LB1]] to %[[UB1]] step %[[STEP1]] { // UNROLL-OUTER-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV1]]] : memref // UNROLL-OUTER-BY-2-NEXT: } // UNROLL-OUTER-BY-2-NEXT: scf.for %[[IV1:.*]] = %[[LB1]] to %[[UB1]] step %[[STEP1]] { // UNROLL-OUTER-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV1]]] : memref // UNROLL-OUTER-BY-2-NEXT: } // UNROLL-OUTER-BY-2-NEXT: } // UNROLL-OUTER-BY-2-NEXT: scf.for %[[IV0:.*]] = %{{.*}} to %[[UB0]] step %[[STEP0]] { // UNROLL-OUTER-BY-2-NEXT: scf.for %[[IV1:.*]] = %[[LB1]] to %[[UB1]] step %[[STEP1]] { // UNROLL-OUTER-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV1]]] : memref // UNROLL-OUTER-BY-2-NEXT: } // UNROLL-OUTER-BY-2-NEXT: } // UNROLL-OUTER-BY-2-NEXT: return func @dynamic_loop_unroll_inner_by_2( %arg0 : index, %arg1 : index, %arg2 : index, %arg3 : index, %arg4 : index, %arg5 : index, %arg6: memref) { %0 = constant 7.0 : f32 scf.for %i0 = %arg0 to %arg1 step %arg2 { scf.for %i1 = %arg3 to %arg4 step %arg5 { store %0, %arg6[%i1] : memref } } return } // UNROLL-INNER-BY-2-LABEL: func @dynamic_loop_unroll_inner_by_2 // UNROLL-INNER-BY-2-SAME: %[[LB0:.*0]]: index, // UNROLL-INNER-BY-2-SAME: %[[UB0:.*1]]: index, // UNROLL-INNER-BY-2-SAME: %[[STEP0:.*2]]: index, // UNROLL-INNER-BY-2-SAME: %[[LB1:.*3]]: index, // UNROLL-INNER-BY-2-SAME: %[[UB1:.*4]]: index, // UNROLL-INNER-BY-2-SAME: %[[STEP1:.*5]]: index, // UNROLL-INNER-BY-2-SAME: %[[MEM:.*6]]: memref // // UNROLL-INNER-BY-2: scf.for %[[IV0:.*]] = %[[LB0]] to %[[UB0]] step %[[STEP0]] { // UNROLL-INNER-BY-2: scf.for %[[IV1:.*]] = %[[LB1]] to %{{.*}} step %{{.*}} { // UNROLL-INNER-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV1]]] : memref // UNROLL-INNER-BY-2-NEXT: %[[C1_IV:.*]] = constant 1 : index // UNROLL-INNER-BY-2-NEXT: %[[V0:.*]] = muli %[[STEP1]], %[[C1_IV]] : index // UNROLL-INNER-BY-2-NEXT: %[[V1:.*]] = addi %[[IV1]], %[[V0]] : index // UNROLL-INNER-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[V1]]] : memref // UNROLL-INNER-BY-2-NEXT: } // UNROLL-INNER-BY-2-NEXT: scf.for %[[IV1:.*]] = %{{.*}} to %[[UB1]] step %[[STEP1]] { // UNROLL-INNER-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV1]]] : memref // UNROLL-INNER-BY-2-NEXT: } // UNROLL-INNER-BY-2-NEXT: } // UNROLL-INNER-BY-2-NEXT: return // Test that no epilogue clean-up loop is generated because the trip count is // a multiple of the unroll factor. func @static_loop_unroll_by_2(%arg0 : memref) { %0 = constant 7.0 : f32 %lb = constant 0 : index %ub = constant 20 : index %step = constant 1 : index scf.for %i0 = %lb to %ub step %step { store %0, %arg0[%i0] : memref } return } // UNROLL-BY-2-LABEL: func @static_loop_unroll_by_2 // UNROLL-BY-2-SAME: %[[MEM:.*0]]: memref // // UNROLL-BY-2-DAG: %[[C0:.*]] = constant 0 : index // UNROLL-BY-2-DAG: %[[C1:.*]] = constant 1 : index // UNROLL-BY-2-DAG: %[[C20:.*]] = constant 20 : index // UNROLL-BY-2-DAG: %[[C2:.*]] = constant 2 : index // UNROLL-BY-2: scf.for %[[IV:.*]] = %[[C0]] to %[[C20]] step %[[C2]] { // UNROLL-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-2-NEXT: %[[C1_IV:.*]] = constant 1 : index // UNROLL-BY-2-NEXT: %[[V0:.*]] = muli %[[C1]], %[[C1_IV]] : index // UNROLL-BY-2-NEXT: %[[V1:.*]] = addi %[[IV]], %[[V0]] : index // UNROLL-BY-2-NEXT: store %{{.*}}, %[[MEM]][%[[V1]]] : memref // UNROLL-BY-2-NEXT: } // UNROLL-BY-2-NEXT: return // Test that epilogue clean up loop is generated (trip count is not // a multiple of unroll factor). func @static_loop_unroll_by_3(%arg0 : memref) { %0 = constant 7.0 : f32 %lb = constant 0 : index %ub = constant 20 : index %step = constant 1 : index scf.for %i0 = %lb to %ub step %step { store %0, %arg0[%i0] : memref } return } // UNROLL-BY-3-LABEL: func @static_loop_unroll_by_3 // UNROLL-BY-3-SAME: %[[MEM:.*0]]: memref // // UNROLL-BY-3-DAG: %[[C0:.*]] = constant 0 : index // UNROLL-BY-3-DAG: %[[C1:.*]] = constant 1 : index // UNROLL-BY-3-DAG: %[[C20:.*]] = constant 20 : index // UNROLL-BY-3-DAG: %[[C18:.*]] = constant 18 : index // UNROLL-BY-3-DAG: %[[C3:.*]] = constant 3 : index // UNROLL-BY-3: scf.for %[[IV:.*]] = %[[C0]] to %[[C18]] step %[[C3]] { // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-3-NEXT: %[[C1_IV:.*]] = constant 1 : index // UNROLL-BY-3-NEXT: %[[V0:.*]] = muli %[[C1]], %[[C1_IV]] : index // UNROLL-BY-3-NEXT: %[[V1:.*]] = addi %[[IV]], %[[V0]] : index // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[V1]]] : memref // UNROLL-BY-3-NEXT: %[[C2_IV:.*]] = constant 2 : index // UNROLL-BY-3-NEXT: %[[V2:.*]] = muli %[[C1]], %[[C2_IV]] : index // UNROLL-BY-3-NEXT: %[[V3:.*]] = addi %[[IV]], %[[V2]] : index // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[V3]]] : memref // UNROLL-BY-3-NEXT: } // UNROLL-BY-3-NEXT: scf.for %[[IV:.*]] = %[[C18]] to %[[C20]] step %[[C1]] { // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-3-NEXT: } // UNROLL-BY-3-NEXT: return // Test that the single iteration epilogue loop body is promoted to the loops // containing block. func @static_loop_unroll_by_3_promote_epilogue(%arg0 : memref) { %0 = constant 7.0 : f32 %lb = constant 0 : index %ub = constant 10 : index %step = constant 1 : index scf.for %i0 = %lb to %ub step %step { store %0, %arg0[%i0] : memref } return } // UNROLL-BY-3-LABEL: func @static_loop_unroll_by_3_promote_epilogue // UNROLL-BY-3-SAME: %[[MEM:.*0]]: memref // // UNROLL-BY-3-DAG: %[[C0:.*]] = constant 0 : index // UNROLL-BY-3-DAG: %[[C1:.*]] = constant 1 : index // UNROLL-BY-3-DAG: %[[C10:.*]] = constant 10 : index // UNROLL-BY-3-DAG: %[[C9:.*]] = constant 9 : index // UNROLL-BY-3-DAG: %[[C3:.*]] = constant 3 : index // UNROLL-BY-3: scf.for %[[IV:.*]] = %[[C0]] to %[[C9]] step %[[C3]] { // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[IV]]] : memref // UNROLL-BY-3-NEXT: %[[C1_IV:.*]] = constant 1 : index // UNROLL-BY-3-NEXT: %[[V0:.*]] = muli %[[C1]], %[[C1_IV]] : index // UNROLL-BY-3-NEXT: %[[V1:.*]] = addi %[[IV]], %[[V0]] : index // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[V1]]] : memref // UNROLL-BY-3-NEXT: %[[C2_IV:.*]] = constant 2 : index // UNROLL-BY-3-NEXT: %[[V2:.*]] = muli %[[C1]], %[[C2_IV]] : index // UNROLL-BY-3-NEXT: %[[V3:.*]] = addi %[[IV]], %[[V2]] : index // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[V3]]] : memref // UNROLL-BY-3-NEXT: } // UNROLL-BY-3-NEXT: store %{{.*}}, %[[MEM]][%[[C9]]] : memref // UNROLL-BY-3-NEXT: return // Test unroll-up-to functionality. func @static_loop_unroll_up_to_factor(%arg0 : memref) { %0 = constant 7.0 : f32 %lb = constant 0 : index %ub = constant 2 : index affine.for %i0 = %lb to %ub { affine.store %0, %arg0[%i0] : memref } return } // UNROLL-UP-TO-LABEL: func @static_loop_unroll_up_to_factor // UNROLL-UP-TO-SAME: %[[MEM:.*0]]: memref // // UNROLL-UP-TO-DAG: %[[C0:.*]] = constant 0 : index // UNROLL-UP-TO-DAG: %[[C2:.*]] = constant 2 : index // UNROLL-UP-TO-NEXT: %[[V0:.*]] = affine.apply {{.*}} // UNROLL-UP-TO-NEXT: store %{{.*}}, %[[MEM]][%[[V0]]] : memref // UNROLL-UP-TO-NEXT: %[[V1:.*]] = affine.apply {{.*}} // UNROLL-UP-TO-NEXT: affine.store %{{.*}}, %[[MEM]][%[[V1]]] : memref // UNROLL-UP-TO-NEXT: return