// RUN: mlir-opt %s -transform-interpreter -verify-diagnostics -allow-unregistered-dialect -split-input-file | FileCheck %s // CHECK-DAG: memref.global "private" @[[ALLOC0:alloc.*]] : memref<2x32xf32> // CHECK-DAG: memref.global "private" @[[ALLOC1:alloc.*]] : memref<2x32xf32> // CHECK-DAG: func.func @func(%[[LB:.*]]: index, %[[UB:.*]]: index) func.func @func(%lb: index, %ub: index) { // CHECK-DAG: scf.forall (%[[ARG0:.*]], %[[ARG1:.*]]) in (%[[LB]], %[[UB]]) scf.forall (%arg0, %arg1) in (%lb, %ub) { // CHECK-DAG: %[[MR0:.*]] = memref.get_global @[[ALLOC0]] : memref<2x32xf32> // CHECK-DAG: %[[MR1:.*]] = memref.get_global @[[ALLOC1]] : memref<2x32xf32> // CHECK-DAG: memref.store %{{.*}}, %[[MR0]][%{{.*}}, %{{.*}}] : memref<2x32xf32> // CHECK-DAG: memref.store %{{.*}}, %[[MR1]][%{{.*}}, %{{.*}}] : memref<2x32xf32> %cst = arith.constant 0.0 : f32 %mr0 = memref.alloca() : memref<2x32xf32> %mr1 = memref.alloca() : memref<2x32xf32> memref.store %cst, %mr0[%arg0, %arg1] : memref<2x32xf32> memref.store %cst, %mr1[%arg0, %arg1] : memref<2x32xf32> } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg0: !transform.any_op {transform.readonly}) { %alloca = transform.structured.match ops{["memref.alloca"]} in %arg0 : (!transform.any_op) -> !transform.op<"memref.alloca"> %get_global, %global = transform.memref.alloca_to_global %alloca : (!transform.op<"memref.alloca">) -> (!transform.any_op, !transform.any_op) transform.yield } } // ----- // CHECK-DAG: #[[$MAP0:.*]] = affine_map<(d0) -> ((d0 floordiv 4) mod 2)> // CHECK-DAG: #[[$MAP1:.*]] = affine_map<(d0)[s0] -> (d0 + s0)> // CHECK-LABEL: func @multi_buffer func.func @multi_buffer(%in: memref<16xf32>) { // CHECK: %[[A:.*]] = memref.alloc() : memref<2x4xf32> // expected-remark @below {{transformed}} %tmp = memref.alloc() : memref<4xf32> // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[C4:.*]] = arith.constant 4 : index %c0 = arith.constant 0 : index %c4 = arith.constant 4 : index %c16 = arith.constant 16 : index // CHECK: scf.for %[[IV:.*]] = %[[C0]] scf.for %i0 = %c0 to %c16 step %c4 { // CHECK: %[[I:.*]] = affine.apply #[[$MAP0]](%[[IV]]) // CHECK: %[[SV:.*]] = memref.subview %[[A]][%[[I]], 0] [1, 4] [1, 1] : memref<2x4xf32> to memref<4xf32, strided<[1], offset: ?>> %1 = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> // CHECK: memref.copy %{{.*}}, %[[SV]] : memref<4xf32, #[[$MAP1]]> to memref<4xf32, strided<[1], offset: ?>> memref.copy %1, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloc"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloc"> %1 = transform.memref.multibuffer %0 {factor = 2 : i64} : (!transform.op<"memref.alloc">) -> !transform.any_op // Verify that the returned handle is usable. transform.debug.emit_remark_at %1, "transformed" : !transform.any_op transform.yield } } // ----- // CHECK-DAG: #[[$MAP0:.*]] = affine_map<(d0) -> ((d0 floordiv 4) mod 2)> // CHECK-DAG: #[[$MAP1:.*]] = affine_map<(d0)[s0] -> (d0 + s0)> // CHECK-LABEL: func @multi_buffer_on_affine_loop func.func @multi_buffer_on_affine_loop(%in: memref<16xf32>) { // CHECK: %[[A:.*]] = memref.alloc() : memref<2x4xf32> // expected-remark @below {{transformed}} %tmp = memref.alloc() : memref<4xf32> // CHECK: %[[C0:.*]] = arith.constant 0 : index %c0 = arith.constant 0 : index // CHECK: affine.for %[[IV:.*]] = 0 affine.for %i0 = 0 to 16 step 4 { // CHECK: %[[I:.*]] = affine.apply #[[$MAP0]](%[[IV]]) // CHECK: %[[SV:.*]] = memref.subview %[[A]][%[[I]], 0] [1, 4] [1, 1] : memref<2x4xf32> to memref<4xf32, strided<[1], offset: ?>> %1 = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> // CHECK: memref.copy %{{.*}}, %[[SV]] : memref<4xf32, #[[$MAP1]]> to memref<4xf32, strided<[1], offset: ?>> memref.copy %1, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloc"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloc"> %1 = transform.memref.multibuffer %0 {factor = 2 : i64} : (!transform.op<"memref.alloc">) -> !transform.any_op // Verify that the returned handle is usable. transform.debug.emit_remark_at %1, "transformed" : !transform.any_op transform.yield } } // ----- // Trying to use multibuffer on allocs that are used in different loops // with none dominating the other is going to fail. // Check that we emit a proper error for that. func.func @multi_buffer_uses_with_no_loop_dominator(%in: memref<16xf32>, %cond: i1) { // expected-error @below {{op failed to multibuffer}} %tmp = memref.alloc() : memref<4xf32> %c0 = arith.constant 0 : index %c4 = arith.constant 4 : index %c16 = arith.constant 16 : index scf.if %cond { scf.for %i0 = %c0 to %c16 step %c4 { %var = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> memref.copy %var, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } } scf.for %i0 = %c0 to %c16 step %c4 { %1 = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> memref.copy %1, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloc"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloc"> %1 = transform.memref.multibuffer %0 {factor = 2 : i64} : (!transform.op<"memref.alloc">) -> !transform.any_op transform.yield } } // ----- // Make sure the multibuffer operation is typed so that it only supports // memref.alloc. // Check that we emit an error if we try to match something else. func.func @multi_buffer_reject_alloca(%in: memref<16xf32>, %cond: i1) { %tmp = memref.alloca() : memref<4xf32> %c0 = arith.constant 0 : index %c4 = arith.constant 4 : index %c16 = arith.constant 16 : index scf.if %cond { scf.for %i0 = %c0 to %c16 step %c4 { %var = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> memref.copy %var, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } } scf.for %i0 = %c0 to %c16 step %c4 { %1 = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> memref.copy %1, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloca"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloca"> // expected-error @below {{'transform.memref.multibuffer' op operand #0 must be Transform IR handle to memref.alloc operations, but got '!transform.op<"memref.alloca">'}} %1 = transform.memref.multibuffer %0 {factor = 2 : i64} : (!transform.op<"memref.alloca">) -> !transform.any_op transform.yield } } // ----- // CHECK-DAG: #[[$MAP0:.*]] = affine_map<(d0) -> ((d0 floordiv 4) mod 2)> // CHECK-DAG: #[[$MAP1:.*]] = affine_map<(d0)[s0] -> (d0 + s0)> // CHECK-LABEL: func @multi_buffer_one_alloc_with_use_outside_of_loop // Make sure we manage to apply multi_buffer to the memref that is used in // the loop (%tmp) and don't error out for the one that is not (%tmp2). func.func @multi_buffer_one_alloc_with_use_outside_of_loop(%in: memref<16xf32>) { // CHECK: %[[A:.*]] = memref.alloc() : memref<2x4xf32> // expected-remark @below {{transformed}} %tmp = memref.alloc() : memref<4xf32> %tmp2 = memref.alloc() : memref<4xf32> "some_use_outside_of_loop"(%tmp2) : (memref<4xf32>) -> () // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[C4:.*]] = arith.constant 4 : index %c0 = arith.constant 0 : index %c4 = arith.constant 4 : index %c16 = arith.constant 16 : index // CHECK: scf.for %[[IV:.*]] = %[[C0]] scf.for %i0 = %c0 to %c16 step %c4 { // CHECK: %[[I:.*]] = affine.apply #[[$MAP0]](%[[IV]]) // CHECK: %[[SV:.*]] = memref.subview %[[A]][%[[I]], 0] [1, 4] [1, 1] : memref<2x4xf32> to memref<4xf32, strided<[1], offset: ?>> %1 = memref.subview %in[%i0] [4] [1] : memref<16xf32> to memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> // CHECK: memref.copy %{{.*}}, %[[SV]] : memref<4xf32, #[[$MAP1]]> to memref<4xf32, strided<[1], offset: ?>> memref.copy %1, %tmp : memref<4xf32, affine_map<(d0)[s0] -> (d0 + s0)>> to memref<4xf32> "some_use"(%tmp) : (memref<4xf32>) ->() } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloc"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloc"> %1 = transform.memref.multibuffer %0 {factor = 2 : i64} : (!transform.op<"memref.alloc">) -> !transform.any_op // Verify that the returned handle is usable. transform.debug.emit_remark_at %1, "transformed" : !transform.any_op transform.yield } } // ----- // CHECK-DAG: #[[$MAP0:.*]] = affine_map<(d0) -> ((d0 floordiv 4) mod 2)> // CHECK-LABEL: func @multi_buffer func.func @multi_buffer_no_analysis(%in: memref<16xf32>) { // CHECK: %[[A:.*]] = memref.alloc() : memref<2x4xf32> // expected-remark @below {{transformed}} %tmp = memref.alloc() : memref<4xf32> // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[C4:.*]] = arith.constant 4 : index %c0 = arith.constant 0 : index %c4 = arith.constant 4 : index %c16 = arith.constant 16 : index // CHECK: scf.for %[[IV:.*]] = %[[C0]] scf.for %i0 = %c0 to %c16 step %c4 { // CHECK: %[[I:.*]] = affine.apply #[[$MAP0]](%[[IV]]) // CHECK: %[[SV:.*]] = memref.subview %[[A]][%[[I]], 0] [1, 4] [1, 1] : memref<2x4xf32> to memref<4xf32, strided<[1], offset: ?>> "some_write_read"(%tmp) : (memref<4xf32>) ->() } return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloc"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloc"> %1 = transform.memref.multibuffer %0 {factor = 2 : i64, skip_analysis} : (!transform.op<"memref.alloc">) -> !transform.any_op // Verify that the returned handle is usable. transform.debug.emit_remark_at %1, "transformed" : !transform.any_op transform.yield } } // ----- // CHECK-DAG: #[[$MAP0:.*]] = affine_map<(d0) -> ((d0 floordiv 4) mod 2)> // CHECK-LABEL: func @multi_buffer_dealloc func.func @multi_buffer_dealloc(%in: memref<16xf32>) { // CHECK: %[[A:.*]] = memref.alloc() : memref<2x4xf32> // expected-remark @below {{transformed}} %tmp = memref.alloc() : memref<4xf32> // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[C4:.*]] = arith.constant 4 : index %c0 = arith.constant 0 : index %c4 = arith.constant 4 : index %c16 = arith.constant 16 : index // CHECK: scf.for %[[IV:.*]] = %[[C0]] scf.for %i0 = %c0 to %c16 step %c4 { // CHECK: %[[I:.*]] = affine.apply #[[$MAP0]](%[[IV]]) // CHECK: %[[SV:.*]] = memref.subview %[[A]][%[[I]], 0] [1, 4] [1, 1] : memref<2x4xf32> to memref<4xf32, strided<[1], offset: ?>> "some_write_read"(%tmp) : (memref<4xf32>) ->() } // CHECK-NOT: memref.dealloc {{.*}} : memref<4xf32> // CHECK: memref.dealloc %[[A]] : memref<2x4xf32> memref.dealloc %tmp : memref<4xf32> return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["memref.alloc"]} in %arg1 : (!transform.any_op) -> !transform.op<"memref.alloc"> %1 = transform.memref.multibuffer %0 {factor = 2 : i64, skip_analysis} : (!transform.op<"memref.alloc">) -> !transform.any_op // Verify that the returned handle is usable. transform.debug.emit_remark_at %1, "transformed" : !transform.any_op transform.yield } } // ----- // CHECK-LABEL: func.func @dead_alloc func.func @dead_alloc() { // CHECK-NOT: %{{.+}} = memref.alloc %0 = memref.alloc() : memref<8x64xf32, 3> %1 = memref.subview %0[0, 0] [8, 4] [1, 1] : memref<8x64xf32, 3> to memref<8x4xf32, affine_map<(d0, d1) -> (d0 * 64 + d1)>, 3> %c0 = arith.constant 0 : index %cst_0 = arith.constant dense<0.000000e+00> : vector<1x4xf32> vector.transfer_write %cst_0, %1[%c0, %c0] {in_bounds = [true, true]} : vector<1x4xf32>, memref<8x4xf32, affine_map<(d0, d1) -> (d0 * 64 + d1)>, 3> return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["func.func"]} in %arg1 : (!transform.any_op) -> !transform.any_op transform.memref.erase_dead_alloc_and_stores %0 : (!transform.any_op) -> () transform.yield } } // ----- // CHECK-LABEL: @store_to_load // CHECK-SAME: (%[[ARG:.+]]: vector<4xf32>) // CHECK-NOT: memref.alloc() // CHECK-NOT: vector.transfer_write // CHECK-NOT: vector.transfer_read // CHECK: return %[[ARG]] : vector<4xf32> func.func @store_to_load(%arg: vector<4xf32>) -> vector<4xf32> { %c0 = arith.constant 0 : index %cst_1 = arith.constant 0.000000e+00 : f32 %alloc = memref.alloc() {alignment = 64 : i64} : memref<64xf32> vector.transfer_write %arg, %alloc[%c0] {in_bounds = [true]} : vector<4xf32>, memref<64xf32> %r = vector.transfer_read %alloc[%c0], %cst_1 {in_bounds = [true]} : memref<64xf32>, vector<4xf32> return %r : vector<4xf32> } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["func.func"]} in %arg1 : (!transform.any_op) -> !transform.any_op transform.memref.erase_dead_alloc_and_stores %0 : (!transform.any_op) -> () transform.yield } } // ----- // CHECK-LABEL: func @lower_to_llvm // CHECK-NOT: memref.alloc // CHECK: llvm.call @malloc func.func @lower_to_llvm() { %0 = memref.alloc() : memref<2048xi8> return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["func.func"]} in %arg1 : (!transform.any_op) -> !transform.any_op transform.apply_conversion_patterns to %0 { transform.apply_conversion_patterns.dialect_to_llvm "memref" } with type_converter { transform.apply_conversion_patterns.memref.memref_to_llvm_type_converter } {legal_dialects = ["func", "llvm"]} : !transform.any_op transform.yield } }