// 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
}
}
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