368 lines
18 KiB
MLIR
368 lines
18 KiB
MLIR
// RUN: onnx-mlir-opt --bundle-memory-pools --canonicalize %s -split-input-file | FileCheck %s
|
|
|
|
func @test_pool_bundling(%arg0: memref<10x10xf32>, %arg1: memref<10x20xf32>) -> memref<10x20xf32> {
|
|
%c0_i64 = constant 0 : i64
|
|
%ind = constant 0 : index
|
|
%cst = constant 0.000000e+00 : f32
|
|
%0 = alloc() : memref<10x20xf32>
|
|
%1 = alloc() : memref<800xi8>
|
|
%2 = "krnl.getref"(%1, %c0_i64) : (memref<800xi8>, i64) -> memref<10x20xf32>
|
|
%3 = alloc() : memref<400xi8>
|
|
%4 = "krnl.getref"(%3, %c0_i64) : (memref<400xi8>, i64) -> memref<10x10xf32>
|
|
%5 = alloc() : memref<800xi8>
|
|
%6 = "krnl.getref"(%5, %c0_i64) : (memref<800xi8>, i64) -> memref<10x20xf32>
|
|
%7 = alloc() : memref<800xi8>
|
|
%8 = "krnl.getref"(%7, %c0_i64) : (memref<800xi8>, i64) -> memref<10x20xf32>
|
|
%9 = alloc() : memref<400xi8>
|
|
%10 = "krnl.getref"(%9, %c0_i64) : (memref<400xi8>, i64) -> memref<10x10xf32>
|
|
affine.store %cst, %10[%ind, %ind] : memref<10x10xf32>
|
|
affine.store %cst, %8[%ind, %ind] : memref<10x20xf32>
|
|
affine.store %cst, %6[%ind, %ind] : memref<10x20xf32>
|
|
affine.store %cst, %4[%ind, %ind] : memref<10x10xf32>
|
|
affine.store %cst, %2[%ind, %ind] : memref<10x20xf32>
|
|
affine.store %cst, %0[%ind, %ind] : memref<10x20xf32>
|
|
dealloc %9 : memref<400xi8>
|
|
dealloc %7 : memref<800xi8>
|
|
dealloc %5 : memref<800xi8>
|
|
dealloc %3 : memref<400xi8>
|
|
dealloc %1 : memref<800xi8>
|
|
return %0 : memref<10x20xf32>
|
|
|
|
// CHECK-LABEL: test_pool_bundling
|
|
// CHECK: [[CONST_0:%.+]] = constant 0 : i64
|
|
// CHECK: [[CONST_CST:%.+]] = constant 0.000000e+00 : f32
|
|
// CHECK: [[CONST_2400:%.+]] = constant 2400 : i64
|
|
// CHECK: [[CONST_2000:%.+]] = constant 2000 : i64
|
|
// CHECK: [[CONST_1200:%.+]] = constant 1200 : i64
|
|
// CHECK: [[CONST_400:%.+]] = constant 400 : i64
|
|
// CHECK: [[RES:%.+]] = alloc() : memref<10x20xf32>
|
|
// CHECK: [[MEMPOOL:%.+]] = alloc() : memref<3200xi8>
|
|
// CHECK: [[MEMREF1:%.+]] = "krnl.getref"([[MEMPOOL]], [[CONST_2400]]) : (memref<3200xi8>, i64) -> memref<10x20xf32>
|
|
// CHECK: [[MEMREF2:%.+]] = "krnl.getref"([[MEMPOOL]], [[CONST_2000]]) : (memref<3200xi8>, i64) -> memref<10x10xf32>
|
|
// CHECK: [[MEMREF3:%.+]] = "krnl.getref"([[MEMPOOL]], [[CONST_1200]]) : (memref<3200xi8>, i64) -> memref<10x20xf32>
|
|
// CHECK: [[MEMREF4:%.+]] = "krnl.getref"([[MEMPOOL]], [[CONST_400]]) : (memref<3200xi8>, i64) -> memref<10x20xf32>
|
|
// CHECK: [[MEMREF5:%.+]] = "krnl.getref"([[MEMPOOL]], [[CONST_0]]) : (memref<3200xi8>, i64) -> memref<10x10xf32>
|
|
// CHECK: affine.store %cst, [[MEMREF5]][0, 0] : memref<10x10xf32>
|
|
// CHECK: affine.store %cst, [[MEMREF4]][0, 0] : memref<10x20xf32>
|
|
// CHECK: affine.store %cst, [[MEMREF3]][0, 0] : memref<10x20xf32>
|
|
// CHECK: affine.store %cst, [[MEMREF2]][0, 0] : memref<10x10xf32>
|
|
// CHECK: affine.store %cst, [[MEMREF1]][0, 0] : memref<10x20xf32>
|
|
// CHECK: affine.store %cst, [[RES]][0, 0] : memref<10x20xf32>
|
|
// CHECK: dealloc [[MEMPOOL]] : memref<3200xi8>
|
|
// CHECK: return [[RES]] : memref<10x20xf32>
|
|
}
|
|
|
|
func @test_dynamic_pool_bundling(%arg0: memref<?x?xf32>) -> memref<?x10xf32> {
|
|
%c1 = constant 1 : index
|
|
%c0 = constant 0 : index
|
|
%cst = constant 0.000000e+00 : f32
|
|
%ind = constant 0 : index
|
|
%c4 = constant 4 : index
|
|
%c10 = constant 10 : index
|
|
%c0_i64 = constant 0 : i64
|
|
%0 = dim %arg0, %c0 : memref<?x?xf32>
|
|
%1 = muli %0, %c4 : index
|
|
%2 = muli %1, %c10 : index
|
|
%3 = alloc(%2) : memref<?xi8>
|
|
%4 = "krnl.getref"(%3, %c0_i64) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
%6 = cmpi "sgt", %0, %0 : index
|
|
%7 = select %6, %0, %0 : index
|
|
%8 = muli %7, %c4 : index
|
|
%9 = muli %8, %c10 : index
|
|
%10 = alloc(%9) : memref<?xi8>
|
|
%11 = "krnl.getref"(%10, %c0_i64) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
%12 = cmpi "eq", %0, %c1 : index
|
|
%13 = cmpi "eq", %0, %c1 : index
|
|
%15 = alloc(%0) : memref<?x10xf32>
|
|
affine.store %cst, %4[%ind, %ind] : memref<?x10xf32>
|
|
affine.store %cst, %11[%ind, %ind] : memref<?x10xf32>
|
|
affine.store %cst, %15[%ind, %ind] : memref<?x10xf32>
|
|
dealloc %10 : memref<?xi8>
|
|
dealloc %3 : memref<?xi8>
|
|
return %15 : memref<?x10xf32>
|
|
|
|
// CHECK-LABEL: test_dynamic_pool_bundling
|
|
// CHECK: [[CST:%.+]] = constant 0.000000e+00 : f32
|
|
// CHECK: [[C0:%.+]] = constant 0 : index
|
|
// CHECK: [[C4:%.+]] = constant 4 : index
|
|
// CHECK: [[C10:%.+]] = constant 10 : index
|
|
// CHECK: [[C0_I64:%.+]] = constant 0 : i64
|
|
// CHECK: [[DIM:%.+]] = dim %arg0, [[C0]] : memref<?x?xf32>
|
|
// CHECK: [[SGT:%.+]] = cmpi "sgt", [[DIM]], [[DIM]] : index
|
|
// CHECK: [[SELECT:%.+]] = select [[SGT]], [[DIM]], [[DIM]] : index
|
|
// CHECK: [[MUL1:%.+]] = muli [[SELECT]], [[C4]] : index
|
|
// CHECK: [[OFFSET1:%.+]] = muli [[MUL1]], [[C10]] : index
|
|
// CHECK: [[MUL2:%.+]] = muli [[DIM]], [[C4]] : index
|
|
// CHECK: [[OFFSET2:%.+]] = muli [[MUL2]], [[C10]] : index
|
|
// CHECK: [[MEMPOOL_SIZE:%.+]] = addi [[OFFSET1]], [[OFFSET2]] : index
|
|
// CHECK: [[OFFSET1_I64:%.+]] = index_cast [[OFFSET1]] : index to i64
|
|
// CHECK: [[DYN_MEMPOOL:%.+]] = alloc([[MEMPOOL_SIZE]]) : memref<?xi8>
|
|
// CHECK: [[DATA1:%.+]] = "krnl.getref"([[DYN_MEMPOOL]], [[OFFSET1_I64]]) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
// CHECK: [[DATA2:%.+]] = "krnl.getref"([[DYN_MEMPOOL]], [[C0_I64]]) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
// CHECK: [[RES:%.+]] = alloc([[DIM]]) : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA1]][0, 0] : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA2]][0, 0] : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[RES]][0, 0] : memref<?x10xf32>
|
|
// CHECK: dealloc [[DYN_MEMPOOL]] : memref<?xi8>
|
|
// CHECK: return [[RES]] : memref<?x10xf32>
|
|
}
|
|
|
|
func @test_dynamic_and_static_pool_bundling(%arg0: memref<?x?xf32>, %arg1: memref<10x10xf32>) -> memref<?x10xf32> {
|
|
%c1 = constant 1 : index
|
|
%c0 = constant 0 : index
|
|
%cst = constant 0.000000e+00 : f32
|
|
%ind = constant 0 : index
|
|
%c4 = constant 4 : index
|
|
%c10 = constant 10 : index
|
|
%c0_i64 = constant 0 : i64
|
|
%0 = dim %arg0, %c0 : memref<?x?xf32>
|
|
%1 = muli %0, %c4 : index
|
|
%2 = muli %1, %c10 : index
|
|
%3 = alloc(%2) : memref<?xi8>
|
|
%4 = "krnl.getref"(%3, %c0_i64) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
%const_alloc1 = alloc() : memref<800xi8>
|
|
%const_ref1 = "krnl.getref"(%const_alloc1, %c0_i64) : (memref<800xi8>, i64) -> memref<10x20xf32>
|
|
%const_alloc2 = alloc() : memref<400xi8>
|
|
%const_ref2 = "krnl.getref"(%const_alloc2, %c0_i64) : (memref<400xi8>, i64) -> memref<10x10xf32>
|
|
%6 = cmpi "sgt", %0, %0 : index
|
|
%7 = select %6, %0, %0 : index
|
|
%8 = muli %7, %c4 : index
|
|
%9 = muli %8, %c10 : index
|
|
%10 = alloc(%9) : memref<?xi8>
|
|
%11 = "krnl.getref"(%10, %c0_i64) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
%12 = cmpi "eq", %0, %c1 : index
|
|
%13 = cmpi "eq", %0, %c1 : index
|
|
%15 = alloc(%0) : memref<?x10xf32>
|
|
%const_alloc3 = alloc() : memref<1600xi8>
|
|
%const_ref3 = "krnl.getref"(%const_alloc3, %c0_i64) : (memref<1600xi8>, i64) -> memref<10x40xf32>
|
|
affine.store %cst, %4[%ind, %ind] : memref<?x10xf32>
|
|
affine.store %cst, %11[%ind, %ind] : memref<?x10xf32>
|
|
affine.store %cst, %15[%ind, %ind] : memref<?x10xf32>
|
|
affine.store %cst, %const_ref2[%ind, %ind] : memref<10x10xf32>
|
|
affine.store %cst, %const_ref1[%ind, %ind] : memref<10x20xf32>
|
|
affine.store %cst, %const_ref3[%ind, %ind] : memref<10x40xf32>
|
|
dealloc %10 : memref<?xi8>
|
|
dealloc %3 : memref<?xi8>
|
|
dealloc %const_alloc1 : memref<800xi8>
|
|
dealloc %const_alloc2 : memref<400xi8>
|
|
dealloc %const_alloc3 : memref<1600xi8>
|
|
return %15 : memref<?x10xf32>
|
|
|
|
// CHECK-LABEL: test_dynamic_and_static_pool_bundling
|
|
// CHECK: [[C1200_I64:%.+]] = constant 1200 : i64
|
|
// CHECK: [[CST:%.+]] = constant 0.000000e+00 : f32
|
|
// CHECK: [[C0:%.+]] = constant 0 : index
|
|
// CHECK: [[C4:%.+]] = constant 4 : index
|
|
// CHECK: [[C10:%.+]] = constant 10 : index
|
|
// CHECK: [[C400_I64:%.+]] = constant 400 : i64
|
|
// CHECK: [[C0_I64:%.+]] = constant 0 : i64
|
|
// CHECK: [[DIM:%.+]] = dim %arg0, [[C0]] : memref<?x?xf32>
|
|
// CHECK: [[SGT:%.+]] = cmpi "sgt", [[DIM]], [[DIM]] : index
|
|
// CHECK: [[SELECT:%.+]] = select [[SGT]], [[DIM]], [[DIM]] : index
|
|
// CHECK: [[MUL1:%.+]] = muli [[SELECT]], [[C4]] : index
|
|
// CHECK: [[OFFSET1:%.+]] = muli [[MUL1]], [[C10]] : index
|
|
// CHECK: [[MUL2:%.+]] = muli [[DIM]], [[C4]] : index
|
|
// CHECK: [[OFFSET2:%.+]] = muli [[MUL2]], [[C10]] : index
|
|
// CHECK: [[MEMPOOL_SIZE:%.+]] = addi [[OFFSET1]], [[OFFSET2]] : index
|
|
// CHECK: [[OFFSET1_I64:%.+]] = index_cast [[OFFSET1]] : index to i64
|
|
// CHECK: [[DYN_MEMPOOL:%.+]] = alloc([[MEMPOOL_SIZE]]) : memref<?xi8>
|
|
// CHECK: [[DATA1:%.+]] = "krnl.getref"([[DYN_MEMPOOL]], [[OFFSET1_I64]]) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
// CHECK: [[DATA2:%.+]] = "krnl.getref"([[DYN_MEMPOOL]], [[C0_I64]]) : (memref<?xi8>, i64) -> memref<?x10xf32>
|
|
// CHECK: [[STATIC_MEMPOOL:%.+]] = alloc() : memref<2800xi8>
|
|
// CHECK: [[DATA3:%.+]] = "krnl.getref"([[STATIC_MEMPOOL]], [[C1200_I64]]) : (memref<2800xi8>, i64) -> memref<10x40xf32>
|
|
// CHECK: [[DATA4:%.+]] = "krnl.getref"([[STATIC_MEMPOOL]], [[C400_I64]]) : (memref<2800xi8>, i64) -> memref<10x20xf32>
|
|
// CHECK: [[DATA5:%.+]] = "krnl.getref"([[STATIC_MEMPOOL]], [[C0_I64]]) : (memref<2800xi8>, i64) -> memref<10x10xf32>
|
|
// CHECK: [[RES:%.+]] = alloc([[DIM]]) : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA1]][0, 0] : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA2]][0, 0] : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[RES]][0, 0] : memref<?x10xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA5]][0, 0] : memref<10x10xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA4]][0, 0] : memref<10x20xf32>
|
|
// CHECK: affine.store [[CST]], [[DATA3]][0, 0] : memref<10x40xf32>
|
|
// CHECK: dealloc [[DYN_MEMPOOL]] : memref<?xi8>
|
|
// CHECK: dealloc [[STATIC_MEMPOOL]] : memref<2800xi8>
|
|
// CHECK: return [[RES]] : memref<?x10xf32>
|
|
}
|
|
|
|
/// Test bundling inside a sub-block.
|
|
func @static_mem_pool_rnn_subblock(%arg0: memref<1x3x2xf32>, %arg1: memref<1x4x2xf32>, %arg2: memref<1x4x4xf32>) -> memref<1x3x4xf32> attributes {input_names = ["X", "W", "R"], output_names = ["Y"]} {
|
|
%cst = constant 0.000000e+00 : f32
|
|
%c0_i64 = constant 0 : i64
|
|
%0 = alloc() : memref<1x3x4xf32>
|
|
%2 = krnl.define_loops 1
|
|
krnl.iterate(%2) with (%2 -> %arg3 = 0 to 1) {
|
|
%3:2 = krnl.define_loops 2
|
|
krnl.iterate(%3#0, %3#1) with (%3#0 -> %arg4 = 0 to 3, %3#1 -> %arg5 = 0 to 4) {
|
|
%4 = alloc() : memref<4xi8>
|
|
%5 = "krnl.getref"(%4, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
%6 = affine.load %0[0, symbol(%arg4), symbol(%arg5)] : memref<1x3x4xf32>
|
|
%7 = alloc() : memref<4xi8>
|
|
%8 = "krnl.getref"(%7, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
affine.store %cst, %8[] : memref<f32>
|
|
%9 = alloc() : memref<4xi8>
|
|
%10 = "krnl.getref"(%9, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
affine.store %cst, %10[] : memref<f32>
|
|
%11 = krnl.define_loops 1
|
|
krnl.iterate(%11) with (%11 -> %arg6 = 0 to 2) {
|
|
%25 = affine.load %arg0[symbol(%arg3), symbol(%arg4), symbol(%arg6)] : memref<1x3x2xf32>
|
|
%26 = affine.load %arg1[0, symbol(%arg5), symbol(%arg6)] : memref<1x4x2xf32>
|
|
%27 = mulf %25, %26 : f32
|
|
%28 = affine.load %8[] : memref<f32>
|
|
%29 = addf %28, %27 : f32
|
|
affine.store %29, %8[] : memref<f32>
|
|
%30 = affine.load %arg2[0, symbol(%arg5), symbol(%arg6)] : memref<1x4x4xf32>
|
|
%31 = mulf %6, %30 : f32
|
|
%32 = affine.load %10[] : memref<f32>
|
|
%33 = addf %32, %31 : f32
|
|
affine.store %33, %10[] : memref<f32>
|
|
}
|
|
%12 = affine.load %8[] : memref<f32>
|
|
%13 = affine.load %10[] : memref<f32>
|
|
%14 = addf %12, %13 : f32
|
|
%15 = alloc() : memref<4xi8>
|
|
%16 = "krnl.getref"(%15, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
affine.store %14, %16[] : memref<f32>
|
|
%17 = affine.load %16[] : memref<f32>
|
|
%18 = subf %cst, %17 : f32
|
|
%19 = exp %17 : f32
|
|
%20 = exp %18 : f32
|
|
%21 = subf %19, %20 : f32
|
|
%22 = addf %19, %20 : f32
|
|
%23 = divf %21, %22 : f32
|
|
affine.store %23, %5[] : memref<f32>
|
|
%24 = affine.load %5[] : memref<f32>
|
|
affine.store %24, %0[0, symbol(%arg4), symbol(%arg5)] : memref<1x3x4xf32>
|
|
dealloc %15 : memref<4xi8>
|
|
dealloc %9 : memref<4xi8>
|
|
dealloc %7 : memref<4xi8>
|
|
dealloc %4 : memref<4xi8>
|
|
}
|
|
}
|
|
return %0 : memref<1x3x4xf32>
|
|
|
|
// CHECK-LABEL: static_mem_pool_rnn_subblock
|
|
// CHECK: [[CST:%.+]] = constant 0.000000e+00 : f32
|
|
// CHECK: [[C0:%.+]] = constant 0 : i64
|
|
// CHECK: [[C12:%.+]] = constant 12 : i64
|
|
// CHECK: [[C8:%.+]] = constant 8 : i64
|
|
// CHECK: [[C4:%.+]] = constant 4 : i64
|
|
// CHECK: [[RES:%.+]] = alloc() : memref<1x3x4xf32>
|
|
// CHECK: krnl.define_loops 1
|
|
// CHECK: krnl.iterate
|
|
// CHECK: krnl.define_loops 2
|
|
// CHECK: krnl.iterate
|
|
// CHECK: [[STATIC_MEM_POOL:%.+]] = alloc() : memref<16xi8>
|
|
// CHECK: [[REF1:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C12]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: affine.load
|
|
// CHECK: [[REF2:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C8]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: affine.store
|
|
// CHECK: [[REF3:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C4]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: affine.store
|
|
// CHECK: krnl.define_loops 1
|
|
// CHECK: krnl.iterate
|
|
// CHECK: [[REF4:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C0]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: dealloc [[STATIC_MEM_POOL]] : memref<16xi8>
|
|
// CHECK: return [[RES]] : memref<1x3x4xf32>
|
|
}
|
|
|
|
/// Test bundling inside a sub-block and in the main block.
|
|
func @static_mem_pool_rnn_sub_and_main_block(%arg0: memref<1x3x2xf32>, %arg1: memref<1x4x2xf32>, %arg2: memref<1x4x4xf32>) -> memref<1x3x4xf32> attributes {input_names = ["X", "W", "R"], output_names = ["Y"]} {
|
|
%cst = constant 0.000000e+00 : f32
|
|
%c0_i64 = constant 0 : i64
|
|
%0 = alloc() : memref<1x3x4xf32>
|
|
%mem0 = alloc() : memref<4xi8>
|
|
%ref0 = "krnl.getref"(%mem0, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
%mem1 = alloc() : memref<4xi8>
|
|
%ref1 = "krnl.getref"(%mem1, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
%2 = krnl.define_loops 1
|
|
krnl.iterate(%2) with (%2 -> %arg3 = 0 to 1) {
|
|
%3:2 = krnl.define_loops 2
|
|
krnl.iterate(%3#0, %3#1) with (%3#0 -> %arg4 = 0 to 3, %3#1 -> %arg5 = 0 to 4) {
|
|
%4 = alloc() : memref<4xi8>
|
|
%5 = "krnl.getref"(%4, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
%6 = affine.load %0[0, symbol(%arg4), symbol(%arg5)] : memref<1x3x4xf32>
|
|
%7 = alloc() : memref<4xi8>
|
|
%8 = "krnl.getref"(%7, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
affine.store %cst, %8[] : memref<f32>
|
|
%9 = alloc() : memref<4xi8>
|
|
%10 = "krnl.getref"(%9, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
affine.store %cst, %10[] : memref<f32>
|
|
%11 = krnl.define_loops 1
|
|
krnl.iterate(%11) with (%11 -> %arg6 = 0 to 2) {
|
|
%25 = affine.load %arg0[symbol(%arg3), symbol(%arg4), symbol(%arg6)] : memref<1x3x2xf32>
|
|
%26 = affine.load %arg1[0, symbol(%arg5), symbol(%arg6)] : memref<1x4x2xf32>
|
|
%27 = mulf %25, %26 : f32
|
|
%28 = affine.load %8[] : memref<f32>
|
|
%29 = addf %28, %27 : f32
|
|
affine.store %29, %8[] : memref<f32>
|
|
%30 = affine.load %arg2[0, symbol(%arg5), symbol(%arg6)] : memref<1x4x4xf32>
|
|
%31 = mulf %6, %30 : f32
|
|
%32 = affine.load %10[] : memref<f32>
|
|
%33 = addf %32, %31 : f32
|
|
affine.store %33, %10[] : memref<f32>
|
|
affine.store %33, %ref0[] : memref<f32>
|
|
}
|
|
%12 = affine.load %8[] : memref<f32>
|
|
%13 = affine.load %10[] : memref<f32>
|
|
%14 = addf %12, %13 : f32
|
|
%15 = alloc() : memref<4xi8>
|
|
%16 = "krnl.getref"(%15, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
affine.store %14, %16[] : memref<f32>
|
|
%17 = affine.load %16[] : memref<f32>
|
|
%18 = subf %cst, %17 : f32
|
|
%19 = exp %17 : f32
|
|
%20 = exp %18 : f32
|
|
%21 = subf %19, %20 : f32
|
|
%22 = addf %19, %20 : f32
|
|
%23 = divf %21, %22 : f32
|
|
affine.store %23, %5[] : memref<f32>
|
|
%24 = affine.load %5[] : memref<f32>
|
|
affine.store %24, %0[0, symbol(%arg4), symbol(%arg5)] : memref<1x3x4xf32>
|
|
affine.store %24, %ref1[] : memref<f32>
|
|
dealloc %15 : memref<4xi8>
|
|
dealloc %9 : memref<4xi8>
|
|
dealloc %7 : memref<4xi8>
|
|
dealloc %4 : memref<4xi8>
|
|
}
|
|
}
|
|
%mem2 = alloc() : memref<4xi8>
|
|
%ref2 = "krnl.getref"(%mem2, %c0_i64) : (memref<4xi8>, i64) -> memref<f32>
|
|
%val = affine.load %ref1[] : memref<f32>
|
|
affine.store %val, %ref2[] : memref<f32>
|
|
dealloc %mem2 : memref<4xi8>
|
|
dealloc %mem1 : memref<4xi8>
|
|
dealloc %mem0 : memref<4xi8>
|
|
return %0 : memref<1x3x4xf32>
|
|
|
|
// CHECK-LABEL: static_mem_pool_rnn_sub_and_main_block
|
|
// CHECK: [[CST:%.+]] = constant 0.000000e+00 : f32
|
|
// CHECK: [[C0:%.+]] = constant 0 : i64
|
|
// CHECK: [[C12:%.+]] = constant 12 : i64
|
|
// CHECK: [[C8:%.+]] = constant 8 : i64
|
|
// CHECK: [[C4:%.+]] = constant 4 : i64
|
|
// CHECK: [[RES:%.+]] = alloc() : memref<1x3x4xf32>
|
|
// CHECK: [[STATIC_MEM_POOL_MAIN:%.+]] = alloc() : memref<12xi8>
|
|
// CHECK: [[MAIN_REF_0:%.+]] = "krnl.getref"([[STATIC_MEM_POOL_MAIN]], [[C8]]) : (memref<12xi8>, i64) -> memref<f32>
|
|
// CHECK: [[MAIN_REF_1:%.+]] = "krnl.getref"([[STATIC_MEM_POOL_MAIN]], [[C4]]) : (memref<12xi8>, i64) -> memref<f32>
|
|
// CHECK: krnl.define_loops 1
|
|
// CHECK: krnl.iterate
|
|
// CHECK: krnl.define_loops 2
|
|
// CHECK: krnl.iterate
|
|
// CHECK: [[STATIC_MEM_POOL:%.+]] = alloc() : memref<16xi8>
|
|
// CHECK: [[REF1:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C12]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: affine.load
|
|
// CHECK: [[REF2:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C8]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: affine.store
|
|
// CHECK: [[REF3:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C4]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: affine.store
|
|
// CHECK: krnl.define_loops 1
|
|
// CHECK: krnl.iterate
|
|
// CHECK: [[REF4:%.+]] = "krnl.getref"([[STATIC_MEM_POOL]], [[C0]]) : (memref<16xi8>, i64) -> memref<f32>
|
|
// CHECK: dealloc [[STATIC_MEM_POOL]] : memref<16xi8>
|
|
// CHECK: [[MAIN_REF_2:%.+]] = "krnl.getref"([[STATIC_MEM_POOL_MAIN]], [[C0]]) : (memref<12xi8>, i64) -> memref<f32>
|
|
// CHECK: [[LOAD:%.+]] = affine.load [[MAIN_REF_1]][] : memref<f32>
|
|
// CHECK: affine.store [[LOAD]], [[MAIN_REF_2]][] : memref<f32>
|
|
// CHECK: dealloc [[STATIC_MEM_POOL_MAIN]] : memref<12xi8>
|
|
// CHECK: return [[RES]] : memref<1x3x4xf32>
|
|
}
|