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authorPablo Marquez Tello <pablo.tello@arm.com>2022-12-19 17:12:53 +0000
committerPablo Marquez Tello <pablo.tello@arm.com>2022-12-21 08:28:34 +0000
commit9d7b690fd886bcc514a6aa8d17d53e25e3500a33 (patch)
treefa5c965eec259859716c4e224e96d33eac1b1731
parentb84e25313e5dc7acbc03623e1e071e845047c111 (diff)
downloadComputeLibrary-9d7b690fd886bcc514a6aa8d17d53e25e3500a33.tar.gz
Fixed various mismatches in CpuCastKernel
* Fixes various mismatches when converting FP32 to BF16 and BF16 to FP32 * Fixed segfault when trying logging=1 and trying to log BF16 * Resolves MLCE-979 Change-Id: Ie517d0b7411b4e3a7fecdee588f0e073d290625a Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8830 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
-rw-r--r--src/core/NEON/wrapper/intrinsics/cvt.h20
-rw-r--r--src/cpu/kernels/cast/generic/neon/bfloat16.cpp92
-rw-r--r--utils/TypePrinter.h2
3 files changed, 34 insertions, 80 deletions
diff --git a/src/core/NEON/wrapper/intrinsics/cvt.h b/src/core/NEON/wrapper/intrinsics/cvt.h
index baad1319b2..c75d43dbf2 100644
--- a/src/core/NEON/wrapper/intrinsics/cvt.h
+++ b/src/core/NEON/wrapper/intrinsics/cvt.h
@@ -87,26 +87,6 @@ vcvta(const float32x4_t &a)
return vcvtaq_s32_f32(a);
}
#endif //__aarch64__
-
-#if defined(ARM_COMPUTE_ENABLE_BF16)
-/** Convert 2x128-bit floating point vectors into 1x128-bit bfloat16 vector
- *
- * @param[in] inptr Pointer to the input memory to load values from
- * @param[in,out] outptr Pointer to the output memory to store values to
- */
-inline void vcvt_bf16_f32(const float *inptr, uint16_t *outptr)
-{
- __asm __volatile(
- "ldp q0, q1, [%[inptr]]\n"
- ".inst 0xea16800\n" // BFCVTN v0, v0
- ".inst 0x4ea16820\n" // BFCVTN2 v0, v1
- "str q0, [%[outptr]]\n"
- : [inptr] "+r"(inptr)
- : [outptr] "r"(outptr)
- : "v0", "v1", "memory");
-}
-#endif /* defined(ARM_COMPUTE_ENABLE_BF16) */
-
} // namespace wrapper
} // namespace arm_compute
#endif /* ARM_COMPUTE_WRAPPER_CVT_H */
diff --git a/src/cpu/kernels/cast/generic/neon/bfloat16.cpp b/src/cpu/kernels/cast/generic/neon/bfloat16.cpp
index eed537039f..942bdfae61 100644
--- a/src/cpu/kernels/cast/generic/neon/bfloat16.cpp
+++ b/src/cpu/kernels/cast/generic/neon/bfloat16.cpp
@@ -24,10 +24,8 @@
#if defined(ARM_COMPUTE_ENABLE_BF16)
#include "arm_compute/core/TensorInfo.h"
-#include "src/core/NEON/wrapper/wrapper.h"
#include "src/cpu/kernels/CpuCastKernel.h"
#include "src/cpu/kernels/cast/list.h"
-#include "support/SaturateCast.h"
namespace arm_compute
{
@@ -38,9 +36,9 @@ void neon_fp32_to_bfloat16_cast(const ITensor *_src, ITensor *_dst, const Thread
ARM_COMPUTE_UNUSED(info);
ARM_COMPUTE_UNUSED(_policy);
- const auto window_start_x = static_cast<int>(window.x().start());
- const auto window_end_x = static_cast<int>(window.x().end());
- const int window_step_x = 16;
+ const auto window_start_x = static_cast<int>(window.x().start());
+ const auto window_end_x = static_cast<int>(window.x().end());
+ constexpr int window_step_x = 8;
ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst);
ARM_COMPUTE_ERROR_ON(_src == _dst);
@@ -52,25 +50,23 @@ void neon_fp32_to_bfloat16_cast(const ITensor *_src, ITensor *_dst, const Thread
Iterator src(_src, win);
Iterator dst(_dst, win);
-
/* Down-conversion F32 -> BFLOAT16 */
execute_window_loop(win, [&](const Coordinates &)
{
- const auto src_ptr = reinterpret_cast<const float *>(src.ptr());
- const auto dst_ptr = reinterpret_cast<bfloat16 *>(dst.ptr());
-
- int x = window_start_x;
- for(; x <= (window_end_x - window_step_x); x += window_step_x)
+ const auto src_ptr = reinterpret_cast<const float *>(src.ptr());
+ const auto dst_ptr = reinterpret_cast<bfloat16_t *>(dst.ptr());
+ int x = window_start_x;
+ const int right_bound = (window_end_x - window_step_x);
+ for(; x <= right_bound; x += window_step_x)
{
- wrapper::vcvt_bf16_f32(reinterpret_cast<float *>(src.ptr()),
- reinterpret_cast<uint16_t *>(dst.ptr()));
- wrapper::vcvt_bf16_f32(reinterpret_cast<float *>(src.ptr()) + 8,
- reinterpret_cast<uint16_t *>(dst.ptr()) + 8);
+ const auto vbf16_0 = vcombine_bf16(
+ vcvt_bf16_f32(vld1q_f32(src_ptr + x)),
+ vcvt_bf16_f32(vld1q_f32(src_ptr + x + 4)));
+ vst1q_bf16(dst_ptr + x, vbf16_0);
}
-
for(; x < window_end_x; ++x)
{
- *(dst_ptr + x) = *(src_ptr + x);
+ *(reinterpret_cast<bfloat16 *>(dst.ptr()) + x) = *(src_ptr + x);
}
},
src, dst);
@@ -81,9 +77,9 @@ void neon_bfloat16_to_fp32_cast(const ITensor *_src, ITensor *_dst, const Thread
ARM_COMPUTE_UNUSED(info);
ARM_COMPUTE_UNUSED(_policy);
- const auto window_start_x = static_cast<int>(window.x().start());
- const auto window_end_x = static_cast<int>(window.x().end());
- const int window_step_x = 16;
+ const auto window_start_x = static_cast<int>(window.x().start());
+ const auto window_end_x = static_cast<int>(window.x().end());
+ constexpr int window_step_x = 8;
ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst);
ARM_COMPUTE_ERROR_ON(_src == _dst);
@@ -95,48 +91,26 @@ void neon_bfloat16_to_fp32_cast(const ITensor *_src, ITensor *_dst, const Thread
Iterator src(_src, win);
Iterator dst(_dst, win);
- switch(_dst->info()->data_type())
+ /* Up-conversion BFLOAT16 -> F32 */
+ execute_window_loop(win, [&](const Coordinates &)
{
- case DataType::F32:
+ const auto src_ptr = reinterpret_cast<const bfloat16_t *>(src.ptr());
+ const auto dst_ptr = reinterpret_cast<float *>(dst.ptr());
+
+ int x = window_start_x;
+ const int right_bound(window_end_x - window_step_x);
+ for(; x <= right_bound; x += window_step_x)
{
- /* Up-conversion BFLOAT16 -> F32 */
- execute_window_loop(win, [&](const Coordinates &)
- {
- const auto src_ptr = reinterpret_cast<const bfloat16 *>(src.ptr());
- const auto dst_ptr = reinterpret_cast<float *>(dst.ptr());
-
- int x = window_start_x;
- for(; x <= (window_end_x - window_step_x); x += window_step_x)
- {
- const uint16x8x2_t texels =
- {
- {
- vld1q_u16(reinterpret_cast<uint16_t *>(src.ptr())),
- vld1q_u16(reinterpret_cast<uint16_t *>(src.ptr()) + 8)
- }
- };
-
- vst1q_f32(reinterpret_cast<float *>(dst.ptr()),
- vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_low_u16(texels.val[0])), 16)));
- vst1q_f32(reinterpret_cast<float *>(dst.ptr()) + 4,
- vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_high_u16(texels.val[0])), 16)));
- vst1q_f32(reinterpret_cast<float *>(dst.ptr()) + 8,
- vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_low_u16(texels.val[1])), 16)));
- vst1q_f32(reinterpret_cast<float *>(dst.ptr()) + 12,
- vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_high_u16(texels.val[1])), 16)));
- }
-
- for(; x < window_end_x; ++x)
- {
- *(dst_ptr + x) = float(*(src_ptr + x));
- }
- },
- src, dst);
- break;
+ const bfloat16x8_t vinput = vld1q_bf16(src_ptr + x);
+ vst1q_f32(dst_ptr + x, vcvt_f32_bf16(vget_low_bf16(vinput)));
+ vst1q_f32(dst_ptr + x + 4, vcvt_f32_bf16(vget_high_bf16(vinput)));
}
- default:
- ARM_COMPUTE_ERROR("dst data type unsupported");
- }
+ for(; x < window_end_x; ++x)
+ {
+ *(dst_ptr + x) = float(*(reinterpret_cast<const bfloat16 *>(src_ptr) + x));
+ }
+ },
+ src, dst);
}
} // namespace cpu
diff --git a/utils/TypePrinter.h b/utils/TypePrinter.h
index 9f20b38b96..d4265bfdbd 100644
--- a/utils/TypePrinter.h
+++ b/utils/TypePrinter.h
@@ -480,7 +480,7 @@ inline ::std::ostream &operator<<(::std::ostream &os, const BoundingBoxTransform
inline ::std::ostream &operator<<(::std::ostream &os, const bfloat16 &v)
{
std::stringstream str;
- str << v;
+ str << static_cast<float>(v);
os << str.str();
return os;
}