From 485a11d8cb67c8062c632f0987cd31cedbe93d6d Mon Sep 17 00:00:00 2001 From: James Ward Date: Fri, 5 Aug 2022 13:48:37 +0100 Subject: FP16 support in serialization * Allow serialization of fp16 data * Add package to support integrated half data-type (half_float::half), independent of native float: http://half.sourceforge.net/ * Allow passing of accumulate data-type in serialization Signed-off-by: James Ward Change-Id: I54357f02e3776d81958228f699ea5044f2014f4b --- src/tosa_serialization_handler.cpp | 44 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 44 insertions(+) (limited to 'src/tosa_serialization_handler.cpp') diff --git a/src/tosa_serialization_handler.cpp b/src/tosa_serialization_handler.cpp index 3a0ce43..170b313 100644 --- a/src/tosa_serialization_handler.cpp +++ b/src/tosa_serialization_handler.cpp @@ -14,6 +14,7 @@ // limitations under the License. #include "tosa_serialization_handler.h" +#include "half.hpp" #include using namespace tosa; @@ -652,6 +653,7 @@ tosa_err_t TosaSerializationHandler::Serialize() #define DEF_ARGS_S_float(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_bool(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_ResizeMode(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) +#define DEF_ARGS_S_DType(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_string(NAME, V) DEF_ARGS_S_STR(NAME, V) #define DEF_ARGS_S(NAME, T, V) DEF_ARGS_S_##T(NAME, V) @@ -692,6 +694,7 @@ tosa_err_t TosaSerializationHandler::Serialize() #undef DEF_ARGS_S_float #undef DEF_ARGS_S_bool #undef DEF_ARGS_S_ResizeMode +#undef DEF_ARGS_S_DType #undef DEF_ARGS_S_string #undef DEF_ARGS_S_STR #undef DEF_ARGS_S_DEFAULT @@ -746,6 +749,21 @@ void zero_pad(std::vector& buf) } } +tosa_err_t TosaSerializationHandler::ConvertF16toU8(const std::vector& in, std::vector& out) +{ + // Note: Converts fp32->fp16 before converting to uint8_t + out.clear(); + for (auto val : in) + { + half_float::half val_f16 = half_float::half_cast(val); + uint16_t* val_u16 = reinterpret_cast(&val_f16); + out.push_back(*val_u16 & 0xFF); + out.push_back((*val_u16 >> 8) & 0xFF); + } + zero_pad(out); + return TOSA_OK; +} + tosa_err_t TosaSerializationHandler::ConvertF32toU8(const std::vector& in, std::vector& out) { out.clear(); @@ -861,6 +879,32 @@ tosa_err_t TosaSerializationHandler::ConvertBooltoU8(const std::vector& in return TOSA_OK; } +tosa_err_t + TosaSerializationHandler::ConvertU8toF16(const std::vector& in, uint32_t out_size, std::vector& out) +{ + // Note: fp16 values returned in fp32 type + out.clear(); + if (in.size() < out_size * sizeof(int16_t)) + { + printf("TosaSerializationHandler::ConvertU8toF16(): uint8 buffer size %ld must >= target size %ld\n", in.size(), + out_size * sizeof(int16_t)); + return TOSA_USER_ERROR; + } + + for (uint32_t i = 0; i < out_size; i++) + { + uint16_t f16_byte0 = in[i * sizeof(int16_t)]; + uint16_t f16_byte1 = in[i * sizeof(int16_t) + 1]; + uint16_t val_u16 = f16_byte0 + (f16_byte1 << 8); + + // Reinterpret u16 byte as fp16 then convert to fp32 + half_float::half val_f16 = *(half_float::half*)&val_u16; + float val_fp32 = half_float::half_cast(val_f16); + out.push_back(val_fp32); + } + return TOSA_OK; +} + tosa_err_t TosaSerializationHandler::ConvertU8toF32(const std::vector& in, uint32_t out_size, std::vector& out) { -- cgit v1.2.1