From 2e4d889fb036d1c0a34503400a3f45cfc6f9f3e1 Mon Sep 17 00:00:00 2001 From: Matthew Sloyan Date: Tue, 18 Oct 2022 18:02:48 +0100 Subject: Add FP16 support to IModelRunner * Added specific FP16 readfromVector and writeToVector methods. * Added FP16 support to float readfromVector and writeToVector methods. * Added missing reference to IModelRunner::setInput. Signed-off-by: Matthew Sloyan Change-Id: I6b66468737e672afc925ccad4fb710fbb9427c14 --- reference_model/src/tensor.cc | 65 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 65 insertions(+) (limited to 'reference_model/src/tensor.cc') diff --git a/reference_model/src/tensor.cc b/reference_model/src/tensor.cc index 8e65a27..8d192ca 100644 --- a/reference_model/src/tensor.cc +++ b/reference_model/src/tensor.cc @@ -429,6 +429,7 @@ int TosaReference::Tensor::readfromVector(const std::vector& vals) uint32_t elements = getElementCount(); switch (getDtype()) { + case DType_FP16: case DType_FP32: if (vals.size() != elements) { @@ -448,6 +449,38 @@ int TosaReference::Tensor::readfromVector(const std::vector& vals) return 0; } +int TosaReference::Tensor::readfromVector(const std::vector& vals) +{ + uint32_t elements = getElementCount(); + std::vector tensor(elements); + + switch (getDtype()) + { + case DType_FP16: + if (vals.size() != elements) + { + WARNING("The input size (%ld) doesn't match the number of elements (%d) assigned to the tensor.", + vals.size(), elements); + return -1; + } + + // Convert from fp16 to fp32 + for (uint32_t i=0; i < elements; i++) + { + tensor[i] = half_float::half_cast(vals[i]); + } + + setTensorValueFloat(elements, tensor.data()); + break; + default: + WARNING("The input type doesn't match the data type assigned to the tensor (%s).", + EnumNameDType(getDtype())); + return -2; + } + setIsValid(); + return 0; +} + int TosaReference::Tensor::readfromVector(const std::vector& vals) { uint32_t elements = getElementCount(); @@ -532,6 +565,7 @@ int TosaReference::Tensor::writeToVector(std::vector& vals) switch (getDtype()) { + case DType_FP16: case DType_FP32: if (vals.size() != elements) { @@ -550,6 +584,37 @@ int TosaReference::Tensor::writeToVector(std::vector& vals) return 0; } +int TosaReference::Tensor::writeToVector(std::vector& vals) +{ + uint32_t elements = getElementCount(); + std::vector tensor(elements); + + switch (getDtype()) + { + case DType_FP16: + if (vals.size() != elements) + { + WARNING("The output size (%ld) doesn't match the number of elements (%d) assigned to the tensor.", + vals.size(), elements); + return -1; + } + + getTensorValueFloat(elements, tensor.data()); + + // Convert fp32 to fp16 + for (uint32_t i=0; i < elements; i++) + { + vals[i] = half_float::half_cast(tensor[i]); + } + break; + default: + WARNING("The output type doesn't match the data type assigned to the tensor (%s).", + EnumNameDType(getDtype())); + return -2; + } + return 0; +} + int TosaReference::Tensor::writeToVector(std::vector& vals) { uint32_t elements = getElementCount(); -- cgit v1.2.1