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authorJames Ward <james.ward@arm.com>2022-08-12 20:48:56 +0100
committerJames Ward <james.ward@arm.com>2022-10-11 11:56:02 +0100
commit8b39043c70332e1e4c95ee6a9616aec40dd3baf1 (patch)
treefea519246b698eb944b9d58537fc90bc30481d11 /reference_model/src/ops/template_types.h
parentba5fad356a926d5e1c6e0fe6b546a310230cc5a8 (diff)
downloadreference_model-8b39043c70332e1e4c95ee6a9616aec40dd3baf1.tar.gz
Reference model changes for fp16 support
Change-Id: I72f21fcfa153046274969d327313e3349981dbe6 Signed-off-by: James Ward <james.ward@arm.com>
Diffstat (limited to 'reference_model/src/ops/template_types.h')
-rw-r--r--reference_model/src/ops/template_types.h41
1 files changed, 40 insertions, 1 deletions
diff --git a/reference_model/src/ops/template_types.h b/reference_model/src/ops/template_types.h
index 2bc7e04..9511c31 100644
--- a/reference_model/src/ops/template_types.h
+++ b/reference_model/src/ops/template_types.h
@@ -1,5 +1,5 @@
-// Copyright (c) 2020-2021, ARM Limited.
+// Copyright (c) 2020-2022, ARM Limited.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
@@ -18,6 +18,7 @@
#include "tosa_generated.h"
#include <Eigen/CXX11/Tensor>
+#include "half.hpp"
using namespace tosa;
@@ -69,6 +70,12 @@ struct GetEigenType<DType_FLOAT>
using type = float;
};
template <>
+struct GetEigenType<DType_FP16>
+{
+ // NOTE: full precision used
+ using type = float;
+};
+template <>
struct GetEigenType<DType_INT32>
{
using type = int32_t;
@@ -109,6 +116,28 @@ struct GetEigenType<DType_INT16>
using type = int32_t;
};
+/* Get Accumulate Eigen Type:
+Same behaviour as GetEigenType for all DTypes except the
+single specialised case of DType_FP16. */
+template <DType Dtype>
+struct GetAccEigenType;
+template <>
+struct GetAccEigenType<DType_FP16>
+{
+ using type = half_float::half;
+};
+template <DType Dtype>
+struct GetAccEigenType
+{
+ using type = typename GetEigenType<Dtype>::type;
+};
+
+template <DType Dtype>
+struct GetHalfEigenType
+{
+ using type = half_float::half;
+};
+
// Meta function to get number of bits
template <DType T>
struct GetNumBits
@@ -155,6 +184,11 @@ struct GetNumBits<DType_INT48>
{
static constexpr int32_t value = 48;
};
+template <>
+struct GetNumBits<DType_FP16>
+{
+ static constexpr int32_t value = 16;
+};
// Meta function to get quantized min/max in compile time
template <DType T>
@@ -262,6 +296,11 @@ struct GetAccDType<DType_INT16, DType_INT16>
static constexpr DType value = DType_INT48;
};
template <>
+struct GetAccDType<DType_FP16, DType_FP16>
+{
+ static constexpr DType value = DType_FP16;
+};
+template <>
struct GetAccDType<DType_FLOAT, DType_FLOAT>
{
static constexpr DType value = DType_FLOAT;