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-rw-r--r--reference_model/src/ops/activation_funcs.cc118
1 files changed, 118 insertions, 0 deletions
diff --git a/reference_model/src/ops/activation_funcs.cc b/reference_model/src/ops/activation_funcs.cc
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+
+// Copyright (c) 2020, ARM Limited.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+#include "activation_funcs.h"
+#include "quant_util.h"
+#include "template_types.h"
+#include <cmath>
+
+using namespace TosaReference;
+using namespace Eigen;
+using namespace tosa;
+
+template <int Rank, DType Dtype>
+int OpClamp<Rank, Dtype>::register_fcn()
+{
+
+ switch (Dtype)
+ {
+ case DType_FLOAT:
+ {
+ InEigenType min = (InEigenType)attribute->min_fp();
+ InEigenType max = (InEigenType)attribute->max_fp();
+ this->fcn = [min, max](InEigenType a) -> OutEigenType { return a <= min ? min : a >= max ? max : a; };
+ }
+ break;
+ case DType_AINT8:
+ case DType_INT16:
+ {
+ InEigenType min = (InEigenType)attribute->min_int();
+ InEigenType max = (InEigenType)attribute->max_int();
+ this->fcn = [min, max](InEigenType a) -> OutEigenType { return a <= min ? min : a >= max ? max : a; };
+ }
+ break;
+ default:
+ FATAL_ERROR_NODE("unsupported DType %s", EnumNamesDType()[Dtype]);
+ }
+
+ return 0;
+}
+
+template <int Rank, DType Dtype>
+int OpReluN<Rank, Dtype>::register_fcn()
+{
+
+ switch (Dtype)
+ {
+ case DType_FLOAT:
+ {
+ InEigenType N = (InEigenType)attribute->max_fp();
+ this->fcn = [N](InEigenType a) -> OutEigenType { return a >= 0 ? (a <= N ? a : N) : 0; };
+ }
+ break;
+ case DType_INT32:
+ {
+ InEigenType N = (InEigenType)attribute->max_int();
+ this->fcn = [N](InEigenType a) -> OutEigenType { return a >= 0 ? (a <= N ? a : N) : 0; };
+ }
+ break;
+ default:
+ FATAL_ERROR_NODE("unsupported DType %s", EnumNamesDType()[Dtype]);
+ }
+
+ return 0;
+}
+
+template <int Rank, DType Dtype>
+int OpSigmoid<Rank, Dtype>::register_fcn()
+{
+ switch (Dtype)
+ {
+ case DType_FLOAT:
+ this->fcn = [](InEigenType a) -> OutEigenType { return (1.0 / (1.0 + (expf(-1.0 * a)))); };
+ break;
+ default:
+ FATAL_ERROR_NODE("unsupported DType %s", EnumNamesDType()[Dtype]);
+ }
+
+ return 0;
+}
+
+template <int Rank, DType Dtype>
+int OpTanh<Rank, Dtype>::register_fcn()
+{
+ switch (Dtype)
+ {
+ case DType_FLOAT:
+ this->fcn = [](InEigenType a) -> OutEigenType { return tanhf(a); };
+ break;
+ default:
+ FATAL_ERROR_NODE("unsupported DType %s", EnumNamesDType()[Dtype]);
+ }
+
+ return 0;
+}
+
+// template explicit instantiation
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpClamp, FLOAT);
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpClamp, AINT8);
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpClamp, INT16);
+
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpReluN, FLOAT);
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpReluN, INT32);
+
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpSigmoid, FLOAT);
+
+DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpTanh, FLOAT);