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authorWon Jeon <won.jeon@arm.com>2023-08-10 10:33:01 +0000
committerWon Jeon <won.jeon@arm.com>2023-08-18 15:21:15 -0700
commita21b2e88d19d8cb11a9120d40bacbb594d600565 (patch)
tree3bc8a40db72a31c1e552a3bd6339627a1175686e /reference_model/src/ops
parente0247481eb1f83f6eb7161d3f7ac2690b180952a (diff)
downloadreference_model-a21b2e88d19d8cb11a9120d40bacbb594d600565.tar.gz
Add DIM operator to reference model
Signed-off-by: Won Jeon <won.jeon@arm.com> Change-Id: Iea11ee5d3d98773e9c5e9b827593c05afb41ce3b
Diffstat (limited to 'reference_model/src/ops')
-rw-r--r--reference_model/src/ops/data_layout.cc62
-rw-r--r--reference_model/src/ops/data_layout.h21
-rw-r--r--reference_model/src/ops/op_factory.cc9
-rw-r--r--reference_model/src/ops/template_types.h5
4 files changed, 97 insertions, 0 deletions
diff --git a/reference_model/src/ops/data_layout.cc b/reference_model/src/ops/data_layout.cc
index bc97c89..2d1fdb0 100644
--- a/reference_model/src/ops/data_layout.cc
+++ b/reference_model/src/ops/data_layout.cc
@@ -209,6 +209,60 @@ int OpPad<Rank, Dtype>::eval()
return GraphNode::eval();
}
+template <int Rank, TOSA_REF_TYPE Dtype>
+OpDim<Rank, Dtype>::OpDim(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_)
+ : GraphNode(sgt_, Op_DIM, id_)
+{
+ setRequiredOperands(1, 1);
+
+ INIT_ATTRIBUTE(Axis);
+}
+
+template <int Rank, TOSA_REF_TYPE Dtype>
+OpDim<Rank, Dtype>::~OpDim()
+{
+ if (attribute)
+ delete attribute;
+}
+
+template <int Rank, TOSA_REF_TYPE Dtype>
+int OpDim<Rank, Dtype>::checkTensorAttributes()
+{
+ // Check Tosa Level
+ auto tosa_level = g_func_config.tosa_level;
+ LEVEL_CHECK(Rank <= tosa_level.MAX_RANK, "Rank should be smaller than or equal to MAX_RANK");
+
+ if (validateRequiredOperands())
+ return 1;
+
+ if (validateRequiredRank(inputs[0]))
+ return 1;
+
+ if (attribute->axis() < 0 || (size_t)attribute->axis() >= Rank)
+ {
+ printNodeValidationError("OpDim: axis must between [0, input_rank - 1]");
+ return 1;
+ }
+
+ in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]);
+ out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]);
+
+ ASSERT_MEM(in && out);
+
+ return 0;
+}
+
+template <int Rank, TOSA_REF_TYPE Dtype>
+int OpDim<Rank, Dtype>::eval()
+{
+ int32_t axis = attribute->axis();
+ int64_t out_val = in->getShape()[axis];
+
+ this->out->getTensor().setConstant(out_val);
+
+ return GraphNode::eval();
+}
+
template <int InRank, int OutRank, TOSA_REF_TYPE Dtype>
OpReshape<InRank, OutRank, Dtype>::OpReshape(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_)
: GraphNode(sgt_, Op_RESHAPE, id_)
@@ -780,6 +834,14 @@ DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, INT32);
DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, BOOL);
DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP64);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP16);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, BF16);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP32);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT8);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT16);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT32);
+DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, BOOL);
+
DEF_INSTANTIATE_RESHAPE(OpReshape, FP16);
DEF_INSTANTIATE_RESHAPE(OpReshape, BF16);
DEF_INSTANTIATE_RESHAPE(OpReshape, FP32);
diff --git a/reference_model/src/ops/data_layout.h b/reference_model/src/ops/data_layout.h
index 94ce248..024f9a2 100644
--- a/reference_model/src/ops/data_layout.h
+++ b/reference_model/src/ops/data_layout.h
@@ -66,6 +66,27 @@ protected:
TosaPadAttribute* attribute;
};
+template <int Rank, TOSA_REF_TYPE Dtype>
+class OpDim : public GraphNode
+{
+public:
+ OpDim(SubgraphTraverser* sgt_, TosaAttributeBase* attribute_, uint64_t id_);
+ virtual ~OpDim();
+
+ virtual int checkTensorAttributes();
+ virtual int eval();
+
+ using InEigenType = typename GetEigenType<Dtype>::type;
+ using OutEigenType = typename GetEigenType<TOSA_REF_TYPE_SHAPE>::type;
+ using TIn = Eigen::Tensor<InEigenType, Rank>;
+ using TOut = Eigen::Tensor<OutEigenType, 0>;
+
+protected:
+ TosaReference::TensorTemplate<TIn>* in;
+ TosaReference::TensorTemplate<TOut>* out;
+ TosaAxisAttribute* attribute;
+};
+
template <int InRank, int OutRank, TOSA_REF_TYPE Dtype>
class OpReshape : public GraphNode
{
diff --git a/reference_model/src/ops/op_factory.cc b/reference_model/src/ops/op_factory.cc
index a3069dc..d834b74 100644
--- a/reference_model/src/ops/op_factory.cc
+++ b/reference_model/src/ops/op_factory.cc
@@ -419,6 +419,15 @@ GraphNode* OpFactory::newOp(SubgraphTraverser* sgt,
DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, BOOL);
DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpPad, FP64);
break;
+ case Op_DIM:
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP16);
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, BF16);
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, FP32);
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT32);
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT8);
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, INT16);
+ DEF_FACTORY_RANK1_6_ONE_RANK_ONE_TYPE(OpDim, BOOL);
+ break;
case Op_RESHAPE:
DEF_FACTORY_RESHAPE(OpReshape, FP16);
DEF_FACTORY_RESHAPE(OpReshape, BF16);
diff --git a/reference_model/src/ops/template_types.h b/reference_model/src/ops/template_types.h
index 6dd6e76..342d5c2 100644
--- a/reference_model/src/ops/template_types.h
+++ b/reference_model/src/ops/template_types.h
@@ -98,6 +98,11 @@ struct GetEigenType<TOSA_REF_TYPE_INT48>
using type = int64_t;
};
template <>
+struct GetEigenType<TOSA_REF_TYPE_SHAPE>
+{
+ using type = int64_t;
+};
+template <>
struct GetEigenType<TOSA_REF_TYPE_BOOL>
{
using type = bool;