embedding_node.h

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#pragma once
 
#include "sdfg/data_flow/library_nodes/math/tensor/tensor_node.h"
 
#include "sdfg/serializer/json_serializer.h"
 
namespace sdfg {
namespace math {
namespace tensor {
 
inline data_flow::LibraryNodeCode LibraryNodeType_Embedding("ml::Embedding");

class EmbeddingNode : public TensorNode {
private:
    std::vector<symbolic::Expression> weight_shape_;
    std::vector<symbolic::Expression> index_shape_;
 
public:
    EmbeddingNode(
        size_t element_id,
        const DebugInfo& debug_info,
        const graph::Vertex vertex,
        data_flow::DataFlowGraph& parent,
        const std::vector<symbolic::Expression>& weight_shape,
        const std::vector<symbolic::Expression>& index_shape,
        const data_flow::ImplementationType& impl_type = data_flow::ImplementationType_NONE
    );
 
    static auto constexpr RESULT_PTR_IDX = 0;
    static auto constexpr W_INPUT_IDX = 1;
    static auto constexpr INDEX_IDX = 2;
 
    const std::vector<symbolic::Expression>& weight_shape() const;
    const std::vector<symbolic::Expression>& index_shape() const;
 
    void validate(const Function& function) const override;
 
    symbolic::SymbolSet symbols() const override;
 
    void replace(const symbolic::Expression old_expression, const symbolic::Expression new_expression) override;
 
    void replace(const symbolic::ExpressionMapping& replacements) override;
 
    bool supports_integer_types() const override;
 
    passes::LibNodeExpander::ExpandOutcome
    expand(passes::LibNodeExpander::ExpandContext& context, structured_control_flow::Block& block) override;
 
    std::unique_ptr<data_flow::DataFlowNode>
    clone(size_t element_id, const graph::Vertex vertex, data_flow::DataFlowGraph& parent) const override;
 
    data_flow::PointerAccessType pointer_access_type(int input_idx) const override;
};
 
class EmbeddingNodeSerializer : public serializer::LibraryNodeSerializer {
public:
    nlohmann::json serialize(const data_flow::LibraryNode& library_node) override;
 
    data_flow::LibraryNode& deserialize(
        const nlohmann::json& j, builder::StructuredSDFGBuilder& builder, structured_control_flow::Block& parent
    ) override;
};
 
} // namespace tensor
} // namespace math
} // namespace sdfg