docc 0.8.3 (0d44999b)
C++ API Reference
Loading...
Searching...
No Matches
batched_gemm_node.h
Go to the documentation of this file.
1#pragma once
2
5
8
10
11namespace sdfg {
12namespace math {
13namespace blas {
14
16
17class BatchedGEMMNode : public BLASNode {
18private:
19 BLAS_Layout layout_;
20 BLAS_Transpose trans_a_;
21 BLAS_Transpose trans_b_;
22
23 symbolic::Expression batch_count_;
30 symbolic::Expression stride_a_;
31 symbolic::Expression stride_b_;
32 symbolic::Expression stride_c_;
33
34public:
36 size_t element_id,
37 const DebugInfo& debug_info,
42 const BLAS_Layout& layout,
55 );
56
57 static constexpr int A_INPUT_IDX = 0;
58 static constexpr int B_INPUT_IDX = 1;
59 static constexpr int C_INPUT_IDX = 2;
60 static constexpr int ALPHA_INPUT_IDX = 3;
61 static constexpr int BETA_INPUT_IDX = 4;
62
64
66
68
70
72
74
76
78
80
82
84
86
88
89 void validate(const Function& function) const override;
90
91 symbolic::SymbolSet symbols() const override;
92
93 void replace(const symbolic::Expression old_expression, const symbolic::Expression new_expression) override;
94
95 void replace(const symbolic::ExpressionMapping& replacements) override;
96
97 std::unique_ptr<data_flow::DataFlowNode>
98 clone(size_t element_id, const graph::Vertex vertex, data_flow::DataFlowGraph& parent) const override;
99
100 std::string toStr() const override;
101
102 symbolic::Expression flop() const override;
103
105
108};
109
111public:
112 nlohmann::json serialize(const data_flow::LibraryNode& library_node) override;
113
116 ) override;
117};
118
119} // namespace blas
120} // namespace math
121} // namespace sdfg
BLAS (Basic Linear Algebra Subprograms) library node definitions.
Dispatchers for dataflow blocks and library nodes.
Definition element.h:30
size_t element_id() const
const DebugInfo & debug_info() const
Definition function.h:43
Note: Even though the class references unique_ptr, it will never delete an SDFG it has a reference to...
Definition structured_sdfg_builder.h:44
Definition data_flow_graph.h:29
graph::Vertex vertex() const
Get the graph vertex for this node.
Base class for all library nodes in the dataflow graph.
Definition library_node.h:106
const ImplementationType & implementation_type() const
Get the implementation type (const).
BLAS_Precision precision() const
Get the precision/data type.
BLASNode(size_t element_id, const DebugInfo &debug_info, const graph::Vertex vertex, data_flow::DataFlowGraph &parent, const data_flow::LibraryNodeCode &code, const std::vector< std::string > &outputs, const std::vector< std::string > &inputs, const data_flow::ImplementationType &implementation_type, const BLAS_Precision &precision)
Construct a BLAS node.
Definition batched_gemm_node.h:110
data_flow::LibraryNode & deserialize(const nlohmann::json &j, builder::StructuredSDFGBuilder &builder, structured_control_flow::Block &parent) override
Deserialize a library node from JSON.
nlohmann::json serialize(const data_flow::LibraryNode &library_node) override
Serialize a library node to JSON.
void replace(const symbolic::ExpressionMapping &replacements) override
void replace(const symbolic::Expression old_expression, const symbolic::Expression new_expression) override
symbolic::Expression k() const
symbolic::SymbolSet symbols() const override
Get all symbols used in this node.
std::string toStr() const override
Convert node to string representation.
static constexpr int A_INPUT_IDX
Definition batched_gemm_node.h:57
static constexpr int ALPHA_INPUT_IDX
Definition batched_gemm_node.h:60
data_flow::PointerAccessType pointer_access_type(int input_idx) const override
Describes what a pointer is used for.
passes::LibNodeExpander::ExpandOutcome expand(passes::LibNodeExpander::ExpandContext &context, structured_control_flow::Block &block) override
Expand this node into its internal operations.
symbolic::Expression stride_c() const
symbolic::Expression n() const
symbolic::Expression m() const
void validate(const Function &function) const override
Validates the element.
static constexpr int B_INPUT_IDX
Definition batched_gemm_node.h:58
symbolic::Expression batch_count() const
BatchedGEMMNode(size_t element_id, const DebugInfo &debug_info, const graph::Vertex vertex, data_flow::DataFlowGraph &parent, const data_flow::ImplementationType &implementation_type, const BLAS_Precision &precision, const BLAS_Layout &layout, const BLAS_Transpose &trans_a, const BLAS_Transpose &trans_b, symbolic::Expression batch_count, symbolic::Expression m, symbolic::Expression n, symbolic::Expression k, symbolic::Expression lda, symbolic::Expression ldb, symbolic::Expression ldc, symbolic::Expression stride_a, symbolic::Expression stride_b, symbolic::Expression stride_c)
static constexpr int BETA_INPUT_IDX
Definition batched_gemm_node.h:61
symbolic::Expression flop() const override
Calculate floating point operations for this node.
symbolic::Expression stride_b() const
BLAS_Transpose trans_b() const
symbolic::Expression lda() const
BLAS_Transpose trans_a() const
symbolic::Expression ldb() const
static constexpr int C_INPUT_IDX
Definition batched_gemm_node.h:59
symbolic::Expression ldc() const
std::unique_ptr< data_flow::DataFlowNode > clone(size_t element_id, const graph::Vertex vertex, data_flow::DataFlowGraph &parent) const override
Clone this node for graph transformations.
symbolic::Expression stride_a() const
Definition lib_node_expander.h:122
Base class for library node serialization.
Definition json_serializer.h:195
A control flow node representing a basic block with dataflow computations.
Definition block.h:42
SymEngine::RCP< const SymEngine::Basic > Expression
Reference-counted pointer to a symbolic expression (SymEngine Basic).
Definition symbolic.h:83
std::set< Symbol, SymEngine::RCPBasicKeyLess > SymbolSet
Ordered set of symbols.
Definition symbolic.h:95
SymEngine::map_basic_basic ExpressionMapping
Definition symbolic.h:109
Mathematical library node base class with expansion support.
Definition function_builder.h:10
StringEnum ImplementationType
Implementation type identifier for library nodes.
Definition library_node.h:75
StringEnum LibraryNodeCode
Definition library_node.h:65
std::unique_ptr< PointerAccessMeta, PtrAccessDeleter > PointerAccessType
Definition pointer_metadata.h:32
boost::graph_traits< Graph >::vertex_descriptor Vertex
Definition graph.h:25
Definition batched_gemm_node.h:13
BLAS_Precision
Precision/data type for BLAS operations.
Definition blas_node.h:52
BLAS_Transpose
Transpose operation for BLAS matrices.
Definition blas_node.h:87
BLAS_Layout
Memory layout for BLAS matrices.
Definition blas_node.h:127
data_flow::LibraryNodeCode LibraryNodeType_BatchedGEMM("BatchedGEMM")
Definition batched_gemm_node.h:12
Definition analysis.h:7
Definition lib_node_expander.h:12