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tensor_intrin.h
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19 
24 #ifndef TVM_TE_TENSOR_INTRIN_H_
25 #define TVM_TE_TENSOR_INTRIN_H_
26 
27 #include <tvm/te/tensor.h>
28 #include <tvm/tir/buffer.h>
29 
30 #include <string>
31 
32 namespace tvm {
33 namespace te {
34 
36 class TensorIntrinNode : public Object {
37  public:
39  std::string name;
73 
75  v->Visit("name", &name);
76  v->Visit("op", &op);
77  v->Visit("inputs", &inputs);
78  v->Visit("buffers", &buffers);
79  v->Visit("scalar_params", &scalar_params);
80  v->Visit("body", &body);
81  v->Visit("reduce_init", &reduce_init);
82  v->Visit("reduce_update", &reduce_update);
83  }
84 
85  static constexpr const char* _type_key = "TensorIntrin";
87 };
88 
93 class TensorIntrin : public ObjectRef {
94  public:
95  TVM_DLL TensorIntrin(std::string name, Operation op, Array<Tensor> inputs, Array<Buffer> buffers,
96  Array<Var> scalar_params, Stmt body, Stmt reduce_init, Stmt reduce_update);
97 
99 };
100 
101 class TensorIntrinCallNode : public Object {
102  public:
109 
115 
118 
120  v->Visit("intrin", &intrin);
121  v->Visit("tensors", &tensors);
122  v->Visit("regions", &regions);
123  v->Visit("reduce_axis", &reduce_axis);
124  v->Visit("scalar_inputs", &scalar_inputs);
125  }
126 
127  static constexpr const char* _type_key = "TensorIntrinCall";
129 };
130 
135 class TensorIntrinCall : public ObjectRef {
136  public:
137  TVM_DLL TensorIntrinCall(TensorIntrin intrin, Array<Tensor> tensors, Array<Region> regions,
139 
141 };
142 
143 } // namespace te
144 } // namespace tvm
145 #endif // TVM_TE_TENSOR_INTRIN_H_
Symbolic n-dimensional array, to represent a memory buffer.
Visitor class to get the attributes of an AST/IR node. The content is going to be called for each fie...
Definition: reflection.h:52
Array, container representing a contiguous sequence of ObjectRefs.
Definition: array.h:289
Base class of all object reference.
Definition: object.h:517
base class of all object containers.
Definition: object.h:169
Operation that produces tensors.
Definition: tensor.h:47
Definition: tensor_intrin.h:101
TVM_DECLARE_FINAL_OBJECT_INFO(TensorIntrinCallNode, Object)
Array< IterVar > reduce_axis
IterVar on each reduction axis, if the intrin will use the reduce axis.
Definition: tensor_intrin.h:114
Array< Region > regions
regions of input tensors
Definition: tensor_intrin.h:108
Array< PrimExpr > scalar_inputs
scalar expression inputs
Definition: tensor_intrin.h:117
Array< Tensor > tensors
input tensors of the intrinsic
Definition: tensor_intrin.h:106
void VisitAttrs(AttrVisitor *v)
Definition: tensor_intrin.h:119
static constexpr const char * _type_key
Definition: tensor_intrin.h:127
TensorIntrin intrin
the tensor intrinsic
Definition: tensor_intrin.h:104
Managed reference to TensorIntrinCallNode.
Definition: tensor_intrin.h:135
TVM_DEFINE_OBJECT_REF_METHODS(TensorIntrinCall, ObjectRef, TensorIntrinCallNode)
TensorIntrinCall(TensorIntrin intrin, Array< Tensor > tensors, Array< Region > regions, Array< IterVar > reduce_axis, Array< PrimExpr > scalar_inputs)
Node to represent a Tensor intrinsic operator.
Definition: tensor_intrin.h:36
void VisitAttrs(AttrVisitor *v)
Definition: tensor_intrin.h:74
Array< Buffer > buffers
Symbolic buffers of each output/input tensor buffers[0:len(inputs)] are buffers of the inputs....
Definition: tensor_intrin.h:53
Operation op
The operation this intrinsics is carrying out.
Definition: tensor_intrin.h:41
static constexpr const char * _type_key
Definition: tensor_intrin.h:85
Stmt reduce_init
Special statement for reduction op, can be None reset the value of output buffer to identity value.
Definition: tensor_intrin.h:65
Stmt reduce_update
Special statement for reduction op, can be None Reduce: do a reduction of current output buffer with ...
Definition: tensor_intrin.h:70
Array< Var > scalar_params
List of scalar variables, used in body. These placeholders will be bound to expressions passed in whe...
Definition: tensor_intrin.h:58
Stmt body
The normal statement to execute the intrinsic.
Definition: tensor_intrin.h:60
TVM_DECLARE_FINAL_OBJECT_INFO(TensorIntrinNode, Object)
Array< Tensor > inputs
List of inputs of operator, placeholder in postdfs order.
Definition: tensor_intrin.h:43
std::string name
The name of the intrinsic.
Definition: tensor_intrin.h:39
TensorIntrinNode()
constructor
Definition: tensor_intrin.h:72
Managed reference to TensorIntrinNode.
Definition: tensor_intrin.h:93
TVM_DEFINE_OBJECT_REF_METHODS(TensorIntrin, ObjectRef, TensorIntrinNode)
TensorIntrin(std::string name, Operation op, Array< Tensor > inputs, Array< Buffer > buffers, Array< Var > scalar_params, Stmt body, Stmt reduce_init, Stmt reduce_update)
Container of all statements.
Definition: stmt.h:59
IterVar reduce_axis(Range dom, std::string name="rv")
Create a new IterVar for reduction operations.
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
Dataflow tensor object.