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buffer.h
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19 
24 #ifndef TVM_TIR_BUFFER_H_
25 #define TVM_TIR_BUFFER_H_
26 
27 #include <tvm/ir/expr.h>
30 #include <tvm/tir/var.h>
31 
32 #include <string>
33 
34 namespace tvm {
35 namespace tir {
36 
37 // forward declare Stmt
38 class Stmt;
39 
41 enum BufferType : int {
42  kDefault = 1,
43  // Maps buffer[i][j][k] -> buffer[i][0][k] if dimension i's shape equals 1.
45 };
46 
48 class BufferNode : public Object {
49  public:
50  // Data fields.
81  // Meta data
97  mutable Span span;
100 
102  v->Visit("data", &data);
103  v->Visit("dtype", &dtype);
104  v->Visit("shape", &shape);
105  v->Visit("strides", &strides);
106  v->Visit("axis_separators", &axis_separators);
107  v->Visit("elem_offset", &elem_offset);
108  v->Visit("name", &name);
109  v->Visit("data_alignment", &data_alignment);
110  v->Visit("offset_factor", &offset_factor);
111  v->Visit("buffer_type", &buffer_type);
112  v->Visit("span", &span);
113  }
114 
115  bool SEqualReduce(const BufferNode* other, SEqualReducer equal) const {
116  // Use DefEqual as buffer can define variables in its semantics,
117  // skip name as name is not important.
118  return equal.DefEqual(data, other->data) && equal(dtype, other->dtype) &&
119  equal.DefEqual(shape, other->shape) && equal.DefEqual(strides, other->strides) &&
120  equal.DefEqual(axis_separators, other->axis_separators) &&
121  equal.DefEqual(elem_offset, other->elem_offset) &&
122  equal(data_alignment, other->data_alignment) && equal(buffer_type, other->buffer_type);
123  }
124 
125  void SHashReduce(SHashReducer hash_reduce) const {
126  hash_reduce.DefHash(data);
127  hash_reduce(dtype);
128  hash_reduce.DefHash(shape);
129  hash_reduce.DefHash(strides);
130  hash_reduce.DefHash(elem_offset);
131  hash_reduce.DefHash(axis_separators);
132  hash_reduce(data_alignment);
133  hash_reduce(buffer_type);
134  }
135 
138  return shape.size() != 0 ? shape[0].dtype() : DataType::Int(32);
139  }
140 
148 
149  static constexpr const char* _type_key = "tir.Buffer";
150  static constexpr const bool _type_has_method_sequal_reduce = true;
151  static constexpr const bool _type_has_method_shash_reduce = true;
153 };
154 
160 class Buffer : public ObjectRef {
161  public:
162  // User can specify data_alignment and offset_factor to be 0
163  // A default value will be picked.
167 
173  TVM_DLL Buffer MakeStrideView() const;
182  TVM_DLL Buffer MakeSlice(Array<PrimExpr> begins, Array<PrimExpr> extents) const;
191  TVM_DLL PrimExpr access_ptr(int access_mask, DataType ptr_type = DataType::Handle(),
192  int content_lanes = 1, PrimExpr offset = IntImm(DataType::Int(32), 0),
193  Optional<PrimExpr> input_extent = NullOpt) const;
199  TVM_DLL PrimExpr vload(Array<PrimExpr> begin, DataType dtype) const;
205  TVM_DLL Stmt vstore(Array<PrimExpr> begin, PrimExpr value) const;
206 
210  Buffer GetFlattenedBuffer() const;
211 
218  Array<PrimExpr> OffsetOf(Array<PrimExpr> index) const;
219 
223  TVM_DLL String scope() const;
224 
227 };
228 
241  String name = "buffer", String storage_scope = "",
243 
256 class DataProducerNode : public Object {
257  public:
259  virtual ~DataProducerNode() {}
264  virtual Array<PrimExpr> GetShape() const = 0;
269  virtual DataType GetDataType() const = 0;
274  virtual String GetNameHint() const = 0;
275 
276  bool SEqualReduce(const DataProducerNode* other, SEqualReducer equal) const {
277  // because buffer producer is opaque, we just do pointer equality.
278  return this == other;
279  }
280 
281  void SHashReduce(SHashReducer hash_reduce) const {}
282 
283  static constexpr const char* _type_key = "tir.DataProducer";
284  static constexpr const bool _type_has_method_sequal_reduce = true;
285  static constexpr const bool _type_has_method_shash_reduce = true;
287 };
288 
293 class DataProducer : public ObjectRef {
294  public:
296 };
297 
312  std::string name, int data_alignment,
313  int offset_factor, bool compact,
314  std::string memory_scope = "");
315 } // namespace tir
316 } // namespace tvm
317 #endif // TVM_TIR_BUFFER_H_
Var data
The pointer to the head of the data.
Definition: buffer.h:55
Array< PrimExpr > ElemOffset(Array< PrimExpr > index) const
Determine the offset in the buffer of the given index.
tvm::Span Span
Definition: base.h:65
BufferType buffer_type
buffer type
Definition: buffer.h:92
BufferType
buffer type
Definition: buffer.h:41
bool DefEqual(const ObjectRef &lhs, const ObjectRef &rhs)
Reduce condition to comparison of two definitions, where free vars can be mapped. ...
int offset_factor
Factor of elem_offset field, elem_offset is guaranteed to be multiple of offset_factor.
Definition: buffer.h:90
Node to represent a buffer.
Definition: buffer.h:48
TVM_DECLARE_FINAL_OBJECT_INFO(BufferNode, Object)
Runtime String container types.
static constexpr const bool _type_has_method_shash_reduce
Definition: buffer.h:151
bool SEqualReduce(const DataProducerNode *other, SEqualReducer equal) const
Definition: buffer.h:276
A Reducer class to reduce the structural equality result of two objects.
Definition: structural_equal.h:124
Base expr nodes in TVM.
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
Buffer decl_buffer(Array< PrimExpr > shape, DataType dtype=DataType::Float(32), String name="buffer", String storage_scope="", Array< IntImm > axis_separators={}, Span span=Span())
Construct a new buffer given shape, and dtype.
A Reducer class to reduce the structural hash value.
Definition: structural_hash.h:110
Variables in the TIR.
PrimExpr equal(PrimExpr a, PrimExpr b, Span span=Span())
equal
a named variable in TIR
Definition: var.h:88
static constexpr const bool _type_has_method_sequal_reduce
Definition: buffer.h:150
PrimExpr elem_offset
The offset in terms of number of dtype elements (including lanes)
Definition: buffer.h:80
base class of all object containers.
Definition: object.h:167
Array< PrimExpr > shape
The type of the buffer prior to flattening.
Definition: buffer.h:64
Runtime Array container types.
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
tir::Buffer BufferWithOffsetAlignment(Array< PrimExpr > shape, DataType dtype, std::string name, int data_alignment, int offset_factor, bool compact, std::string memory_scope="")
Creates TIR Buffer for provided parameters.
Definition: source_map.h:120
void SHashReduce(SHashReducer hash_reduce) const
Definition: buffer.h:281
size_t size() const
Definition: array.h:420
Runtime primitive data type.
Definition: data_type.h:41
static DataType Float(int bits, int lanes=1)
Construct an float type.
Definition: data_type.h:178
Array, container representing a contiguous sequence of ObjectRefs.
Definition: array.h:289
static DataType Handle(int bits=64, int lanes=1)
Construct a handle type.
Definition: data_type.h:198
BufferNode()
constructor
Definition: buffer.h:99
Managed reference class to IntImmNode.
Definition: expr.h:520
Container of all statements.
Definition: stmt.h:59
Reference to string objects.
Definition: string.h:98
#define TVM_DEFINE_OBJECT_REF_METHODS(TypeName, ParentType, ObjectName)
Definition: object.h:713
String name
optional name of the buffer
Definition: buffer.h:83
virtual ~DataProducerNode()
destructor.
Definition: buffer.h:259
void SHashReduce(SHashReducer hash_reduce) const
Definition: buffer.h:125
Array< PrimExpr > strides
The strides of each dimension This can be an empty array, indicating array is contiguous.
Definition: buffer.h:78
Span span
Span that points to the original source code. Reserved debug information.
Definition: buffer.h:97
Base class of all object reference.
Definition: object.h:511
#define TVM_DEFINE_OBJECT_REF_COW_METHOD(ObjectName)
Define CopyOnWrite function in an ObjectRef.
Definition: object.h:785
DataType DefaultIndexType() const
Definition: buffer.h:137
Managed reference to DataProducerNode.
Definition: buffer.h:293
Buffer is a symbolic n-darray structure. It is a composition of primitive symbolic types...
Definition: buffer.h:160
static constexpr const char * _type_key
Definition: buffer.h:149
Base node for data producers.
Definition: buffer.h:256
Definition: buffer.h:42
int data_alignment
Alignment requirement of data pointer in bytes.
Definition: buffer.h:85
bool SEqualReduce(const BufferNode *other, SEqualReducer equal) const
Definition: buffer.h:115
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
Definition: buffer.h:44
Reference to PrimExprNode.
Definition: expr.h:114
constexpr runtime::NullOptType NullOpt
Definition: optional.h:160
DataType dtype
data type in the content of the tensor
Definition: buffer.h:57
Array< IntImm > axis_separators
Separators between input axes when generating flattened output axes.
Definition: buffer.h:73
#define TVM_DECLARE_BASE_OBJECT_INFO(TypeName, ParentType)
helper macro to declare a base object type that can be inherited.
Definition: object.h:648
void VisitAttrs(AttrVisitor *v)
Definition: buffer.h:101
static DataType Int(int bits, int lanes=1)
Construct an int type.
Definition: data_type.h:164
void DefHash(const ObjectRef &key) const
Push hash of key to the current sequence of hash values.
Definition: structural_hash.h:187