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ir.h
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19 #ifndef TVM_SCRIPT_IR_BUILDER_TIR_IR_H_
20 #define TVM_SCRIPT_IR_BUILDER_TIR_IR_H_
21 
24 #include <tvm/tir/op.h>
25 
26 namespace tvm {
27 namespace script {
28 namespace ir_builder {
29 namespace tir {
30 
32 using tvm::tir::Buffer;
33 using tvm::tir::Var;
34 
50 Buffer BufferDecl(Array<PrimExpr> shape, DataType dtype, String buffer_name, Optional<Var> data,
51  Optional<Array<PrimExpr>> strides, Optional<PrimExpr> elem_offset,
52  String storage_scope, int align, int offset_factor, String buffer_type,
53  Optional<Array<IntImm>> axis_separators);
54 
59 PrimFuncFrame PrimFunc();
60 
67 Var Arg(String name, Var var);
68 
75 Buffer Arg(String name, Buffer buffer);
76 
81 void FuncName(String name);
82 
87 void FuncAttrs(Map<String, ObjectRef> attrs);
88 
94 Type FuncRet(Type ret_type);
95 
111 Buffer MatchBuffer(ObjectRef param, Array<PrimExpr> shape, DataType dtype = DataType::Float(32),
112  Optional<Var> data = NullOpt, Array<PrimExpr> strides = {},
113  PrimExpr elem_offset = PrimExpr(), String storage_scope = "global",
114  int align = -1, int offset_factor = 0, String buffer_type = "default",
115  Array<IntImm> axis_separators = {});
116 
123 BlockFrame Block(String name, bool no_realize = false);
124 
129 BlockInitFrame Init();
130 
135 void Where(PrimExpr predicate);
136 
141 void Reads(Array<ObjectRef> buffer_slices);
142 
147 void Writes(Array<ObjectRef> buffer_slices);
148 
153 void BlockAttrs(Map<String, ObjectRef> attrs);
154 
169 Buffer AllocBuffer(Array<PrimExpr> shape, DataType dtype = DataType::Float(32),
170  Optional<Var> data = NullOpt, Array<PrimExpr> strides = {},
171  PrimExpr elem_offset = PrimExpr(), String storage_scope = "", int align = -1,
172  int offset_factor = 0, String buffer_type = "default",
173  Array<IntImm> axis_separators = {});
174 namespace axis {
175 
183 Var Spatial(Range dom, PrimExpr binding, DataType dtype = DataType::Int(32));
184 
192 Var Reduce(Range dom, PrimExpr binding, DataType dtype = DataType::Int(32));
193 
201 Var Scan(Range dom, PrimExpr binding, DataType dtype = DataType::Int(32));
202 
210 Var Opaque(Range dom, PrimExpr binding, DataType dtype = DataType::Int(32));
211 
219 Array<Var> Remap(String kinds, Array<PrimExpr> bindings, DataType dtype = DataType::Int(32));
220 
221 } // namespace axis
222 
230 ForFrame Serial(PrimExpr start, PrimExpr stop,
231  Optional<Map<String, ObjectRef>> annotations = NullOpt);
239 ForFrame Parallel(PrimExpr start, PrimExpr stop,
240  Optional<Map<String, ObjectRef>> annotations = NullOpt);
249  Optional<Map<String, ObjectRef>> annotations = NullOpt);
257 ForFrame Unroll(PrimExpr start, PrimExpr stop,
258  Optional<Map<String, ObjectRef>> annotations = NullOpt);
267 ForFrame ThreadBinding(PrimExpr start, PrimExpr stop, String thread,
268  Optional<Map<String, ObjectRef>> annotations = NullOpt);
274 ForFrame Grid(Array<PrimExpr> extents);
275 
282 AssertFrame Assert(PrimExpr condition, String message);
283 
293 LetFrame LetStmt(PrimExpr value, Optional<Type> type_annotation = NullOpt,
295 
303 RealizeFrame Realize(tvm::tir::BufferRegion buffer_slice, String storage_scope, PrimExpr condition);
304 
314 AllocateFrame Allocate(Array<PrimExpr> extents, DataType dtype, String storage_scope = "",
315  Optional<PrimExpr> condition = NullOpt,
316  Optional<Map<String, ObjectRef>> annotations = NullOpt);
317 
327  Optional<Map<String, ObjectRef>> annotations = NullOpt);
328 
336 AttrFrame Attr(ObjectRef node, String attr_key, PrimExpr value);
337 
343 WhileFrame While(PrimExpr condition);
344 
350 IfFrame If(PrimExpr condition);
351 
356 ThenFrame Then();
357 
362 ElseFrame Else();
363 
379 DeclBufferFrame DeclBuffer(Array<PrimExpr> shape, DataType dtype, String buffer_name,
380  Optional<Var> data, Optional<Array<PrimExpr>> strides,
381  Optional<PrimExpr> elem_offset, String storage_scope, int align,
382  int offset_factor, String buffer_type,
383  Optional<Array<IntImm>> axis_separators);
384 
392 
399 LaunchThreadFrame LaunchThread(String thread_tag, PrimExpr extent);
400 
406 Var EnvThread(String thread_tag);
407 
414 void BufferStore(Buffer buffer, PrimExpr value, Array<PrimExpr> indices);
415 
421 void Prefetch(Buffer buffer, Array<Range> bounds);
422 
427 void Evaluate(PrimExpr value);
428 
437  String storage_scope = "global", //
438  bool is_size_var = false) {
439  Type type_annotation{nullptr};
440  if (dtype.is_void() && storage_scope == "global") {
441  type_annotation = PrimType(runtime::DataType::Handle());
442  } else {
443  type_annotation = PointerType(PrimType(dtype), storage_scope);
444  }
445  return is_size_var ? tvm::tir::SizeVar("", type_annotation) : tvm::tir::Var("", type_annotation);
446 }
447 
448 #define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName, DType) \
449  inline PrimExpr FuncName(Optional<PrimExpr> expr = NullOpt, bool is_size_var = false) { \
450  DataType dtype = DType; \
451  return expr.defined() \
452  ? tvm::cast(dtype, expr.value()) \
453  : (is_size_var ? tvm::tir::SizeVar("", dtype) : tvm::tir::Var("", dtype)); \
454  }
455 
456 #define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_SIZES(DType, FDType) \
457  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(DType##8, FDType(8)); \
458  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(DType##16, FDType(16)); \
459  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(DType##32, FDType(32)); \
460  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(DType##64, FDType(64));
461 
465 
466 #define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_LANES(FuncName, FDType, Size) \
467  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName##x4, FDType(Size, 4)); \
468  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName##x8, FDType(Size, 8)); \
469  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName##x16, FDType(Size, 16)); \
470  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName##x32, FDType(Size, 32)); \
471  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName##x64, FDType(Size, 64));
472 
473 #define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_SIZES_LANES(DType, FDType) \
474  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_LANES(DType##8, FDType, 8); \
475  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_LANES(DType##16, FDType, 16); \
476  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_LANES(DType##32, FDType, 32); \
477  TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_LANES(DType##64, FDType, 64);
478 
484 
485 #undef TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST
486 
487 } // namespace tir
488 } // namespace ir_builder
489 } // namespace script
490 } // namespace tvm
491 
492 #endif // TVM_SCRIPT_IR_BUILDER_TIR_IR_H_
ForFrame Unroll(PrimExpr start, PrimExpr stop, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The unrolled For statement.
Managed reference to IfFrameNode.
Definition: frame.h:650
ForFrame ThreadBinding(PrimExpr start, PrimExpr stop, String thread, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The thread-binding For statement.
Buffer AllocBuffer(Array< PrimExpr > shape, DataType dtype=DataType::Float(32), Optional< Var > data=NullOpt, Array< PrimExpr > strides={}, PrimExpr elem_offset=PrimExpr(), String storage_scope="", int align=-1, int offset_factor=0, String buffer_type="default", Array< IntImm > axis_separators={})
The buffer allocation function.
RealizeFrame Realize(tvm::tir::BufferRegion buffer_slice, String storage_scope, PrimExpr condition)
The realization.
#define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST(FuncName, DType)
Definition: ir.h:448
void BlockAttrs(Map< String, ObjectRef > attrs)
The block annotation statement.
Var Opaque(Range dom, PrimExpr binding, DataType dtype=DataType::Int(32))
The opaque block axis defining function.
Managed reference to LaunchThreadFrameNode.
Definition: frame.h:388
Managed reference to AllocateConstFrameNode.
Definition: frame.h:530
static DataType Void()
Construct a Void type.
Definition: data_type.h:203
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
Managed reference to RealizeFrameNode.
Definition: frame.h:431
Array< Var > Remap(String kinds, Array< PrimExpr > bindings, DataType dtype=DataType::Int(32))
The block axis remapping function.
Managed reference to WhileFrameNode.
Definition: frame.h:608
AssertFrame Assert(PrimExpr condition, String message)
The assertion statement.
a named variable in TIR
Definition: var.h:88
Var Arg(String name, Var var)
The PrimFunc variable arguments adding function.
PrimFuncFrame PrimFunc()
The primitive function statement.
#define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_SIZES(DType, FDType)
Definition: ir.h:456
void Prefetch(Buffer buffer, Array< Range > bounds)
The prefetch hint for a buffer.
void Writes(Array< ObjectRef > buffer_slices)
The block buffer region writing statement.
Managed reference to BufferRegionNode.
Definition: stmt.h:1099
AllocateConstFrame AllocateConst(NDArray data, DataType dtype, Array< PrimExpr > extents, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The allocate constant node.
Common operators defined for Expr.
Managed NDArray. The array is backed by reference counted blocks.
Definition: ndarray.h:51
void FuncAttrs(Map< String, ObjectRef > attrs)
The PrimFunc annotation statement.
PrimExpr Void(Optional< PrimExpr > expr=NullOpt, bool is_size_var=false)
Definition: ir.h:483
PrimExpr Boolean(Optional< PrimExpr > expr=NullOpt, bool is_size_var=false)
Definition: ir.h:482
Managed reference to LetFrameNode.
Definition: frame.h:347
Range constainer.
Definition: expr.h:715
Var Spatial(Range dom, PrimExpr binding, DataType dtype=DataType::Int(32))
The spatial block axis defining function.
AllocateFrame Allocate(Array< PrimExpr > extents, DataType dtype, String storage_scope="", Optional< PrimExpr > condition=NullOpt, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The allocate node.
AttrFrame Attr(ObjectRef node, String attr_key, PrimExpr value)
Create an attribute.
BlockFrame Block(String name, bool no_realize=false)
The block declaration statement.
Runtime primitive data type.
Definition: data_type.h:41
ForFrame Serial(PrimExpr start, PrimExpr stop, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The serial For statement.
Managed reference to ForFrameNode.
Definition: frame.h:268
#define TVM_TIR_IR_BUILDER_DEF_DTYPE_CAST_SIZES_LANES(DType, FDType)
Definition: ir.h:473
Definition: type.h:129
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
Var EnvThread(String thread_tag)
Bind a var to thread env.
ThenFrame Then()
Create a then.
void Reads(Array< ObjectRef > buffer_slices)
The block buffer region reading statement.
Type FuncRet(Type ret_type)
The PrimFunc return type statement.
void BufferStore(Buffer buffer, PrimExpr value, Array< PrimExpr > indices)
Store data in a buffer.
WhileFrame While(PrimExpr condition)
Create a while loop.
void Where(PrimExpr predicate)
The block predicate statement.
Reference to string objects.
Definition: string.h:98
Tensor shape(const Tensor &src, DataType dtype, const std::string name="T_shape", const std::string tag=kInjective)
Get the shape of input tensor.
Definition: transform.h:1768
ForFrame Parallel(PrimExpr start, PrimExpr stop, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The parallel For statement.
tvm::Type Type
Definition: type.h:47
Var var(std::string name_hint, DataType t=DataType::Int(32))
Construct a new Var expression.
Buffer BufferDecl(Array< PrimExpr > shape, DataType dtype, String buffer_name, Optional< Var > data, Optional< Array< PrimExpr >> strides, Optional< PrimExpr > elem_offset, String storage_scope, int align, int offset_factor, String buffer_type, Optional< Array< IntImm >> axis_separators)
The buffer declaration function.
LetFrame LetStmt(PrimExpr value, Optional< Type > type_annotation=NullOpt, Optional< Var > var=NullOpt)
The let binding.
Base class of all object reference.
Definition: object.h:511
a named variable represents a tensor index size
Definition: var.h:144
bool is_void() const
Definition: data_type.h:109
Var Handle(runtime::DataType dtype=runtime::DataType::Void(), String storage_scope="global", bool is_size_var=false)
Create a TIR var that represents a pointer.
Definition: ir.h:436
Managed reference to AssertFrameNode.
Definition: frame.h:308
LaunchThreadFrame LaunchThread(Var var, PrimExpr extent)
Launch a thread.
constexpr const char * axis_separators
Marks the physical axis separators.
Definition: stmt.h:1391
Buffer is a symbolic n-darray structure. It is a composition of primitive symbolic types...
Definition: buffer.h:160
Buffer MatchBuffer(ObjectRef param, Array< PrimExpr > shape, DataType dtype=DataType::Float(32), Optional< Var > data=NullOpt, Array< PrimExpr > strides={}, PrimExpr elem_offset=PrimExpr(), String storage_scope="global", int align=-1, int offset_factor=0, String buffer_type="default", Array< IntImm > axis_separators={})
The buffer match statement.
Managed reference to ThenFrameNode.
Definition: frame.h:683
static DataType Bool(int lanes=1)
Construct a bool type.
Definition: data_type.h:191
Map container of NodeRef->NodeRef in DSL graph. Map implements copy on write semantics, which means map is mutable but copy will happen when array is referenced in more than two places.
Definition: map.h:1271
DeclBufferFrame DeclBuffer(Array< PrimExpr > shape, DataType dtype, String buffer_name, Optional< Var > data, Optional< Array< PrimExpr >> strides, Optional< PrimExpr > elem_offset, String storage_scope, int align, int offset_factor, String buffer_type, Optional< Array< IntImm >> axis_separators)
The buffer declaration frame.
Definition: type.h:187
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
Managed reference to TypeNode.
Definition: type.h:93
void Evaluate(PrimExpr value)
Evaluate the input expression.
Reference to PrimExprNode.
Definition: expr.h:114
constexpr runtime::NullOptType NullOpt
Definition: optional.h:160
Managed reference to AttrFrameNode.
Definition: frame.h:572
Managed reference to ElseFrameNode.
Definition: frame.h:716
BlockInitFrame Init()
The block initialization statement.
void FuncName(String name)
The PrimFunc naming statement.
Var Scan(Range dom, PrimExpr binding, DataType dtype=DataType::Int(32))
The scanning block axis defining function.
Managed reference to AllocateFrameNode.
Definition: frame.h:482
ElseFrame Else()
Create an else.
ForFrame Vectorized(PrimExpr start, PrimExpr stop, Optional< Map< String, ObjectRef >> annotations=NullOpt)
The vectorized For statement.
Var Reduce(Range dom, PrimExpr binding, DataType dtype=DataType::Int(32))
The reduced block axis defining function.
runtime::DataType DataType
Definition: data_type.h:398
static DataType UInt(int bits, int lanes=1)
Construct an uint type.
Definition: data_type.h:171
ForFrame Grid(Array< PrimExpr > extents)
The grid For statement.
IfFrame If(PrimExpr condition)
Create an if statement.
static DataType Int(int bits, int lanes=1)
Construct an int type.
Definition: data_type.h:164