48 #ifndef TVM_ARITH_ITER_AFFINE_MAP_H_
49 #define TVM_ARITH_ITER_AFFINE_MAP_H_
52 #include <tvm/ffi/reflection/registry.h>
102 namespace refl = tvm::ffi::reflection;
103 refl::ObjectDef<IterMarkNode>()
146 namespace refl = tvm::ffi::reflection;
147 refl::ObjectDef<IterSplitExprNode>()
197 ffi::Array<IterSplitExpr>
args;
202 namespace refl = tvm::ffi::reflection;
203 refl::ObjectDef<IterSumExprNode>()
233 inline constexpr
bool object_ref_contains_v<PrimExpr, arith::IterSplitExprNode> =
true;
235 inline constexpr
bool object_ref_contains_v<PrimExpr, arith::IterSumExprNode> =
true;
273 namespace refl = tvm::ffi::reflection;
274 refl::ObjectDef<IterMapResultNode>()
319 const ffi::Map<Var, Range>& input_iters,
const PrimExpr& predicate,
321 bool simplify_trivial_iterators =
true);
335 const ffi::Map<Var, Range>& input_iters,
338 bool simplify_trivial_iterators =
true);
361 const ffi::Array<PrimExpr> outputs);
390 ffi::Array<ffi::Array<IterMark>>
SubspaceDivide(
const ffi::Array<PrimExpr>& bindings,
391 const ffi::Map<Var, Range>& input_iters,
392 const ffi::Array<Var>& sub_iters,
395 bool simplify_trivial_iterators =
true);
Algebra expression simplifications.
Base type of all the expressions.
Definition: base_expr.h:276
Typed reference/view over any Expr whose ExprNode::ty is PrimType.
Definition: base_expr.h:354
Managed reference to AnalyzerObj.
Definition: analyzer.h:913
Base class of all iter map expressions.
Definition: iter_affine_map.h:67
TVM_FFI_DECLARE_OBJECT_INFO("arith.IterMapExpr", IterMapExprNode, ExprNode)
static constexpr const uint32_t _type_child_slots
Definition: iter_affine_map.h:69
Managed reference to IterMapExprNode.
Definition: iter_affine_map.h:77
static constexpr bool _type_container_is_exact
Definition: iter_affine_map.h:80
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(IterMapExpr, PrimExpr, IterMapExprNode)
Result of DetectIterMap.
Definition: iter_affine_map.h:253
ffi::Array< ffi::String > errors
Definition: iter_affine_map.h:260
ffi::Array< IterSumExpr > indices
Definition: iter_affine_map.h:256
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("arith.IterMapResult", IterMapResultNode, ffi::Object)
static void RegisterReflection()
Definition: iter_affine_map.h:272
PrimExpr padding_predicate
Boolean expression indicating if a specific value w.
Definition: iter_affine_map.h:270
Managed reference to IterMapResultNode.
Definition: iter_affine_map.h:286
IterMapResult()
Definition: iter_affine_map.h:289
IterMapResultNode * operator->() const
Definition: iter_affine_map.h:292
Mark the source as an iterator in [0, extent).
Definition: iter_affine_map.h:89
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("arith.IterMark", IterMarkNode, ffi::Object)
PrimExpr extent
The extent of the iteration.
Definition: iter_affine_map.h:99
static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind
Definition: iter_affine_map.h:108
PrimExpr source
The source expression, can either be a IterSumExpr or a Var.
Definition: iter_affine_map.h:95
static void RegisterReflection()
Definition: iter_affine_map.h:101
Managed reference to IterMarkExprNode.
Definition: iter_affine_map.h:116
TVM_DEFINE_OBJECT_REF_COW_METHOD(IterMarkNode)
IterMark(PrimExpr source, PrimExpr extent)
constructor.
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(IterMark, ffi::ObjectRef, IterMarkNode)
Split of an iterator.
Definition: iter_affine_map.h:134
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("arith.IterSplitExpr", IterSplitExprNode, IterMapExprNode)
PrimExpr lower_factor
The lower factor to split the source.
Definition: iter_affine_map.h:139
IterMark source
The source marked iterator.
Definition: iter_affine_map.h:137
PrimExpr scale
Additional scale.
Definition: iter_affine_map.h:143
static void RegisterReflection()
Definition: iter_affine_map.h:145
static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind
Definition: iter_affine_map.h:154
PrimExpr extent
The extent of the split.
Definition: iter_affine_map.h:141
Managed reference to IterSplitExprNode.
Definition: iter_affine_map.h:162
TVM_DEFINE_OBJECT_REF_COW_METHOD(IterSplitExprNode)
IterSplitExpr(IterMark source, PrimExpr lower_factor, PrimExpr extent, PrimExpr scale)
constructor
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(IterSplitExpr, IterMapExpr, IterSplitExprNode)
IterSplitExpr(IterMark source)
constructor from just source.
IterSplitExpr(IterMark source, PrimExpr scale)
constructor from just source.
Fuse multiple iterators by summing them with scaling.
Definition: iter_affine_map.h:194
ffi::Array< IterSplitExpr > args
The args to the sum.
Definition: iter_affine_map.h:197
static void RegisterReflection()
Definition: iter_affine_map.h:201
static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind
Definition: iter_affine_map.h:208
PrimExpr base
The base offset.
Definition: iter_affine_map.h:199
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("arith.IterSumExpr", IterSumExprNode, IterMapExprNode)
Managed reference to IterSumExprNode.
Definition: iter_affine_map.h:216
IterSumExpr(ffi::Array< IterSplitExpr > args, PrimExpr base)
constructor.
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(IterSumExpr, IterMapExpr, IterSumExprNode)
TVM_DEFINE_OBJECT_REF_COW_METHOD(IterSumExprNode)
Copy-on-write helper macro for IR ffi::ObjectRef types.
IterMapLevel
Mapping level for iterators.
Definition: iter_affine_map.h:241
@ NoCheck
Definition: iter_affine_map.h:247
@ Bijective
Definition: iter_affine_map.h:243
@ Surjective
Definition: iter_affine_map.h:245
IterSumExpr NormalizeToIterSum(PrimExpr index, const ffi::Map< Var, Range > &input_iters, const arith::Analyzer &analyzer)
Rewrite index as IterSumExpr.
IterMapResult DetectIterMap(const ffi::Array< PrimExpr > &indices, const ffi::Map< Var, Range > &input_iters, const PrimExpr &predicate, IterMapLevel check_level, const arith::Analyzer &analyzer, bool simplify_trivial_iterators=true)
Detect if indices can be written as [y_0 + c_0, y_1 + c_1, ..., y_n + c_n].
PrimExpr NormalizeIterMapToExpr(const PrimExpr &expr)
Given an expression that may contain IterMapExpr, transform it to normal PrimExpr.
ffi::Map< Var, PrimExpr > InverseAffineIterMap(const ffi::Array< IterSumExpr > &iter_map, const ffi::Array< PrimExpr > outputs)
Apply the inverse of the affine transformation to the outputs.
ffi::Array< PrimExpr > IterMapSimplify(const ffi::Array< PrimExpr > &indices, const ffi::Map< Var, Range > &input_iters, const PrimExpr &input_pred, IterMapLevel check_level, const arith::Analyzer &analyzer, bool simplify_trivial_iterators=true)
Use IterVarMap detector to rewrite and simplify the indices.
ffi::Array< ffi::Array< IterMark > > SubspaceDivide(const ffi::Array< PrimExpr > &bindings, const ffi::Map< Var, Range > &input_iters, const ffi::Array< Var > &sub_iters, const PrimExpr &predicate, IterMapLevel check_level, const arith::Analyzer &analyzer, bool simplify_trivial_iterators=true)
Detect if bindings can be written as [a_0*e_0 + b_0 + c_0, a_1*e_1 + b_1, ..., a_n*e_n + b_n].
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition: analyzer.h:40