layout.h

Go to the documentation of this file.

/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
 * with the License.  You may obtain a copy of the License at
 *
 *   http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing,
 * software distributed under the License is distributed on an
 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
 * KIND, either express or implied.  See the License for the
 * specific language governing permissions and limitations
 * under the License.
 */
#ifndef TVM_TIRX_LAYOUT_H_
#define TVM_TIRX_LAYOUT_H_
 
#include <tvm/ffi/container/array.h>
#include <tvm/ffi/container/tuple.h>
#include <tvm/ffi/function.h>
#include <tvm/ffi/object.h>
#include <tvm/ir/attr_registry_map.h>
#include <tvm/ir/module.h>
#include <tvm/tirx/exec_scope.h>
#include <tvm/tirx/var.h>
 
namespace tvm {
 
// Forward declaration
template <typename, typename>
class AttrRegistry;
 
namespace tirx {
template <typename>
class AxisAttrMap;
 
class Layout;
class TileLayout;
class Iter;
using ffi::Array;
using ffi::Tuple;
 
// Base class for layout
class LayoutNode : public ffi::Object {
 public:
  virtual bool CompatibleWithShape(const ffi::Array<PrimExpr>& shape) const = 0;
 
  virtual bool VerifyWellFormed() const = 0;
 
  virtual PrimExpr GetSize(ffi::Optional<ffi::String> axis_name = std::nullopt) const = 0;
 
  virtual PrimExpr GetSpan(ffi::Optional<ffi::String> axis_name = std::nullopt) const = 0;
 
  virtual ffi::Map<ffi::String, PrimExpr> Apply(ffi::Array<PrimExpr> coord) const = 0;
  virtual ffi::Map<ffi::String, PrimExpr> Apply(PrimExpr coord) const = 0;
  virtual ffi::Map<ffi::String, PrimExpr> Apply(const ffi::Array<PrimExpr>& coord,
                                                const ffi::Array<PrimExpr>& shape) const;
 
  virtual Layout Canonicalize() const = 0;
 
  virtual Layout Tile(const TileLayout& outer, const ffi::Array<PrimExpr>& outer_shape,
                      const ffi::Array<PrimExpr>& inner_shape) const = 0;
 
  virtual ffi::Optional<Layout> Slice(const ffi::Array<PrimExpr>& shape,
                                      const Region& region) const = 0;
 
  virtual Layout DirectSum(const TileLayout& left, const ffi::Array<PrimExpr>& left_shape,
                           const ffi::Array<PrimExpr>& right_shape) const = 0;
 
  virtual ffi::Optional<TileLayout> IsTileInner(const Layout& tile_layout,
                                                const ffi::Array<PrimExpr>& tiled_shape,
                                                const ffi::Array<PrimExpr>& inner_shape) const = 0;
 
  virtual ffi::Optional<Layout> IsTileOuter(const Layout& tile_layout,
                                            const ffi::Array<PrimExpr>& tiled_shape,
                                            const ffi::Array<PrimExpr>& outer_shape) const = 0;
 
  virtual ffi::Optional<TileLayout> IsDirectSumRight(
      const Layout& sum_layout, const ffi::Array<PrimExpr>& interleaved_shape,
      const ffi::Array<PrimExpr>& right_shape) const = 0;
 
  virtual ffi::Optional<Layout> IsDirectSumLeft(const Layout& sum_layout,
                                                const ffi::Array<PrimExpr>& interleaved_shape,
                                                const ffi::Array<PrimExpr>& left_shape) const = 0;
 
  static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind = kTVMFFISEqHashKindTreeNode;
  TVM_FFI_DECLARE_OBJECT_INFO("tirx.Layout", LayoutNode, ffi::Object);
};
 
class Layout : public ffi::ObjectRef {
 public:
  TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Layout, ffi::ObjectRef, LayoutNode);
};
 
// target, subscope, scope, iter -> fused_iter
using FAxisFuser = ffi::TypedFunction<ffi::Optional<Iter>(Target, ffi::String, ffi::String, Iter)>;
// target, scope, iter -> (outer_iter, inner_iter)
// Note(@bohao): use ffi::Array<Iter, void> to avoid incomplete type error (SFINAE)
using FAxisSplitter = ffi::TypedFunction<ffi::Array<Iter, void>(Target, ffi::String, Iter)>;
 
// Axis
class AxisNode : public ffi::Object {
 public:
  ffi::String name;
 
  static void RegisterReflection() {
    namespace refl = tvm::ffi::reflection;
    refl::ObjectDef<AxisNode>().def_ro("name", &AxisNode::name);
  }
 
  bool IsThreadAxis() const;
 
  bool IsMemoryAxis() const;
 
  ffi::Optional<ExecScope> GetScope() const;
 
  ffi::Optional<ExecScope> GetSubscope() const;
 
  ffi::Optional<FAxisFuser> GetFuser() const;
 
  ffi::Optional<FAxisSplitter> GetSplitter() const;
 
  static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind = kTVMFFISEqHashKindTreeNode;
  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("tirx.Axis", AxisNode, ffi::Object);
 
 private:
  // Iternals necessary for AttrRegistry
  template <typename>
  friend class tvm::AttrRegistryMapContainerMap;
  template <typename, typename>
  friend class tvm::AttrRegistry;
  friend class AxisRegEntry;
  uint32_t index_{0};
  uint32_t AttrRegistryIndex() const { return index_; }
  ffi::String AttrRegistryName() const { return name; }
};
 
class Axis : public ffi::ObjectRef {
 public:
  Axis() = default;
 
  TVM_DLL static Axis Get(const ffi::String& name);
 
  template <typename ValueType>
  inline static AxisAttrMap<ValueType> GetAttrMap(const ffi::String& attr_name);
 
  explicit Axis(ffi::ObjectPtr<AxisNode> data) : ObjectRef(ffi::UnsafeInit{}) {
    TVM_FFI_ICHECK(data != nullptr);
    data_ = std::move(data);
  }
 
  TVM_FFI_DEFINE_OBJECT_REF_METHODS_NOTNULLABLE(Axis, ffi::ObjectRef, AxisNode);
 
 private:
  // Internals necessary for AttrRegistry
  template <typename, typename>
  friend class tvm::AttrRegistry;
  friend class AxisRegEntry;
};
 
// AxisRegistry
class AxisRegEntry {
 public:
  TVM_DLL static ffi::Array<ffi::String> ListAxisNames();
 
  TVM_DLL static AxisRegEntry& RegisterOrGet(const ffi::String& name);
 
  template <typename ValueType>
  inline AxisRegEntry& set_attr(const ffi::String& attr_name, const ValueType& value,
                                int plevel = 10);
 
  inline AxisRegEntry& set_scope(const ffi::String& scope_name, int plevel = 10);
 
  inline AxisRegEntry& set_subscope(const ffi::String& subscope_name, int plevel = 10);
 
  inline AxisRegEntry& set_fuser(const FAxisFuser& fuser);
 
  inline AxisRegEntry& set_splitter(const FAxisSplitter& splitter);
 
 private:
  // return internal pointer to op.
  inline AxisNode* get();
  TVM_DLL void UpdateAttr(const ffi::String& key, ffi::Any value, int plevel);
 
  // Internals necessary for AttrRegistry
  Axis axis_;
  ffi::String name;
  explicit AxisRegEntry(uint32_t index);
  template <typename, typename>
  friend class tvm::AttrRegistry;
  friend class Axis;
};
 
using AxisRegistry = AttrRegistry<AxisRegEntry, Axis>;
 
// AxisAttrffi::Map
template <typename ValueType>
class AxisAttrMap : public AttrRegistryMap<Axis, ValueType> {
 public:
  using TParent = AttrRegistryMap<Axis, ValueType>;
  using TParent::count;
  using TParent::get;
  using TParent::operator[];
 
 private:
  friend class Axis;
  explicit AxisAttrMap(const AttrRegistryMapContainerMap<Axis>& map) : TParent(map) {}
};
 
// Helper macro for token concatenation
#ifndef TVM_STR_CONCAT
#define TVM_STR_CONCAT_(__x, __y) __x##__y
#define TVM_STR_CONCAT(__x, __y) TVM_STR_CONCAT_(__x, __y)
#endif
 
// Define a macro to register the axis entry.
#define TVM_AXIS_REGISTER_VAR_DEF [[maybe_unused]] static ::tvm::tirx::AxisRegEntry& __make_##Axis
 
#define TVM_REGISTER_AXIS(AxisName)                        \
  TVM_STR_CONCAT(TVM_AXIS_REGISTER_VAR_DEF, __COUNTER__) = \
      ::tvm::tirx::AxisRegEntry::RegisterOrGet(AxisName)
 
class IterNode : public ffi::Object {
 public:
  PrimExpr extent;
  PrimExpr stride;
  Axis axis;
 
  static void RegisterReflection() {
    namespace refl = tvm::ffi::reflection;
    refl::ObjectDef<IterNode>()
        .def_ro("extent", &IterNode::extent)
        .def_ro("stride", &IterNode::stride)
        .def_ro("axis", &IterNode::axis);
  }
 
  static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind = kTVMFFISEqHashKindTreeNode;
  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("tirx.Iter", IterNode, ffi::Object);
};
 
class Iter : public ffi::ObjectRef {
 public:
  TVM_DLL explicit Iter(PrimExpr extent, PrimExpr stride, Axis axis);
  TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Iter, ffi::ObjectRef, IterNode);
};
 
class TileLayoutNode : public LayoutNode {
 public:
  ffi::Array<Iter> shard;
  ffi::Array<Iter> replica;
  ffi::Map<Axis, PrimExpr> offset;
 
  static void RegisterReflection() {
    namespace refl = tvm::ffi::reflection;
    refl::ObjectDef<TileLayoutNode>()
        .def_ro("shard", &TileLayoutNode::shard)
        .def_ro("replica", &TileLayoutNode::replica)
        .def_ro("offset", &TileLayoutNode::offset);
  }
 
  bool CompatibleWithShape(const ffi::Array<PrimExpr>& shape) const final;
 
  bool VerifyWellFormed() const final;
 
  PrimExpr GetSize(ffi::Optional<ffi::String> axis_name = std::nullopt) const final;
 
  PrimExpr GetSpan(ffi::Optional<ffi::String> axis_name = std::nullopt) const final;
 
  ffi::Map<ffi::String, PrimExpr> Apply(ffi::Array<PrimExpr> coord) const final;
  ffi::Map<ffi::String, PrimExpr> Apply(PrimExpr coord) const final;
  ffi::Map<ffi::String, PrimExpr> Apply(const ffi::Array<PrimExpr>& coord,
                                        const ffi::Array<PrimExpr>& shape) const final;
 
  Layout Canonicalize() const final;
 
  Layout Tile(const TileLayout& outer, const ffi::Array<PrimExpr>& outer_shape,
              const ffi::Array<PrimExpr>& inner_shape) const final;
 
  Layout DirectSum(const TileLayout& left, const ffi::Array<PrimExpr>& left_shape,
                   const ffi::Array<PrimExpr>& right_shape) const final;
 
  ffi::Optional<TileLayout> IsTileInner(const Layout& tile_layout,
                                        const ffi::Array<PrimExpr>& tiled_shape,
                                        const ffi::Array<PrimExpr>& inner_shape) const final;
 
  ffi::Optional<Layout> IsTileOuter(const Layout& tile_layout,
                                    const ffi::Array<PrimExpr>& tiled_shape,
                                    const ffi::Array<PrimExpr>& outer_shape) const final;
 
  ffi::Optional<TileLayout> IsDirectSumRight(const Layout& sum_layout,
                                             const ffi::Array<PrimExpr>& interleaved_shape,
                                             const ffi::Array<PrimExpr>& right_shape) const final;
 
  ffi::Optional<Layout> IsDirectSumLeft(const Layout& sum_layout,
                                        const ffi::Array<PrimExpr>& interleaved_shape,
                                        const ffi::Array<PrimExpr>& left_shape) const final;
 
  ffi::Array<PrimExpr> GetShardShape() const;
 
  ffi::Optional<Layout> Slice(const ffi::Array<PrimExpr>& shape, const Region& region) const final;
 
  bool IsTrivial() const;
 
  bool IsTrainium() const;
 
  bool HasMemoryAxis() const;
 
  bool HasThreadAxis() const;
 
  ffi::Optional<Tuple<ExecScope, ExecScope>> GetScope() const;
 
  static TileLayout DefaultLayout(ffi::Array<PrimExpr> shape);
 
  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("tirx.TileLayout", TileLayoutNode, LayoutNode);
};
 
class TileLayout : public Layout {
 public:
  TVM_DLL explicit TileLayout(ffi::Array<Iter> shard, ffi::Array<Iter> replica,
                              ffi::Map<Axis, PrimExpr> offset);
 
  TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(TileLayout, Layout, TileLayoutNode);
  TVM_DEFINE_OBJECT_REF_COW_METHOD(TileLayoutNode);
};
 
// SwizzleLayout
class SwizzleLayoutNode : public LayoutNode {
 public:
  int per_element;
  int swizzle_len;
  int atom_len;
  bool swizzle_inner;
 
  static void RegisterReflection() {
    namespace refl = tvm::ffi::reflection;
    refl::ObjectDef<SwizzleLayoutNode>()
        .def_ro("per_element", &SwizzleLayoutNode::per_element)
        .def_ro("swizzle_len", &SwizzleLayoutNode::swizzle_len)
        .def_ro("atom_len", &SwizzleLayoutNode::atom_len)
        .def_ro("swizzle_inner", &SwizzleLayoutNode::swizzle_inner)
        .def_ro("inner_mask", &SwizzleLayoutNode::inner_mask)
        .def_ro("outer_mask", &SwizzleLayoutNode::outer_mask);
  }
 
  bool CompatibleWithShape(const ffi::Array<PrimExpr>& shape) const final;
 
  bool VerifyWellFormed() const final;
 
  PrimExpr GetSize(ffi::Optional<ffi::String> axis_name = std::nullopt) const final;
 
  PrimExpr GetSpan(ffi::Optional<ffi::String> axis_name = std::nullopt) const final;
 
  ffi::Map<ffi::String, PrimExpr> Apply(ffi::Array<PrimExpr> coord) const final;
  ffi::Map<ffi::String, PrimExpr> Apply(PrimExpr coord) const final;
 
  Layout Canonicalize() const final;
 
  Layout Tile(const TileLayout& outer, const ffi::Array<PrimExpr>& outer_shape,
              const ffi::Array<PrimExpr>& inner_shape) const final;
 
  Layout DirectSum(const TileLayout& left, const ffi::Array<PrimExpr>& left_shape,
                   const ffi::Array<PrimExpr>& right_shape) const final;
 
  ffi::Optional<TileLayout> IsTileInner(const Layout& tile_layout,
                                        const ffi::Array<PrimExpr>& tiled_shape,
                                        const ffi::Array<PrimExpr>& inner_shape) const final;
 
  ffi::Optional<Layout> IsTileOuter(const Layout& tile_layout,
                                    const ffi::Array<PrimExpr>& tiled_shape,
                                    const ffi::Array<PrimExpr>& outer_shape) const final;
 
  ffi::Optional<TileLayout> IsDirectSumRight(const Layout& sum_layout,
                                             const ffi::Array<PrimExpr>& interleaved_shape,
                                             const ffi::Array<PrimExpr>& right_shape) const final;
 
  ffi::Optional<Layout> IsDirectSumLeft(const Layout& sum_layout,
                                        const ffi::Array<PrimExpr>& interleaved_shape,
                                        const ffi::Array<PrimExpr>& left_shape) const final;
 
  ffi::Optional<Layout> Slice(const ffi::Array<PrimExpr>& shape, const Region& region) const final;
 
  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("tirx.SwizzleLayout", SwizzleLayoutNode, LayoutNode);
 
 private:
  friend class SwizzleLayout;
  int inner_mask;
  int outer_mask;
};
 
class SwizzleLayout : public Layout {
 public:
  TVM_DLL explicit SwizzleLayout(int per_element, int swizzle_len, int atom_len,
                                 bool swizzle_inner);
 
  TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(SwizzleLayout, Layout, SwizzleLayoutNode);
  TVM_DEFINE_OBJECT_REF_COW_METHOD(SwizzleLayoutNode);
};
 
// ComposeLayout
class ComposeLayoutNode : public LayoutNode {
 public:
  SwizzleLayout swizzle;
  TileLayout tile_layout;
 
  static void RegisterReflection() {
    namespace refl = tvm::ffi::reflection;
    refl::ObjectDef<ComposeLayoutNode>()
        .def_ro("swizzle", &ComposeLayoutNode::swizzle)
        .def_ro("tile_layout", &ComposeLayoutNode::tile_layout);
  }
 
  bool CompatibleWithShape(const ffi::Array<PrimExpr>& shape) const final;
 
  bool VerifyWellFormed() const final;
 
  PrimExpr GetSize(ffi::Optional<ffi::String> axis_name = std::nullopt) const final;
 
  PrimExpr GetSpan(ffi::Optional<ffi::String> axis_name = std::nullopt) const final;
 
  ffi::Map<ffi::String, PrimExpr> Apply(ffi::Array<PrimExpr> coord) const final;
  ffi::Map<ffi::String, PrimExpr> Apply(PrimExpr coord) const final;
 
  Layout Canonicalize() const final;
 
  Layout Tile(const TileLayout& outer, const ffi::Array<PrimExpr>& outer_shape,
              const ffi::Array<PrimExpr>& inner_shape) const final;
 
  Layout DirectSum(const TileLayout& left, const ffi::Array<PrimExpr>& left_shape,
                   const ffi::Array<PrimExpr>& right_shape) const final;
 
  ffi::Optional<TileLayout> IsTileInner(const Layout& tile_layout,
                                        const ffi::Array<PrimExpr>& tiled_shape,
                                        const ffi::Array<PrimExpr>& inner_shape) const final;
 
  ffi::Optional<Layout> IsTileOuter(const Layout& tile_layout,
                                    const ffi::Array<PrimExpr>& tiled_shape,
                                    const ffi::Array<PrimExpr>& outer_shape) const final;
 
  ffi::Optional<TileLayout> IsDirectSumRight(const Layout& sum_layout,
                                             const ffi::Array<PrimExpr>& interleaved_shape,
                                             const ffi::Array<PrimExpr>& right_shape) const final;
 
  ffi::Optional<Layout> IsDirectSumLeft(const Layout& sum_layout,
                                        const ffi::Array<PrimExpr>& interleaved_shape,
                                        const ffi::Array<PrimExpr>& left_shape) const final;
 
  ffi::Optional<Layout> Slice(const ffi::Array<PrimExpr>& shape, const Region& region) const final;
 
  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("tirx.ComposeLayout", ComposeLayoutNode, LayoutNode);
};
 
class ComposeLayout : public Layout {
 public:
  TVM_DLL explicit ComposeLayout(SwizzleLayout layout_A, TileLayout layout_B);
 
  TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(ComposeLayout, Layout, ComposeLayoutNode);
  TVM_DEFINE_OBJECT_REF_COW_METHOD(ComposeLayoutNode);
};
 
constexpr int kPSUMMaxElemPerBank = 512;
constexpr int kPSUMBankNum = 8;
 
}  // namespace tirx
}  // namespace tvm
 
#endif  // TVM_TIRX_LAYOUT_H_