MeshOps.h

Go to the documentation of this file.

//===- MeshOps.h - Mesh Dialect Operations ----------------------*- C++ -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
 
#ifndef MLIR_DIALECT_MESH_IR_MESHOPS_H
#define MLIR_DIALECT_MESH_IR_MESHOPS_H
 
#include "mlir/Bytecode/BytecodeOpInterface.h"
#include "mlir/Dialect/Utils/StructuredOpsUtils.h"
#include "mlir/IR/BuiltinTypeInterfaces.h"
#include "mlir/IR/OpDefinition.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/IR/SymbolTable.h"
#include "mlir/Interfaces/DestinationStyleOpInterface.h"
#include "mlir/Interfaces/InferTypeOpInterface.h"
#include "mlir/Interfaces/SideEffectInterfaces.h"
#include "llvm/Support/MathExtras.h"
 
namespace mlir {
namespace mesh {
 
using MeshAxis = int16_t;
using MeshAxesAttr = DenseI16ArrayAttr;
using ShardShapeAttr = DenseI64ArrayAttr;
using HaloSizePairAttr = DenseI64ArrayAttr;
 
} // namespace mesh
} // namespace mlir
 
#include "mlir/Dialect/Mesh/IR/MeshEnums.h.inc"
 
#define GET_ATTRDEF_CLASSES
#include "mlir/Dialect/Mesh/IR/MeshAttributes.h.inc"
 
namespace mlir {
namespace mesh {
 
class MeshSharding {
private:
  ::mlir::FlatSymbolRefAttr mesh;
  SmallVector<MeshAxesAttr> split_axes;
  SmallVector<MeshAxis> partial_axes;
  ReductionKind partial_type;
  SmallVector<int64_t> static_halo_sizes;
  SmallVector<int64_t> static_sharded_dims_offsets;
  SmallVector<Value> dynamic_halo_sizes;
  SmallVector<Value> dynamic_sharded_dims_offsets;
 
public:
  MeshSharding() = default;
  MeshSharding(Value rhs);
  static MeshSharding get(::mlir::FlatSymbolRefAttr mesh_,
                          ArrayRef<MeshAxesAttr> split_axes_,
                          ArrayRef<MeshAxis> partial_axes_ = {},
                          ReductionKind partial_type_ = ReductionKind::Sum,
                          ArrayRef<int64_t> static_halo_sizes_ = {},
                          ArrayRef<int64_t> static_sharded_dims_offsets_ = {},
                          ArrayRef<Value> dynamic_halo_sizes_ = {},
                          ArrayRef<Value> dynamic_sharded_dims_offsets_ = {});
  ::mlir::FlatSymbolRefAttr getMeshAttr() const { return mesh; }
  ::llvm::StringRef getMesh() const { return mesh.getValue(); }
  ArrayRef<MeshAxesAttr> getSplitAxes() const { return split_axes; }
  ArrayRef<MeshAxis> getPartialAxes() const { return partial_axes; }
  ReductionKind getPartialType() const { return partial_type; }
  ArrayRef<int64_t> getStaticHaloSizes() const { return static_halo_sizes; }
  ArrayRef<int64_t> getStaticShardedDimsOffsets() const {
    return static_sharded_dims_offsets;
  }
  ArrayRef<Value> getDynamicHaloSizes() const { return dynamic_halo_sizes; }
  ArrayRef<Value> getDynamicShardedDimsOffsets() const {
    return dynamic_sharded_dims_offsets;
  }
  operator bool() const { return (!mesh) == false; }
  bool operator==(Value rhs) const;
  bool operator!=(Value rhs) const;
  bool operator==(const MeshSharding &rhs) const;
  bool operator!=(const MeshSharding &rhs) const;
  bool equalSplitAndPartialAxes(const MeshSharding &rhs) const;
  bool equalHaloAndShardSizes(const MeshSharding &rhs) const;
  bool equalHaloSizes(const MeshSharding &rhs) const;
  bool equalShardSizes(const MeshSharding &rhs) const;
};
 
} // namespace mesh
} // namespace mlir
 
#define GET_TYPEDEF_CLASSES
#include "mlir/Dialect/Mesh/IR/MeshTypes.h.inc"
 
#define GET_OP_CLASSES
#include "mlir/Dialect/Mesh/IR/MeshOps.h.inc"
 
namespace mlir {
namespace mesh {
 
inline bool isReductionLoop(utils::IteratorType iType) {
  return iType == utils::IteratorType::reduction;
}
 
// Remove empty subarrays of `array` until a minimum lengh of one is reached.
template <typename T>
void removeTrailingEmptySubArray(SmallVector<SmallVector<T>> &array) {
  while (array.size() > 1 && array.back().empty())
    array.pop_back();
}
 
// Is the same tensor replicated on all processes.
inline bool isFullReplication(MeshSharding sharding) {
  return sharding.getPartialAxes().empty() &&
         llvm::all_of(sharding.getSplitAxes(), [](MeshAxesAttr axes) {
           return axes.asArrayRef().empty();
         });
}
 
inline mesh::MeshOp
getMeshOrNull(Operation *op, FlatSymbolRefAttr meshSymbol,
              SymbolTableCollection &symbolTableCollection) {
  return symbolTableCollection.lookupNearestSymbolFrom<mesh::MeshOp>(
      op, meshSymbol);
}
 
inline mesh::MeshOp getMesh(Operation *op, FlatSymbolRefAttr meshSymbol,
                            SymbolTableCollection &symbolTableCollection) {
  mesh::MeshOp meshOp = getMeshOrNull(op, meshSymbol, symbolTableCollection);
  assert(meshOp);
  return meshOp;
}
 
// Get the corresponding mesh op using the standard attribute nomenclature.
template <typename Op>
mesh::MeshOp getMesh(Op op, SymbolTableCollection &symbolTableCollection) {
  return getMesh(op.getOperation(), op.getMeshAttr(), symbolTableCollection);
}
 
template <>
inline mesh::MeshOp
getMesh<ShardOp>(ShardOp op, SymbolTableCollection &symbolTableCollection) {
  return getMesh(
      op.getOperation(),
      cast<ShardingOp>(op.getSharding().getDefiningOp()).getMeshAttr(),
      symbolTableCollection);
}
 
// Get the number of processes that participate in each group
// induced by `meshAxes`.
template <typename MeshAxesRange, typename MeshShapeRange>
int64_t collectiveProcessGroupSize(MeshAxesRange &&meshAxes,
                                   MeshShapeRange &&meshShape) {
  int64_t res = 1;
 
  for (MeshAxis axis : meshAxes) {
    auto axisSize = *(std::begin(meshShape) + axis);
    if (ShapedType::isDynamic(axisSize)) {
      return ShapedType::kDynamic;
    }
    res *= axisSize;
  }
 
  return res;
}
 
template <typename MeshAxesRange>
int64_t collectiveProcessGroupSize(MeshAxesRange &&meshAxes, MeshOp mesh) {
  return collectiveProcessGroupSize(std::forward<MeshAxesRange>(meshAxes),
                                    mesh.getShape());
}
 
// Get the size of a sharded dimension.
inline int64_t shardDimension(int64_t dimSize, int64_t shardCount) {
  if (ShapedType::isDynamic(dimSize) || ShapedType::isDynamic(shardCount))
    return ShapedType::kDynamic;
 
  assert(dimSize % shardCount == 0);
  return dimSize / shardCount;
}
 
// Get the size of an unsharded dimension.
inline int64_t gatherDimension(int64_t dimSize, int64_t shardCount) {
  if (ShapedType::isDynamic(dimSize) || ShapedType::isDynamic(shardCount))
    return ShapedType::kDynamic;
 
  return dimSize * shardCount;
}
 
// Return the sharded shape `shape` according ot sharding `sharding`.
// The shape for the tensor on each device in the mesh.
// Example:
// On a 2x4x? mesh with split axes = [[0], [1], [2]] the shape ?x5x1 would
// result in a shape for each shard of ?x2x?.
ShapedType shardShapedType(ShapedType shape, MeshOp mesh,
                           MeshSharding sharding);
 
// If ranked tensor type return its sharded counterpart.
//
// If not ranked tensor type return `type`.
// `sharding` in that case must be null.
Type shardType(Type type, MeshOp mesh, MeshSharding sharding);
 
// Insert shard op if there is not one that already has the same sharding.
// May insert resharding if required.
void maybeInsertTargetShardingAnnotation(MeshSharding sharding,
                                         OpOperand &operand,
                                         OpBuilder &builder);
void maybeInsertTargetShardingAnnotation(MeshSharding sharding, OpResult result,
                                         OpBuilder &builder);
void maybeInsertSourceShardingAnnotation(MeshSharding sharding,
                                         OpOperand &operand,
                                         OpBuilder &builder);
 
} // namespace mesh
} // namespace mlir
 
#endif // MLIR_DIALECT_MESH_IR_MESHOPS_H