SparseTensorIterator.h

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//===- SparseTensorIterator.h ---------------------------------------------===//
//
// 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_SPARSETENSOR_TRANSFORMS_UTILS_SPARSETENSORITERATOR_H_
#define MLIR_DIALECT_SPARSETENSOR_TRANSFORMS_UTILS_SPARSETENSORITERATOR_H_
 
#include "mlir/Dialect/SparseTensor/IR/SparseTensor.h"
#include "mlir/Dialect/SparseTensor/Transforms/Passes.h"
 
namespace mlir {
namespace sparse_tensor {
 
// Forward declaration.
class SparseIterator;
 
/// The base class for all types of sparse tensor levels. It provides interfaces
/// to query the loop range (see `peekRangeAt`) and look up the coordinates (see
/// `peekCrdAt`).
class SparseTensorLevel {
  SparseTensorLevel(SparseTensorLevel &&) = delete;
  SparseTensorLevel(const SparseTensorLevel &) = delete;
  SparseTensorLevel &operator=(SparseTensorLevel &&) = delete;
  SparseTensorLevel &operator=(const SparseTensorLevel &) = delete;
 
public:
  virtual ~SparseTensorLevel() = default;
 
  std::string toString() const {
    return std::string(toMLIRString(lt)) + "[" + std::to_string(tid) + "," +
           std::to_string(lvl) + "]";
  }
 
  virtual Value peekCrdAt(OpBuilder &b, Location l, ValueRange batchPrefix,
                          Value iv) const = 0;
 
  /// Peeks the lower and upper bound to *fully* traverse the level with
  /// the given position `parentPos`, see SparseTensorIterator::getCurPostion(),
  /// that the immediate parent level is current at. Returns a pair of values
  /// for *posLo* and *loopHi* respectively.
  ///
  /// For a dense level, the *posLo* is the linearized position at beginning,
  /// while *loopHi* is the largest *coordinate*, it also implies that the
  /// smallest *coordinate* to start the loop is 0.
  ///
  /// For a sparse level, [posLo, loopHi) specifies the range of index pointer
  /// to load coordinate from the coordinate buffer.
  virtual std::pair<Value, Value>
  peekRangeAt(OpBuilder &b, Location l, ValueRange batchPrefix,
              ValueRange parentPos, Value inPadZone = nullptr) const = 0;
 
  virtual std::pair<Value, Value>
  collapseRangeBetween(OpBuilder &b, Location l, ValueRange batchPrefix,
                       std::pair<Value, Value> parentRange) const {
    llvm_unreachable("Not Implemented");
  };
 
  Level getLevel() const { return lvl; }
  LevelType getLT() const { return lt; }
  Value getSize() const { return lvlSize; }
  virtual ValueRange getLvlBuffers() const = 0;
 
  //
  // Level properties
  //
  bool isUnique() const { return isUniqueLT(lt); }
 
protected:
  SparseTensorLevel(unsigned tid, unsigned lvl, LevelType lt, Value lvlSize)
      : tid(tid), lvl(lvl), lt(lt), lvlSize(lvlSize) {};
 
public:
  const unsigned tid, lvl;
  const LevelType lt;
  const Value lvlSize;
};
 
enum class IterKind : uint8_t {
  kTrivial,
  kDedup,
  kSubSect,
  kNonEmptySubSect,
  kFilter,
  kPad,
};
 
/// A `SparseIterationSpace` represents a sparse set of coordinates defined by
/// (possibly multiple) levels of a specific sparse tensor.
/// TODO: remove `SparseTensorLevel` and switch to SparseIterationSpace when
/// feature complete.
class SparseIterationSpace {
public:
  SparseIterationSpace() = default;
  SparseIterationSpace(SparseIterationSpace &) = delete;
  SparseIterationSpace(SparseIterationSpace &&) = default;
 
  // Constructs a N-D iteration space.
  SparseIterationSpace(Location loc, OpBuilder &b, Value t, unsigned tid,
                       std::pair<Level, Level> lvlRange, ValueRange parentPos);
 
  // Constructs a 1-D iteration space.
  SparseIterationSpace(Location loc, OpBuilder &b, Value t, unsigned tid,
                       Level lvl, ValueRange parentPos)
      : SparseIterationSpace(loc, b, t, tid, {lvl, lvl + 1}, parentPos) {};
 
  bool isUnique() const { return lvls.back()->isUnique(); }
 
  unsigned getSpaceDim() const { return lvls.size(); }
 
  // Reconstructs a iteration space directly from the provided ValueRange.
  static SparseIterationSpace fromValues(IterSpaceType dstTp, ValueRange values,
                                         unsigned tid);
 
  // The inverse operation of `fromValues`.
  SmallVector<Value> toValues() const {
    SmallVector<Value> vals;
    for (auto &stl : lvls) {
      llvm::append_range(vals, stl->getLvlBuffers());
      vals.push_back(stl->getSize());
    }
    vals.append({bound.first, bound.second});
    return vals;
  }
 
  const SparseTensorLevel &getLastLvl() const { return *lvls.back(); }
  ArrayRef<std::unique_ptr<SparseTensorLevel>> getLvlRef() const {
    return lvls;
  }
 
  Value getBoundLo() const { return bound.first; }
  Value getBoundHi() const { return bound.second; }
 
  // Extract an iterator to iterate over the sparse iteration space.
  std::unique_ptr<SparseIterator> extractIterator(OpBuilder &b,
                                                  Location l) const;
 
private:
  SmallVector<std::unique_ptr<SparseTensorLevel>> lvls;
  std::pair<Value, Value> bound;
};
 
/// Helper class that generates loop conditions, etc, to traverse a
/// sparse tensor level.
class SparseIterator {
  SparseIterator(SparseIterator &&) = delete;
  SparseIterator(const SparseIterator &) = delete;
  SparseIterator &operator=(SparseIterator &&) = delete;
  SparseIterator &operator=(const SparseIterator &) = delete;
 
protected:
  SparseIterator(IterKind kind, unsigned tid, unsigned lvl,
                 unsigned cursorValsCnt,
                 SmallVectorImpl<Value> &cursorValStorage)
      : batchCrds(0), kind(kind), tid(tid), lvl(lvl), crd(nullptr),
        cursorValsCnt(cursorValsCnt), cursorValsStorageRef(cursorValStorage) {};
 
  SparseIterator(IterKind kind, unsigned cursorValsCnt,
                 SmallVectorImpl<Value> &cursorValStorage,
                 const SparseIterator &delegate)
      : SparseIterator(kind, delegate.tid, delegate.lvl, cursorValsCnt,
                       cursorValStorage) {};
 
  SparseIterator(IterKind kind, const SparseIterator &wrap,
                 unsigned extraCursorCnt = 0)
      : SparseIterator(kind, wrap.tid, wrap.lvl,
                       extraCursorCnt + wrap.cursorValsCnt,
                       wrap.cursorValsStorageRef) {
    assert(wrap.cursorValsCnt == wrap.cursorValsStorageRef.size());
    cursorValsStorageRef.append(extraCursorCnt, nullptr);
    assert(cursorValsStorageRef.size() == wrap.cursorValsCnt + extraCursorCnt);
  };
 
public:
  virtual ~SparseIterator() = default;
 
  void setSparseEmitStrategy(SparseEmitStrategy strategy) {
    emitStrategy = strategy;
  }
 
  virtual std::string getDebugInterfacePrefix() const = 0;
  virtual SmallVector<Type> getCursorValTypes(OpBuilder &b) const = 0;
 
  Value getCrd() const { return crd; }
  ValueRange getBatchCrds() const { return batchCrds; }
  ValueRange getCursor() const {
    return ValueRange(cursorValsStorageRef).take_front(cursorValsCnt);
  };
 
  // Sets the iterate to the specified position.
  void seek(ValueRange vals) {
    assert(vals.size() == cursorValsCnt);
    std::copy(vals.begin(), vals.end(), cursorValsStorageRef.begin());
    // Now that the iterator is re-positioned, the coordinate becomes invalid.
    crd = nullptr;
  }
 
  // Reconstructs a iteration space directly from the provided ValueRange.
  static std::unique_ptr<SparseIterator>
  fromValues(IteratorType dstTp, ValueRange values, unsigned tid);
 
  // The inverse operation of `fromValues`.
  SmallVector<Value> toValues() const { llvm_unreachable("Not implemented"); }
 
  //
  // Iterator properties.
  //
 
  // Whether the iterator is a iterator over a batch level.
  virtual bool isBatchIterator() const = 0;
 
  // Whether the iterator support random access (i.e., support look up by
  // *coordinate*). A random access iterator must also traverses a dense space.
  virtual bool randomAccessible() const = 0;
 
  // Whether the iterator can simply traversed by a for loop.
  virtual bool iteratableByFor() const { return false; };
 
  // Get the upper bound of the sparse space that the iterator might visited. A
  // sparse space is a subset of a dense space [0, bound), this function returns
  // *bound*.
  virtual Value upperBound(OpBuilder &b, Location l) const = 0;
 
  // Serializes and deserializes the current status to/from a set of values. The
  // ValueRange should contain values that are sufficient to recover the current
  // iterating postion (i.e., itVals) as well as loop bound.
  //
  // Not every type of iterator supports the operations, e.g., non-empty
  // subsection iterator does not because the the number of non-empty
  // subsections can not be determined easily.
  //
  // NOTE: All the values should have index type.
  virtual SmallVector<Value> serialize() const {
    llvm_unreachable("unsupported");
  };
  virtual void deserialize(ValueRange vs) { llvm_unreachable("unsupported"); };
 
  //
  // Core functions.
  //
 
  // Initializes the iterator according to the parent iterator's state.
  void genInit(OpBuilder &b, Location l, const SparseIterator *p);
 
  // Forwards the iterator to the next element.
  ValueRange forward(OpBuilder &b, Location l);
 
  // Locate the iterator to the position specified by *crd*, this can only
  // be done on an iterator that supports randm access.
  void locate(OpBuilder &b, Location l, Value crd);
 
  // Returns a boolean value that equals `!it.end()`
  Value genNotEnd(OpBuilder &b, Location l);
 
  // Dereferences the iterator, loads the coordinate at the current position.
  //
  // The method assumes that the iterator is not currently exhausted (i.e.,
  // it != it.end()).
  Value deref(OpBuilder &b, Location l);
 
  // Actual Implementation provided by derived class.
  virtual void genInitImpl(OpBuilder &, Location, const SparseIterator *) = 0;
  virtual ValueRange forwardImpl(OpBuilder &b, Location l) = 0;
  virtual void locateImpl(OpBuilder &b, Location l, Value crd) {
    llvm_unreachable("Unsupported");
  }
  virtual Value genNotEndImpl(OpBuilder &b, Location l) = 0;
  virtual Value derefImpl(OpBuilder &b, Location l) = 0;
  // Gets the ValueRange that together specifies the current position of the
  // iterator. For a unique level, the position can be a single index points to
  // the current coordinate being visited. For a non-unique level, an extra
  // index for the `segment high` is needed to to specifies the range of
  // duplicated coordinates. The ValueRange should be able to uniquely identify
  // the sparse range for the next level. See SparseTensorLevel::peekRangeAt();
  //
  // Not every type of iterator supports the operation, e.g., non-empty
  // subsection iterator does not because it represent a range of coordinates
  // instead of just one.
  virtual ValueRange getCurPosition() const { return getCursor(); };
 
  // Returns a pair of values for *upper*, *lower* bound respectively.
  virtual std::pair<Value, Value> genForCond(OpBuilder &b, Location l) {
    assert(randomAccessible());
    // Random-access iterator is traversed by coordinate, i.e., [curCrd, UB).
    return {getCrd(), upperBound(b, l)};
  }
 
  // Generates a bool value for scf::ConditionOp.
  std::pair<Value, ValueRange> genWhileCond(OpBuilder &b, Location l,
                                            ValueRange vs) {
    ValueRange rem = linkNewScope(vs);
    return std::make_pair(genNotEnd(b, l), rem);
  }
 
  // Generate a conditional it.next() in the following form
  //
  // if (cond)
  //    yield it.next
  // else
  //    yield it
  //
  // The function is virtual to allow alternative implementation. For example,
  // if it.next() is trivial to compute, we can use a select operation instead.
  // E.g.,
  //
  //  it = select cond ? it+1 : it
  virtual ValueRange forwardIf(OpBuilder &b, Location l, Value cond);
 
  // Update the SSA value for the iterator after entering a new scope.
  ValueRange linkNewScope(ValueRange pos) {
    assert(!randomAccessible() && "random accessible iterators are traversed "
                                  "by coordinate, call locate() instead.");
    seek(pos.take_front(cursorValsCnt));
    return pos.drop_front(cursorValsCnt);
  };
 
protected:
  void updateCrd(Value crd) { this->crd = crd; }
 
  MutableArrayRef<Value> getMutCursorVals() {
    MutableArrayRef<Value> ref = cursorValsStorageRef;
    return ref.take_front(cursorValsCnt);
  }
 
  void inherentBatch(const SparseIterator &parent) {
    batchCrds = parent.batchCrds;
  }
 
  SparseEmitStrategy emitStrategy;
  SmallVector<Value> batchCrds;
 
public:
  const IterKind kind;     // For LLVM-style RTTI.
  const unsigned tid, lvl; // tensor level identifier.
 
private:
  Value crd; // The sparse coordinate used to coiterate;
 
  // A range of value that together defines the current state of the
  // iterator. Only loop variants should be included.
  //
  // For trivial iterators, it is the position; for dedup iterators, it consists
  // of the positon and the segment high, for non-empty subsection iterator, it
  // is the metadata that specifies the subsection.
  // Note that the wrapped iterator shares the same storage to maintain itVals
  // with it wrapper, which means the wrapped iterator might only own a subset
  // of all the values stored in itValStorage.
  const unsigned cursorValsCnt;
  SmallVectorImpl<Value> &cursorValsStorageRef;
};
 
/// Helper function to create a TensorLevel object from given `tensor`.
std::unique_ptr<SparseTensorLevel> makeSparseTensorLevel(OpBuilder &b,
                                                         Location l, Value t,
                                                         unsigned tid,
                                                         Level lvl);
 
/// Helper function to create a TensorLevel object from given ValueRange.
std::unique_ptr<SparseTensorLevel> makeSparseTensorLevel(LevelType lt, Value sz,
                                                         ValueRange buffers,
                                                         unsigned tid, Level l);
 
/// Helper function to create a simple SparseIterator object that iterate
/// over the entire iteration space.
std::unique_ptr<SparseIterator>
makeSimpleIterator(OpBuilder &b, Location l,
                   const SparseIterationSpace &iterSpace);
 
/// Helper function to create a simple SparseIterator object that iterate
/// over the sparse tensor level.
/// TODO: switch to `SparseIterationSpace` (which support N-D iterator) when
/// feature complete.
std::unique_ptr<SparseIterator> makeSimpleIterator(
    const SparseTensorLevel &stl,
    SparseEmitStrategy strategy = SparseEmitStrategy::kFunctional);
 
/// Helper function to create a synthetic SparseIterator object that iterates
/// over a dense space specified by [0,`sz`).
std::pair<std::unique_ptr<SparseTensorLevel>, std::unique_ptr<SparseIterator>>
makeSynLevelAndIterator(Value sz, unsigned tid, unsigned lvl,
                        SparseEmitStrategy strategy);
 
/// Helper function to create a SparseIterator object that iterates over a
/// sliced space, the orignal space (before slicing) is traversed by `sit`.
std::unique_ptr<SparseIterator>
makeSlicedLevelIterator(std::unique_ptr<SparseIterator> &&sit, Value offset,
                        Value stride, Value size, SparseEmitStrategy strategy);
 
/// Helper function to create a SparseIterator object that iterates over a
/// padded sparse level (the padded value must be zero).
std::unique_ptr<SparseIterator>
makePaddedIterator(std::unique_ptr<SparseIterator> &&sit, Value padLow,
                   Value padHigh, SparseEmitStrategy strategy);
 
/// Helper function to create a SparseIterator object that iterate over the
/// non-empty subsections set.
std::unique_ptr<SparseIterator> makeNonEmptySubSectIterator(
    OpBuilder &b, Location l, const SparseIterator *parent, Value loopBound,
    std::unique_ptr<SparseIterator> &&delegate, Value size, unsigned stride,
    SparseEmitStrategy strategy);
 
/// Helper function to create a SparseIterator object that iterates over a
/// non-empty subsection created by NonEmptySubSectIterator.
std::unique_ptr<SparseIterator> makeTraverseSubSectIterator(
    OpBuilder &b, Location l, const SparseIterator &subsectIter,
    const SparseIterator &parent, std::unique_ptr<SparseIterator> &&wrap,
    Value loopBound, unsigned stride, SparseEmitStrategy strategy);
 
} // namespace sparse_tensor
} // namespace mlir
 
#endif // MLIR_DIALECT_SPARSETENSOR_TRANSFORMS_UTILS_SPARSETENSORITERATOR_H_