[Mlir-commits] [mlir] [WIP][mlir][sparse] Setting up sparse_tensor.iterator-related Ops. (PR #85958)
Ingo Müller
llvmlistbot at llvm.org
Fri Mar 22 07:28:49 PDT 2024
================
@@ -0,0 +1,152 @@
+//===--------- SparseSpaceCollapse.cpp - Collapse Sparse Space Pass -------===//
+//
+// 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
+//
+//===----------------------------------------------------------------------===//
+
+#include "mlir/Dialect/Func/IR/FuncOps.h"
+#include "mlir/IR/IRMapping.h"
+#include "mlir/Transforms/Passes.h"
+
+#include "mlir/Dialect/SparseTensor/IR/SparseTensor.h"
+#include "mlir/Dialect/SparseTensor/Transforms/Passes.h"
+
+namespace mlir {
+
+#define GEN_PASS_DEF_SPARSESPACECOLLAPSE
+#include "mlir/Dialect/SparseTensor/Transforms/Passes.h.inc"
+
+namespace sparse_tensor {
+
+bool isCollapsableIterations(LoopLikeOpInterface parent,
+ LoopLikeOpInterface node) {
+ auto pIterArgs = parent.getRegionIterArgs();
+ auto nInitArgs = node.getInits();
+ if (pIterArgs.size() != nInitArgs.size())
+ return false;
+
+ auto pYields = parent.getYieldedValues();
+ auto nResult = node.getLoopResults().value();
+
+ bool yieldEq =
+ llvm::all_of(llvm::zip_equal(pYields, nResult), [](auto zipped) {
+ return std::get<0>(zipped) == std::get<1>(zipped);
+ });
+
+ // Parent iter_args should be passed directly to the node's init_args.
+ bool iterArgEq =
+ llvm::all_of(llvm::zip_equal(pIterArgs, nInitArgs), [](auto zipped) {
+ return std::get<0>(zipped) == std::get<1>(zipped);
+ });
+
+ return yieldEq && iterArgEq;
+}
+
+bool legalToCollapse(ExtractIterSpaceOp parent, ExtractIterSpaceOp node) {
+ auto pItOp = llvm::dyn_cast<IterateOp>(parent->getParentOp());
+ auto nItOp = llvm::dyn_cast<IterateOp>(node->getParentOp());
+
+ // Can only collapse spaces extracted from the same tensor.
+ if (parent.getTensor() != node.getTensor() || !parent->hasOneUse())
+ return false;
+
+ // Can only collapse consecutive simple iteration on one tensor (i.e., no
+ // coiteration).
+ if (!nItOp || nItOp.getIterSpace() != parent.getResult() ||
+ nItOp->getBlock() != parent->getBlock())
+ return false;
+
+ if (pItOp && !isCollapsableIterations(pItOp, nItOp))
+ return false;
+
+ // TODO: Make sure all other operations in the same basic block as `node` can
+ // be collapsed and sink into the collapsed iteration (through Interfaces
+ // defined in TD files).
+ return true;
+}
+
+void collapseSparseSpace(ArrayRef<ExtractIterSpaceOp> toCollapse) {
+ if (toCollapse.size() < 2)
+ return;
+
+ ExtractIterSpaceOp root = toCollapse.front();
+ ExtractIterSpaceOp leaf = toCollapse.back();
+ Location loc = root.getLoc();
+
+ if (!leaf->hasOneUse())
+ return;
+ assert(root->hasOneUse());
+
+ // Insert collapsed operation at the same scope as root operation.
+ OpBuilder builder(toCollapse.front());
+
+ // Construct the collapsed iteration space.
+ auto collapsedSpace = builder.create<ExtractIterSpaceOp>(
+ loc, root.getTensor(), root.getParentIter(), root.getLoLvl(),
+ leaf.getHiLvl());
----------------
ingomueller-net wrote:
Am I right that the collapsed space is inferred here? I.e., is this the answer to the question I have been asking several times? XD We know that the collapsed space is `compressed(nonunique),singleton` because we know which vector we iterate over and take the information from there?
https://github.com/llvm/llvm-project/pull/85958
More information about the Mlir-commits
mailing list