[Mlir-commits] [mlir] [mlir][linalg] Extend Linalg elemwise named ops semantics (PR #122753)
Adam Siemieniuk
llvmlistbot at llvm.org
Tue Jan 14 07:36:39 PST 2025
================
@@ -3611,5 +3621,283 @@ Speculation::Speculatability MatmulOp::getSpeculatability() {
return getGenericSpeculatabilityImpl(cast<LinalgOp>(getOperation()));
}
+//===----------------------------------------------------------------------===//
+// ElemwiseOp - with support for affine map, func_type and comp_type
+//===----------------------------------------------------------------------===//
+//
+namespace {
+struct NAryCategoryAndFn {
+ // The enum category class {Unary, Binary, Ternary, ..}
+ ElemwiseNAryCategory category;
+
+ union NAryFn {
+ UnaryFn unaryFn;
+ BinaryFn binaryFn;
+ TernaryFn ternaryFn;
+ } fn;
+
+ ::llvm::StringRef stringifyCategory() {
+ switch (category) {
+ case ElemwiseNAryCategory::Unary:
+ return "unary";
+ case ElemwiseNAryCategory::Binary:
+ return "binary";
+ case ElemwiseNAryCategory::Ternary:
+ return "ternary";
+ }
+ llvm_unreachable("unknown-category");
+ }
+
+ ::llvm::StringRef stringifyFn() {
+ switch (category) {
+ case ElemwiseNAryCategory::Unary:
+ return stringifyUnaryFn(fn.unaryFn);
+ case ElemwiseNAryCategory::Binary:
+ return stringifyBinaryFn(fn.binaryFn);
+ case ElemwiseNAryCategory::Ternary:
+ return stringifyTernaryFn(fn.ternaryFn);
+ }
+ llvm_unreachable("unknown-fn");
+ }
+};
+
+unsigned getArityFromCategory(ElemwiseNAryCategory category) {
+ switch (category) {
+ case ElemwiseNAryCategory::Unary:
+ return 1;
+ case ElemwiseNAryCategory::Binary:
+ return 2;
+ case ElemwiseNAryCategory::Ternary:
+ return 3;
+ }
+ llvm_unreachable("unhandled category");
+}
+} // namespace
+
+static NAryCategoryAndFn getNAryCategoryAndFn(ElemwiseFn fn) {
+ constexpr int lastUnary = static_cast<int>(ElemwiseFn::erf);
+ constexpr int lastBinary = static_cast<int>(ElemwiseFn::powf);
+ constexpr int lastTernary = static_cast<int>(ElemwiseFn::select);
+
+ int val = static_cast<int>(fn);
+ NAryCategoryAndFn result;
+ if (val <= lastUnary) {
+ result.category = ElemwiseNAryCategory::Unary;
+ result.fn.unaryFn = static_cast<UnaryFn>(val);
+ return result;
+ }
+ if (val <= lastBinary) {
+ result.category = ElemwiseNAryCategory::Binary;
+ result.fn.binaryFn = static_cast<BinaryFn>(val - lastUnary - 1);
+ return result;
+ }
+ if (val > lastTernary) {
+ llvm_unreachable("unhandled ElemwiseFn");
+ }
+ result.category = ElemwiseNAryCategory::Ternary;
+ result.fn.ternaryFn = static_cast<TernaryFn>(val - lastBinary - 1);
+ return result;
+}
+
+unsigned ElemwiseOp::getResultRank() {
+ auto output = getDpsInitOperand(0)->get();
+ auto shapedType = llvm::cast<ShapedType>(output.getType());
+ return shapedType.getRank();
+}
+
+SmallVector<utils::IteratorType> ElemwiseOp::getIteratorTypesArray() {
+ auto rank = getResultRank();
+ return SmallVector<utils::IteratorType>(rank, utils::IteratorType::parallel);
+}
+
+SmallVector<AffineMap>
+ElemwiseOp::getDefaultIndexingMaps(unsigned numMaps, unsigned numDims,
+ MLIRContext *context) {
+ auto map = AffineMap::getMultiDimIdentityMap(numDims, context);
+ return SmallVector<AffineMap>(numMaps, map);
+}
+
+bool ElemwiseOp::hasUserDefinedMaps() {
+ auto category = getNAryCategoryAndFn(getElemwiseFnVal()).category;
+ auto arity = getArityFromCategory(category);
+
+ auto numDims = getResultRank();
+ SmallVector<AffineMap, 3> defaultMaps =
----------------
adam-smnk wrote:
nit: it can be just `SmallVector<AffineMap>` as size changes with arity
https://github.com/llvm/llvm-project/pull/122753
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