[Mlir-commits] [mlir] [MLIR][NVVM] Support sp{de}compress MLIR Ops (PR #232731)
Guray Ozen
llvmlistbot at llvm.org
Fri Oct 16 06:50:27 PDT 2026
================
@@ -7200,6 +7200,282 @@ def NVVM_Tcgen05MMABlockScaleDecompressBOp :
}];
}
+//===----------------------------------------------------------------------===//
+// NVVM spcompress and spdecompress Ops
+//===----------------------------------------------------------------------===//
+
+// Structured sparsity factor: spXtoY keeps X out of every Y elements.
+def SPFactor1To2 : I32EnumAttrCase<"SP1TO2", 0, "sp1to2">;
+def SPFactor1To4 : I32EnumAttrCase<"SP1TO4", 1, "sp1to4">;
+def SPFactor1To8 : I32EnumAttrCase<"SP1TO8", 2, "sp1to8">;
+def SPFactor1To16 : I32EnumAttrCase<"SP1TO16", 3, "sp1to16">;
+def SPFactor2To4 : I32EnumAttrCase<"SP2TO4", 4, "sp2to4">;
+def SPFactor2To8 : I32EnumAttrCase<"SP2TO8", 5, "sp2to8">;
+def SPFactor2To16 : I32EnumAttrCase<"SP2TO16", 6, "sp2to16">;
+def SPFactor4To8 : I32EnumAttrCase<"SP4TO8", 7, "sp4to8">;
+def SPFactor4To16 : I32EnumAttrCase<"SP4TO16", 8, "sp4to16">;
+def SPFactor : I32EnumAttr<"SPFactor", "Structured sparsity factor", [
+ SPFactor1To2,
+ SPFactor1To4,
+ SPFactor1To8,
+ SPFactor1To16,
+ SPFactor2To4,
+ SPFactor2To8,
+ SPFactor2To16,
+ SPFactor4To8,
+ SPFactor4To16,
+ ]> {
+ let genSpecializedAttr = 0;
+ let cppNamespace = "::mlir::NVVM";
+}
+def SPFactorAttr : EnumAttr<NVVM_Dialect, SPFactor, "sp_factor">;
+
+// Structured sparsity metadata index size
+def SPIndexSizeB2 : I32EnumAttrCase<"B2", 2, "b2">;
+def SPIndexSizeB4 : I32EnumAttrCase<"B4", 4, "b4">;
+def SPIndexSize : I32EnumAttr<"SPIndexSize",
+ "Structured sparsity metadata index size", [
+ SPIndexSizeB2,
+ SPIndexSizeB4,
+ ]> {
+ let genSpecializedAttr = 0;
+ let cppNamespace = "::mlir::NVVM";
+}
+def SPIndexSizeAttr : EnumAttr<NVVM_Dialect, SPIndexSize, "sp_index_size">;
+
+// Structured sparsity element size
+def SPElemSizeB8 : I32EnumAttrCase<"B8", 8, "b8">;
+def SPElemSizeB16 : I32EnumAttrCase<"B16", 16, "b16">;
+def SPElemSize : I32EnumAttr<"SPElemSize", "Structured sparsity element size", [
+ SPElemSizeB8,
+ SPElemSizeB16,
+ ]> {
+ let genSpecializedAttr = 0;
+ let cppNamespace = "::mlir::NVVM";
+}
+def SPElemSizeAttr : EnumAttr<NVVM_Dialect, SPElemSize, "sp_elem_size">;
+
+// Structured sparsity repetition factor
+def SPRepFactorX1 : I32EnumAttrCase<"X1", 1, "x1">;
+def SPRepFactorX2 : I32EnumAttrCase<"X2", 2, "x2">;
+def SPRepFactorX4 : I32EnumAttrCase<"X4", 4, "x4">;
+def SPRepFactorX8 : I32EnumAttrCase<"X8", 8, "x8">;
+def SPRepFactorX16 : I32EnumAttrCase<"X16", 16, "x16">;
+def SPRepFactorX32 : I32EnumAttrCase<"X32", 32, "x32">;
+def SPRepFactorX64 : I32EnumAttrCase<"X64", 64, "x64">;
+def SPRepFactor : I32EnumAttr<"SPRepFactor",
+ "Structured sparsity repetition factor",
+ [SPRepFactorX1, SPRepFactorX2, SPRepFactorX4, SPRepFactorX8,
+ SPRepFactorX16, SPRepFactorX32, SPRepFactorX64]> {
+ let genSpecializedAttr = 0;
+ let cppNamespace = "::mlir::NVVM";
+}
+def SPRepFactorAttr : EnumAttr<NVVM_Dialect, SPRepFactor, "sp_rep_factor">;
+
+// spcompress only supports the 2:4 sparsity factor.
+def SPCompressFactorAttr : ConfinedAttr<SPFactorAttr, [
+ EnumAttrIsOneOf<SPFactorAttr, [
+ SPFactor2To4,
+ ]>
+ ]>;
+
+// Register bundles are i32 or fixed-length, rank-1 vectors of i32.
+defvar SPDataType = FixedVectorOfRankAndLengthAndType<[1],
+ [2, 4, 8, 16, 32, 64, 128], [I32]>;
+defvar SPRegType = AnyTypeOf<[I32,
+ FixedVectorOfRankAndLengthAndType<[1], [2, 4, 8, 16, 32, 64], [I32]>]>;
+
+def NVVM_SPCompressOp : NVVM_Op<"spcompress",
+ [Pure, NVVMRequiresSMa<[107]>]> {
+ let summary = "Compress dense vector to structured sparse vector";
+ let description = [{
+ Compresses elements from a dense vector `data` into a structured sparse
+ vector `compressed_data`. The indices of the selected elements are
+ returned in `metadata`.
+
+ All vectors are bundles of 32-bit registers. The elements are packed into
+ these registers according to `elemSize`.
+
+ Arguments:
+ - `spDesc`: Sparsity descriptor specifying the selection operation and the
+ element data type.
+ - `data`: Input dense vector of `2 * repFactor` registers containing the
+ elements to be compressed.
+ - `compFactor`: Compression factor. Only `sp2to4` is supported.
+ - `indexSize`: Size in bits of each metadata index (`b2` or `b4`).
+ - `elemSize`: Size in bits of each element in `data` (`b8` or `b16`).
+ - `repFactor`: Repeat factor of the operation (`x1` to `x64`).
+
+ Results:
+ - `metadata`: Indices of the selected elements, stored in
+ `ceil(repFactor * indexSize / elemSize)` registers.
+ - `compressed_data`: Selected elements, stored in `repFactor` registers.
+
+ Examples:
+ ```mlir
+ // 8-bit elements, 2-bit indices, repeat factor of 1.
+ %metadata, %compressed_data = nvvm.spcompress %spdesc, %data
+ comp_factor = sp2to4 index_size = b2 elem_size = b8 rep_factor = x1
+ : i32, vector<2xi32> -> i32, i32
+
+ // 8-bit elements, 4-bit indices, repeat factor of 2.
+ %metadata, %compressed_data = nvvm.spcompress %spdesc, %data
+ comp_factor = sp2to4 index_size = b4 elem_size = b8 rep_factor = x2
+ : i32, vector<4xi32> -> i32, vector<2xi32>
+
+ // 16-bit elements, 4-bit indices, repeat factor of 8.
+ %metadata, %compressed_data = nvvm.spcompress %spdesc, %data
+ comp_factor = sp2to4 index_size = b4 elem_size = b16 rep_factor = x8
+ : i32, vector<16xi32> -> vector<2xi32>, vector<8xi32>
+ ```
+
+ [For more information, see PTX ISA](https://docs.nvidia.com/cuda/parallel-thread-execution/#data-movement-and-conversion-instructions-spcompress)
+ }];
+
+ let arguments = (ins
+ I32:$spDesc,
+ SPDataType:$data,
+ SPCompressFactorAttr:$compFactor,
+ SPIndexSizeAttr:$indexSize,
+ SPElemSizeAttr:$elemSize,
+ SPRepFactorAttr:$repFactor);
+
+ let results = (outs
+ SPRegType:$metadata,
+ SPRegType:$compressed_data);
+
+ let assemblyFormat = [{
+ $spDesc `,` $data
+ `comp_factor` `=` enum($compFactor)
+ `index_size` `=` enum($indexSize)
+ `elem_size` `=` enum($elemSize)
+ `rep_factor` `=` enum($repFactor)
+ attr-dict `:` type(operands) `->` type($metadata) `,` type($compressed_data)
+ }];
+
+ let extraClassDeclaration = [{
+ static NVVM::IDArgPair getIntrinsicIDAndArgs(Operation &op,
+ LLVM::ModuleTranslation &mt,
+ llvm::IRBuilderBase &builder);
+ }];
+
+ let hasVerifier = 1;
+
+ string llvmBuilder = [{
+ auto [id, args] = NVVM::SPCompressOp::getIntrinsicIDAndArgs(
+ *op, moduleTranslation, builder);
+ // The intrinsic returns the compressed data with one lane per element.
+ auto *dataTy = llvm::cast<llvm::FixedVectorType>(args[0]->getType());
+ llvm::Type *compressedTy = llvm::FixedVectorType::get(
+ dataTy->getElementType(), dataTy->getNumElements() / 2);
+ llvm::Type *metadataTy = moduleTranslation.convertType(
+ op.getMetadata().getType());
+ llvm::Type *resultTy = llvm::StructType::get(
+ builder.getContext(), {metadataTy, compressedTy});
+ llvm::CallInst *result = createIntrinsicCall(builder, id, resultTy, args);
+ $metadata = builder.CreateExtractValue(result, 0);
+ $compressed_data = builder.CreateBitCast(
+ builder.CreateExtractValue(result, 1),
+ moduleTranslation.convertType(op.getCompressedData().getType()));
+ }];
+}
----------------
grypp wrote:
minor: let's move this to C++ side
https://github.com/llvm/llvm-project/pull/232731
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