[Triton-MLIR] Support FP8 (#864)

Co-authored-by: Superjomn <yanchunwei@outlook.com>
This commit is contained in:
Chenggang Zhao
2022-11-10 15:53:06 +08:00
committed by GitHub
parent 4946167241
commit 57fd1864a7
18 changed files with 571 additions and 160 deletions

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@@ -124,6 +124,29 @@ void printStoreOp(OpAsmPrinter &printer, StoreOp storeOp) {
namespace mlir {
namespace triton {
//-- FpToFpOp --
bool FpToFpOp::areCastCompatible(::mlir::TypeRange inputs,
::mlir::TypeRange outputs) {
if (inputs.size() != 1 || outputs.size() != 1)
return false;
auto srcEltType = inputs.front();
auto dstEltType = outputs.front();
auto srcTensorType = srcEltType.dyn_cast<mlir::RankedTensorType>();
auto dstTensorType = dstEltType.dyn_cast<mlir::RankedTensorType>();
if (srcTensorType && dstTensorType) {
srcEltType = srcTensorType.getElementType();
dstEltType = dstTensorType.getElementType();
}
// Check whether fp8 <=> fp16, bf16, f32, f64
// Make `srcEltType` always the fp8 side
if (dstEltType.dyn_cast<mlir::triton::Float8Type>())
std::swap(srcEltType, dstEltType);
if (!srcEltType.dyn_cast<mlir::triton::Float8Type>())
return false;
return dstEltType.isF16() || dstEltType.isBF16() ||
dstEltType.isF32() || dstEltType.isF64();
}
//-- StoreOp --
void StoreOp::build(::mlir::OpBuilder &builder, ::mlir::OperationState &state,
::mlir::Value ptr, ::mlir::Value value) {

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@@ -44,7 +44,9 @@ namespace gpu {
// TODO: Inheritation of layout attributes
unsigned getElemsPerThread(Type type) {
if (type.isIntOrIndexOrFloat() || type.isa<triton::PointerType>())
if (type.isIntOrIndexOrFloat() ||
type.isa<triton::Float8Type>() ||
type.isa<triton::PointerType>())
return 1;
auto tensorType = type.cast<RankedTensorType>();
auto layout = tensorType.getEncoding();

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@@ -32,7 +32,10 @@ struct CoalescePass : public TritonGPUCoalesceBase<CoalescePass> {
// Thread tile size depends on memory alignment
SmallVector<unsigned, 4> sizePerThread(rank, 1);
PointerType ptrType = origType.getElementType().cast<PointerType>();
unsigned numBits = ptrType.getPointeeType().getIntOrFloatBitWidth();
auto pointeeType = ptrType.getPointeeType();
unsigned numBits =
pointeeType.isa<triton::Float8Type>() ?
8 : pointeeType.getIntOrFloatBitWidth();
unsigned maxMultiple = info.getDivisibility(order[0]);
unsigned maxContig = info.getContiguity(order[0]);
unsigned alignment = std::min(maxMultiple, maxContig);