Merge triton-mlir branch - Complete rewrite of the backend from scratch (#1004)

This PR merges the `triton-mlir` branch, in which we have been quietly
rewriting the Triton backend from scratch to increase maintainability,
stability and ultimately performance. Changes to the runtime are
minimal, and this new version aims to remain backward-compatible with
the previous commit. The legacy backend is now officially deprecated,
but can still be accessed via the `legacy-backend` tag.

Co-authored-by: Keren Zhou <kerenzhou@openai.com>
Co-authored-by: Yan Chunwei <yanchunwei@outlook.com>
Co-authored-by: goostavz <109190422+goostavz@users.noreply.github.com>
Co-authored-by: Shintaro Iwasaki <siwasaki@fb.com>
Co-authored-by: Yan Da <dyanab@connect.ust.hk>
Co-authored-by: Jun Yang <yangjunpro@gmail.com>
Co-authored-by: Ian Bearman <ianb@microsoft.com>
Co-authored-by: Jason Ansel <jansel@jansel.net>
Co-authored-by: Qingyi Liu <qingyil@nvidia.com>
Co-authored-by: ben-zhang-609 <110140741+ben-zhang-609@users.noreply.github.com>
Co-authored-by: Chenggang Zhao <lyricz@yeah.net>
Co-authored-by: ben-zhang-609 <benzh609@gmail.com>
Co-authored-by: dongdongl <dongdongl@nvidia.com>
This commit is contained in:
Philippe Tillet
2022-12-21 01:30:50 -08:00
committed by GitHub
parent 8650b4d1cb
commit 20100a7254
285 changed files with 26312 additions and 50143 deletions

67
lib/Analysis/Alias.cpp Normal file
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#include "triton/Analysis/Alias.h"
#include "mlir/Dialect/Tensor/IR/Tensor.h"
#include "triton/Analysis/Utility.h"
#include "triton/Dialect/TritonGPU/IR/Dialect.h"
namespace mlir {
AliasInfo AliasInfo::join(const AliasInfo &lhs, const AliasInfo &rhs) {
if (lhs == rhs)
return lhs;
AliasInfo ret;
for (auto value : lhs.allocs) {
ret.insert(value);
}
for (auto value : rhs.allocs) {
ret.insert(value);
}
return ret;
}
ChangeResult SharedMemoryAliasAnalysis::visitOperation(
Operation *op, ArrayRef<LatticeElement<AliasInfo> *> operands) {
AliasInfo aliasInfo;
bool pessimistic = true;
if (maybeSharedAllocationOp(op)) {
// These ops may allocate a new shared memory buffer.
auto result = op->getResult(0);
// FIXME(Keren): extract and insert are always alias for now
if (isa<tensor::ExtractSliceOp, triton::TransOp>(op)) {
// extract_slice %src
aliasInfo = AliasInfo(operands[0]->getValue());
pessimistic = false;
} else if (isa<tensor::InsertSliceOp>(op) ||
isa<triton::gpu::InsertSliceAsyncOp>(op)) {
// insert_slice_async %src, %dst, %index
// insert_slice %src into %dst[%offsets]
aliasInfo = AliasInfo(operands[1]->getValue());
pessimistic = false;
} else if (isSharedEncoding(result)) {
aliasInfo.insert(result);
pessimistic = false;
}
}
if (pessimistic) {
return markAllPessimisticFixpoint(op->getResults());
}
// Join all lattice elements
ChangeResult result = ChangeResult::NoChange;
for (Value value : op->getResults()) {
result |= getLatticeElement(value).join(aliasInfo);
}
return result;
}
AliasResult SharedMemoryAliasAnalysis::alias(Value lhs, Value rhs) {
// TODO: implement
return AliasResult::MayAlias;
}
ModRefResult SharedMemoryAliasAnalysis::getModRef(Operation *op,
Value location) {
// TODO: implement
return ModRefResult::getModAndRef();
}
} // namespace mlir