[BACKEND] Compiler improvements (#557)

This PR adds several optimization capabilities in the compiler backend:
- Now using inline PTX for `tl.store`, making it possible to use things like evict_last
- For A100, mma layout can be directly converted to shared memory
- For A100, an additional "transpose" argument in `dot` allows tensors to be loaded once and used both row- and col- major.
- Fixed liveness analysis; this was broken.
- Now can load/store directly mma layout without converting. Useful for when tl.dot accumulator is initialized with DRAM data inside of an inner loop.
- `tl.dot` can now take LHS inputs in registers when it comes from a previous `tl.dot` instruction. Useful for e.g. fused attention.
This commit is contained in:
Philippe Tillet
2022-06-27 11:49:19 -07:00
committed by GitHub
parent 87413bc925
commit 5b4c8f221e
25 changed files with 882 additions and 284 deletions

View File

@@ -31,27 +31,28 @@ std::unique_ptr<llvm::Module> add_passes_to_emit_bin(ir::module &ir, llvm::LLVMC
std::string name = ir.get_function_list()[0]->get_name();
std::unique_ptr<llvm::Module> llvm(new llvm::Module(name, ctx));
// optimizations
bool cts_use_async = target->as_nvidia() && target->as_nvidia()->sm() >= 80;
bool has_sm80 = target->as_nvidia() && target->as_nvidia()->sm() >= 80;
// create passes
codegen::analysis::align align;
codegen::transform::inliner inliner;
codegen::analysis::axes axes;
codegen::transform::cts cts(cts_use_async);
codegen::transform::pipeline pipeline(cts_use_async, num_stages);
codegen::transform::pipeline pipeline(has_sm80, num_stages);
codegen::transform::disassociate disassociate;
codegen::analysis::layouts layouts(&axes, &align, num_warps, target);
codegen::transform::cts cts(&layouts, has_sm80);
codegen::analysis::liveness liveness(&layouts);
codegen::analysis::swizzle swizzle(&layouts, target);
codegen::analysis::allocation allocation(&liveness);
codegen::transform::dce dce;
codegen::transform::peephole peephole(target, &layouts);
codegen::transform::coalesce coalesce(&align, &layouts);
codegen::transform::coalesce coalesce(&align, &layouts, has_sm80);
codegen::transform::prefetch prefetch_s(target);
codegen::transform::membar barriers(&liveness, &layouts, &allocation, &prefetch_s, target);
codegen::generator isel(&axes, &layouts, &align, &allocation, &swizzle, target, num_warps);
// run passes
inliner.run(ir);
dce.run(ir);
// ir.print(std::cout);
peephole.run(ir);
dce.run(ir);
pipeline.run(ir);
@@ -84,10 +85,15 @@ std::unique_ptr<llvm::Module> add_passes_to_emit_bin(ir::module &ir, llvm::LLVMC
axes.run(ir);
layouts.run(ir);
swizzle.run(ir);
// std::cout << "---" << std::endl;
// ir.print(std::cout);
// std::cout << "---" << std::endl;
// ir.print(std::cout);
liveness.run(ir);
allocation.run(ir);
prefetch_s.run(ir);
barriers.run(ir);
// exit(1);
// ir.print(std::cout);
isel.visit(ir, *llvm);
shared_static = allocation.allocated_size();