# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. """Trainium-specific TIRX transformations.""" # pylint: disable=invalid-name from tvm_ffi import get_global_func import tvm from tvm import tirx _LAZY_TRANSFORMS = { "TrnNaiveAllocator": ".naive_allocator", "TrnPrivateBufferAlloc": ".private_buffer_alloc", } def LowerTrainiumLayout(): """Lower Trainium layouts to backend physical buffer shapes and indices.""" return get_global_func("tirx.backend.trn.transform.LowerTrainiumLayout")() def LowerTIRx(): """Lower TIRx tile primitive calls for the Trainium backend.""" return tvm.ir.transform.Sequential( [tirx.transform.TilePrimitiveDispatch(), LowerTrainiumLayout()], name="tirx.backend.trn.LowerTIRx", ) def __getattr__(name): target = _LAZY_TRANSFORMS.get(name) if target is None: raise AttributeError(f"module {__name__!r} has no attribute {name!r}") from importlib import import_module # pylint: disable=import-outside-toplevel return getattr(import_module(target, __name__), name) __all__ = ["LowerTIRx", "LowerTrainiumLayout", "TrnNaiveAllocator", "TrnPrivateBufferAlloc"]