# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.

import torch

from megatron.core.utils import is_torch_min_version

jit_fuser = torch.jit.script
# nvFuser is deprecated in PyTorch JIT starting from 2.2
if is_torch_min_version("2.2.0a0"):
    jit_fuser = torch.compile(mode='max-autotune-no-cudagraphs')

# Decorator to disable Torch Dynamo
# See: https://github.com/NVIDIA/TransformerEngine/issues/308
no_torch_dynamo = lambda recursive=True: lambda func: func
if torch.__version__ >= "2":
    import torch._dynamo

    if torch.__version__ >= "2.1":
        no_torch_dynamo = lambda recursive=True: lambda f: torch._dynamo.disable(
            f, recursive=recursive
        )
    else:
        # no "recursive" option in pyTorch 2.0 - it acts as if recursive was True
        no_torch_dynamo = lambda recursive=True: torch._dynamo.disable