Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add support for torch.compile #1024

Merged
merged 2 commits into from
Jan 4, 2024
Merged

Add support for torch.compile #1024

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
20296b4
chore: bump eniops version due to support torch.compile
p1atdev Dec 26, 2023
62e7516
feat: support torch.compile
p1atdev Dec 26, 2023
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
17 changes: 17 additions & 0 deletions library/train_util.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -2848,6 +2848,17 @@ def add_training_arguments(parser: argparse.ArgumentParser, support_dreambooth:
action="store_true",
help="use memory efficient attention for CrossAttention / CrossAttentionに省メモリ版attentionを使う",
)
parser.add_argument("--torch_compile", action="store_true", help="use torch.compile (requires PyTorch 2.0) / torch.compile を使う")
parser.add_argument(
"--dynamo_backend",
type=str,
default="inductor",
# available backends:
# https://github.com/huggingface/accelerate/blob/d1abd59114ada8ba673e1214218cb2878c13b82d/src/accelerate/utils/dataclasses.py#L376-L388C5
# https://pytorch.org/docs/stable/torch.compiler.html
choices=["eager", "aot_eager", "inductor", "aot_ts_nvfuser", "nvprims_nvfuser", "cudagraphs", "ofi", "fx2trt", "onnxrt"],
help="dynamo backend type (default is inductor) / dynamoのbackendの種類（デフォルトは inductor）"
)
parser.add_argument("--xformers", action="store_true", help="use xformers for CrossAttention / CrossAttentionにxformersを使う")
parser.add_argument(
"--sdpa",
Expand Down Expand Up @@ -3869,6 +3880,11 @@ def prepare_accelerator(args: argparse.Namespace):
os.environ["WANDB_DIR"] = logging_dir
if args.wandb_api_key is not None:
wandb.login(key=args.wandb_api_key)

# torch.compile のオプション。 NO の場合は torch.compile は使わない
dynamo_backend = "NO"
if args.torch_compile:
dynamo_backend = args.dynamo_backend

kwargs_handlers = (
InitProcessGroupKwargs(timeout=datetime.timedelta(minutes=args.ddp_timeout)) if args.ddp_timeout else None,
Expand All @@ -3883,6 +3899,7 @@ def prepare_accelerator(args: argparse.Namespace):
log_with=log_with,
project_dir=logging_dir,
kwargs_handlers=kwargs_handlers,
dynamo_backend=dynamo_backend,
)
return accelerator

Expand Down
2 changes: 1 addition & 1 deletion requirements.txt
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ diffusers[torch]==0.21.2
ftfy==6.1.1
# albumentations==1.3.0
opencv-python==4.7.0.68
einops==0.6.0
einops==0.6.1
pytorch-lightning==1.9.0
# bitsandbytes==0.39.1
tensorboard==2.10.1
Expand Down