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https://github.com/kohya-ss/sd-scripts.git
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Update train_util.py for lion8bit
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@@ -1883,7 +1883,7 @@ def add_optimizer_arguments(parser: argparse.ArgumentParser):
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"--optimizer_type",
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"--optimizer_type",
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type=str,
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type=str,
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default="",
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default="",
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help="Optimizer to use / オプティマイザの種類: AdamW (default), AdamW8bit, Lion, SGDNesterov, SGDNesterov8bit, DAdaptation, AdaFactor",
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help="Optimizer to use / オプティマイザの種類: AdamW (default), AdamW8bit, Lion, Lion8bit,SGDNesterov, SGDNesterov8bit, DAdaptation, AdaFactor",
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)
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)
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# backward compatibility
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# backward compatibility
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@@ -2448,7 +2448,7 @@ def resume_from_local_or_hf_if_specified(accelerator, args):
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def get_optimizer(args, trainable_params):
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def get_optimizer(args, trainable_params):
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# "Optimizer to use: AdamW, AdamW8bit, Lion, SGDNesterov, SGDNesterov8bit, DAdaptation, Adafactor"
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# "Optimizer to use: AdamW, AdamW8bit, Lion, Lion8bit, SGDNesterov, SGDNesterov8bit, DAdaptation, Adafactor"
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optimizer_type = args.optimizer_type
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optimizer_type = args.optimizer_type
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if args.use_8bit_adam:
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if args.use_8bit_adam:
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@@ -2525,6 +2525,15 @@ def get_optimizer(args, trainable_params):
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print(f"use Lion optimizer | {optimizer_kwargs}")
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print(f"use Lion optimizer | {optimizer_kwargs}")
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optimizer_class = lion_pytorch.Lion
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optimizer_class = lion_pytorch.Lion
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optimizer = optimizer_class(trainable_params, lr=lr, **optimizer_kwargs)
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optimizer = optimizer_class(trainable_params, lr=lr, **optimizer_kwargs)
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elif optimizer_type == "Lion8bit".lower():
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try:
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import bitsandbytes as bnb
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except ImportError:
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raise ImportError("No bitsand bytes / bitsandbytesがインストールされていないようです")
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print(f"use 8-bit Lion optimizer | {optimizer_kwargs}")
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optimizer_class = bnb.optim.Lion8bit
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optimizer = optimizer_class(trainable_params, lr=lr, **optimizer_kwargs)
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elif optimizer_type == "SGDNesterov".lower():
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elif optimizer_type == "SGDNesterov".lower():
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print(f"use SGD with Nesterov optimizer | {optimizer_kwargs}")
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print(f"use SGD with Nesterov optimizer | {optimizer_kwargs}")
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