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import argparse
from rwkv.model import RWKV

# python convert_model.py --in '/fsx/BlinkDL/HF-MODEL/rwkv-4-pile-14b/RWKV-4-Pile-14B-20230313-ctx8192-test1050' --out 'fp16_RWKV-4-Pile-14B-20230313-ctx8192-test1050' --strategy 'cuda fp16'
# python convert_model.py --in '/fsx/BlinkDL/HF-MODEL/rwkv-4-pile-7b/RWKV-4-Pile-7B-20230109-ctx4096' --out 'fp16_RWKV-4-Pile-7B-20230109-ctx4096' --strategy 'cuda fp16'
# python convert_model.py --in '/fsx/BlinkDL/HF-MODEL/rwkv-4-pile-3b/RWKV-4-Pile-3B-20221110-ctx4096' --out 'fp16i8_and_fp16_RWKV-4-Pile-3B-20221110-ctx4096' --strategy 'cuda fp16i8 *10 -> cuda fp16'


def get_args():
    p = argparse.ArgumentParser(
        prog="convert_model",
        description="Convert RWKV model for faster loading and saves cpu RAM.",
    )
    p.add_argument(
        "--in", metavar="INPUT", help="Filename for input model.", required=True
    )
    p.add_argument(
        "--out", metavar="OUTPUT", help="Filename for output model.", required=True
    )
    p.add_argument(
        "--strategy",
        help="Please quote the strategy as it contains spaces and special characters. See https://pypi.org/project/rwkv/ for strategy format definition.",
        required=True,
    )
    p.add_argument(
        "--quiet", action="store_true", help="Suppress normal output, only show errors."
    )
    return p.parse_args()


args = get_args()
if not args.quiet:
    print(f"** {args}")

RWKV(
    getattr(args, "in"),
    args.strategy,
    verbose=not args.quiet,
    convert_and_save_and_exit=args.out,
)