rwkv.cpp/rwkv/quantize.py

29 lines
982 B
Python

# Quantizes rwkv.cpp model file from FP32 or FP16 to Q4_0 or Q4_1.
# Usage: python quantize.py bin\Release\rwkv.dll C:\rwkv.cpp-169M-float32.bin C:\rwkv.cpp-169M-q4_1.bin 3
import argparse
import rwkv_cpp_shared_library
def parse_args():
parser = argparse.ArgumentParser(description='Quantize rwkv.cpp model file from FP32 or FP16 to Q4_0 or Q4_1')
parser.add_argument('src_path', help='Path to FP32/FP16 checkpoint file')
parser.add_argument('dest_path', help='Path to resulting checkpoint file, will be overwritten')
parser.add_argument('data_type', help='Data type, 2 (GGML_TYPE_Q4_0) or 3 (GGML_TYPE_Q4_1)', type=int, choices=[2, 3], default=3)
return parser.parse_args()
def main() -> None:
args = parse_args()
library = rwkv_cpp_shared_library.load_rwkv_shared_library()
library.rwkv_quantize_model_file(
args.src_path,
args.dest_path,
args.data_type
)
print('Done')
if __name__ == "__main__":
main()