35 lines
1.3 KiB
Python
35 lines
1.3 KiB
Python
# Quantizes rwkv.cpp model file from FP32 or FP16 to Q4_0 or Q4_1.
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# Usage: python quantize.py bin\Release\rwkv.dll C:\rwkv.cpp-169M-float32.bin C:\rwkv.cpp-169M-q4_1.bin 3
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import ctypes
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import argparse
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def parse_args():
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parser = argparse.ArgumentParser(description='Quantize rwkv.cpp model file from FP32 or FP16 to Q4_0 or Q4_1')
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parser.add_argument('shared_library_path', help='Path to rwkv.cpp shared library')
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parser.add_argument('src_path', help='Path to FP32/FP16 checkpoint file')
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parser.add_argument('dest_path', help='Path to resulting checkpoint file, will be overwritten')
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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)
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return parser.parse_args()
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def main() -> None:
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args = parse_args()
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library = ctypes.cdll.LoadLibrary(args.shared_library_path)
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library.rwkv_quantize_model_file.argtypes = [ctypes.c_char_p, ctypes.c_char_p, ctypes.c_int]
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library.rwkv_quantize_model_file.restype = ctypes.c_bool
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result: bool = library.rwkv_quantize_model_file(
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args.src_path.encode('utf-8'),
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args.dest_path.encode('utf-8'),
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ctypes.c_int(args.data_type)
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)
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assert result, 'Failed to quantize, check stderr'
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print('Done')
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if __name__ == "__main__":
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main()
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