quantize.py

#!/usr/bin/env python3

"""Script to execute the "quantize" script on a given set of models."""

import subprocess
import argparse
import glob
import sys
import os


def main():
    """Update the quantize binary name depending on the platform and parse
    the command line arguments and execute the script.
    """

    if "linux" in sys.platform or "darwin" in sys.platform:
        quantize_script_binary = "quantize"

    elif "win32" in sys.platform or "cygwin" in sys.platform:
        quantize_script_binary = "quantize.exe"

    else:
        print("WARNING: Unknown platform. Assuming a UNIX-like OS.\n")
        quantize_script_binary = "quantize"

    parser = argparse.ArgumentParser(
        prog='python3 quantize.py',
        description='This script quantizes the given models by applying the '
        f'"{quantize_script_binary}" script on them.'
    )
    parser.add_argument(
        'models', nargs='+', choices=('7B', '13B', '30B', '65B'),
        help='The models to quantize.'
    )
    parser.add_argument(
        '-r', '--remove-16', action='store_true', dest='remove_f16',
        help='Remove the f16 model after quantizing it.'
    )
    parser.add_argument(
        '-m', '--models-path', dest='models_path',
        default=os.path.join(os.getcwd(), "models"),
        help='Specify the directory where the models are located.'
    )
    parser.add_argument(
        '-q', '--quantize-script-path', dest='quantize_script_path',
        default=os.path.join(os.getcwd(), quantize_script_binary),
        help='Specify the path to the "quantize" script.'
    )

    # TODO: Revise this code
    # parser.add_argument(
    #     '-t', '--threads', dest='threads', type='int',
    #     default=os.cpu_count(),
    #     help='Specify the number of threads to use to quantize many models at '
    #     'once. Defaults to os.cpu_count().'
    # )

    args = parser.parse_args()
    args.models_path = os.path.abspath(args.models_path)

    if not os.path.isfile(args.quantize_script_path):
        print(
            f'The "{quantize_script_binary}" script was not found in the '
            "current location.\nIf you want to use it from another location, "
            "set the --quantize-script-path argument from the command line."
        )
        sys.exit(1)

    for model in args.models:
        # The model is separated in various parts
        # (ggml-model-f16.bin, ggml-model-f16.bin.0, ggml-model-f16.bin.1...)
        f16_model_path_base = os.path.join(
            args.models_path, model, "ggml-model-f16.bin"
        )

        f16_model_parts_paths = map(
            lambda filename: os.path.join(f16_model_path_base, filename),
            glob.glob(f"{f16_model_path_base}*")
        )

        for f16_model_part_path in f16_model_parts_paths:
            if not os.path.isfile(f16_model_part_path):
                print(
                    f"The f16 model {os.path.basename(f16_model_part_path)} "
                    f"was not found in {args.models_path}{os.path.sep}{model}"
                    ". If you want to use it from another location, set the "
                    "--models-path argument from the command line."
                )
                sys.exit(1)

            __run_quantize_script(
                args.quantize_script_path, f16_model_part_path
            )

            if args.remove_f16:
                os.remove(f16_model_part_path)


# This was extracted to a top-level function for parallelization, if
# implemented. See https://github.com/ggerganov/llama.cpp/pull/222/commits/f8db3d6cd91bf1a1342db9d29e3092bc12dd783c#r1140496406

def __run_quantize_script(script_path, f16_model_part_path):
    """Run the quantize script specifying the path to it and the path to the
    f16 model to quantize.
    """

    new_quantized_model_path = f16_model_part_path.replace("f16", "q4_0")
    subprocess.run(
        [script_path, f16_model_part_path, new_quantized_model_path, "2"],
        check=True
    )


if __name__ == "__main__":
    try:
        main()

    except subprocess.CalledProcessError:
        print("\nAn error ocurred while trying to quantize the models.")
        sys.exit(1)

    except KeyboardInterrupt:
        sys.exit(0)

    else:
        print("\nSuccesfully quantized all models.")