#!/usr/bin/env python3 # Copyright (c) 2021, NVIDIA CORPORATION. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """cuML RF to Treelite checkpoint converter Given a path to a pickle file containing a cuML random forest model, this script will generate a Treelite checkpoint file representation of the model in the same directory. """ import argparse import pathlib import pickle if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("pickle_file", help="Path to the pickle file to convert") args = parser.parse_args() with open(args.pickle_file, "rb") as f: model = pickle.load(f) model_dir = pathlib.Path(args.pickle_file).resolve().parent out_path = model_dir / "checkpoint.tl" model.convert_to_treelite_model().serialize(str(out_path))