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tools/to_static.py

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# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import paddle
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import os
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import paddle.nn as nn
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import time
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import logging
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import sys
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import importlib
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__dir__ = os.path.dirname(os.path.abspath(__file__))
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#sys.path.append(__dir__)
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sys.path.append(os.path.abspath(os.path.join(__dir__, '..')))
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from utils.utils_single import load_yaml, load_dy_model_class, get_abs_model, create_data_loader
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from utils.save_load import load_model, save_model, save_jit_model
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from paddle.io import DistributedBatchSampler, DataLoader
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import argparse
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logging.basicConfig(
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format='%(asctime)s - %(levelname)s - %(message)s', level=logging.INFO)
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logger = logging.getLogger(__name__)
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def parse_args():
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parser = argparse.ArgumentParser(description='paddle-rec run')
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parser.add_argument("-m", "--config_yaml", type=str)
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args = parser.parse_args()
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args.abs_dir = os.path.dirname(os.path.abspath(args.config_yaml))
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args.config_yaml = get_abs_model(args.config_yaml)
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return args
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def main(args):
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paddle.seed(12345)
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# load config
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config = load_yaml(args.config_yaml)
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dy_model_class = load_dy_model_class(args.abs_dir)
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config["config_abs_dir"] = args.abs_dir
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# tools.vars
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use_gpu = config.get("runner.use_gpu", True)
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train_data_dir = config.get("runner.train_data_dir", None)
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epochs = config.get("runner.epochs", None)
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print_interval = config.get("runner.print_interval", None)
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model_save_path = config.get("runner.model_save_path", "model_output")
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model_init_path = config.get("runner.model_init_path", None)
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logger.info("**************common.configs**********")
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logger.info(
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"use_gpu: {}, train_data_dir: {}, epochs: {}, print_interval: {}, model_save_path: {}".
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format(use_gpu, train_data_dir, epochs, print_interval,
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model_save_path))
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logger.info("**************common.configs**********")
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place = paddle.set_device('gpu' if use_gpu else 'cpu')
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dy_model = dy_model_class.create_model(config)
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load_model(model_init_path, dy_model)
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# example dnn model forward
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dy_model = paddle.jit.to_static(
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dy_model,
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input_spec=[[
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paddle.static.InputSpec(
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shape=[None, 1], dtype='int64') for jj in range(26)
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], paddle.static.InputSpec(
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shape=[None, 13], dtype='float32')])
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save_jit_model(dy_model, model_save_path, prefix='tostatic')
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if __name__ == '__main__':
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args = parse_args()
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main(args)

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