57 lines
2.0 KiB
Python
57 lines
2.0 KiB
Python
import csv
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def save_statistics(log_dir, statistics_file_name, list_of_statistics, create=False):
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"""
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Saves a statistics .csv file with the statistics
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:param log_dir: Directory of log
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:param statistics_file_name: Name of .csv file
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:param list_of_statistics: A list of statistics to add in the file
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:param create: If True creates a new file, if False adds list to existing
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"""
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if create:
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with open("{}/{}.csv".format(log_dir, statistics_file_name), 'w+') as f:
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writer = csv.writer(f)
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writer.writerow(list_of_statistics)
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else:
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with open("{}/{}.csv".format(log_dir, statistics_file_name), 'a') as f:
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writer = csv.writer(f)
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writer.writerow(list_of_statistics)
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def load_statistics(log_dir, statistics_file_name):
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"""
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Loads the statistics in a dictionary.
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:param log_dir: The directory in which the log is saved
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:param statistics_file_name: The name of the statistics file
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:return: A dict with the statistics
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"""
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data_dict = dict()
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with open("{}/{}.csv".format(log_dir, statistics_file_name), 'r') as f:
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lines = f.readlines()
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data_labels = lines[0].replace("\n", "").replace("\r", "").split(",")
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del lines[0]
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for label in data_labels:
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data_dict[label] = []
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for line in lines:
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data = line.replace("\n", "").replace("\r", "").split(",")
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for key, item in zip(data_labels, data):
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if item not in data_labels:
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data_dict[key].append(item)
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return data_dict
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def build_experiment_folder(experiment_name, log_path):
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saved_models_filepath = "{}/{}/{}".format(log_path, experiment_name.replace("%.%", "/"), "saved_models")
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logs_filepath = "{}/{}/{}".format(log_path, experiment_name.replace("%.%", "/"), "summary_logs")
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import os
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if not os.path.exists(logs_filepath):
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os.makedirs(logs_filepath)
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if not os.path.exists(saved_models_filepath):
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os.makedirs(saved_models_filepath)
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return saved_models_filepath, logs_filepath
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