# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved. # # 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. import csv import re from typing import Dict, List from natsort import natsorted from tabulate import tabulate def sort_results(results: List): results = natsorted(results, key=lambda item: [item[key] for key in item.keys()]) return results def save_results(filename: str, data: List, formatted: bool = False): data = format_data(data=data) if formatted else data with open(filename, "a") as csvfile: fieldnames = data[0].keys() writer = csv.DictWriter(csvfile, fieldnames=fieldnames) writer.writeheader() for row in data: writer.writerow(row) def format_data(data: List[Dict]) -> List[Dict]: formatted_data = list() for item in data: formatted_item = format_keys(data=item) formatted_data.append(formatted_item) return formatted_data def format_keys(data: Dict) -> Dict: keys = {format_key(key=key): value for key, value in data.items()} return keys def format_key(key: str) -> str: key = " ".join([k.capitalize() for k in re.split("_| ", key)]) return key def show_results(results: List[Dict]): headers = list(results[0].keys()) summary = map(lambda x: list(map(lambda item: item[1], x.items())), results) print(tabulate(summary, headers=headers))