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Diffstat (limited to '')
| -rwxr-xr-x | generate.py | 159 |
1 files changed, 159 insertions, 0 deletions
diff --git a/generate.py b/generate.py new file mode 100755 index 0000000..6a91099 --- /dev/null +++ b/generate.py @@ -0,0 +1,159 @@ +#!/usr/bin/env python +# +# Copyright 2023 The original authors +# +# 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. +# + +# Based on https://github.com/gunnarmorling/1brc/blob/main/src/main/java/dev/morling/onebrc/CreateMeasurements.java + +import os +import sys +import random +import time + + +def check_args(file_args): + """ + Sanity checks out input and prints out usage if input is not a positive integer + """ + try: + if len(file_args) != 2 or int(file_args[1]) <= 0: + raise Exception() + except: + print("Usage: create_measurements.sh <positive integer number of records to create>") + print(" You can use underscore notation for large number of records.") + print(" For example: 1_000_000_000 for one billion") + exit() + + +def build_weather_station_name_list(): + """ + Grabs the weather station names from example data provided in repo and dedups + """ + station_names = [] + with open('./weather_stations.csv', 'r') as file: + file_contents = file.read() + for station in file_contents.splitlines(): + if "#" in station: + next + else: + station_names.append(station.split(';')[0]) + return list(set(station_names)) + + +def convert_bytes(num): + """ + Convert bytes to a human-readable format (e.g., KiB, MiB, GiB) + """ + for x in ['bytes', 'KiB', 'MiB', 'GiB']: + if num < 1024.0: + return "%3.1f %s" % (num, x) + num /= 1024.0 + + +def format_elapsed_time(seconds): + """ + Format elapsed time in a human-readable format + """ + if seconds < 60: + return f"{seconds:.3f} seconds" + elif seconds < 3600: + minutes, seconds = divmod(seconds, 60) + return f"{int(minutes)} minutes {int(seconds)} seconds" + else: + hours, remainder = divmod(seconds, 3600) + minutes, seconds = divmod(remainder, 60) + if minutes == 0: + return f"{int(hours)} hours {int(seconds)} seconds" + else: + return f"{int(hours)} hours {int(minutes)} minutes {int(seconds)} seconds" + + +def estimate_file_size(weather_station_names, num_rows_to_create): + """ + Tries to estimate how large a file the test data will be + """ + total_name_bytes = sum(len(s.encode("utf-8")) for s in weather_station_names) + avg_name_bytes = total_name_bytes / float(len(weather_station_names)) + + # avg_temp_bytes = sum(len(str(n / 10.0)) for n in range(-999, 1000)) / 1999 + avg_temp_bytes = 4.400200100050025 + + # add 2 for separator and newline + avg_line_length = avg_name_bytes + avg_temp_bytes + 2 + + human_file_size = convert_bytes(num_rows_to_create * avg_line_length) + + return f"Estimated max file size is: {human_file_size}." + + +def build_test_data(weather_station_names, num_rows_to_create): + """ + Generates and writes to file the requested length of test data + """ + start_time = time.time() + coldest_temp = -99.9 + hottest_temp = 99.9 + station_names_10k_max = random.choices(weather_station_names, k=10_000) + batch_size = 10000 # instead of writing line by line to file, process a batch of stations and put it to disk + chunks = num_rows_to_create // batch_size + print('Building test data...') + + try: + with open("./measurements.txt", 'w') as file: + progress = 0 + for chunk in range(chunks): + + batch = random.choices(station_names_10k_max, k=batch_size) + prepped_deviated_batch = '\n'.join([f"{station};{random.uniform(coldest_temp, hottest_temp):.1f}" for station in batch]) # :.1f should quicker than round on a large scale, because round utilizes mathematical operation + file.write(prepped_deviated_batch + '\n') + + # Update progress bar every 1% + if (chunk + 1) * 100 // chunks != progress: + progress = (chunk + 1) * 100 // chunks + bars = '=' * (progress // 2) + sys.stdout.write(f"\r[{bars:<50}] {progress}%") + sys.stdout.flush() + sys.stdout.write('\n') + except Exception as e: + print("Something went wrong. Printing error info and exiting...") + print(e) + exit() + + end_time = time.time() + elapsed_time = end_time - start_time + file_size = os.path.getsize("./measurements.txt") + human_file_size = convert_bytes(file_size) + + print("Test data successfully written to measurements.txt") + print(f"Actual file size: {human_file_size}") + print(f"Elapsed time: {format_elapsed_time(elapsed_time)}") + + +def main(): + """ + main program function + """ + check_args(sys.argv) + num_rows_to_create = int(sys.argv[1]) + weather_station_names = [] + weather_station_names = build_weather_station_name_list() + print(estimate_file_size(weather_station_names, num_rows_to_create)) + build_test_data(weather_station_names, num_rows_to_create) + print("Test data build complete.") + + +if __name__ == "__main__": + main() +exit() |
