added python script to build test data (#366)
* added python script to build test data * moved create_measurements.py to src/main/python and updated paths for file io * Updated readme to include blurb about python script to generate measurements
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@ -237,6 +237,8 @@ Execute the following steps to run the challenge:
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This will take a few minutes.
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**Attention:** the generated file has a size of approx. **12 GB**, so make sure to have enough diskspace.
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If you're running the challenge with a non-Java language, there's a non-authoritative Python script to generate the measurements file at `src/main/python/create_measurements.py`. The authoritative method for generating the measurements is the Java program `dev.morling.onebrc.CreateMeasurements`.
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3. Calculate the average measurement values:
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```
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143
src/main/python/create_measurements.py
Executable file
143
src/main/python/create_measurements.py
Executable file
@ -0,0 +1,143 @@
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#!/usr/bin/env python
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# Based on https://github.com/gunnarmorling/1brc/blob/main/src/main/java/dev/morling/onebrc/CreateMeasurements.java
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import os
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import sys
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import random
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import time
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def check_args(file_args):
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"""
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Sanity checks out input and prints out usage if input is not a positive integer
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"""
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try:
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if len(file_args) != 2 or int(file_args[1]) <= 0:
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raise Exception()
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except:
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print("Usage: create_measurements.sh <positive integer number of records to create>")
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print(" You can use underscore notation for large number of records.")
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print(" For example: 1_000_000_000 for one billion")
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exit()
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def build_weather_station_name_list():
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"""
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Grabs the weather station names from example data provided in repo and dedups
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"""
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station_names = []
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with open('../../../data/weather_stations.csv', 'r') as file:
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file_contents = file.read()
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for station in file_contents.splitlines():
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if "#" in station:
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next
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else:
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station_names.append(station.split(';')[0])
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return list(set(station_names))
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def convert_bytes(num):
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"""
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Convert bytes to a human-readable format (e.g., KiB, MiB, GiB)
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"""
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for x in ['bytes', 'KiB', 'MiB', 'GiB']:
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if num < 1024.0:
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return "%3.1f %s" % (num, x)
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num /= 1024.0
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def format_elapsed_time(seconds):
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"""
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Format elapsed time in a human-readable format
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"""
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if seconds < 60:
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return f"{seconds:.3f} seconds"
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elif seconds < 3600:
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minutes, seconds = divmod(seconds, 60)
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return f"{int(minutes)} minutes {int(seconds)} seconds"
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else:
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hours, remainder = divmod(seconds, 3600)
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minutes, seconds = divmod(remainder, 60)
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if minutes == 0:
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return f"{int(hours)} hours {int(seconds)} seconds"
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else:
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return f"{int(hours)} hours {int(minutes)} minutes {int(seconds)} seconds"
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def estimate_file_size(weather_station_names, num_rows_to_create):
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"""
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Tries to estimate how large a file the test data will be
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"""
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max_string = float('-inf')
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min_string = float('inf')
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per_record_size = 0
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record_size_unit = "bytes"
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for station in weather_station_names:
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if len(station) > max_string:
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max_string = len(station)
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if len(station) < min_string:
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min_string = len(station)
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per_record_size = ((max_string + min_string * 2) + len(",-123.4")) / 2
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total_file_size = num_rows_to_create * per_record_size
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human_file_size = convert_bytes(total_file_size)
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return f"Estimated max file size is: {human_file_size}.\nTrue size is probably much smaller (around half)."
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def build_test_data(weather_station_names, num_rows_to_create):
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"""
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Generates and writes to file the requested length of test data
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"""
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start_time = time.time()
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coldest_temp = -99.9
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hottest_temp = 99.9
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station_names_10k_max = random.choices(weather_station_names, k=10_000)
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progress_step = max(1, int(num_rows_to_create / 100))
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print('Building test data...')
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try:
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with open("../../../data/measurements.txt", 'w') as file:
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for s in range(0,num_rows_to_create):
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random_station = random.choice(station_names_10k_max)
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random_temp = round(random.uniform(coldest_temp, hottest_temp), 1)
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file.write(f"{random_station};{random_temp}\n")
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# Update progress bar every 1%
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if s % progress_step == 0 or s == num_rows_to_create - 1:
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sys.stdout.write('\r')
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sys.stdout.write("[%-50s] %d%%" % ('=' * int((s + 1) / num_rows_to_create * 50), (s + 1) / num_rows_to_create * 100))
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sys.stdout.flush()
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sys.stdout.write('\n')
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except Exception as e:
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print("Something went wrong. Printing error info and exiting...")
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print(e)
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exit()
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end_time = time.time()
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elapsed_time = end_time - start_time
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file_size = os.path.getsize("../../../data/measurements.txt")
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human_file_size = convert_bytes(file_size)
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print("Test data successfully written to 1brc/data/measurements.txt")
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print(f"Actual file size: {human_file_size}")
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print(f"Elapsed time: {format_elapsed_time(elapsed_time)}")
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def main():
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"""
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main program function
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"""
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check_args(sys.argv)
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num_rows_to_create = int(sys.argv[1])
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weather_station_names = []
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weather_station_names = build_weather_station_name_list()
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print(estimate_file_size(weather_station_names, num_rows_to_create))
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build_test_data(weather_station_names, num_rows_to_create)
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print("Test data build complete.")
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if __name__ == "__main__":
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main()
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exit()
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