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authornicky <nickyreinert@gmail.com>2024-01-31 17:07:29 +0100
committerGitHub <noreply@github.com>2024-01-31 17:07:29 +0100
commitf55317973c1a134daea9e8225cf6631345e6cada (patch)
tree7a94f6b780edcbb80453acf8c9b7e81434f218b0 /src/main/python
parent0c5c22882b6750b0e3603e327694fbf4401c15d8 (diff)
batched writing to disk (#659)
instead of writing result line by line, implemented random.choices for randomisation of multiple stations and writing large batche ot the disk, also instead of "round" just using :.1f which is probably quicker on a large scale, because it's not a mathematical function
Diffstat (limited to 'src/main/python')
-rwxr-xr-xsrc/main/python/create_measurements.py13
1 files changed, 8 insertions, 5 deletions
diff --git a/src/main/python/create_measurements.py b/src/main/python/create_measurements.py
index 4125828..26ec768 100755
--- a/src/main/python/create_measurements.py
+++ b/src/main/python/create_measurements.py
@@ -110,15 +110,18 @@ def build_test_data(weather_station_names, num_rows_to_create):
coldest_temp = -99.9
hottest_temp = 99.9
station_names_10k_max = random.choices(weather_station_names, k=10_000)
- progress_step = max(1, int(num_rows_to_create / 100))
+ batch_size = 10000 # instead of writing line by line to file, process a batch of stations and put it to disk
+ progress_step = max(1, (num_rows_to_create // batch_size) // 100)
print('Building test data...')
try:
with open("../../../data/measurements.txt", 'w') as file:
- for s in range(0,num_rows_to_create):
- random_station = random.choice(station_names_10k_max)
- random_temp = round(random.uniform(coldest_temp, hottest_temp), 1)
- file.write(f"{random_station};{random_temp}\n")
+ for s in range(0,num_rows_to_create // batch_size):
+
+ 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 s % progress_step == 0 or s == num_rows_to_create - 1:
sys.stdout.write('\r')