mwmbl/analyse/add_term_info.py
2023-11-18 18:49:41 +00:00

51 lines
1.4 KiB
Python

"""
Investigate adding term information to the database.
How much extra space will it take?
"""
import os
from pathlib import Path
from random import Random
import numpy as np
from scipy.stats import sem
from mwmbl.tinysearchengine.indexer import TinyIndex, Document, _trim_items_to_page, astuple
from zstandard import ZstdCompressor
from mwmbl.utils import add_term_info
random = Random(1)
INDEX_PATH = Path(__file__).parent.parent / "devdata" / "index-v2.tinysearch"
def run():
compressor = ZstdCompressor()
with TinyIndex(Document, INDEX_PATH) as index:
# Get some random integers between 0 and index.num_pages:
pages = random.sample(range(index.num_pages), 10000)
old_sizes = []
new_sizes = []
for i in pages:
page = index.get_page(i)
term_documents = []
for document in page:
term_document = add_term_info(document, index, i)
term_documents.append(term_document)
value_tuples = [astuple(value) for value in term_documents]
num_fitting, compressed = _trim_items_to_page(compressor, index.page_size, value_tuples)
new_sizes.append(num_fitting)
old_sizes.append(len(page))
print("Old sizes mean", np.mean(old_sizes), sem(old_sizes))
print("New sizes mean", np.mean(new_sizes), sem(new_sizes))
if __name__ == '__main__':
run()