Created
December 24, 2023 04:54
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Quick python script to break up a text file into training data
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#!/usr/bin/env python3 | |
import sys | |
import os | |
import json | |
import re | |
def break_text_into_segments(input_file, max_segment_length, overlap_length): | |
segments = [] | |
with open(input_file, 'r') as file: | |
text = file.read() | |
segment_start = 0 | |
while segment_start < len(text) - overlap_length: | |
segment_end = segment_start + max_segment_length | |
# Find the nearest whitespace character before the segment end | |
if segment_end < len(text): | |
while segment_end > segment_start and not text[segment_end].isspace(): | |
segment_end -= 1 | |
# Include the overlap_length characters before the end of the segment | |
segment_end += overlap_length | |
# Ensure we don't exceed the text length | |
if segment_end >= len(text): | |
segment_end = len(text) | |
segments.append(text[segment_start:segment_end]) | |
segment_start = segment_end - overlap_length | |
print(f"Segment Start: {segment_start} and length is {len(text)}") | |
# Avoid infinite loop if a segment is longer than the remaining text | |
if segment_start >= len(text): | |
break | |
return segments | |
if __name__ == '__main__': | |
max_length = 512 | |
overlap_length = 50 | |
if len(sys.argv) < 2: | |
print(f"Usage: {sys.argv[0]} <text-file>") | |
sys.exit(1) | |
segments = break_text_into_segments(sys.argv[1], max_length, overlap_length) | |
for s in segments: | |
print(json.dumps({"text": str(s).lstrip()})) | |
print("") |
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