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from typing import List | |
import os | |
import sys | |
import subprocess | |
from pathlib import Path | |
import pytesseract | |
from PIL import Image | |
import gradio as gr | |
def check_tesseract_installed(): | |
try: | |
subprocess.run(['tesseract', '--version'], capture_output=True, check=True) | |
return True | |
except (subprocess.CalledProcessError, FileNotFoundError): | |
return False | |
def setup_tesseract(): | |
# Check if Tesseract is installed | |
if not check_tesseract_installed(): | |
print("Tesseract is not installed. Please install it using:") | |
print("sudo apt-get update && sudo apt-get install -y tesseract-ocr") | |
print("For additional languages: sudo apt-get install -y tesseract-ocr-all") | |
sys.exit(1) | |
# Set TESSDATA_PREFIX if not already set | |
if 'TESSDATA_PREFIX' not in os.environ: | |
# Common locations for tessdata | |
tessdata_paths = [ | |
'/usr/share/tesseract-ocr/4.00/tessdata', # Newer versions | |
'/usr/share/tesseract-ocr/tessdata', # Older versions | |
'/usr/share/tessdata', # Alternative location | |
] | |
for path in tessdata_paths: | |
if Path(path).exists(): | |
os.environ['TESSDATA_PREFIX'] = path | |
print(f"Set TESSDATA_PREFIX to {path}") | |
break | |
else: | |
print("Warning: Could not find tessdata directory") | |
print("Please install language data files or set TESSDATA_PREFIX manually") | |
def tesseract_ocr(filepath: str, languages: List[str]=None): | |
if languages is None: | |
languages = ['eng'] # Default to English if no language specified | |
image = Image.open(filepath) | |
return pytesseract.image_to_string(image=image, lang='+'.join(languages)) | |
title = "Tesseract OCR" | |
description = "Gradio demo for Tesseract. Tesseract is an open source text recognition (OCR) Engine." | |
article = "<p style='text-align: center'><a href='https://tesseract-ocr.github.io/' target='_blank'>Tesseract documentation</a> | <a href='https://github.com/tesseract-ocr/tesseract' target='_blank'>Github Repo</a></p>" | |
examples = [ | |
["examples/weird_unicode_math_symbols.png", []], | |
["examples/eurotext.png", ["eng"]], | |
["examples/tesseract_sample.png", ["jpn", "eng"]], | |
["examples/chi.jpg", ["HanS", "HanT"]], | |
] | |
with gr.Blocks(title=title) as demo: | |
gr.Markdown(f'<h1 style="text-align: center; margin-bottom: 1rem;">{title}</h1>') | |
gr.Markdown(description) | |
with gr.Row(): | |
with gr.Column(): | |
image = gr.Image(type="filepath", label="Input") | |
language_choices = pytesseract.get_languages() | |
with gr.Accordion("Languages", open=False): | |
languages = gr.CheckboxGroup(language_choices, type="value", value=["eng"], label='language') | |
with gr.Row(): | |
btn_clear = gr.ClearButton([image, languages]) | |
btn_submit = gr.Button(value="Submit", variant="primary") | |
with gr.Column(): | |
text = gr.Textbox(label="Output") | |
btn_submit.click(tesseract_ocr, inputs=[image, languages], outputs=text, api_name="tesseract-ocr") | |
btn_clear.add(text) | |
gr.Examples( | |
examples=examples, | |
inputs=[image, languages], | |
) | |
gr.Markdown(article) | |
if __name__ == '__main__': | |
setup_tesseract() | |
demo.launch() | |