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Witold Wydmański
commited on
Commit
·
1506ae7
1
Parent(s):
02d986d
feat: replace pytesseract with tesserocr
Browse files- Dockerfile +1 -1
- app.py +11 -3
- requirements.txt +2 -1
Dockerfile
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@@ -2,7 +2,7 @@ FROM python:3.10-slim
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WORKDIR /code
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# Install tesseract
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RUN apt-get update && apt-get install -y tesseract-ocr
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# Install python dependencies
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COPY requirements.txt .
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WORKDIR /code
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# Install tesseract
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RUN apt-get update && apt-get install -y tesseract-ocr libtesseract-dev libleptonica-dev pkg-config
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# Install python dependencies
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COPY requirements.txt .
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app.py
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@@ -1,13 +1,19 @@
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import gradio as gr
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import tempfile
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import
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import os
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import fitz # PyMuPDF, imported as fitz for backward compatibility reasons
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from PIL import Image
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import logging
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logging.basicConfig(level=logging.INFO)
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def pdf_to_image(pdf_file, path, progress, max_pages):
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# Convert the PDF to a PNG image using pdf2image
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doc = fitz.open(pdf_file.name) # open document
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@@ -25,6 +31,8 @@ def pdf_to_image(pdf_file, path, progress, max_pages):
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return fnames
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def tesseract_ocr(image, language, max_pages, progress=gr.Progress()):
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# Run OCR on the image using Tesseract
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with tempfile.TemporaryDirectory() as path:
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images = pdf_to_image(image, path, progress, max_pages)
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@@ -33,7 +41,8 @@ def tesseract_ocr(image, language, max_pages, progress=gr.Progress()):
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with open(img, 'rb') as f:
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img = Image.open(f)
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img.load()
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text_res.append(text)
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with tempfile.NamedTemporaryFile(mode="w", delete=False, suffix=".txt") as file:
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@@ -43,7 +52,6 @@ def tesseract_ocr(image, language, max_pages, progress=gr.Progress()):
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if __name__ == "__main__":
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logging.info("Starting Tesseract OCR")
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os.environ["TESSDATA_PREFIX"] = "./tessdata"
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iface = gr.Interface(
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fn=tesseract_ocr,
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inputs=[
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import gradio as gr
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import tempfile
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import tesserocr
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import os
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import fitz # PyMuPDF, imported as fitz for backward compatibility reasons
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from PIL import Image
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import logging
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from multiprocessing.pool import Pool
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logging.basicConfig(level=logging.INFO)
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APIs = {
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"pol": tesserocr.PyTessBaseAPI(lang="pol", path="./tessdata"),
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"eng": tesserocr.PyTessBaseAPI(),
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}
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def pdf_to_image(pdf_file, path, progress, max_pages):
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# Convert the PDF to a PNG image using pdf2image
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doc = fitz.open(pdf_file.name) # open document
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return fnames
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def tesseract_ocr(image, language, max_pages, progress=gr.Progress()):
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api = APIs[language]
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# Run OCR on the image using Tesseract
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with tempfile.TemporaryDirectory() as path:
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images = pdf_to_image(image, path, progress, max_pages)
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with open(img, 'rb') as f:
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img = Image.open(f)
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img.load()
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api.SetImage(img)
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text = api.GetUTF8Text()
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text_res.append(text)
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with tempfile.NamedTemporaryFile(mode="w", delete=False, suffix=".txt") as file:
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if __name__ == "__main__":
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logging.info("Starting Tesseract OCR")
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iface = gr.Interface(
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fn=tesseract_ocr,
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inputs=[
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requirements.txt
CHANGED
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@@ -2,4 +2,5 @@ pytesseract
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pymupdf
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gradio
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pillow
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tqdm
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pymupdf
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gradio
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pillow
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tqdm
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tesserocr
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