Spaces:
Runtime error
Runtime error
Liam Dyer
commited on
rewrite with pypdf and ocrmypdf
Browse files- app.py +18 -67
- packages.txt +2 -0
- requirements.txt +2 -1
app.py
CHANGED
|
@@ -1,88 +1,39 @@
|
|
| 1 |
import spaces
|
| 2 |
import gradio as gr
|
| 3 |
-
|
| 4 |
-
import
|
| 5 |
-
import os
|
| 6 |
-
import base64
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
# Monkey patch to prevent spawning processes
|
| 10 |
-
def batch_text_detection(images, model, processor, batch_size=None):
|
| 11 |
-
preds, orig_sizes = detection.batch_detection(
|
| 12 |
-
images, model, processor, batch_size=batch_size
|
| 13 |
-
)
|
| 14 |
-
results = []
|
| 15 |
-
for i in range(len(images)):
|
| 16 |
-
result = detection.parallel_get_lines(preds[i], orig_sizes[i])
|
| 17 |
-
results.append(result)
|
| 18 |
-
|
| 19 |
-
return results
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
detection.batch_text_detection = batch_text_detection
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
def batch_layout_detection(
|
| 26 |
-
images, model, processor, detection_results=None, batch_size=None
|
| 27 |
-
):
|
| 28 |
-
preds, orig_sizes = layout.batch_detection(
|
| 29 |
-
images, model, processor, batch_size=batch_size
|
| 30 |
-
)
|
| 31 |
-
id2label = model.config.id2label
|
| 32 |
-
|
| 33 |
-
results = []
|
| 34 |
-
for i in range(len(images)):
|
| 35 |
-
result = layout.parallel_get_regions(
|
| 36 |
-
preds[i],
|
| 37 |
-
orig_sizes[i],
|
| 38 |
-
id2label,
|
| 39 |
-
detection_results[i] if detection_results else None,
|
| 40 |
-
)
|
| 41 |
-
results.append(result)
|
| 42 |
-
|
| 43 |
-
return results
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
layout.batch_layout_detection = batch_layout_detection
|
| 47 |
-
|
| 48 |
-
from marker.convert import convert_single_pdf
|
| 49 |
-
from marker.models import load_all_models
|
| 50 |
-
|
| 51 |
-
model_list = load_all_models()
|
| 52 |
|
| 53 |
|
| 54 |
@spaces.GPU
|
| 55 |
-
def convert(pdf_file
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
full_text, images, out_meta = convert_single_pdf(
|
| 59 |
-
pdf_file, model_list, batch_multiplier=16
|
| 60 |
-
)
|
| 61 |
-
image_data = {}
|
| 62 |
-
if extract_images:
|
| 63 |
-
for filename, image in images.items():
|
| 64 |
-
image.save(filename, "PNG")
|
| 65 |
|
| 66 |
-
|
| 67 |
-
|
|
|
|
|
|
|
| 68 |
|
| 69 |
-
|
| 70 |
-
|
|
|
|
|
|
|
|
|
|
| 71 |
|
| 72 |
-
|
|
|
|
|
|
|
|
|
|
| 73 |
|
| 74 |
-
return full_text,
|
| 75 |
|
| 76 |
|
| 77 |
gr.Interface(
|
| 78 |
convert,
|
| 79 |
inputs=[
|
| 80 |
gr.File(label="Upload PDF", type="filepath"),
|
| 81 |
-
gr.Checkbox(label="Extract Images"),
|
| 82 |
],
|
| 83 |
outputs=[
|
| 84 |
gr.Text(label="Markdown"),
|
| 85 |
gr.JSON(label="Metadata"),
|
| 86 |
-
gr.JSON(label="Images"),
|
| 87 |
],
|
| 88 |
).launch()
|
|
|
|
| 1 |
import spaces
|
| 2 |
import gradio as gr
|
| 3 |
+
from pypdf import PdfReader
|
| 4 |
+
import ocrmypdf
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5 |
|
| 6 |
|
| 7 |
@spaces.GPU
|
| 8 |
+
def convert(pdf_file):
|
| 9 |
+
reader = PdfReader(pdf_file)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
|
| 11 |
+
# Check if there are any images
|
| 12 |
+
image_count = 0
|
| 13 |
+
for page in reader.pages:
|
| 14 |
+
image_count += len(page.images)
|
| 15 |
|
| 16 |
+
# If there are images, perform OCR on the document
|
| 17 |
+
if image_count > 0:
|
| 18 |
+
out_pdf_file = pdf_file.replace(".pdf", "_ocr.pdf")
|
| 19 |
+
ocrmypdf.ocr(pdf_file, out_pdf_file, force_ocr=True)
|
| 20 |
+
pdf_file = out_pdf_file
|
| 21 |
|
| 22 |
+
# Extract text
|
| 23 |
+
full_text = ""
|
| 24 |
+
for idx, page in enumerate(reader.pages):
|
| 25 |
+
full_text += f"\n\n---- Page {idx} ----\n\n" + page.extract_text()
|
| 26 |
|
| 27 |
+
return full_text, reader.metadata
|
| 28 |
|
| 29 |
|
| 30 |
gr.Interface(
|
| 31 |
convert,
|
| 32 |
inputs=[
|
| 33 |
gr.File(label="Upload PDF", type="filepath"),
|
|
|
|
| 34 |
],
|
| 35 |
outputs=[
|
| 36 |
gr.Text(label="Markdown"),
|
| 37 |
gr.JSON(label="Metadata"),
|
|
|
|
| 38 |
],
|
| 39 |
).launch()
|
packages.txt
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
ocrmypdf
|
| 2 |
+
tesseract-ocr-eng
|
requirements.txt
CHANGED
|
@@ -1 +1,2 @@
|
|
| 1 |
-
|
|
|
|
|
|
| 1 |
+
ocrmypdf==16.3.1
|
| 2 |
+
pypdf==4.2.0
|