Spaces:
Running
on
Zero
Running
on
Zero
Liam Dyer
commited on
Commit
•
312add7
1
Parent(s):
4199c92
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
|