create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from transformers import pipeline
|
2 |
+
|
3 |
+
nlp = pipeline(
|
4 |
+
"document-question-answering",
|
5 |
+
model="impira/layoutlm-document-qa",
|
6 |
+
)
|
7 |
+
|
8 |
+
nlp(
|
9 |
+
"https://templates.invoicehome.com/invoice-template-us-neat-750px.png",
|
10 |
+
"What is the invoice number?"
|
11 |
+
)
|
12 |
+
# {'score': 0.9943977, 'answer': 'us-001', 'start': 15, 'end': 15}
|
13 |
+
|
14 |
+
nlp(
|
15 |
+
"https://miro.medium.com/max/787/1*iECQRIiOGTmEFLdWkVIH2g.jpeg",
|
16 |
+
"What is the purchase amount?"
|
17 |
+
)
|
18 |
+
# {'score': 0.9912159, 'answer': '$1,000,000,000', 'start': 97, 'end': 97}
|
19 |
+
|
20 |
+
nlp(
|
21 |
+
"https://www.accountingcoach.com/wp-content/uploads/2013/10/[email protected]",
|
22 |
+
"What are the 2020 net sales?"
|
23 |
+
)
|
24 |
+
# {'score': 0.59147286, 'answer': '$ 3,750', 'start': 19, 'end': 20}
|