Spaces:
Runtime error
Runtime error
Akhil Ahuja
commited on
Commit
•
fea808c
1
Parent(s):
283e67a
Adding app.py and requirements.txt
Browse files- app.py +28 -0
- requirements.txt +5 -0
app.py
ADDED
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer
|
2 |
+
|
3 |
+
import pytesseract as tsr
|
4 |
+
from PIL import Image
|
5 |
+
|
6 |
+
import sys, os
|
7 |
+
import gradio as gr
|
8 |
+
|
9 |
+
tsr.pytesseract.tesseract_cmd = r'/opt/homebrew/Cellar/tesseract/5.2.0/bin/tesseract'
|
10 |
+
|
11 |
+
model = M2M100ForConditionalGeneration.from_pretrained("/facebook/m2m100_418M")
|
12 |
+
tokenizer = M2M100Tokenizer.from_pretrained("/facebook/m2m100_418M")
|
13 |
+
|
14 |
+
def extractAndTranslate(image):
|
15 |
+
# Extract Text
|
16 |
+
extractedText = tsr.image_to_string(image, lang='eng+hin')
|
17 |
+
extractedTextFormatted = ' '.join(extractedText.split('\n'))
|
18 |
+
|
19 |
+
# Translate
|
20 |
+
tokenizer.src_lang = "en"
|
21 |
+
encodedText = tokenizer(extractedTextFormatted, return_tensors="pt")
|
22 |
+
generatedTokens = model.generate(**encodedText, forced_bos_token_id=tokenizer.get_lang_id("hi"))
|
23 |
+
|
24 |
+
return tokenizer.batch_decode(generatedTokens, skip_special_tokens=True)[0]
|
25 |
+
|
26 |
+
demoApp = gr.Interface(extractAndTranslate, "image", "text")
|
27 |
+
|
28 |
+
demoApp.launch()
|
requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
gradio==3.0.26
|
2 |
+
transformers==4.20.1
|
3 |
+
torch==1.12.0
|
4 |
+
pytesseract==0.3.9
|
5 |
+
pillow==9.2.0
|