Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
|
@@ -28,7 +28,7 @@ def load_model():
|
|
| 28 |
vlm = load_model()
|
| 29 |
|
| 30 |
# OCR function to extract text from an image
|
| 31 |
-
def ocr_image(image, query="Extract text from the image"):
|
| 32 |
messages = [
|
| 33 |
{
|
| 34 |
"role": "user",
|
|
@@ -59,22 +59,34 @@ def ocr_image(image, query="Extract text from the image"):
|
|
| 59 |
generated_ids_trimmed = [
|
| 60 |
out_ids[len(in_ids):] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
|
| 61 |
]
|
|
|
|
| 62 |
output_text = processor.batch_decode(
|
| 63 |
generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
|
| 64 |
-
)
|
| 65 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 66 |
|
| 67 |
# Gradio interface
|
| 68 |
-
def process_image(image):
|
| 69 |
-
return ocr_image(image)
|
| 70 |
|
| 71 |
-
#
|
| 72 |
interface = gr.Interface(
|
| 73 |
fn=process_image,
|
| 74 |
-
inputs=
|
|
|
|
|
|
|
|
|
|
| 75 |
outputs="text",
|
| 76 |
-
title="Hindi & English OCR",
|
| 77 |
-
description="Upload an image containing text in Hindi or English to extract the text using OCR."
|
| 78 |
)
|
| 79 |
|
| 80 |
# Launch Gradio interface in Colab
|
|
|
|
| 28 |
vlm = load_model()
|
| 29 |
|
| 30 |
# OCR function to extract text from an image
|
| 31 |
+
def ocr_image(image, query="Extract text from the image", keyword=""):
|
| 32 |
messages = [
|
| 33 |
{
|
| 34 |
"role": "user",
|
|
|
|
| 59 |
generated_ids_trimmed = [
|
| 60 |
out_ids[len(in_ids):] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)
|
| 61 |
]
|
| 62 |
+
|
| 63 |
output_text = processor.batch_decode(
|
| 64 |
generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
|
| 65 |
+
)[0]
|
| 66 |
+
|
| 67 |
+
if keyword:
|
| 68 |
+
keyword_lower = keyword.lower()
|
| 69 |
+
if keyword_lower in output_text.lower():
|
| 70 |
+
highlighted_text = output_text.replace(keyword, f"**{keyword}**")
|
| 71 |
+
return f"Keyword '{keyword}' found in the text:\n\n{highlighted_text}"
|
| 72 |
+
else:
|
| 73 |
+
return f"Keyword '{keyword}' not found in the text:\n\n{output_text}"
|
| 74 |
+
else:
|
| 75 |
+
return output_text
|
| 76 |
|
| 77 |
# Gradio interface
|
| 78 |
+
def process_image(image, keyword=""):
|
| 79 |
+
return ocr_image(image, keyword=keyword)
|
| 80 |
|
| 81 |
+
# Update the Gradio interface:
|
| 82 |
interface = gr.Interface(
|
| 83 |
fn=process_image,
|
| 84 |
+
inputs=[
|
| 85 |
+
gr.Image(type="pil"),
|
| 86 |
+
gr.Textbox(label="Enter keyword to search (optional)")
|
| 87 |
+
],
|
| 88 |
outputs="text",
|
| 89 |
+
title="Hindi & English OCR with Keyword Search",
|
|
|
|
| 90 |
)
|
| 91 |
|
| 92 |
# Launch Gradio interface in Colab
|