Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -2,26 +2,25 @@ import gradio as gr
|
|
| 2 |
from transformers import pipeline
|
| 3 |
|
| 4 |
# Load the image-to-text pipeline
|
| 5 |
-
|
|
|
|
|
|
|
|
|
|
| 6 |
|
| 7 |
-
def generate_caption(input_image):
|
| 8 |
-
# Generate caption for the input image
|
|
|
|
| 9 |
caption = image_to_text_pipeline(input_image)[0]['generated_text']
|
| 10 |
return caption
|
| 11 |
|
| 12 |
-
# Additional configuration for the output component
|
| 13 |
-
output_textbox = gr.outputs.Textbox(label="Generated Caption", type="auto", lines=5)
|
| 14 |
-
|
| 15 |
# Interface for launching the model
|
| 16 |
interface = gr.Interface(
|
| 17 |
fn=generate_caption,
|
| 18 |
-
inputs=gr.
|
| 19 |
-
outputs=
|
| 20 |
title="Image Captioning Model",
|
| 21 |
description="This model generates captions for images.",
|
| 22 |
theme="default",
|
| 23 |
-
layout="vertical",
|
| 24 |
-
allow_screenshot=True
|
| 25 |
)
|
| 26 |
|
| 27 |
# Launch the interface
|
|
|
|
| 2 |
from transformers import pipeline
|
| 3 |
|
| 4 |
# Load the image-to-text pipeline
|
| 5 |
+
image_to_text_pipelines = {
|
| 6 |
+
"Salesforce/blip-image-captioning-base": pipeline("image-to-text", model="Salesforce/blip-image-captioning-base"),
|
| 7 |
+
# Add more models if needed
|
| 8 |
+
}
|
| 9 |
|
| 10 |
+
def generate_caption(input_image, model_name="Salesforce/blip-image-captioning-base"):
|
| 11 |
+
# Generate caption for the input image using the selected model
|
| 12 |
+
image_to_text_pipeline = image_to_text_pipelines[model_name]
|
| 13 |
caption = image_to_text_pipeline(input_image)[0]['generated_text']
|
| 14 |
return caption
|
| 15 |
|
|
|
|
|
|
|
|
|
|
| 16 |
# Interface for launching the model
|
| 17 |
interface = gr.Interface(
|
| 18 |
fn=generate_caption,
|
| 19 |
+
inputs=gr.Image(type='pil', label="Input Image"),
|
| 20 |
+
outputs="text",
|
| 21 |
title="Image Captioning Model",
|
| 22 |
description="This model generates captions for images.",
|
| 23 |
theme="default",
|
|
|
|
|
|
|
| 24 |
)
|
| 25 |
|
| 26 |
# Launch the interface
|