Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import torch
|
| 2 |
+
import gradio as gr
|
| 3 |
+
from PIL import Image
|
| 4 |
+
import scipy.io.wavfile as wavfile
|
| 5 |
+
import numpy as np
|
| 6 |
+
|
| 7 |
+
# Use a pipeline as a high-level helper
|
| 8 |
+
from transformers import pipeline
|
| 9 |
+
|
| 10 |
+
pipe = pipeline("image-to-text", model="Salesforce/blip-image-captioning-large")
|
| 11 |
+
|
| 12 |
+
# Use a pipeline as a high-level helper
|
| 13 |
+
from transformers import pipeline
|
| 14 |
+
|
| 15 |
+
narrator = pipeline("text-to-speech", model="kakao-enterprise/vits-ljs")
|
| 16 |
+
|
| 17 |
+
def generate_audio(text):
|
| 18 |
+
narrated_text = narrator(text)
|
| 19 |
+
wavfile.write("output.wav", rate=narrated_text['sampling_rate'],
|
| 20 |
+
data= narrated_text['audio'][0])
|
| 21 |
+
return 'output.wav'
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
def caption_my_image(imagee):
|
| 25 |
+
# Ensure NumPy is imported and correctly referenced
|
| 26 |
+
if isinstance(imagee, np.ndarray):
|
| 27 |
+
imagee = Image.fromarray(imagee) # Convert NumPy array to PIL Image
|
| 28 |
+
elif not isinstance(imagee, Image.Image):
|
| 29 |
+
raise TypeError("Unsupported image format. Please upload a valid image.")
|
| 30 |
+
|
| 31 |
+
imagee = imagee.convert('RGB')
|
| 32 |
+
caption = pipe(imagee)
|
| 33 |
+
final_caption = caption[0]['generated_text']
|
| 34 |
+
return generate_audio(final_caption)
|
| 35 |
+
|
| 36 |
+
demo = gr.Interface(fn=caption_my_image,
|
| 37 |
+
inputs=[gr.Image(label='Upload an image to know the story behind it')],
|
| 38 |
+
outputs=[gr.Audio(label='Play the narration of an image')],
|
| 39 |
+
title="Here Image narration in real time",
|
| 40 |
+
description='This will narrate the description of the image'
|
| 41 |
+
|
| 42 |
+
)
|
| 43 |
+
|
| 44 |
+
demo.launch(share='True', debug=True)
|
| 45 |
+
|