Spaces:
Running
Running
Commit
·
884ed67
1
Parent(s):
ffc3dd0
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
import streamlit as st
|
| 3 |
+
from transformers import pipeline
|
| 4 |
+
from PIL import Image
|
| 5 |
+
import requests
|
| 6 |
+
import torch
|
| 7 |
+
from diffusers import DiffusionPipeline
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
def generate_text(prompt, text_generator):
|
| 11 |
+
generated_text = text_generator(prompt, max_length=200, num_return_sequences=1, temperature=0.7)[0]['generated_text']
|
| 12 |
+
return generated_text
|
| 13 |
+
|
| 14 |
+
def generate_image(prompt, img_gen):
|
| 15 |
+
generated_image = img_gen(prompt)[0]
|
| 16 |
+
return generated_image
|
| 17 |
+
|
| 18 |
+
def generate_blog_post(keywords, text_generator, img_gen):
|
| 19 |
+
# Text generation
|
| 20 |
+
generated_text = generate_text(f"Write about {keywords}", text_generator)
|
| 21 |
+
|
| 22 |
+
# Image generation
|
| 23 |
+
generated_image = generate_image(keywords, img_gen)
|
| 24 |
+
|
| 25 |
+
return f"# {keywords}\n\n## Introduction\n{generated_text}\n\n## Body\n{generated_text}\n\n## Conclusion\n{generated_text}\n\nGenerated Image: {generated_image}"
|
| 26 |
+
|
| 27 |
+
def main():
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
# Load models
|
| 31 |
+
text_model_name = "EleutherAI/gpt-neo-1.3B"
|
| 32 |
+
text_generator = pipeline("text-generation", model=text_model_name, tokenizer=text_model_name)
|
| 33 |
+
|
| 34 |
+
img_gen = DiffusionPipeline.from_pretrained("kandinsky-community/kandinsky-2-2-decoder")
|
| 35 |
+
# Title of the app
|
| 36 |
+
st.title("AI Blog Post Generator")
|
| 37 |
+
|
| 38 |
+
# User input for keywords
|
| 39 |
+
user_keywords = st.text_input("Enter keywords for the blog post:")
|
| 40 |
+
|
| 41 |
+
# Button to generate blog post
|
| 42 |
+
if st.button("Generate Blog Post"):
|
| 43 |
+
# Generate blog post
|
| 44 |
+
blog_post = generate_blog_post(user_keywords, text_generator, img_gen)
|
| 45 |
+
|
| 46 |
+
# Display the generated blog post
|
| 47 |
+
st.markdown(blog_post, unsafe_allow_html=True)
|
| 48 |
+
|
| 49 |
+
if __name__ == "__main__":
|
| 50 |
+
main()
|