image-generator / app.py
bluenevus's picture
Update app.py
23464d1 verified
raw
history blame
5.73 kB
import gradio as gr
import google.generativeai as genai
import requests
from PIL import Image
import io
import logging
import base64
# Set up logging
logging.basicConfig(level=logging.DEBUG, format='%(asctime)s - %(levelname)s - %(message)s')
# List of popular styles
STYLES = [
"Photorealistic", "Oil Painting", "Watercolor", "Anime",
"Studio Ghibli", "Black and White", "Polaroid", "Sketch",
"3D Render", "Pixel Art", "Cyberpunk", "Steampunk",
"Art Nouveau", "Pop Art", "Minimalist"
]
# Default negative prompt
DEFAULT_NEGATIVE_PROMPT = """
ugly, tiling, poorly drawn hands, poorly drawn feet, poorly drawn face, out of frame,
extra limbs, disfigured, deformed, body out of frame, bad anatomy, watermark, signature,
cut off, low contrast, underexposed, overexposed, bad art, beginner, amateur, distorted face
"""
def enhance_prompt(google_api_key, prompt, style):
genai.configure(api_key=google_api_key)
model = genai.GenerativeModel("gemini-2.0-flash-lite")
enhanced_prompt_request = f"""
Task: Enhance the following prompt for image generation.
Style: {style}
Original prompt: '{prompt}'
Instructions:
1. Expand the prompt to be more detailed and vivid.
2. Incorporate elements of the specified style.
3. Maintain the original intent of the prompt.
4. Provide ONLY the enhanced prompt, without any explanations or options.
5. Keep the enhanced prompt concise, ideally under 100 words.
Enhanced prompt:
"""
try:
response = model.generate_content(enhanced_prompt_request)
enhanced_prompt = response.text.strip()
prefixes_to_remove = ["Enhanced prompt:", "Here's the enhanced prompt:", "The enhanced prompt is:"]
for prefix in prefixes_to_remove:
if enhanced_prompt.lower().startswith(prefix.lower()):
enhanced_prompt = enhanced_prompt[len(prefix):].strip()
logging.info(f"Enhanced prompt: {enhanced_prompt}")
return enhanced_prompt
except Exception as e:
logging.error(f"Error in enhance_prompt: {str(e)}")
raise
def generate_image(stability_api_key, enhanced_prompt, style, negative_prompt):
url = "https://api.stability.ai/v1/generation/stable-diffusion-v1-5/text-to-image"
headers = {
"Content-Type": "application/json",
"Accept": "application/json",
"Authorization": f"Bearer {stability_api_key}"
}
payload = {
"text_prompts": [
{
"text": f"{enhanced_prompt}, Style: {style}",
"weight": 1
},
{
"text": negative_prompt,
"weight": -1
}
],
"cfg_scale": 7,
"height": 512,
"width": 512,
"samples": 1,
"steps": 30
}
try:
response = requests.post(url, headers=headers, json=payload)
response.raise_for_status()
logging.debug(f"Response headers: {response.headers}")
logging.debug(f"Response content type: {response.headers.get('content-type')}")
if response.headers.get('content-type') == 'application/json':
result = response.json()
if 'artifacts' in result and len(result['artifacts']) > 0:
image_data = result['artifacts'][0]['base64']
return base64.b64decode(image_data)
else:
raise Exception("No image data found in the response")
else:
error_message = response.text
logging.error(f"Unexpected content type: {response.headers.get('content-type')}. Response: {error_message}")
raise Exception(f"Unexpected content type: {response.headers.get('content-type')}. Response: {error_message}")
except requests.exceptions.RequestException as e:
logging.error(f"Request failed: {str(e)}")
raise Exception(f"Request failed: {str(e)}")
def process_and_generate(google_api_key, stability_api_key, prompt, style, negative_prompt):
try:
enhanced_prompt = enhance_prompt(google_api_key, prompt, style)
image_bytes = generate_image(stability_api_key, enhanced_prompt, style, negative_prompt)
# Save image to a file
with open("generated_image.jpg", "wb") as f:
f.write(image_bytes)
# Return the file path and enhanced prompt
return "generated_image.jpg", enhanced_prompt
except Exception as e:
logging.error(f"Error in process_and_generate: {str(e)}")
return str(e), enhanced_prompt if 'enhanced_prompt' in locals() else "Error occurred before prompt enhancement"
with gr.Blocks() as demo:
gr.Markdown("# Stability AI Image Generator with Google Gemini Prompt Enhancement")
with gr.Row():
with gr.Column(scale=1):
google_api_key = gr.Textbox(label="Google AI API Key", type="password")
stability_api_key = gr.Textbox(label="Stability AI API Key", type="password")
prompt = gr.Textbox(label="Prompt")
style = gr.Dropdown(label="Style", choices=STYLES)
negative_prompt = gr.Textbox(label="Negative Prompt", value=DEFAULT_NEGATIVE_PROMPT)
submit_btn = gr.Button("Generate Image")
with gr.Column(scale=1):
image_output = gr.Image(label="Generated Image", type="filepath")
enhanced_prompt_output = gr.Textbox(label="Enhanced Prompt")
submit_btn.click(
process_and_generate,
inputs=[google_api_key, stability_api_key, prompt, style, negative_prompt],
outputs=[image_output, enhanced_prompt_output]
)
demo.launch()