Spaces:
Paused
Paused
File size: 5,144 Bytes
2733832 69bfb06 cc9c490 d1fedf7 2733832 0a0bb7f 2c6acee 4ccafa7 4dc95a1 2733832 d1fedf7 4dc95a1 cc9c490 8acfe48 0a0bb7f cc9c490 8acfe48 cc9c490 68ee1c7 8acfe48 832844e 8acfe48 cc9c490 4ccafa7 d1fedf7 8acfe48 d1fedf7 8acfe48 832844e d1fedf7 cc9c490 d1fedf7 2733832 466f3f1 d1fedf7 8acfe48 d1fedf7 8acfe48 d1fedf7 d93bc7b 2733832 8acfe48 2733832 cc9c490 747d87d 2733832 0a0bb7f 466f3f1 2733832 d1fedf7 2733832 466f3f1 2733832 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 |
import gradio as gr
import google.generativeai as genai
import requests
import logging
# 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/v2beta/stable-image/generate/ultra"
headers = {
"Accept": "image/*",
"Authorization": f"Bearer {stability_api_key}"
}
data = {
"prompt": f"{enhanced_prompt}, Style: {style}",
"negative_prompt": negative_prompt,
"output_format": "webp"
}
try:
response = requests.post(url, headers=headers, files={"none": ''}, data=data)
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').startswith('image/'):
return response.content
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.webp", "wb") as f:
f.write(image_bytes)
# Return the file path and enhanced prompt
return "generated_image.webp", 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 Ultra 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="Describe Your Image")
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() |