Create stable_diffusion.py

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pliny 1 year ago committed by GitHub
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commit fb32a182ff
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import os
import base64
import requests
from dotenv import load_dotenv
from typing import List
load_dotenv()
class StableDiffusion:
def __init__(self, api_key: str, api_host: str = "https://api.stability.ai"):
self.api_key = api_key
self.api_host = api_host
self.engine_id = "stable-diffusion-v1-6"
self.headers = {
"Authorization": f"Bearer {self.api_key}",
"Content-Type": "application/json",
"Accept": "application/json"
}
self.output_dir = "images"
os.makedirs(self.output_dir, exist_ok=True)
def generate_image(self, prompt: str, cfg_scale: int = 7, height: int = 1024, width: int = 1024, samples: int = 1, steps: int = 30) -> List[str]:
response = requests.post(
f"{self.api_host}/v1/generation/{self.engine_id}/text-to-image",
headers=self.headers,
json={
"text_prompts": [{"text": prompt}],
"cfg_scale": cfg_scale,
"height": height,
"width": width,
"samples": samples,
"steps": steps,
},
)
if response.status_code != 200:
raise Exception(f"Non-200 response: {response.text}")
data = response.json()
image_paths = []
for i, image in enumerate(data["artifacts"]):
image_path = os.path.join(self.output_dir, f"v1_txt2img_{i}.png")
with open(image_path, "wb") as f:
f.write(base64.b64decode(image["base64"]))
image_paths.append(image_path)
return image_paths
# Example Usage
if __name__ == "__main__":
api_key = os.getenv("STABILITY_API_KEY")
if not api_key:
raise Exception("Missing Stability API key.")
sd_api = StableDiffusion(api_key)
images = sd_api.generate_image("A lighthouse on a cliff")
for image_path in images:
print(f"Generated image saved at: {image_path}")
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