Update stable_diffusion.py

pull/307/head
pliny 1 year ago committed by GitHub
parent 0c4d48c035
commit 7bcfcbc5cf

@ -7,7 +7,39 @@ from typing import List
load_dotenv()
class StableDiffusion:
"""
A class to interact with the Stable Diffusion API for image generation.
Attributes:
-----------
api_key : str
The API key for accessing the Stable Diffusion API.
api_host : str
The host URL of the Stable Diffusion API.
engine_id : str
The ID of the Stable Diffusion engine.
headers : dict
The headers for the API request.
output_dir : str
Directory where generated images will be saved.
Methods:
--------
generate_image(prompt: str, cfg_scale: int, height: int, width: int, samples: int, steps: int) -> List[str]:
Generates images based on a text prompt and returns a list of file paths to the generated images.
"""
def __init__(self, api_key: str, api_host: str = "https://api.stability.ai"):
"""
Initializes the StableDiffusion class with the provided API key and host.
Parameters:
-----------
api_key : str
The API key for accessing the Stable Diffusion API.
api_host : str
The host URL of the Stable Diffusion API. Default is "https://api.stability.ai".
"""
self.api_key = api_key
self.api_host = api_host
self.engine_id = "stable-diffusion-v1-6"
@ -20,6 +52,34 @@ class StableDiffusion:
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]:
"""
Generates images based on a text prompt.
Parameters:
-----------
prompt : str
The text prompt based on which the image will be generated.
cfg_scale : int
CFG scale parameter for image generation. Default is 7.
height : int
Height of the generated image. Default is 1024.
width : int
Width of the generated image. Default is 1024.
samples : int
Number of images to generate. Default is 1.
steps : int
Number of steps for the generation process. Default is 30.
Returns:
--------
List[str]:
A list of paths to the generated images.
Raises:
-------
Exception:
If the API response is not 200 (OK).
"""
response = requests.post(
f"{self.api_host}/v1/generation/{self.engine_id}/text-to-image",
headers=self.headers,
@ -46,13 +106,7 @@ class StableDiffusion:
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}")
# Usage example:
# sd = StableDiffusion("your-api-key")
# images = sd.generate_image("A scenic landscape with mountains")
# print(images)

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