diffusion / cli.py
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Progress bar for loading pipeline
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# CLI
# usage: python cli.py 'colorful calico cat artstation'
import argparse
import asyncio
from warnings import filterwarnings
from diffusers.utils import logging as diffusers_logging
from transformers import logging as transformers_logging
from lib import Config, async_call, generate
filterwarnings("ignore", category=FutureWarning, module="diffusers")
filterwarnings("ignore", category=FutureWarning, module="transformers")
# reduce verbosity but don't disable progress bars
diffusers_logging.set_verbosity_error()
transformers_logging.set_verbosity_error()
def save_images(images, filename="image.png"):
for i, (img, _) in enumerate(images):
name, ext = filename.rsplit(".", 1)
img.save(f"{name}.{ext}" if len(images) == 1 else f"{name}_{i}.{ext}")
async def main():
# fmt: off
parser = argparse.ArgumentParser(add_help=False, allow_abbrev=False)
parser.add_argument("prompt", type=str, metavar="PROMPT")
parser.add_argument("-n", "--negative", type=str, metavar="STR", default="")
parser.add_argument("-e", "--embeddings", type=str, metavar="STR", default="")
parser.add_argument("-s", "--seed", type=int, metavar="INT", default=Config.SEED)
parser.add_argument("-i", "--images", type=int, metavar="INT", default=1)
parser.add_argument("-f", "--filename", type=str, metavar="STR", default="image.png")
parser.add_argument("-w", "--width", type=int, metavar="INT", default=Config.WIDTH)
parser.add_argument("-h", "--height", type=int, metavar="INT", default=Config.HEIGHT)
parser.add_argument("-m", "--model", type=str, metavar="STR", default=Config.MODEL)
parser.add_argument("-d", "--deepcache", type=int, metavar="INT", default=Config.DEEPCACHE_INTERVAL)
parser.add_argument("--lora-1", type=str, metavar="STR", default="")
parser.add_argument("--lora-1-weight", type=float, metavar="FLOAT", default=0.0)
parser.add_argument("--lora-2", type=str, metavar="STR", default="")
parser.add_argument("--lora-2-weight", type=float, metavar="FLOAT", default=0.0)
parser.add_argument("--scale", type=int, metavar="INT", choices=Config.SCALES, default=Config.SCALE)
parser.add_argument("--style", type=str, metavar="STR", default=Config.STYLE)
parser.add_argument("--scheduler", type=str, metavar="STR", default=Config.SCHEDULER)
parser.add_argument("--guidance", type=float, metavar="FLOAT", default=Config.GUIDANCE_SCALE)
parser.add_argument("--steps", type=int, metavar="INT", default=Config.INFERENCE_STEPS)
parser.add_argument("--image-strength", type=float, metavar="FLOAT", default=Config.DENOISING_STRENGTH)
parser.add_argument("--image", type=str, metavar="STR")
parser.add_argument("--ip-image", type=str, metavar="STR")
parser.add_argument("--ip-face", action="store_true")
parser.add_argument("--taesd", action="store_true")
parser.add_argument("--clip-skip", action="store_true")
parser.add_argument("--karras", action="store_true")
parser.add_argument("--freeu", action="store_true")
# fmt: on
args = parser.parse_args()
images = await async_call(
generate,
args.prompt,
args.negative,
args.image,
args.ip_image,
args.ip_face,
args.lora_1,
args.lora_1_weight,
args.lora_2,
args.lora_2_weight,
args.embeddings.split(",") if args.embeddings else [],
args.style,
args.seed,
args.model,
args.scheduler,
args.width,
args.height,
args.guidance,
args.steps,
args.image_strength,
args.deepcache,
args.scale,
args.images,
args.karras,
args.taesd,
args.freeu,
args.clip_skip,
)
save_images(images, args.filename)
if __name__ == "__main__":
asyncio.run(main())