InvokeAI/invokeai/backend/config/legacy_arg_parsing.py
2023-05-16 01:50:01 -04:00

391 lines
11 KiB
Python

# Copyright 2023 Lincoln D. Stein and the InvokeAI Team
import argparse
import shlex
from argparse import ArgumentParser
SAMPLER_CHOICES = [
"ddim",
"ddpm",
"deis",
"lms",
"pndm",
"heun",
"heun_k",
"euler",
"euler_k",
"euler_a",
"kdpm_2",
"kdpm_2_a",
"dpmpp_2s",
"dpmpp_2m",
"dpmpp_2m_k",
"unipc",
]
PRECISION_CHOICES = [
"auto",
"float32",
"autocast",
"float16",
]
class FileArgumentParser(ArgumentParser):
"""
Supports reading defaults from an init file.
"""
def convert_arg_line_to_args(self, arg_line):
return shlex.split(arg_line, comments=True)
legacy_parser = FileArgumentParser(
description=
"""
Generate images using Stable Diffusion.
Use --web to launch the web interface.
Use --from_file to load prompts from a file path or standard input ("-").
Otherwise you will be dropped into an interactive command prompt (type -h for help.)
Other command-line arguments are defaults that can usually be overridden
prompt the command prompt.
""",
fromfile_prefix_chars='@',
)
general_group = legacy_parser.add_argument_group('General')
model_group = legacy_parser.add_argument_group('Model selection')
file_group = legacy_parser.add_argument_group('Input/output')
web_server_group = legacy_parser.add_argument_group('Web server')
render_group = legacy_parser.add_argument_group('Rendering')
postprocessing_group = legacy_parser.add_argument_group('Postprocessing')
deprecated_group = legacy_parser.add_argument_group('Deprecated options')
deprecated_group.add_argument('--laion400m')
deprecated_group.add_argument('--weights') # deprecated
general_group.add_argument(
'--version','-V',
action='store_true',
help='Print InvokeAI version number'
)
model_group.add_argument(
'--root_dir',
default=None,
help='Path to directory containing "models", "outputs" and "configs". If not present will read from environment variable INVOKEAI_ROOT. Defaults to ~/invokeai.',
)
model_group.add_argument(
'--config',
'-c',
'-config',
dest='conf',
default='./configs/models.yaml',
help='Path to configuration file for alternate models.',
)
model_group.add_argument(
'--model',
help='Indicates which diffusion model to load (defaults to "default" stanza in configs/models.yaml)',
)
model_group.add_argument(
'--weight_dirs',
nargs='+',
type=str,
help='List of one or more directories that will be auto-scanned for new model weights to import',
)
model_group.add_argument(
'--png_compression','-z',
type=int,
default=6,
choices=range(0,9),
dest='png_compression',
help='level of PNG compression, from 0 (none) to 9 (maximum). Default is 6.'
)
model_group.add_argument(
'-F',
'--full_precision',
dest='full_precision',
action='store_true',
help='Deprecated way to set --precision=float32',
)
model_group.add_argument(
'--max_loaded_models',
dest='max_loaded_models',
type=int,
default=2,
help='Maximum number of models to keep in memory for fast switching, including the one in GPU',
)
model_group.add_argument(
'--free_gpu_mem',
dest='free_gpu_mem',
action='store_true',
help='Force free gpu memory before final decoding',
)
model_group.add_argument(
'--sequential_guidance',
dest='sequential_guidance',
action='store_true',
help="Calculate guidance in serial instead of in parallel, lowering memory requirement "
"at the expense of speed",
)
model_group.add_argument(
'--xformers',
action=argparse.BooleanOptionalAction,
default=True,
help='Enable/disable xformers support (default enabled if installed)',
)
model_group.add_argument(
"--always_use_cpu",
dest="always_use_cpu",
action="store_true",
help="Force use of CPU even if GPU is available"
)
model_group.add_argument(
'--precision',
dest='precision',
type=str,
choices=PRECISION_CHOICES,
metavar='PRECISION',
help=f'Set model precision. Defaults to auto selected based on device. Options: {", ".join(PRECISION_CHOICES)}',
default='auto',
)
model_group.add_argument(
'--ckpt_convert',
action=argparse.BooleanOptionalAction,
dest='ckpt_convert',
default=True,
help='Deprecated option. Legacy ckpt files are now always converted to diffusers when loaded.'
)
model_group.add_argument(
'--internet',
action=argparse.BooleanOptionalAction,
dest='internet_available',
default=True,
help='Indicate whether internet is available for just-in-time model downloading (default: probe automatically).',
)
model_group.add_argument(
'--nsfw_checker',
'--safety_checker',
action=argparse.BooleanOptionalAction,
dest='safety_checker',
default=False,
help='Check for and blur potentially NSFW images. Use --no-nsfw_checker to disable.',
)
model_group.add_argument(
'--autoimport',
default=None,
type=str,
help='Check the indicated directory for .ckpt/.safetensors weights files at startup and import directly',
)
model_group.add_argument(
'--autoconvert',
default=None,
type=str,
help='Check the indicated directory for .ckpt/.safetensors weights files at startup and import as optimized diffuser models',
)
model_group.add_argument(
'--patchmatch',
action=argparse.BooleanOptionalAction,
default=True,
help='Load the patchmatch extension for outpainting. Use --no-patchmatch to disable.',
)
file_group.add_argument(
'--from_file',
dest='infile',
type=str,
help='If specified, load prompts from this file',
)
file_group.add_argument(
'--outdir',
'-o',
type=str,
help='Directory to save generated images and a log of prompts and seeds. Default: ROOTDIR/outputs',
default='outputs',
)
file_group.add_argument(
'--prompt_as_dir',
'-p',
action='store_true',
help='Place images in subdirectories named after the prompt.',
)
render_group.add_argument(
'--fnformat',
default='{prefix}.{seed}.png',
type=str,
help='Overwrite the filename format. You can use any argument as wildcard enclosed in curly braces. Default is {prefix}.{seed}.png',
)
render_group.add_argument(
'-s',
'--steps',
type=int,
default=50,
help='Number of steps'
)
render_group.add_argument(
'-W',
'--width',
type=int,
help='Image width, multiple of 64',
)
render_group.add_argument(
'-H',
'--height',
type=int,
help='Image height, multiple of 64',
)
render_group.add_argument(
'-C',
'--cfg_scale',
default=7.5,
type=float,
help='Classifier free guidance (CFG) scale - higher numbers cause generator to "try" harder.',
)
render_group.add_argument(
'--sampler',
'-A',
'-m',
dest='sampler_name',
type=str,
choices=SAMPLER_CHOICES,
metavar='SAMPLER_NAME',
help=f'Set the default sampler. Supported samplers: {", ".join(SAMPLER_CHOICES)}',
default='k_lms',
)
render_group.add_argument(
'--log_tokenization',
'-t',
action='store_true',
help='shows how the prompt is split into tokens'
)
render_group.add_argument(
'-f',
'--strength',
type=float,
help='img2img strength for noising/unnoising. 0.0 preserves image exactly, 1.0 replaces it completely',
)
render_group.add_argument(
'-T',
'-fit',
'--fit',
action=argparse.BooleanOptionalAction,
help='If specified, will resize the input image to fit within the dimensions of width x height (512x512 default)',
)
render_group.add_argument(
'--grid',
'-g',
action=argparse.BooleanOptionalAction,
help='generate a grid'
)
render_group.add_argument(
'--embedding_directory',
'--embedding_path',
dest='embedding_path',
default='embeddings',
type=str,
help='Path to a directory containing .bin and/or .pt files, or a single .bin/.pt file. You may use subdirectories. (default is ROOTDIR/embeddings)'
)
render_group.add_argument(
'--lora_directory',
dest='lora_path',
default='loras',
type=str,
help='Path to a directory containing LoRA files; subdirectories are not supported. (default is ROOTDIR/loras)'
)
render_group.add_argument(
'--embeddings',
action=argparse.BooleanOptionalAction,
default=True,
help='Enable embedding directory (default). Use --no-embeddings to disable.',
)
render_group.add_argument(
'--enable_image_debugging',
action='store_true',
help='Generates debugging image to display'
)
render_group.add_argument(
'--karras_max',
type=int,
default=None,
help="control the point at which the K* samplers will shift from using the Karras noise schedule (good for low step counts) to the LatentDiffusion noise schedule (good for high step counts). Set to 0 to use LatentDiffusion for all step values, and to a high value (e.g. 1000) to use Karras for all step values. [29]."
)
# Restoration related args
postprocessing_group.add_argument(
'--no_restore',
dest='restore',
action='store_false',
help='Disable face restoration with GFPGAN or codeformer',
)
postprocessing_group.add_argument(
'--no_upscale',
dest='esrgan',
action='store_false',
help='Disable upscaling with ESRGAN',
)
postprocessing_group.add_argument(
'--esrgan_bg_tile',
type=int,
default=400,
help='Tile size for background sampler, 0 for no tile during testing. Default: 400.',
)
postprocessing_group.add_argument(
'--esrgan_denoise_str',
type=float,
default=0.75,
help='esrgan denoise str. 0 is no denoise, 1 is max denoise. Default: 0.75',
)
postprocessing_group.add_argument(
'--gfpgan_model_path',
type=str,
default='./models/gfpgan/GFPGANv1.4.pth',
help='Indicates the path to the GFPGAN model',
)
web_server_group.add_argument(
'--web',
dest='web',
action='store_true',
help='Start in web server mode.',
)
web_server_group.add_argument(
'--web_develop',
dest='web_develop',
action='store_true',
help='Start in web server development mode.',
)
web_server_group.add_argument(
"--web_verbose",
action="store_true",
help="Enables verbose logging",
)
web_server_group.add_argument(
"--cors",
nargs="*",
type=str,
help="Additional allowed origins, comma-separated",
)
web_server_group.add_argument(
'--host',
type=str,
default='127.0.0.1',
help='Web server: Host or IP to listen on. Set to 0.0.0.0 to accept traffic from other devices on your network.'
)
web_server_group.add_argument(
'--port',
type=int,
default='9090',
help='Web server: Port to listen on'
)
web_server_group.add_argument(
'--certfile',
type=str,
default=None,
help='Web server: Path to certificate file to use for SSL. Use together with --keyfile'
)
web_server_group.add_argument(
'--keyfile',
type=str,
default=None,
help='Web server: Path to private key file to use for SSL. Use together with --certfile'
)
web_server_group.add_argument(
'--gui',
dest='gui',
action='store_true',
help='Start InvokeAI GUI',
)