InvokeAI/ldm/invoke/readline.py
Lincoln Stein c4fb8e304b fix noisy images at high step counts
At step counts greater than ~75, the ksamplers start producing noisy
images when using the Karras noise schedule. This PR reverts to using
the model's own noise schedule, which eliminates the problem at the
cost of slowing convergence at lower step counts.

This PR also introduces a new CLI `--save_intermediates <n>' argument,
which will save every nth intermediate image into a subdirectory
named `intermediates/<image_prefix>'.

Addresses issue #1083.
2022-10-14 16:19:45 -04:00

302 lines
8.7 KiB
Python

"""
Readline helper functions for invoke.py.
You may import the global singleton `completer` to get access to the
completer object itself. This is useful when you want to autocomplete
seeds:
from ldm.invoke.readline import completer
completer.add_seed(18247566)
completer.add_seed(9281839)
"""
import os
import re
import atexit
from ldm.invoke.args import Args
# ---------------readline utilities---------------------
try:
import readline
readline_available = True
except (ImportError,ModuleNotFoundError):
readline_available = False
IMG_EXTENSIONS = ('.png','.jpg','.jpeg','.PNG','.JPG','.JPEG','.gif','.GIF')
COMMANDS = (
'--steps','-s',
'--seed','-S',
'--iterations','-n',
'--width','-W','--height','-H',
'--cfg_scale','-C',
'--threshold',
'--perlin',
'--grid','-g',
'--individual','-i',
'--save_intermediates',
'--init_img','-I',
'--init_mask','-M',
'--init_color',
'--strength','-f',
'--variants','-v',
'--outdir','-o',
'--sampler','-A','-m',
'--embedding_path',
'--device',
'--grid','-g',
'--gfpgan_strength','-G',
'--upscale','-U',
'-save_orig','--save_original',
'--skip_normalize','-x',
'--log_tokenization','-t',
'--hires_fix',
'!fix','!fetch','!history','!search','!clear',
)
IMG_PATH_COMMANDS = (
'--outdir[=\s]',
)
IMG_FILE_COMMANDS=(
'!fix',
'!fetch',
'--init_img[=\s]','-I',
'--init_mask[=\s]','-M',
'--init_color[=\s]',
'--embedding_path[=\s]',
)
path_regexp = '('+'|'.join(IMG_PATH_COMMANDS+IMG_FILE_COMMANDS) + ')\s*\S*$'
class Completer(object):
def __init__(self, options):
self.options = sorted(options)
self.seeds = set()
self.matches = list()
self.default_dir = None
self.linebuffer = None
self.auto_history_active = True
return
def complete(self, text, state):
'''
Completes invoke command line.
BUG: it doesn't correctly complete files that have spaces in the name.
'''
buffer = readline.get_line_buffer()
if state == 0:
if re.search(path_regexp,buffer):
do_shortcut = re.search('^'+'|'.join(IMG_FILE_COMMANDS),buffer)
self.matches = self._path_completions(text, state, IMG_EXTENSIONS,shortcut_ok=do_shortcut)
# looking for a seed
elif re.search('(-S\s*|--seed[=\s])\d*$',buffer):
self.matches= self._seed_completions(text,state)
# This is the first time for this text, so build a match list.
elif text:
self.matches = [
s for s in self.options if s and s.startswith(text)
]
else:
self.matches = self.options[:]
# Return the state'th item from the match list,
# if we have that many.
try:
response = self.matches[state]
except IndexError:
response = None
return response
def add_history(self,line):
'''
Pass thru to readline
'''
if not self.auto_history_active:
readline.add_history(line)
def clear_history(self):
'''
Pass clear_history() thru to readline
'''
readline.clear_history()
def search_history(self,match:str):
'''
Like show_history() but only shows items that
contain the match string.
'''
self.show_history(match)
def remove_history_item(self,pos):
readline.remove_history_item(pos)
def add_seed(self, seed):
'''
Add a seed to the autocomplete list for display when -S is autocompleted.
'''
if seed is not None:
self.seeds.add(str(seed))
def set_default_dir(self, path):
self.default_dir=path
def get_line(self,index):
try:
line = self.get_history_item(index)
except IndexError:
return None
return line
def get_current_history_length(self):
return readline.get_current_history_length()
def get_history_item(self,index):
return readline.get_history_item(index)
def show_history(self,match=None):
'''
Print the session history using the pydoc pager
'''
import pydoc
lines = list()
h_len = self.get_current_history_length()
if h_len < 1:
print('<empty history>')
return
for i in range(0,h_len):
line = self.get_history_item(i+1)
if match and match not in line:
continue
lines.append(f'[{i+1}] {line}')
pydoc.pager('\n'.join(lines))
def set_line(self,line)->None:
self.linebuffer = line
readline.redisplay()
def _seed_completions(self, text, state):
m = re.search('(-S\s?|--seed[=\s]?)(\d*)',text)
if m:
switch = m.groups()[0]
partial = m.groups()[1]
else:
switch = ''
partial = text
matches = list()
for s in self.seeds:
if s.startswith(partial):
matches.append(switch+s)
matches.sort()
return matches
def _pre_input_hook(self):
if self.linebuffer:
readline.insert_text(self.linebuffer)
readline.redisplay()
self.linebuffer = None
def _path_completions(self, text, state, extensions, shortcut_ok=True):
# separate the switch from the partial path
match = re.search('^(-\w|--\w+=?)(.*)',text)
if match is None:
switch = None
partial_path = text
else:
switch,partial_path = match.groups()
partial_path = partial_path.lstrip()
matches = list()
path = os.path.expanduser(partial_path)
if os.path.isdir(path):
dir = path
elif os.path.dirname(path) != '':
dir = os.path.dirname(path)
else:
dir = ''
path= os.path.join(dir,path)
dir_list = os.listdir(dir or '.')
if shortcut_ok and os.path.exists(self.default_dir) and dir=='':
dir_list += os.listdir(self.default_dir)
for node in dir_list:
if node.startswith('.') and len(node) > 1:
continue
full_path = os.path.join(dir, node)
if not (node.endswith(extensions) or os.path.isdir(full_path)):
continue
if not full_path.startswith(path):
continue
if switch is None:
match_path = os.path.join(dir,node)
matches.append(match_path+'/' if os.path.isdir(full_path) else match_path)
elif os.path.isdir(full_path):
matches.append(
switch+os.path.join(os.path.dirname(full_path), node) + '/'
)
elif node.endswith(extensions):
matches.append(
switch+os.path.join(os.path.dirname(full_path), node)
)
return matches
class DummyCompleter(Completer):
def __init__(self,options):
super().__init__(options)
self.history = list()
def add_history(self,line):
self.history.append(line)
def clear_history(self):
self.history = list()
def get_current_history_length(self):
return len(self.history)
def get_history_item(self,index):
return self.history[index-1]
def remove_history_item(self,index):
return self.history.pop(index-1)
def set_line(self,line):
print(f'# {line}')
def get_completer(opt:Args)->Completer:
if readline_available:
completer = Completer(COMMANDS)
readline.set_completer(
completer.complete
)
# pyreadline3 does not have a set_auto_history() method
try:
readline.set_auto_history(False)
completer.auto_history_active = False
except:
completer.auto_history_active = True
readline.set_pre_input_hook(completer._pre_input_hook)
readline.set_completer_delims(' ')
readline.parse_and_bind('tab: complete')
readline.parse_and_bind('set print-completions-horizontally off')
readline.parse_and_bind('set page-completions on')
readline.parse_and_bind('set skip-completed-text on')
readline.parse_and_bind('set show-all-if-ambiguous on')
histfile = os.path.join(os.path.expanduser(opt.outdir), '.invoke_history')
try:
readline.read_history_file(histfile)
readline.set_history_length(1000)
except FileNotFoundError:
pass
atexit.register(readline.write_history_file, histfile)
else:
completer = DummyCompleter(COMMANDS)
return completer