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L40S
Running
on
L40S
"""Utilities for Power Prompt nodes.""" | |
import re | |
import os | |
import folder_paths | |
from .log import log_node_warn, log_node_info | |
def get_and_strip_loras(prompt, silent=False, log_node="Power Prompt"): | |
"""Collects and strips lora tags from a prompt.""" | |
pattern = '<lora:([^:>]*?)(?::(-?\d*(?:\.\d*)?))?>' | |
lora_paths = folder_paths.get_filename_list('loras') | |
matches = re.findall(pattern, prompt) | |
loras = [] | |
unfound_loras = [] | |
skipped_loras = [] | |
for match in matches: | |
tag_path = match[0] | |
strength = float(match[1] if len(match) > 1 and len(match[1]) else 1.0) | |
if strength == 0: | |
if not silent: | |
log_node_info(log_node, f'Skipping "{tag_path}" with strength of zero') | |
skipped_loras.append({'lora': tag_path, 'strength': strength}) | |
continue | |
lora_path = get_lora_by_filename(tag_path, lora_paths, log_node=None if silent else log_node) | |
if lora_path is None: | |
unfound_loras.append({'lora': tag_path, 'strength': strength}) | |
continue | |
loras.append({'lora': lora_path, 'strength': strength}) | |
return (re.sub(pattern, '', prompt), loras, skipped_loras, unfound_loras) | |
# pylint: disable = too-many-return-statements, too-many-branches | |
def get_lora_by_filename(file_path, lora_paths=None, log_node=None): | |
"""Returns a lora by filename, looking for exactl paths and then fuzzier matching.""" | |
lora_paths = lora_paths if lora_paths is not None else folder_paths.get_filename_list('loras') | |
if file_path in lora_paths: | |
return file_path | |
lora_paths_no_ext = [os.path.splitext(x)[0] for x in lora_paths] | |
# See if we've entered the exact path, but without the extension | |
if file_path in lora_paths_no_ext: | |
found = lora_paths[lora_paths_no_ext.index(file_path)] | |
return found | |
# Same check, but ensure file_path is without extension. | |
file_path_force_no_ext = os.path.splitext(file_path)[0] | |
if file_path_force_no_ext in lora_paths_no_ext: | |
found = lora_paths[lora_paths_no_ext.index(file_path_force_no_ext)] | |
return found | |
# See if we passed just the name, without paths. | |
lora_filenames_only = [os.path.basename(x) for x in lora_paths] | |
if file_path in lora_filenames_only: | |
found = lora_paths[lora_filenames_only.index(file_path)] | |
if log_node is not None: | |
log_node_info(log_node, f'Matched Lora input "{file_path}" to "{found}".') | |
return found | |
# Same, but force the input to be without paths | |
file_path_force_filename = os.path.basename(file_path) | |
lora_filenames_only = [os.path.basename(x) for x in lora_paths] | |
if file_path_force_filename in lora_filenames_only: | |
found = lora_paths[lora_filenames_only.index(file_path_force_filename)] | |
if log_node is not None: | |
log_node_info(log_node, f'Matched Lora input "{file_path}" to "{found}".') | |
return found | |
# Check the filenames and without extension. | |
lora_filenames_and_no_ext = [os.path.splitext(os.path.basename(x))[0] for x in lora_paths] | |
if file_path in lora_filenames_and_no_ext: | |
found = lora_paths[lora_filenames_and_no_ext.index(file_path)] | |
if log_node is not None: | |
log_node_info(log_node, f'Matched Lora input "{file_path}" to "{found}".') | |
return found | |
# And, one last forcing the input to be the same | |
file_path_force_filename_and_no_ext = os.path.splitext(os.path.basename(file_path))[0] | |
if file_path_force_filename_and_no_ext in lora_filenames_and_no_ext: | |
found = lora_paths[lora_filenames_and_no_ext.index(file_path_force_filename_and_no_ext)] | |
if log_node is not None: | |
log_node_info(log_node, f'Matched Lora input "{file_path}" to "{found}".') | |
return found | |
# Finally, super fuzzy, we'll just check if the input exists in the path at all. | |
for index, lora_path in enumerate(lora_paths): | |
if file_path in lora_path: | |
found = lora_paths[index] | |
if log_node is not None: | |
log_node_warn(log_node, f'Fuzzy-matched Lora input "{file_path}" to "{found}".') | |
return found | |
if log_node is not None: | |
log_node_warn(log_node, f'Lora "{file_path}" not found, skipping.') | |
return None | |