stable-diffusion-webui/extensions-builtin/Lora/ui_edit_user_metadata.py

Ignoring revisions in .git-blame-ignore-revs. Click here to bypass and see the normal blame view.

227 lines
8.5 KiB
Python
Raw Normal View History

import datetime
import html
import random
import gradio as gr
import re
from modules import ui_extra_networks_user_metadata
def is_non_comma_tagset(tags):
average_tag_length = sum(len(x) for x in tags.keys()) / len(tags)
return average_tag_length >= 16
re_word = re.compile(r"[-_\w']+")
re_comma = re.compile(r" *, *")
def build_tags(metadata):
tags = {}
ss_tag_frequency = metadata.get("ss_tag_frequency", {})
if ss_tag_frequency is not None and hasattr(ss_tag_frequency, 'items'):
for _, tags_dict in ss_tag_frequency.items():
for tag, tag_count in tags_dict.items():
tag = tag.strip()
tags[tag] = tags.get(tag, 0) + int(tag_count)
if tags and is_non_comma_tagset(tags):
new_tags = {}
for text, text_count in tags.items():
for word in re.findall(re_word, text):
if len(word) < 3:
continue
new_tags[word] = new_tags.get(word, 0) + text_count
tags = new_tags
ordered_tags = sorted(tags.keys(), key=tags.get, reverse=True)
return [(tag, tags[tag]) for tag in ordered_tags]
class LoraUserMetadataEditor(ui_extra_networks_user_metadata.UserMetadataEditor):
def __init__(self, ui, tabname, page):
super().__init__(ui, tabname, page)
self.select_sd_version = None
self.taginfo = None
self.edit_activation_text = None
self.slider_preferred_weight = None
self.edit_notes = None
def save_lora_user_metadata(self, name, desc, sd_version, activation_text, preferred_weight, negative_text, notes):
user_metadata = self.get_user_metadata(name)
user_metadata["description"] = desc
user_metadata["sd version"] = sd_version
user_metadata["activation text"] = activation_text
user_metadata["preferred weight"] = preferred_weight
user_metadata["negative text"] = negative_text
user_metadata["notes"] = notes
self.write_user_metadata(name, user_metadata)
def get_metadata_table(self, name):
table = super().get_metadata_table(name)
item = self.page.items.get(name, {})
2023-07-16 00:25:32 -06:00
metadata = item.get("metadata") or {}
keys = {
'ss_output_name': "Output name:",
'ss_sd_model_name': "Model:",
'ss_clip_skip': "Clip skip:",
'ss_network_module': "Kohya module:",
}
for key, label in keys.items():
value = metadata.get(key, None)
if value is not None and str(value) != "None":
table.append((label, html.escape(value)))
ss_training_started_at = metadata.get('ss_training_started_at')
if ss_training_started_at:
table.append(("Date trained:", datetime.datetime.utcfromtimestamp(float(ss_training_started_at)).strftime('%Y-%m-%d %H:%M')))
ss_bucket_info = metadata.get("ss_bucket_info")
if ss_bucket_info and "buckets" in ss_bucket_info:
resolutions = {}
for _, bucket in ss_bucket_info["buckets"].items():
resolution = bucket["resolution"]
resolution = f'{resolution[1]}x{resolution[0]}'
resolutions[resolution] = resolutions.get(resolution, 0) + int(bucket["count"])
resolutions_list = sorted(resolutions.keys(), key=resolutions.get, reverse=True)
resolutions_text = html.escape(", ".join(resolutions_list[0:4]))
if len(resolutions) > 4:
resolutions_text += ", ..."
resolutions_text = f"<span title='{html.escape(', '.join(resolutions_list))}'>{resolutions_text}</span>"
table.append(('Resolutions:' if len(resolutions_list) > 1 else 'Resolution:', resolutions_text))
image_count = 0
for _, params in metadata.get("ss_dataset_dirs", {}).items():
image_count += int(params.get("img_count", 0))
if image_count:
table.append(("Dataset size:", image_count))
return table
def put_values_into_components(self, name):
user_metadata = self.get_user_metadata(name)
values = super().put_values_into_components(name)
item = self.page.items.get(name, {})
2023-07-16 00:25:32 -06:00
metadata = item.get("metadata") or {}
tags = build_tags(metadata)
gradio_tags = [(tag, str(count)) for tag, count in tags[0:24]]
return [
*values[0:5],
item.get("sd_version", "Unknown"),
gr.HighlightedText.update(value=gradio_tags, visible=True if tags else False),
user_metadata.get('activation text', ''),
float(user_metadata.get('preferred weight', 0.0)),
user_metadata.get('negative text', ''),
gr.update(visible=True if tags else False),
gr.update(value=self.generate_random_prompt_from_tags(tags), visible=True if tags else False),
]
def generate_random_prompt(self, name):
item = self.page.items.get(name, {})
2023-07-16 00:25:32 -06:00
metadata = item.get("metadata") or {}
tags = build_tags(metadata)
return self.generate_random_prompt_from_tags(tags)
def generate_random_prompt_from_tags(self, tags):
max_count = None
res = []
for tag, count in tags:
if not max_count:
max_count = count
v = random.random() * max_count
if count > v:
for x in "({[]})":
tag = tag.replace(x, '\\' + x)
res.append(tag)
return ", ".join(sorted(res))
def create_extra_default_items_in_left_column(self):
# this would be a lot better as gr.Radio but I can't make it work
self.select_sd_version = gr.Dropdown(['SD1', 'SD2', 'SDXL', 'Unknown'], value='Unknown', label='Stable Diffusion version', interactive=True)
def create_editor(self):
self.create_default_editor_elems()
self.taginfo = gr.HighlightedText(label="Training dataset tags")
self.edit_activation_text = gr.Text(label='Activation text', info="Will be added to prompt along with Lora")
self.slider_preferred_weight = gr.Slider(label='Preferred weight', info="Set to 0 to disable", minimum=0.0, maximum=2.0, step=0.01)
self.edit_negative_text = gr.Text(label='Negative prompt', info="Will be added to negative prompts")
with gr.Row() as row_random_prompt:
with gr.Column(scale=8):
random_prompt = gr.Textbox(label='Random prompt', lines=4, max_lines=4, interactive=False)
with gr.Column(scale=1, min_width=120):
2023-08-03 22:50:17 -06:00
generate_random_prompt = gr.Button('Generate', size="lg", scale=1)
self.edit_notes = gr.TextArea(label='Notes', lines=4)
2023-07-16 00:25:32 -06:00
generate_random_prompt.click(fn=self.generate_random_prompt, inputs=[self.edit_name_input], outputs=[random_prompt], show_progress=False)
def select_tag(activation_text, evt: gr.SelectData):
tag = evt.value[0]
words = re.split(re_comma, activation_text)
if tag in words:
words = [x for x in words if x != tag and x.strip()]
return ", ".join(words)
return activation_text + ", " + tag if activation_text else tag
self.taginfo.select(fn=select_tag, inputs=[self.edit_activation_text], outputs=[self.edit_activation_text], show_progress=False)
self.create_default_buttons()
viewed_components = [
self.edit_name,
self.edit_description,
self.html_filedata,
self.html_preview,
self.edit_notes,
self.select_sd_version,
self.taginfo,
self.edit_activation_text,
self.slider_preferred_weight,
self.edit_negative_text,
row_random_prompt,
random_prompt,
]
self.button_edit\
.click(fn=self.put_values_into_components, inputs=[self.edit_name_input], outputs=viewed_components)\
.then(fn=lambda: gr.update(visible=True), inputs=[], outputs=[self.box])
edited_components = [
self.edit_description,
self.select_sd_version,
self.edit_activation_text,
self.slider_preferred_weight,
self.edit_negative_text,
self.edit_notes,
]
self.setup_save_handler(self.button_save, self.save_lora_user_metadata, edited_components)