add lora user metadata editor dialog inspired by MrKuenning's mockup from #7458
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import html
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import json
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import random
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import gradio as gr
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import re
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from modules import ui_extra_networks_user_metadata
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def is_non_comma_tagset(tags):
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average_tag_length = sum(len(x) for x in tags.keys()) / len(tags)
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return average_tag_length >= 16
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re_word = re.compile(r"[-_\w']+")
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re_comma = re.compile(r" *, *")
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def build_tags(metadata):
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tags = {}
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for _, tags_dict in metadata.get("ss_tag_frequency", {}).items():
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for tag, tag_count in tags_dict.items():
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tag = tag.strip()
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tags[tag] = tags.get(tag, 0) + int(tag_count)
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if tags and is_non_comma_tagset(tags):
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new_tags = {}
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for text, text_count in tags.items():
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for word in re.findall(re_word, text):
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if len(word) < 3:
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continue
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new_tags[word] = new_tags.get(word, 0) + text_count
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tags = new_tags
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ordered_tags = sorted(tags.keys(), key=tags.get, reverse=True)
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return [(tag, tags[tag]) for tag in ordered_tags]
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class LoraUserMetadataEditor(ui_extra_networks_user_metadata.UserMetadataEditor):
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def __init__(self, ui, tabname, page):
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super().__init__(ui, tabname, page)
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self.taginfo = None
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self.edit_activation_text = None
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self.slider_preferred_weight = None
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self.edit_notes = None
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def save_lora_user_metadata(self, name, desc, activation_text, preferred_weight, notes):
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user_metadata = self.get_user_metadata(name)
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user_metadata["description"] = desc
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user_metadata["activation text"] = activation_text
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user_metadata["preferred weight"] = preferred_weight
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user_metadata["notes"] = notes
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self.write_user_metadata(name, user_metadata)
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def get_metadata_table(self, name):
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table = super().get_metadata_table(name)
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item = self.page.items.get(name, {})
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metadata = json.loads(item.get("metadata") or '{}')
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keys = [
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('ss_sd_model_name', "Model:"),
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('ss_resolution', "Resolution:"),
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('ss_clip_skip', "Clip skip:"),
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]
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for key, label in keys:
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value = metadata.get(key, None)
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if value is not None and str(value) != "None":
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table.append((label, html.escape(value)))
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image_count = 0
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for _, params in metadata.get("ss_dataset_dirs", {}).items():
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image_count += int(params.get("img_count", 0))
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if image_count:
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table.append(("Dataset size:", image_count))
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return table
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def put_values_into_components(self, name):
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user_metadata = self.get_user_metadata(name)
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values = super().put_values_into_components(name)
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item = self.page.items.get(name, {})
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metadata = json.loads(item.get("metadata") or '{}')
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tags = build_tags(metadata)
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gradio_tags = [(tag, str(count)) for tag, count in tags[0:24]]
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return [
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*values[0:4],
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gr.HighlightedText.update(value=gradio_tags, visible=True if tags else False),
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user_metadata.get('activation text', ''),
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float(user_metadata.get('preferred weight', 0.0)),
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user_metadata.get('notes', ''),
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gr.update(visible=True if tags else False),
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gr.update(value=self.generate_random_prompt_from_tags(tags), visible=True if tags else False),
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]
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def generate_random_prompt(self, name):
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item = self.page.items.get(name, {})
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metadata = json.loads(item.get("metadata") or '{}')
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tags = build_tags(metadata)
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return self.generate_random_prompt_from_tags(tags)
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def generate_random_prompt_from_tags(self, tags):
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max_count = None
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res = []
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for tag, count in tags:
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if not max_count:
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max_count = count
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v = random.random() * max_count
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if count > v:
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res.append(tag)
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return ", ".join(sorted(res))
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def create_editor(self):
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self.create_default_editor_elems()
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self.taginfo = gr.HighlightedText(label="Tags")
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self.edit_activation_text = gr.Text(label='Activation text', info="Will be added to prompt along with Lora")
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self.slider_preferred_weight = gr.Slider(label='Preferred weight', info="Set to 0 to disable", minimum=0.0, maximum=2.0, step=0.01)
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with gr.Row() as row_random_prompt:
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with gr.Column(scale=8):
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random_prompt = gr.Textbox(label='Random prompt', lines=4, max_lines=4, interactive=False)
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with gr.Column(scale=1, min_width=120):
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generate_random_prompt = gr.Button('Generate').style(full_width=True, size="lg")
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self.edit_notes = gr.TextArea(label='Notes', lines=4)
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generate_random_prompt.click(fn=self.generate_random_prompt, inputs=[self.edit_name_input], outputs=[random_prompt])
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def select_tag(activation_text, evt: gr.SelectData):
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tag = evt.value[0]
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words = re.split(re_comma, activation_text)
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if tag in words:
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words = [x for x in words if x != tag and x.strip()]
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return ", ".join(words)
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return activation_text + ", " + tag if activation_text else tag
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self.taginfo.select(fn=select_tag, inputs=[self.edit_activation_text], outputs=[self.edit_activation_text], show_progress=False)
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self.create_default_buttons()
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viewed_components = [
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self.edit_name,
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self.edit_description,
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self.html_filedata,
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self.html_preview,
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self.taginfo,
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self.edit_activation_text,
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self.slider_preferred_weight,
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self.edit_notes,
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row_random_prompt,
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random_prompt,
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]
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self.button_edit\
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.click(fn=self.put_values_into_components, inputs=[self.edit_name_input], outputs=viewed_components)\
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.then(fn=lambda: gr.update(visible=True), inputs=[], outputs=[self.box])
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edited_components = [
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self.edit_description,
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self.edit_activation_text,
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self.slider_preferred_weight,
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self.edit_notes,
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]
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self.button_save\
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.click(fn=self.save_lora_user_metadata, inputs=[self.edit_name_input, *edited_components], outputs=[]) \
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.then(fn=None, _js="extraNetworksReloadAll")
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@ -3,6 +3,7 @@ import os
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import lora
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from modules import shared, ui_extra_networks
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from ui_edit_user_metadata import LoraUserMetadataEditor
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class ExtraNetworksPageLora(ui_extra_networks.ExtraNetworksPage):
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@ -18,19 +19,29 @@ class ExtraNetworksPageLora(ui_extra_networks.ExtraNetworksPage):
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alias = lora_on_disk.get_alias()
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yield {
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item = {
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"name": name,
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"filename": lora_on_disk.filename,
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"preview": self.find_preview(path),
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"description": self.find_description(path),
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"search_term": self.search_terms_from_path(lora_on_disk.filename),
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"prompt": json.dumps(f"<lora:{alias}:") + " + opts.extra_networks_default_multiplier + " + json.dumps(">"),
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"local_preview": f"{path}.{shared.opts.samples_format}",
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"metadata": json.dumps(lora_on_disk.metadata, indent=4) if lora_on_disk.metadata else None,
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"sort_keys": {'default': index, **self.get_sort_keys(lora_on_disk.filename)},
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}
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self.read_user_metadata(item)
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activation_text = item["user_metadata"].get("activation text")
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preferred_weight = item["user_metadata"].get("preferred weight", 0.0)
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item["prompt"] = json.dumps(f"<lora:{alias}:") + " + " + (str(preferred_weight) if preferred_weight else "opts.extra_networks_default_multiplier") + " + " + json.dumps(">")
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if activation_text:
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item["prompt"] += " + " + json.dumps(" " + activation_text)
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yield item
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def allowed_directories_for_previews(self):
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return [shared.cmd_opts.lora_dir]
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def create_user_metadata_editor(self, ui, tabname):
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return LoraUserMetadataEditor(ui, tabname, self)
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@ -113,7 +113,7 @@ function setupExtraNetworks() {
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onUiLoaded(setupExtraNetworks);
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var re_extranet = /<([^:]+:[^:]+):[\d.]+>/;
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var re_extranet = /<([^:]+:[^:]+):[\d.]+>(.*)/;
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var re_extranet_g = /\s+<([^:]+:[^:]+):[\d.]+>/g;
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function tryToRemoveExtraNetworkFromPrompt(textarea, text) {
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var replaced = false;
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var newTextareaText;
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if (m) {
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var extraTextAfterNet = m[2];
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var partToSearch = m[1];
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newTextareaText = textarea.value.replaceAll(re_extranet_g, function(found) {
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var foundAtPosition = -1;
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newTextareaText = textarea.value.replaceAll(re_extranet_g, function(found, net, pos) {
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m = found.match(re_extranet);
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if (m[1] == partToSearch) {
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replaced = true;
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foundAtPosition = pos;
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return "";
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}
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return found;
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});
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if (foundAtPosition >= 0 && newTextareaText.substr(foundAtPosition, extraTextAfterNet.length) == extraTextAfterNet) {
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newTextareaText = newTextareaText.substr(0, foundAtPosition) + newTextareaText.substr(foundAtPosition + extraTextAfterNet.length);
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}
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} else {
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newTextareaText = textarea.value.replaceAll(new RegExp(text, "g"), function(found) {
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if (found == text) {
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@ -288,3 +295,10 @@ function extraNetworksEditUserMetadata(event, tabname, extraPage, cardName) {
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event.stopPropagation();
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}
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function extraNetworksReloadAll() {
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closePopup();
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gradioApp().getElementById('txt2img_extra_refresh').click();
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gradioApp().getElementById('img2img_extra_refresh').click();
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}
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@ -52,7 +52,7 @@ class UserMetadataEditor:
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def create_default_buttons(self):
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with gr.Row():
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with gr.Row(elem_classes="edit-user-metadata-buttons"):
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self.button_cancel = gr.Button('Cancel')
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self.button_replace_preview = gr.Button('Replace preview', variant='primary')
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self.button_save = gr.Button('Save', variant='primary')
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stats = os.stat(filename)
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params = [
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('File size: ', sysinfo.pretty_bytes(stats.st_size)),
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('Created: ', datetime.datetime.fromtimestamp(stats.st_ctime).strftime('%Y-%m-%d %H:%M')),
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('Last modified: ', datetime.datetime.fromtimestamp(stats.st_mtime).strftime('%Y-%m-%d %H:%M')),
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('Modified: ', datetime.datetime.fromtimestamp(stats.st_mtime).strftime('%Y-%m-%d %H:%M')),
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]
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return params
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def put_values_into_components(self, name):
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user_metadata = self.get_user_metadata(name)
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try:
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params = self.get_metadata_table(name)
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except Exception as e:
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errors.display(e, f"reading metadata info for {name}")
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params = []
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table = '<table class="file-metadata">' + "".join(f"<tr><th>{name}</th><td>{value}</td></tr>" for name, value in params) + '</table>'
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return html.escape(name), user_metadata.get('description', ''), table, self.get_card_html(name)
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@ -128,7 +132,9 @@ class UserMetadataEditor:
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.click(fn=self.put_values_into_components, inputs=[self.edit_name_input], outputs=[self.edit_name, self.edit_description, self.html_filedata, self.html_preview])\
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.then(fn=lambda: gr.update(visible=True), inputs=[], outputs=[self.box])
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self.button_save.click(fn=self.save_user_metadata, inputs=[self.edit_name_input, self.edit_description], outputs=[]).then(fn=None, _js="closePopup")
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self.button_save\
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.click(fn=self.save_user_metadata, inputs=[self.edit_name_input, self.edit_description], outputs=[])\
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.then(fn=None, _js="extraNetworksReloadAll")
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def create_ui(self):
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with gr.Box(visible=False, elem_id=self.id_part, elem_classes="edit-user-metadata") as box:
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@ -142,7 +148,7 @@ class UserMetadataEditor:
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def save_preview(self, index, gallery, name):
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if len(gallery) == 0:
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print("There is no image in gallery to save as a preview.")
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return [self.get_card_html(name)] + [page.create_html(self.ui.tabname) for page in self.ui.stored_extra_pages]
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return [self.get_card_html(name)] + self.regenerate_ui_pages()
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item = self.page.items.get(name, {})
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@ -156,7 +162,10 @@ class UserMetadataEditor:
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images.save_image_with_geninfo(image, geninfo, item["local_preview"])
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return [self.get_card_html(name)] + [page.create_html(self.tabname) for page in self.ui.stored_extra_pages]
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return [self.get_card_html(name)] + self.regenerate_ui_pages()
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def regenerate_ui_pages(self):
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return [page.create_html(self.tabname) for page in self.ui.stored_extra_pages]
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def setup_ui(self, gallery):
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self.button_replace_preview.click(
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@ -1004,7 +1004,7 @@ footer {
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}
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div.block.gradio-box.edit-user-metadata {
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min-width: 56em;
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width: 56em;
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background: var(--body-background-fill);
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padding: 2em !important;
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}
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@ -1021,3 +1021,10 @@ div.block.gradio-box.edit-user-metadata {
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.edit-user-metadata .wrap.translucent{
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background: var(--body-background-fill);
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}
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.edit-user-metadata .gradio-highlightedtext span{
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word-break: break-word;
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}
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.edit-user-metadata-buttons{
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margin-top: 1.5em;
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}
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