diff options
Diffstat (limited to 'extensions-builtin/Lora/ui_edit_user_metadata.py')
| -rw-r--r-- | extensions-builtin/Lora/ui_edit_user_metadata.py | 210 |
1 files changed, 210 insertions, 0 deletions
diff --git a/extensions-builtin/Lora/ui_edit_user_metadata.py b/extensions-builtin/Lora/ui_edit_user_metadata.py new file mode 100644 index 00000000..c8730443 --- /dev/null +++ b/extensions-builtin/Lora/ui_edit_user_metadata.py @@ -0,0 +1,210 @@ +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 = {}
+
+ for _, tags_dict in metadata.get("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, 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["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, {})
+ metadata = item.get("metadata") or {}
+
+ keys = {
+ 'ss_sd_model_name': "Model:",
+ 'ss_clip_skip': "Clip skip:",
+ }
+
+ 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_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, {})
+ 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)),
+ 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, {})
+ 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:
+ 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)
+
+ 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):
+ generate_random_prompt = gr.Button('Generate').style(full_width=True, size="lg")
+
+ self.edit_notes = gr.TextArea(label='Notes', lines=4)
+
+ 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,
+ 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_notes,
+ ]
+
+ self.setup_save_handler(self.button_save, self.save_lora_user_metadata, edited_components)
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