5e4348ebc1
- Add extra positive/negative prompt textareas to all 9 detail pages with session persistence - Add Endless generation button to all detail pages (continuous preview generation until stopped) - Default character selector to "Random Character" on all secondary detail pages - Fix queue clear endpoint (remove spurious auth check) - Refactor app.py into routes/ and services/ modules - Update CLAUDE.md with new architecture documentation - Various data file updates and cleanup Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
618 lines
27 KiB
Python
618 lines
27 KiB
Python
import json
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import os
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import re
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import time
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import random
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import logging
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from flask import render_template, request, redirect, url_for, flash, session, current_app
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from werkzeug.utils import secure_filename
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from sqlalchemy.orm.attributes import flag_modified
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from models import db, Character, Action, Outfit, Style, Scene, Detailer, Checkpoint, Settings, Look
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from services.workflow import _prepare_workflow, _get_default_checkpoint
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from services.job_queue import _enqueue_job, _make_finalize
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from services.prompts import build_prompt, _resolve_character, _ensure_character_fields, _append_background
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from services.sync import sync_actions
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from services.file_io import get_available_loras
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from services.llm import load_prompt, call_llm
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from utils import allowed_file, _LORA_DEFAULTS
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logger = logging.getLogger('gaze')
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def register_routes(app):
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@app.route('/get_missing_actions')
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def get_missing_actions():
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missing = Action.query.filter((Action.image_path == None) | (Action.image_path == '')).order_by(Action.name).all()
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return {'missing': [{'slug': a.slug, 'name': a.name} for a in missing]}
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@app.route('/clear_all_action_covers', methods=['POST'])
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def clear_all_action_covers():
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actions = Action.query.all()
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for action in actions:
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action.image_path = None
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db.session.commit()
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return {'success': True}
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@app.route('/actions')
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def actions_index():
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actions = Action.query.order_by(Action.name).all()
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return render_template('actions/index.html', actions=actions)
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@app.route('/actions/rescan', methods=['POST'])
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def rescan_actions():
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sync_actions()
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flash('Database synced with action files.')
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return redirect(url_for('actions_index'))
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@app.route('/action/<path:slug>')
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def action_detail(slug):
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action = Action.query.filter_by(slug=slug).first_or_404()
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characters = Character.query.order_by(Character.name).all()
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# Load state from session
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preferences = session.get(f'prefs_action_{slug}')
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preview_image = session.get(f'preview_action_{slug}')
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selected_character = session.get(f'char_action_{slug}')
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extra_positive = session.get(f'extra_pos_action_{slug}', '')
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extra_negative = session.get(f'extra_neg_action_{slug}', '')
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# List existing preview images
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upload_dir = os.path.join(app.config['UPLOAD_FOLDER'], f"actions/{slug}")
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existing_previews = []
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if os.path.isdir(upload_dir):
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files = sorted([f for f in os.listdir(upload_dir) if f.lower().endswith(('.png', '.jpg', '.jpeg', '.webp'))], reverse=True)
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existing_previews = [f"actions/{slug}/{f}" for f in files]
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return render_template('actions/detail.html', action=action, characters=characters,
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preferences=preferences, preview_image=preview_image,
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selected_character=selected_character, existing_previews=existing_previews,
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extra_positive=extra_positive, extra_negative=extra_negative)
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@app.route('/action/<path:slug>/edit', methods=['GET', 'POST'])
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def edit_action(slug):
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action = Action.query.filter_by(slug=slug).first_or_404()
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loras = get_available_loras('actions')
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if request.method == 'POST':
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try:
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# 1. Update basic fields
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action.name = request.form.get('action_name')
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# 2. Rebuild the data dictionary
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new_data = action.data.copy()
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new_data['action_name'] = action.name
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# Update action_id if provided
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new_action_id = request.form.get('action_id', action.action_id)
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new_data['action_id'] = new_action_id
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# Update action section
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if 'action' in new_data:
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for key in new_data['action'].keys():
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form_key = f"action_{key}"
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if form_key in request.form:
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new_data['action'][key] = request.form.get(form_key)
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# Update lora section
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if 'lora' in new_data:
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for key in new_data['lora'].keys():
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form_key = f"lora_{key}"
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if form_key in request.form:
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val = request.form.get(form_key)
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if key == 'lora_weight':
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try: val = float(val)
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except: val = 1.0
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new_data['lora'][key] = val
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# LoRA weight randomization bounds
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for bound in ['lora_weight_min', 'lora_weight_max']:
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val_str = request.form.get(f'lora_{bound}', '').strip()
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if val_str:
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try:
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new_data.setdefault('lora', {})[bound] = float(val_str)
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except ValueError:
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pass
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else:
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new_data.setdefault('lora', {}).pop(bound, None)
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# Update Tags (comma separated string to list)
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tags_raw = request.form.get('tags', '')
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new_data['tags'] = [t.strip() for f in tags_raw.split(',') for t in [f.strip()] if t]
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action.data = new_data
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flag_modified(action, "data")
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# 3. Write back to JSON file
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action_file = action.filename or f"{re.sub(r'[^a-zA-Z0-9_]', '', action.action_id)}.json"
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file_path = os.path.join(app.config['ACTIONS_DIR'], action_file)
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with open(file_path, 'w') as f:
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json.dump(new_data, f, indent=2)
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db.session.commit()
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flash('Action profile updated successfully!')
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return redirect(url_for('action_detail', slug=slug))
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except Exception as e:
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print(f"Edit error: {e}")
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flash(f"Error saving changes: {str(e)}")
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return render_template('actions/edit.html', action=action, loras=loras)
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@app.route('/action/<path:slug>/upload', methods=['POST'])
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def upload_action_image(slug):
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action = Action.query.filter_by(slug=slug).first_or_404()
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if 'image' not in request.files:
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flash('No file part')
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return redirect(request.url)
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file = request.files['image']
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if file.filename == '':
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flash('No selected file')
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return redirect(request.url)
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if file and allowed_file(file.filename):
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# Create action subfolder
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action_folder = os.path.join(app.config['UPLOAD_FOLDER'], f"actions/{slug}")
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os.makedirs(action_folder, exist_ok=True)
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filename = secure_filename(file.filename)
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file_path = os.path.join(action_folder, filename)
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file.save(file_path)
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# Store relative path in DB
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action.image_path = f"actions/{slug}/{filename}"
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db.session.commit()
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flash('Image uploaded successfully!')
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return redirect(url_for('action_detail', slug=slug))
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@app.route('/action/<path:slug>/generate', methods=['POST'])
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def generate_action_image(slug):
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action_obj = Action.query.filter_by(slug=slug).first_or_404()
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try:
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# Get action type
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action = request.form.get('action', 'preview')
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# Get selected fields
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selected_fields = request.form.getlist('include_field')
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# Get selected character (if any)
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character_slug = request.form.get('character_slug', '')
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character = None
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character = _resolve_character(character_slug)
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if character_slug == '__random__' and character:
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character_slug = character.slug
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# Get additional prompts
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extra_positive = request.form.get('extra_positive', '').strip()
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extra_negative = request.form.get('extra_negative', '').strip()
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# Save preferences
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session[f'char_action_{slug}'] = character_slug
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session[f'prefs_action_{slug}'] = selected_fields
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session[f'extra_pos_action_{slug}'] = extra_positive
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session[f'extra_neg_action_{slug}'] = extra_negative
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session.modified = True
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# Build combined data for prompt building
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if character:
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# Combine character identity/wardrobe with action details
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# Action details replace character's 'defaults' (pose, etc.)
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combined_data = character.data.copy()
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# Update 'defaults' with action details
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action_data = action_obj.data.get('action', {})
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combined_data['action'] = action_data # Ensure action section is present for routing
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combined_data['participants'] = action_obj.data.get('participants', {}) # Add participants
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# Aggregate pose-related fields into 'pose'
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pose_fields = ['full_body', 'arms', 'hands', 'torso', 'pelvis', 'legs', 'feet']
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pose_parts = [action_data.get(k) for k in pose_fields if action_data.get(k)]
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# Aggregate expression-related fields into 'expression'
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expression_parts = [action_data.get(k) for k in ['head', 'eyes'] if action_data.get(k)]
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combined_data['defaults'] = {
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'pose': ", ".join(pose_parts),
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'expression': ", ".join(expression_parts),
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'scene': action_data.get('additional', '')
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}
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# Merge lora triggers if present
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action_lora = action_obj.data.get('lora', {})
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if action_lora.get('lora_triggers'):
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if 'lora' not in combined_data: combined_data['lora'] = {}
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combined_data['lora']['lora_triggers'] = f"{combined_data['lora'].get('lora_triggers', '')}, {action_lora['lora_triggers']}"
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# Merge tags
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combined_data['tags'] = list(set(combined_data.get('tags', []) + action_obj.data.get('tags', [])))
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# Use action's defaults if no manual selection
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if not selected_fields:
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selected_fields = list(action_obj.default_fields) if action_obj.default_fields else []
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# Auto-include essential character fields if a character is selected
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if selected_fields:
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_ensure_character_fields(character, selected_fields)
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else:
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# Fallback to sensible defaults if still empty (no checkboxes and no action defaults)
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selected_fields = ['special::name', 'defaults::pose', 'defaults::expression']
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# Add identity fields
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for key in ['base_specs', 'hair', 'eyes']:
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if character.data.get('identity', {}).get(key):
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selected_fields.append(f'identity::{key}')
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# Add wardrobe fields
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wardrobe = character.get_active_wardrobe()
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for key in ['full_body', 'headwear', 'top', 'bottom', 'legwear', 'footwear', 'hands', 'gloves', 'accessories']:
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if wardrobe.get(key):
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selected_fields.append(f'wardrobe::{key}')
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default_fields = action_obj.default_fields
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active_outfit = character.active_outfit
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else:
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# Action only - no character (rarely makes sense for actions but let's handle it)
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action_data = action_obj.data.get('action', {})
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# Aggregate pose-related fields into 'pose'
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pose_fields = ['full_body', 'arms', 'hands', 'torso', 'pelvis', 'legs', 'feet']
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pose_parts = [action_data.get(k) for k in pose_fields if action_data.get(k)]
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# Aggregate expression-related fields into 'expression'
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expression_parts = [action_data.get(k) for k in ['head', 'eyes'] if action_data.get(k)]
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combined_data = {
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'character_id': action_obj.action_id,
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'defaults': {
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'pose': ", ".join(pose_parts),
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'expression': ", ".join(expression_parts),
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'scene': action_data.get('additional', '')
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},
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'lora': action_obj.data.get('lora', {}),
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'tags': action_obj.data.get('tags', [])
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}
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if not selected_fields:
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selected_fields = ['defaults::pose', 'defaults::expression', 'defaults::scene', 'lora::lora_triggers', 'special::tags']
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default_fields = action_obj.default_fields
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active_outfit = 'default'
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# Queue generation
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with open('comfy_workflow.json', 'r') as f:
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workflow = json.load(f)
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# Build prompts for combined data
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prompts = build_prompt(combined_data, selected_fields, default_fields, active_outfit=active_outfit)
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# Handle multiple female characters
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participants = action_obj.data.get('participants', {})
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orientation = participants.get('orientation', '')
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f_count = orientation.upper().count('F')
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if f_count > 1:
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# We need f_count - 1 additional characters
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num_extras = f_count - 1
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# Get all characters excluding the current one
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query = Character.query
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if character:
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query = query.filter(Character.id != character.id)
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all_others = query.all()
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if len(all_others) >= num_extras:
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extras = random.sample(all_others, num_extras)
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for extra_char in extras:
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extra_parts = []
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# Identity
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ident = extra_char.data.get('identity', {})
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for key in ['base_specs', 'hair', 'eyes', 'extra']:
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val = ident.get(key)
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if val:
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# Remove 1girl/solo
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val = re.sub(r'\b(1girl|1boy|solo)\b', '', val).replace(', ,', ',').strip(', ')
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extra_parts.append(val)
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# Wardrobe (active outfit)
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wardrobe = extra_char.get_active_wardrobe()
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for key in ['top', 'headwear', 'legwear', 'footwear', 'accessories']:
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val = wardrobe.get(key)
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if val:
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extra_parts.append(val)
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# Append to main prompt
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if extra_parts:
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prompts["main"] += ", " + ", ".join(extra_parts)
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print(f"Added extra character: {extra_char.name}")
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_append_background(prompts, character)
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if extra_positive:
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prompts["main"] = f"{prompts['main']}, {extra_positive}"
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# Parse optional seed
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seed_val = request.form.get('seed', '').strip()
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fixed_seed = int(seed_val) if seed_val else None
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# Prepare workflow
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ckpt_path, ckpt_data = _get_default_checkpoint()
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workflow = _prepare_workflow(workflow, character, prompts, action=action_obj, custom_negative=extra_negative or None, checkpoint=ckpt_path, checkpoint_data=ckpt_data, fixed_seed=fixed_seed)
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char_label = character.name if character else 'no character'
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label = f"Action: {action_obj.name} ({char_label}) – {action}"
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job = _enqueue_job(label, workflow, _make_finalize('actions', slug, Action, action))
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if request.headers.get('X-Requested-With') == 'XMLHttpRequest':
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return {'status': 'queued', 'job_id': job['id']}
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return redirect(url_for('action_detail', slug=slug))
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except Exception as e:
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print(f"Generation error: {e}")
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if request.headers.get('X-Requested-With') == 'XMLHttpRequest':
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return {'error': str(e)}, 500
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flash(f"Error during generation: {str(e)}")
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return redirect(url_for('action_detail', slug=slug))
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@app.route('/action/<path:slug>/replace_cover_from_preview', methods=['POST'])
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def replace_action_cover_from_preview(slug):
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action = Action.query.filter_by(slug=slug).first_or_404()
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preview_path = request.form.get('preview_path')
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if preview_path and os.path.exists(os.path.join(app.config['UPLOAD_FOLDER'], preview_path)):
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action.image_path = preview_path
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db.session.commit()
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flash('Cover image updated!')
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else:
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flash('No valid preview image selected.', 'error')
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return redirect(url_for('action_detail', slug=slug))
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@app.route('/action/<path:slug>/save_defaults', methods=['POST'])
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def save_action_defaults(slug):
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action = Action.query.filter_by(slug=slug).first_or_404()
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selected_fields = request.form.getlist('include_field')
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action.default_fields = selected_fields
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db.session.commit()
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flash('Default prompt selection saved for this action!')
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return redirect(url_for('action_detail', slug=slug))
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@app.route('/actions/bulk_create', methods=['POST'])
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def bulk_create_actions_from_loras():
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_s = Settings.query.first()
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actions_lora_dir = ((_s.lora_dir_actions if _s else None) or '/ImageModels/lora/Illustrious/Poses').rstrip('/')
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_lora_subfolder = os.path.basename(actions_lora_dir)
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if not os.path.exists(actions_lora_dir):
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flash('Actions LoRA directory not found.', 'error')
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return redirect(url_for('actions_index'))
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overwrite = request.form.get('overwrite') == 'true'
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created_count = 0
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skipped_count = 0
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overwritten_count = 0
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system_prompt = load_prompt('action_system.txt')
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if not system_prompt:
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flash('Action system prompt file not found.', 'error')
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return redirect(url_for('actions_index'))
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for filename in os.listdir(actions_lora_dir):
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if filename.endswith('.safetensors'):
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name_base = filename.rsplit('.', 1)[0]
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action_id = re.sub(r'[^a-zA-Z0-9_]', '_', name_base.lower())
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action_name = re.sub(r'[^a-zA-Z0-9]+', ' ', name_base).title()
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json_filename = f"{action_id}.json"
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json_path = os.path.join(app.config['ACTIONS_DIR'], json_filename)
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is_existing = os.path.exists(json_path)
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if is_existing and not overwrite:
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skipped_count += 1
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continue
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html_filename = f"{name_base}.html"
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html_path = os.path.join(actions_lora_dir, html_filename)
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html_content = ""
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if os.path.exists(html_path):
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try:
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with open(html_path, 'r', encoding='utf-8', errors='ignore') as hf:
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html_raw = hf.read()
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# Strip HTML tags but keep text content for LLM context
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clean_html = re.sub(r'<script[^>]*>.*?</script>', '', html_raw, flags=re.DOTALL)
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clean_html = re.sub(r'<style[^>]*>.*?</style>', '', clean_html, flags=re.DOTALL)
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clean_html = re.sub(r'<img[^>]*>', '', clean_html)
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clean_html = re.sub(r'<[^>]+>', ' ', clean_html)
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html_content = ' '.join(clean_html.split())
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except Exception as e:
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print(f"Error reading HTML {html_filename}: {e}")
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try:
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print(f"Asking LLM to describe action: {action_name}")
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prompt = f"Describe an action/pose for an AI image generation model based on the LoRA filename: '{filename}'"
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if html_content:
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prompt += f"\n\nHere is descriptive text and metadata extracted from an associated HTML file for this LoRA:\n###\n{html_content[:3000]}\n###"
|
||
|
||
llm_response = call_llm(prompt, system_prompt)
|
||
|
||
# Clean response
|
||
clean_json = llm_response.replace('```json', '').replace('```', '').strip()
|
||
action_data = json.loads(clean_json)
|
||
|
||
# Enforce system values while preserving LLM-extracted metadata
|
||
action_data['action_id'] = action_id
|
||
action_data['action_name'] = action_name
|
||
|
||
# Update lora dict safely
|
||
if 'lora' not in action_data: action_data['lora'] = {}
|
||
action_data['lora']['lora_name'] = f"Illustrious/{_lora_subfolder}/{filename}"
|
||
|
||
# Fallbacks if LLM failed to extract metadata
|
||
if not action_data['lora'].get('lora_triggers'):
|
||
action_data['lora']['lora_triggers'] = name_base
|
||
if action_data['lora'].get('lora_weight') is None:
|
||
action_data['lora']['lora_weight'] = 1.0
|
||
if action_data['lora'].get('lora_weight_min') is None:
|
||
action_data['lora']['lora_weight_min'] = 0.7
|
||
if action_data['lora'].get('lora_weight_max') is None:
|
||
action_data['lora']['lora_weight_max'] = 1.0
|
||
|
||
with open(json_path, 'w') as f:
|
||
json.dump(action_data, f, indent=2)
|
||
|
||
if is_existing:
|
||
overwritten_count += 1
|
||
else:
|
||
created_count += 1
|
||
|
||
# Small delay to avoid API rate limits if many files
|
||
time.sleep(0.5)
|
||
|
||
except Exception as e:
|
||
print(f"Error creating action for {filename}: {e}")
|
||
|
||
if created_count > 0 or overwritten_count > 0:
|
||
sync_actions()
|
||
msg = f'Successfully processed actions: {created_count} created, {overwritten_count} overwritten.'
|
||
if skipped_count > 0:
|
||
msg += f' (Skipped {skipped_count} existing)'
|
||
flash(msg)
|
||
else:
|
||
flash(f'No actions created or overwritten. {skipped_count} existing actions found.')
|
||
|
||
return redirect(url_for('actions_index'))
|
||
|
||
@app.route('/action/create', methods=['GET', 'POST'])
|
||
def create_action():
|
||
if request.method == 'POST':
|
||
name = request.form.get('name')
|
||
slug = request.form.get('filename', '').strip()
|
||
prompt = request.form.get('prompt', '')
|
||
use_llm = request.form.get('use_llm') == 'on'
|
||
|
||
if not slug:
|
||
slug = re.sub(r'[^a-zA-Z0-9]+', '_', name.lower()).strip('_')
|
||
|
||
safe_slug = re.sub(r'[^a-zA-Z0-9_]', '', slug)
|
||
if not safe_slug:
|
||
safe_slug = 'action'
|
||
|
||
base_slug = safe_slug
|
||
counter = 1
|
||
while os.path.exists(os.path.join(app.config['ACTIONS_DIR'], f"{safe_slug}.json")):
|
||
safe_slug = f"{base_slug}_{counter}"
|
||
counter += 1
|
||
|
||
if use_llm:
|
||
if not prompt:
|
||
flash("Description is required when AI generation is enabled.")
|
||
return redirect(request.url)
|
||
|
||
system_prompt = load_prompt('action_system.txt')
|
||
if not system_prompt:
|
||
flash("Action system prompt file not found.")
|
||
return redirect(request.url)
|
||
|
||
try:
|
||
llm_response = call_llm(f"Create an action profile for '{name}' based on this description: {prompt}", system_prompt)
|
||
clean_json = llm_response.replace('```json', '').replace('```', '').strip()
|
||
action_data = json.loads(clean_json)
|
||
action_data['action_id'] = safe_slug
|
||
action_data['action_name'] = name
|
||
except Exception as e:
|
||
print(f"LLM error: {e}")
|
||
flash(f"Failed to generate action profile: {e}")
|
||
return redirect(request.url)
|
||
else:
|
||
action_data = {
|
||
"action_id": safe_slug,
|
||
"action_name": name,
|
||
"action": {
|
||
"full_body": "", "head": "", "eyes": "", "arms": "", "hands": "",
|
||
"torso": "", "pelvis": "", "legs": "", "feet": "", "additional": ""
|
||
},
|
||
"lora": {"lora_name": "", "lora_weight": 1.0, "lora_triggers": ""},
|
||
"tags": []
|
||
}
|
||
|
||
try:
|
||
file_path = os.path.join(app.config['ACTIONS_DIR'], f"{safe_slug}.json")
|
||
with open(file_path, 'w') as f:
|
||
json.dump(action_data, f, indent=2)
|
||
|
||
new_action = Action(
|
||
action_id=safe_slug, slug=safe_slug, filename=f"{safe_slug}.json",
|
||
name=name, data=action_data
|
||
)
|
||
db.session.add(new_action)
|
||
db.session.commit()
|
||
|
||
flash('Action created successfully!')
|
||
return redirect(url_for('action_detail', slug=safe_slug))
|
||
except Exception as e:
|
||
print(f"Save error: {e}")
|
||
flash(f"Failed to create action: {e}")
|
||
return redirect(request.url)
|
||
|
||
return render_template('actions/create.html')
|
||
|
||
@app.route('/action/<path:slug>/clone', methods=['POST'])
|
||
def clone_action(slug):
|
||
action = Action.query.filter_by(slug=slug).first_or_404()
|
||
|
||
# Find the next available number for the clone
|
||
base_id = action.action_id
|
||
match = re.match(r'^(.+?)_(\d+)$', base_id)
|
||
if match:
|
||
base_name = match.group(1)
|
||
current_num = int(match.group(2))
|
||
else:
|
||
base_name = base_id
|
||
current_num = 1
|
||
|
||
next_num = current_num + 1
|
||
while True:
|
||
new_id = f"{base_name}_{next_num:02d}"
|
||
new_filename = f"{new_id}.json"
|
||
new_path = os.path.join(app.config['ACTIONS_DIR'], new_filename)
|
||
if not os.path.exists(new_path):
|
||
break
|
||
next_num += 1
|
||
|
||
new_data = action.data.copy()
|
||
new_data['action_id'] = new_id
|
||
new_data['action_name'] = f"{action.name} (Copy)"
|
||
|
||
with open(new_path, 'w') as f:
|
||
json.dump(new_data, f, indent=2)
|
||
|
||
new_slug = re.sub(r'[^a-zA-Z0-9_]', '', new_id)
|
||
new_action = Action(
|
||
action_id=new_id, slug=new_slug, filename=new_filename,
|
||
name=new_data['action_name'], data=new_data
|
||
)
|
||
db.session.add(new_action)
|
||
db.session.commit()
|
||
|
||
flash(f'Action cloned as "{new_id}"!')
|
||
return redirect(url_for('action_detail', slug=new_slug))
|
||
|
||
@app.route('/action/<path:slug>/save_json', methods=['POST'])
|
||
def save_action_json(slug):
|
||
action = Action.query.filter_by(slug=slug).first_or_404()
|
||
try:
|
||
new_data = json.loads(request.form.get('json_data', ''))
|
||
except (ValueError, TypeError) as e:
|
||
return {'success': False, 'error': f'Invalid JSON: {e}'}, 400
|
||
action.data = new_data
|
||
flag_modified(action, 'data')
|
||
db.session.commit()
|
||
if action.filename:
|
||
file_path = os.path.join(app.config['ACTIONS_DIR'], action.filename)
|
||
with open(file_path, 'w') as f:
|
||
json.dump(new_data, f, indent=2)
|
||
return {'success': True}
|