mirror of
https://github.com/willmiao/ComfyUI-Lora-Manager.git
synced 2026-08-28 00:11:27 -03:00
docs: merge CLAUDE.md content into AGENTS.md and remove CLAUDE.md
This commit is contained in:
Will Miao
@@ -2,6 +2,10 @@
|
||||
|
||||
This file provides guidance for agentic coding assistants working in this repository.
|
||||
|
||||
## Overview
|
||||
|
||||
ComfyUI LoRA Manager is a comprehensive LoRA management system for ComfyUI that combines a Python backend with browser-based widgets. It provides model organization, downloading from CivitAI/CivArchive, recipe management, and one-click workflow integration.
|
||||
|
||||
## Development Commands
|
||||
|
||||
### Backend Development
|
||||
@@ -28,16 +32,21 @@ COVERAGE_FILE=coverage/backend/.coverage pytest \
|
||||
--cov=py --cov=standalone \
|
||||
--cov-report=term-missing \
|
||||
--cov-report=html:coverage/backend/html \
|
||||
--cov-report=xml:coverage/backend/coverage.xml
|
||||
--cov-report=xml:coverage/backend/coverage.xml \
|
||||
--cov-report=json:coverage/backend/coverage.json
|
||||
```
|
||||
|
||||
### Frontend Development (LoRA Manager Web UI)
|
||||
|
||||
```bash
|
||||
# Install dependencies (root and Vue widgets)
|
||||
npm install
|
||||
cd vue-widgets && npm install && cd ..
|
||||
|
||||
npm test # Run all tests (JS + Vue)
|
||||
npm run test:js # Run JS tests only
|
||||
npm run test:watch # Watch mode
|
||||
npm run test:vue # Run Vue widget tests only
|
||||
npm run test:watch # Watch mode (JS tests only)
|
||||
npm run test:coverage # Generate coverage report
|
||||
```
|
||||
|
||||
@@ -54,88 +63,159 @@ npm run test:watch # Watch mode
|
||||
npm run test:coverage # Generate coverage report
|
||||
```
|
||||
|
||||
## Python Code Style
|
||||
### Localization
|
||||
|
||||
### Imports & Formatting
|
||||
```bash
|
||||
# Sync translation keys after UI string updates
|
||||
python scripts/sync_translation_keys.py
|
||||
```
|
||||
|
||||
Locale files are in `locales/` (en, zh-CN, zh-TW, ja, ko, fr, de, es, ru, he).
|
||||
|
||||
## Code Style
|
||||
|
||||
### Python
|
||||
|
||||
#### Imports & Formatting
|
||||
|
||||
- Use `from __future__ import annotations` for forward references
|
||||
- Group imports: standard library, third-party, local (blank line separated)
|
||||
- Use `TYPE_CHECKING` guard for type-checking-only imports
|
||||
- Absolute imports within `py/`: `from ..services import X`
|
||||
- PEP 8 with 4-space indentation, type hints required
|
||||
|
||||
### Naming Conventions
|
||||
#### Naming Conventions
|
||||
|
||||
- Files: `snake_case.py`, Classes: `PascalCase`, Functions/vars: `snake_case`
|
||||
- Constants: `UPPER_SNAKE_CASE`, Private: `_protected`, `__mangled`
|
||||
|
||||
### Error Handling & Async
|
||||
#### Error Handling & Async
|
||||
|
||||
- Use `logging.getLogger(__name__)`, define custom exceptions in `py/services/errors.py`
|
||||
- `async def` for I/O, `@pytest.mark.asyncio` for async tests
|
||||
- Singleton with `asyncio.Lock`: see `ModelScanner.get_instance()`
|
||||
- Return `aiohttp.web.json_response` or `web.Response`
|
||||
|
||||
### Testing
|
||||
### JavaScript/TypeScript
|
||||
|
||||
- `pytest` with `--import-mode=importlib`
|
||||
- Fixtures in `tests/conftest.py`, use `tmp_path_factory` for isolation
|
||||
- Mark tests needing real paths: `@pytest.mark.no_settings_dir_isolation`
|
||||
- Mock ComfyUI dependencies via conftest patterns
|
||||
|
||||
## JavaScript/TypeScript Code Style
|
||||
|
||||
### Imports & Modules
|
||||
#### Imports & Modules
|
||||
|
||||
- ES modules: `import { app } from "../../scripts/app.js"` for ComfyUI
|
||||
- Vue: `import { ref, computed } from 'vue'`, type imports: `import type { Foo }`
|
||||
- Export named functions: `export function foo() {}`
|
||||
|
||||
### Naming & Formatting
|
||||
#### Naming & Formatting
|
||||
|
||||
- camelCase for functions/vars/props, PascalCase for classes
|
||||
- Constants: `UPPER_SNAKE_CASE`, Files: `snake_case.js` or `kebab-case.js`
|
||||
- 2-space indentation preferred (follow existing file conventions)
|
||||
- Vue Single File Components: `<script setup lang="ts">` preferred
|
||||
|
||||
### Widget Development
|
||||
#### Widget Development
|
||||
|
||||
- Prefer vanilla JS for `web/comfyui/` widgets; avoid framework dependencies (except the Vue widgets in `vue-widgets/`)
|
||||
- ComfyUI: `app.registerExtension()`, `node.addDOMWidget(name, type, element, options)`
|
||||
- Event handlers via `addEventListener` or widget callbacks
|
||||
- Shared utilities: `web/comfyui/utils.js`
|
||||
- Dual-mode rendering patterns (canvas vs Vue): see `docs/comfyui-dual-mode-widgets.md`
|
||||
|
||||
### Vue Composables Pattern
|
||||
#### Vue Composables Pattern
|
||||
|
||||
- Use composition API: `useXxxState(widget)`, return reactive refs and methods
|
||||
- Guard restoration loops with flag: `let isRestoring = false`
|
||||
- Build config from state: `const buildConfig = (): Config => { ... }`
|
||||
|
||||
## Architecture Patterns
|
||||
## Architecture
|
||||
|
||||
### Dual Mode Operation
|
||||
|
||||
The system runs in two modes:
|
||||
- **ComfyUI plugin mode**: Integrates with ComfyUI's PromptServer, uses `folder_paths` for model discovery
|
||||
- **Standalone mode**: `standalone.py` mocks ComfyUI dependencies, reads paths from `settings.json`
|
||||
- Detection: `os.environ.get("LORA_MANAGER_STANDALONE", "0") == "1"`
|
||||
|
||||
### Backend Entry Points
|
||||
|
||||
- `__init__.py` — ComfyUI plugin entry: registers nodes via `NODE_CLASS_MAPPINGS`, sets `WEB_DIRECTORY`, calls `LoraManager.add_routes()`
|
||||
- `standalone.py` — Standalone server: mocks `folder_paths` and node modules, starts aiohttp server
|
||||
- `py/lora_manager.py` — Main `LoraManager` class that registers all HTTP routes
|
||||
|
||||
### Service Layer
|
||||
|
||||
- `ServiceRegistry` singleton for DI, services use `get_instance()` classmethod
|
||||
- `BaseModelService` abstract base → `LoraService`, `CheckpointService`, `EmbeddingService`
|
||||
- `ModelScanner` base → `LoraScanner`, `CheckpointScanner`, `EmbeddingScanner` for file discovery with hash-based deduplication
|
||||
- `PersistentModelCache` (SQLite) for metadata persistence
|
||||
- `MetadataSyncService` — background sync from CivitAI/CivArchive APIs
|
||||
- `SettingsManager` — settings with schema migration support
|
||||
- `WebSocketManager` — real-time progress broadcasting
|
||||
- `ModelServiceFactory` — creates the right service for each model type
|
||||
- Use cases in `py/services/use_cases/` orchestrate complex business logic (auto-organize, bulk refresh, downloads)
|
||||
- Separate scanners (discovery) from services (business logic)
|
||||
- Handlers in `py/routes/handlers/` are pure functions with deps as params
|
||||
|
||||
### Model Types & Routes
|
||||
|
||||
- `BaseModelService` base for LoRA, Checkpoint, Embedding
|
||||
- `ModelScanner` for file discovery, hash deduplication
|
||||
- `PersistentModelCache` (SQLite) for persistence
|
||||
- Route registrars: `ModelRouteRegistrar`, endpoints: `/loras/*`, `/checkpoints/*`, `/embeddings/*`
|
||||
- WebSocket via `WebSocketManager` for real-time updates
|
||||
- API endpoints follow `/loras/*`, `/checkpoints/*`, `/embeddings/*` patterns
|
||||
- Route registrars organize endpoints by domain: `ModelRouteRegistrar`, `RecipeRouteRegistrar`, etc.
|
||||
- Request handlers in `py/routes/handlers/` implement route logic
|
||||
- All routes use aiohttp, return `web.json_response` or `web.Response`
|
||||
|
||||
### Recipe System
|
||||
|
||||
- Base: `py/recipes/base.py`, Enrichment: `RecipeEnrichmentService`
|
||||
- Parsers: `py/recipes/parsers/`
|
||||
- Base: `py/recipes/base.py`, Enrichment: `RecipeEnrichmentService` in `py/recipes/enrichment.py`
|
||||
- Parsers: `py/recipes/parsers/` for PNG metadata, JSON, and workflow formats
|
||||
|
||||
### Custom Nodes
|
||||
|
||||
- Location: `py/nodes/`, all nodes registered in `__init__.py`
|
||||
- Each node class has a `NAME` class attribute used as key in `NODE_CLASS_MAPPINGS`
|
||||
- Standard ComfyUI node pattern: `INPUT_TYPES()` classmethod, `RETURN_TYPES`, `FUNCTION`
|
||||
|
||||
### Configuration
|
||||
|
||||
- `py/config.py` manages folder paths for models and handles symlink mappings
|
||||
- Auto-saves paths to `settings.json` in ComfyUI mode
|
||||
|
||||
### Frontend UI Architecture
|
||||
|
||||
#### 1. LoRA Manager Web UI
|
||||
- Location: `./static/` (JS/CSS) and `./templates/` (HTML)
|
||||
- Tech: Vanilla JS + CSS, served by the hosting server (ComfyUI app in plugin mode, `standalone.py` in standalone mode)
|
||||
- Tests: `tests/frontend/**/*.test.js` (vitest + jsdom)
|
||||
|
||||
#### 2. ComfyUI Custom Node Widgets
|
||||
- Location: `./web/comfyui/` (Vanilla JS) + `./vue-widgets/` (Vue)
|
||||
- Primary styles: `./web/comfyui/lm_styles.css` (NOT `./static/css/`)
|
||||
- Vue widgets: Vue 3 + TypeScript + PrimeVue + vue-i18n, e.g. `LoraPoolWidget`, `LoraRandomizerWidget`, `LoraCyclerWidget`, `AutocompleteTextWidget`
|
||||
- Vue builds to `./web/comfyui/vue-widgets/`; auto-built on ComfyUI startup via `py/vue_widget_builder.py`, typecheck via `vue-tsc`
|
||||
- Widget registration: `app.registerExtension()` and `getCustomWidgets` hooks; `node.addDOMWidget(...)` embeds HTML in LiteGraph nodes
|
||||
- See `docs/dom_widget_dev_guide.md` for the DOMWidget development guide
|
||||
|
||||
## Testing
|
||||
|
||||
### Backend (pytest)
|
||||
|
||||
- Config in `pytest.ini`: `--import-mode=importlib`, testpaths=`tests`
|
||||
- Fixtures in `tests/conftest.py` mock ComfyUI dependencies; use `tmp_path_factory` for isolation
|
||||
- Markers: `@pytest.mark.asyncio`, `@pytest.mark.no_settings_dir_isolation` (tests needing real settings paths)
|
||||
|
||||
### Frontend (vitest)
|
||||
|
||||
- Vanilla JS tests: `tests/frontend/**/*.test.js` with jsdom; setup in `tests/frontend/setup.js`
|
||||
- Vue widget tests: `vue-widgets/tests/**/*.test.ts` with jsdom + `@vue/test-utils`
|
||||
|
||||
## Key Integration Points
|
||||
|
||||
- **Settings:** Stored in the user config directory (via `platformdirs`) or portable mode (`"use_portable_settings": true`)
|
||||
- **CivitAI/CivArchive:** API clients for metadata sync and model downloads; CivitAI API key stored in settings
|
||||
- **Symlinks:** Config scans symlinks to map virtual→physical paths; fingerprinting prevents redundant rescans
|
||||
- **WebSocket:** Broadcasts real-time progress for downloads, scans, and metadata sync
|
||||
- **Model scanning flow:** Walk folders → compute hashes → deduplicate → extract safetensors metadata → cache in SQLite → background CivitAI sync → WebSocket broadcast
|
||||
|
||||
## Important Notes
|
||||
|
||||
- ALWAYS use English for comments (per copilot-instructions.md)
|
||||
- Dual mode: ComfyUI plugin (folder_paths) vs standalone (settings.json)
|
||||
- Detection: `os.environ.get("LORA_MANAGER_STANDALONE", "0") == "1"`
|
||||
- Run `python scripts/sync_translation_keys.py` after adding UI strings to `locales/en.json`
|
||||
- Symlinks require normalized paths.
|
||||
**Business paths vs real paths**: All stored paths and operation routing use the
|
||||
@@ -150,16 +230,4 @@ npm run test:coverage # Generate coverage report
|
||||
- Follow the style of recent repository commits when writing commit messages
|
||||
- Prefer the repo's existing `feat(...)`, `fix(...)`, `chore:` style where applicable
|
||||
- If the user has provided a GitHub issue link or issue ID for the task, mention that issue in the commit message, for example `(#871)`
|
||||
- When unrelated local changes exist, stage and commit only the files relevant to the requested task
|
||||
|
||||
## Frontend UI Architecture
|
||||
|
||||
### 1. LoRA Manager Web UI
|
||||
- Location: `./static/` and `./templates/`
|
||||
- Tech: Vanilla JS + CSS, served by the hosting server (ComfyUI app in plugin mode, `standalone.py` in standalone mode)
|
||||
- Tests via npm in root directory
|
||||
|
||||
### 2. ComfyUI Custom Node Widgets
|
||||
- Location: `./web/comfyui/` (Vanilla JS) + `./vue-widgets/` (Vue)
|
||||
- Primary styles: `./web/comfyui/lm_styles.css` (NOT `./static/css/`)
|
||||
- Vue builds to `./web/comfyui/vue-widgets/`, typecheck via `vue-tsc`
|
||||
- When unrelated local changes exist, stage and commit only the files relevant to the requested task
|
||||
@@ -1,189 +0,0 @@
|
||||
# CLAUDE.md
|
||||
|
||||
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
|
||||
|
||||
## Overview
|
||||
|
||||
ComfyUI LoRA Manager is a comprehensive LoRA management system for ComfyUI that combines a Python backend with browser-based widgets. It provides model organization, downloading from CivitAI/CivArchive, recipe management, and one-click workflow integration.
|
||||
|
||||
## Development Commands
|
||||
|
||||
### Backend
|
||||
|
||||
```bash
|
||||
pip install -r requirements.txt
|
||||
pip install -r requirements-dev.txt
|
||||
|
||||
# Run standalone server (port 8188 by default)
|
||||
python standalone.py --port 8188
|
||||
|
||||
# Run all backend tests
|
||||
pytest
|
||||
|
||||
# Run specific test file or function
|
||||
pytest tests/test_recipes.py
|
||||
pytest tests/test_recipes.py::test_function_name
|
||||
|
||||
# Run backend tests with coverage
|
||||
COVERAGE_FILE=coverage/backend/.coverage pytest \
|
||||
--cov=py \
|
||||
--cov=standalone \
|
||||
--cov-report=term-missing \
|
||||
--cov-report=html:coverage/backend/html \
|
||||
--cov-report=xml:coverage/backend/coverage.xml \
|
||||
--cov-report=json:coverage/backend/coverage.json
|
||||
```
|
||||
|
||||
### Frontend
|
||||
|
||||
There are three test suites run by `npm test`: vanilla JS tests (vitest at root) and Vue widget tests (`vue-widgets/` vitest).
|
||||
|
||||
```bash
|
||||
npm install
|
||||
cd vue-widgets && npm install && cd ..
|
||||
|
||||
# Run all frontend tests (JS + Vue)
|
||||
npm test
|
||||
|
||||
# Run only vanilla JS tests
|
||||
npm run test:js
|
||||
|
||||
# Run only Vue widget tests
|
||||
npm run test:vue
|
||||
|
||||
# Watch mode (JS tests only)
|
||||
npm run test:watch
|
||||
|
||||
# Frontend coverage
|
||||
npm run test:coverage
|
||||
|
||||
# Build Vue widgets (output to web/comfyui/vue-widgets/)
|
||||
cd vue-widgets && npm run build
|
||||
|
||||
# Vue widget dev mode (watch + rebuild)
|
||||
cd vue-widgets && npm run dev
|
||||
|
||||
# Typecheck Vue widgets
|
||||
cd vue-widgets && npm run typecheck
|
||||
```
|
||||
|
||||
### Localization
|
||||
|
||||
```bash
|
||||
# Sync translation keys after UI string updates
|
||||
python scripts/sync_translation_keys.py
|
||||
```
|
||||
|
||||
Locale files are in `locales/` (en, zh-CN, zh-TW, ja, ko, fr, de, es, ru, he).
|
||||
|
||||
## Architecture
|
||||
|
||||
### Dual Mode Operation
|
||||
|
||||
The system runs in two modes:
|
||||
- **ComfyUI plugin mode**: Integrates with ComfyUI's PromptServer, uses `folder_paths` for model discovery
|
||||
- **Standalone mode**: `standalone.py` mocks ComfyUI dependencies, reads paths from `settings.json`
|
||||
- Detection: `os.environ.get("LORA_MANAGER_STANDALONE", "0") == "1"`
|
||||
|
||||
### Backend (Python)
|
||||
|
||||
**Entry points:**
|
||||
- `__init__.py` — ComfyUI plugin entry: registers nodes via `NODE_CLASS_MAPPINGS`, sets `WEB_DIRECTORY`, calls `LoraManager.add_routes()`
|
||||
- `standalone.py` — Standalone server: mocks `folder_paths` and node modules, starts aiohttp server
|
||||
- `py/lora_manager.py` — Main `LoraManager` class that registers all HTTP routes
|
||||
|
||||
**Service layer** (`py/services/`):
|
||||
- `ServiceRegistry` singleton for dependency injection; services follow `get_instance()` singleton pattern
|
||||
- `BaseModelService` abstract base → `LoraService`, `CheckpointService`, `EmbeddingService`
|
||||
- `ModelScanner` base → `LoraScanner`, `CheckpointScanner`, `EmbeddingScanner` for file discovery with hash-based deduplication
|
||||
- `PersistentModelCache` — SQLite-based metadata cache
|
||||
- `MetadataSyncService` — Background sync from CivitAI/CivArchive APIs
|
||||
- `SettingsManager` — Settings with schema migration support
|
||||
- `WebSocketManager` — Real-time progress broadcasting
|
||||
- `ModelServiceFactory` — Creates the right service for each model type
|
||||
- Use cases in `py/services/use_cases/` orchestrate complex business logic (auto-organize, bulk refresh, downloads)
|
||||
|
||||
**Routes** (`py/routes/`):
|
||||
- Route registrars organize endpoints by domain: `ModelRouteRegistrar`, `RecipeRouteRegistrar`, etc.
|
||||
- Request handlers in `py/routes/handlers/` implement route logic
|
||||
- API endpoints follow `/loras/*`, `/checkpoints/*`, `/embeddings/*` patterns
|
||||
- All routes use aiohttp, return `web.json_response` or `web.Response`
|
||||
|
||||
**Recipe system** (`py/recipes/`):
|
||||
- `base.py` — Recipe metadata structure
|
||||
- `enrichment.py` — Enriches recipes with model metadata
|
||||
- `parsers/` — Parsers for PNG metadata, JSON, and workflow formats
|
||||
|
||||
**Custom nodes** (`py/nodes/`):
|
||||
- Each node class has a `NAME` class attribute used as key in `NODE_CLASS_MAPPINGS`
|
||||
- Standard ComfyUI node pattern: `INPUT_TYPES()` classmethod, `RETURN_TYPES`, `FUNCTION`
|
||||
- All nodes registered in `__init__.py`
|
||||
|
||||
**Configuration** (`py/config.py`):
|
||||
- Manages folder paths for models, handles symlink mappings
|
||||
- Auto-saves paths to settings.json in ComfyUI mode
|
||||
|
||||
### Frontend — Two Distinct UI Systems
|
||||
|
||||
#### 1. Standalone Manager Web UI
|
||||
- **Location:** `static/` (JS/CSS) and `templates/` (HTML)
|
||||
- **Tech:** Vanilla JS + CSS, served by standalone server
|
||||
- **Structure:** `static/js/core.js` (shared), `loras.js`, `checkpoints.js`, `embeddings.js`, `recipes.js`, `statistics.js`
|
||||
- **Tests:** `tests/frontend/**/*.test.js` (vitest + jsdom)
|
||||
|
||||
#### 2. ComfyUI Custom Node Widgets
|
||||
- **Vanilla JS widgets:** `web/comfyui/*.js` — ES modules extending ComfyUI's LiteGraph UI
|
||||
- `loras_widget.js` / `loras_widget_events.js` — Main LoRA selection widget
|
||||
- `autocomplete.js` — Trigger word and embedding autocomplete
|
||||
- `preview_tooltip.js` — Model card preview tooltips
|
||||
- `top_menu_extension.js` — "Launch LoRA Manager" menu item
|
||||
- `utils.js` — Shared utilities and API helpers
|
||||
- Widget styling in `web/comfyui/lm_styles.css` (NOT `static/css/`)
|
||||
- **Vue widgets:** `vue-widgets/src/` → built to `web/comfyui/vue-widgets/`
|
||||
- Vue 3 + TypeScript + PrimeVue + vue-i18n
|
||||
- Vite build with CSS-injected-by-JS plugin
|
||||
- Components: `LoraPoolWidget`, `LoraRandomizerWidget`, `LoraCyclerWidget`, `AutocompleteTextWidget`
|
||||
- Auto-built on ComfyUI startup via `py/vue_widget_builder.py`
|
||||
- Tests: `vue-widgets/tests/**/*.test.ts` (vitest)
|
||||
|
||||
**Widget registration pattern:**
|
||||
- Widgets use `app.registerExtension()` and `getCustomWidgets` hooks
|
||||
- `node.addDOMWidget(name, type, element, options)` embeds HTML in LiteGraph nodes
|
||||
- See `docs/dom_widget_dev_guide.md` for DOMWidget development guide
|
||||
|
||||
## Code Style
|
||||
|
||||
**Python:**
|
||||
- PEP 8, 4-space indentation, English comments only
|
||||
- Use `from __future__ import annotations` for forward references
|
||||
- Use `TYPE_CHECKING` guard for type-checking-only imports
|
||||
- Loggers via `logging.getLogger(__name__)`
|
||||
- Custom exceptions in `py/services/errors.py`
|
||||
- Async patterns: `async def` for I/O, `@pytest.mark.asyncio` for async tests
|
||||
- Singleton pattern with class-level `asyncio.Lock` (see `ModelScanner.get_instance()`)
|
||||
|
||||
**JavaScript:**
|
||||
- ES modules, camelCase functions/variables, PascalCase classes
|
||||
- Widget files use `*_widget.js` suffix
|
||||
- Prefer vanilla JS for `web/comfyui/` widgets, avoid framework dependencies (except Vue widgets)
|
||||
|
||||
## Testing
|
||||
|
||||
**Backend (pytest):**
|
||||
- Config in `pytest.ini`: `--import-mode=importlib`, testpaths=`tests`
|
||||
- Fixtures in `tests/conftest.py` handle ComfyUI dependency mocking
|
||||
- Markers: `@pytest.mark.asyncio`, `@pytest.mark.no_settings_dir_isolation`
|
||||
- Uses `tmp_path_factory` for directory isolation
|
||||
|
||||
**Frontend (vitest):**
|
||||
- Vanilla JS tests: `tests/frontend/**/*.test.js` with jsdom
|
||||
- Vue widget tests: `vue-widgets/tests/**/*.test.ts` with jsdom + @vue/test-utils
|
||||
- Setup in `tests/frontend/setup.js`
|
||||
|
||||
## Key Integration Points
|
||||
|
||||
- **Settings:** Stored in user directory (via `platformdirs`) or portable mode (`"use_portable_settings": true`)
|
||||
- **CivitAI/CivArchive:** API clients for metadata sync and model downloads; CivitAI API key in settings
|
||||
- **Symlink handling:** Config scans symlinks to map virtual→physical paths; fingerprinting prevents redundant rescans
|
||||
- **WebSocket:** Broadcasts real-time progress for downloads, scans, and metadata sync
|
||||
- **Model scanning flow:** Walk folders → compute hashes → deduplicate → extract safetensors metadata → cache in SQLite → background CivitAI sync → WebSocket broadcast
|
||||
Reference in New Issue
Block a user