llama.cpp/tools/server/webui
Xuan-Son Nguyen ec18edfcba
server: introduce API for serving / loading / unloading multiple models (#17470)
* server: add model management and proxy

* fix compile error

* does this fix windows?

* fix windows build

* use subprocess.h, better logging

* add test

* fix windows

* feat: Model/Router server architecture WIP

* more stable

* fix unsafe pointer

* also allow terminate loading model

* add is_active()

* refactor: Architecture improvements

* tmp apply upstream fix

* address most problems

* address thread safety issue

* address review comment

* add docs (first version)

* address review comment

* feat: Improved UX for model information, modality interactions etc

* chore: update webui build output

* refactor: Use only the message data `model` property for displaying model used info

* chore: update webui build output

* add --models-dir param

* feat: New Model Selection UX WIP

* chore: update webui build output

* feat: Add auto-mic setting

* feat: Attachments UX improvements

* implement LRU

* remove default model path

* better --models-dir

* add env for args

* address review comments

* fix compile

* refactor: Chat Form Submit component

* ad endpoint docs

* Merge remote-tracking branch 'webui/allozaur/server_model_management_v1_2' into xsn/server_model_maagement_v1_2

Co-authored-by: Aleksander <aleksander.grygier@gmail.com>

* feat: Add copy to clipboard to model name in model info dialog

* feat: Model unavailable UI state for model selector

* feat: Chat Form Actions UI logic improvements

* feat: Auto-select model from last assistant response

* chore: update webui build output

* expose args and exit_code in API

* add note

* support extra_args on loading model

* allow reusing args if auto_load

* typo docs

* oai-compat /models endpoint

* cleaner

* address review comments

* feat: Use `model` property for displaying the `repo/model-name` naming format

* refactor: Attachments data

* chore: update webui build output

* refactor: Enum imports

* feat: Improve Model Selector responsiveness

* chore: update webui build output

* refactor: Cleanup

* refactor: Cleanup

* refactor: Formatters

* chore: update webui build output

* refactor: Copy To Clipboard Icon component

* chore: update webui build output

* refactor: Cleanup

* chore: update webui build output

* refactor: UI badges

* chore: update webui build output

* refactor: Cleanup

* refactor: Cleanup

* chore: update webui build output

* add --models-allow-extra-args for security

* nits

* add stdin_file

* fix merge

* fix: Retrieve lost setting after resolving merge conflict

* refactor: DatabaseStore -> DatabaseService

* refactor: Database, Conversations & Chat services + stores architecture improvements (WIP)

* refactor: Remove redundant settings

* refactor: Multi-model business logic WIP

* chore: update webui build output

* feat: Switching models logic for ChatForm or when regenerating messges + modality detection logic

* chore: update webui build output

* fix: Add `untrack` inside chat processing info data logic to prevent infinite effect

* fix: Regenerate

* feat: Remove redundant settigns + rearrange

* fix: Audio attachments

* refactor: Icons

* chore: update webui build output

* feat: Model management and selection features WIP

* chore: update webui build output

* refactor: Improve server properties management

* refactor: Icons

* chore: update webui build output

* feat: Improve model loading/unloading status updates

* chore: update webui build output

* refactor: Improve API header management via utility functions

* remove support for extra args

* set hf_repo/docker_repo as model alias when posible

* refactor: Remove ConversationsService

* refactor: Chat requests abort handling

* refactor: Server store

* tmp webui build

* refactor: Model modality handling

* chore: update webui build output

* refactor: Processing state reactivity

* fix: UI

* refactor: Services/Stores syntax + logic improvements

Refactors components to access stores directly instead of using exported getter functions.

This change centralizes store access and logic, simplifying component code and improving maintainability by reducing the number of exported functions and promoting direct store interaction.

Removes exported getter functions from `chat.svelte.ts`, `conversations.svelte.ts`, `models.svelte.ts` and `settings.svelte.ts`.

* refactor: Architecture cleanup

* feat: Improve statistic badges

* feat: Condition available models based on modality + better model loading strategy & UX

* docs: Architecture documentation

* feat: Update logic for PDF as Image

* add TODO for http client

* refactor: Enhance model info and attachment handling

* chore: update webui build output

* refactor: Components naming

* chore: update webui build output

* refactor: Cleanup

* refactor: DRY `getAttachmentDisplayItems` function + fix UI

* chore: update webui build output

* fix: Modality detection improvement for text-based PDF attachments

* refactor: Cleanup

* docs: Add info comment

* refactor: Cleanup

* re

* refactor: Cleanup

* refactor: Cleanup

* feat: Attachment logic & UI improvements

* refactor: Constants

* feat: Improve UI sidebar background color

* chore: update webui build output

* refactor: Utils imports + move types to `app.d.ts`

* test: Fix Storybook mocks

* chore: update webui build output

* test: Update Chat Form UI tests

* refactor: Tooltip Provider from core layout

* refactor: Tests to separate location

* decouple server_models from server_routes

* test: Move demo test  to tests/server

* refactor: Remove redundant method

* chore: update webui build output

* also route anthropic endpoints

* fix duplicated arg

* fix invalid ptr to shutdown_handler

* server : minor

* rm unused fn

* add ?autoload=true|false query param

* refactor: Remove redundant code

* docs: Update README documentations + architecture & data flow diagrams

* fix: Disable autoload on calling server props for the model

* chore: update webui build output

* fix ubuntu build

* fix: Model status reactivity

* fix: Modality detection for MODEL mode

* chore: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-12-01 19:41:04 +01:00
..
.storybook server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
docs server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
scripts server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
src server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
static SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
tests server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
.gitignore webui: Add a "Continue" Action for Assistant Message (#16971) 2025-11-19 14:39:50 +01:00
.npmrc SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
.prettierignore SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
.prettierrc SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
README.md server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
components.json SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
eslint.config.js SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
package-lock.json server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
package.json server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
playwright.config.ts server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
svelte.config.js feat(webui): improve LaTeX rendering with currency detection (#16508) 2025-11-03 00:41:08 +01:00
tsconfig.json SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00
vite.config.ts server: introduce API for serving / loading / unloading multiple models (#17470) 2025-12-01 19:41:04 +01:00
vitest-setup-client.ts SvelteKit-based WebUI (#14839) 2025-09-17 19:29:13 +02:00

README.md

llama.cpp Web UI

A modern, feature-rich web interface for llama.cpp built with SvelteKit. This UI provides an intuitive chat interface with advanced file handling, conversation management, and comprehensive model interaction capabilities.

The WebUI supports two server operation modes:

  • MODEL mode - Single model operation (standard llama-server)
  • ROUTER mode - Multi-model operation with dynamic model loading/unloading

Table of Contents


Features

Chat Interface

  • Streaming responses with real-time updates
  • Reasoning content - Support for models with thinking/reasoning blocks
  • Dark/light theme with system preference detection
  • Responsive design for desktop and mobile

File Attachments

  • Images - JPEG, PNG, GIF, WebP, SVG (with PNG conversion)
  • Documents - PDF (text extraction or image conversion for vision models)
  • Audio - MP3, WAV for audio-capable models
  • Text files - Source code, markdown, and other text formats
  • Drag-and-drop and paste support with rich previews

Conversation Management

  • Branching - Branch messages conversations at any point by editing messages or regenerating responses, navigate between branches
  • Regeneration - Regenerate responses with optional model switching (ROUTER mode)
  • Import/Export - JSON format for backup and sharing
  • Search - Find conversations by title or content

Advanced Rendering

  • Syntax highlighting - Code blocks with language detection
  • Math formulas - KaTeX rendering for LaTeX expressions
  • Markdown - Full GFM support with tables, lists, and more

Multi-Model Support (ROUTER mode)

  • Model selector with Loaded/Available groups
  • Automatic loading - Models load on selection
  • Modality validation - Prevents sending images to non-vision models
  • LRU unloading - Server auto-manages model cache

Keyboard Shortcuts

Shortcut Action
Shift+Ctrl/Cmd+O New chat
Shift+Ctrl/Cmd+E Edit conversation
Shift+Ctrl/Cmd+D Delete conversation
Ctrl/Cmd+K Search conversations
Ctrl/Cmd+B Toggle sidebar

Developer Experience

  • Request tracking - Monitor token generation with /slots endpoint
  • Storybook - Component library with visual testing
  • Hot reload - Instant updates during development

Getting Started

Prerequisites

  • Node.js 18+ (20+ recommended)
  • npm 9+
  • llama-server running locally (for API access)

1. Install Dependencies

cd tools/server/webui
npm install

2. Start llama-server

In a separate terminal, start the backend server:

# Single model (MODEL mode)
./llama-server -m model.gguf

# Multi-model (ROUTER mode)
./llama-server --model-store /path/to/models

3. Start Development Servers

npm run dev

This starts:

  • Vite dev server at http://localhost:5173 - The main WebUI
  • Storybook at http://localhost:6006 - Component documentation

The Vite dev server proxies API requests to http://localhost:8080 (default llama-server port):

// vite.config.ts proxy configuration
proxy: {
  '/v1': 'http://localhost:8080',
  '/props': 'http://localhost:8080',
  '/slots': 'http://localhost:8080',
  '/models': 'http://localhost:8080'
}

Development Workflow

  1. Open http://localhost:5173 in your browser
  2. Make changes to .svelte, .ts, or .css files
  3. Changes hot-reload instantly
  4. Use Storybook at http://localhost:6006 for isolated component development

Tech Stack

Layer Technology Purpose
Framework SvelteKit + Svelte 5 Reactive UI with runes ($state, $derived, $effect)
UI Components shadcn-svelte + bits-ui Accessible, customizable component library
Styling TailwindCSS 4 Utility-first CSS with design tokens
Database IndexedDB (Dexie) Client-side storage for conversations and messages
Build Vite Fast bundling with static adapter
Testing Playwright + Vitest + Storybook E2E, unit, and visual testing
Markdown remark + rehype Markdown processing with KaTeX and syntax highlighting

Key Dependencies

{
	"svelte": "^5.0.0",
	"bits-ui": "^2.8.11",
	"dexie": "^4.0.11",
	"pdfjs-dist": "^5.4.54",
	"highlight.js": "^11.11.1",
	"rehype-katex": "^7.0.1"
}

Build Pipeline

Development Build

npm run dev

Runs Vite in development mode with:

  • Hot Module Replacement (HMR)
  • Source maps
  • Proxy to llama-server

Production Build

npm run build

The build process:

  1. Vite Build - Bundles all TypeScript, Svelte, and CSS
  2. Static Adapter - Outputs to ../public (llama-server's static file directory)
  3. Post-Build Script - Cleans up intermediate files
  4. Custom Plugin - Creates index.html.gz with:
    • Inlined favicon as base64
    • GZIP compression (level 9)
    • Deterministic output (zeroed timestamps)
tools/server/webui/        →  build  →  tools/server/public/
├── src/                                 ├── index.html.gz  (served by llama-server)
├── static/                              └── (favicon inlined)
└── ...

SvelteKit Configuration

// svelte.config.js
adapter: adapter({
  pages: '../public',      // Output directory
  assets: '../public',     // Static assets
  fallback: 'index.html',  // SPA fallback
  strict: true
}),
output: {
  bundleStrategy: 'inline' // Single-file bundle
}

Integration with llama-server

The WebUI is embedded directly into the llama-server binary:

  1. npm run build outputs index.html.gz to tools/server/public/
  2. llama-server compiles this into the binary at build time
  3. When accessing /, llama-server serves the gzipped HTML
  4. All assets are inlined (CSS, JS, fonts, favicon)

This results in a single portable binary with the full WebUI included.


Architecture

The WebUI follows a layered architecture with unidirectional data flow:

Routes → Components → Hooks → Stores → Services → Storage/API

High-Level Architecture

See: docs/architecture/high-level-architecture-simplified.md

flowchart TB
    subgraph Routes["📍 Routes"]
        R1["/ (Welcome)"]
        R2["/chat/[id]"]
        RL["+layout.svelte"]
    end

    subgraph Components["🧩 Components"]
        C_Sidebar["ChatSidebar"]
        C_Screen["ChatScreen"]
        C_Form["ChatForm"]
        C_Messages["ChatMessages"]
        C_ModelsSelector["ModelsSelector"]
        C_Settings["ChatSettings"]
    end

    subgraph Stores["🗄️ Stores"]
        S1["chatStore"]
        S2["conversationsStore"]
        S3["modelsStore"]
        S4["serverStore"]
        S5["settingsStore"]
    end

    subgraph Services["⚙️ Services"]
        SV1["ChatService"]
        SV2["ModelsService"]
        SV3["PropsService"]
        SV4["DatabaseService"]
    end

    subgraph Storage["💾 Storage"]
        ST1["IndexedDB"]
        ST2["LocalStorage"]
    end

    subgraph APIs["🌐 llama-server"]
        API1["/v1/chat/completions"]
        API2["/props"]
        API3["/models/*"]
    end

    R1 & R2 --> C_Screen
    RL --> C_Sidebar
    C_Screen --> C_Form & C_Messages & C_Settings
    C_Screen --> S1 & S2
    C_ModelsSelector --> S3 & S4
    S1 --> SV1 & SV4
    S3 --> SV2 & SV3
    SV4 --> ST1
    SV1 --> API1
    SV2 --> API3
    SV3 --> API2

Layer Breakdown

Routes (src/routes/)

  • / - Welcome screen, creates new conversation
  • /chat/[id] - Active chat interface
  • +layout.svelte - Sidebar, navigation, global initialization

Components (src/lib/components/)

Components are organized in app/ (application-specific) and ui/ (shadcn-svelte primitives).

Chat Components (app/chat/):

Component Responsibility
ChatScreen/ Main chat container, coordinates message list, input form, and attachments
ChatForm/ Message input textarea with file upload, paste handling, keyboard shortcuts
ChatMessages/ Message list with branch navigation, regenerate/continue/edit actions
ChatAttachments/ File attachment previews, drag-and-drop, PDF/image/audio handling
ChatSettings/ Parameter sliders (temperature, top-p, etc.) with server default sync
ChatSidebar/ Conversation list, search, import/export, navigation

Dialog Components (app/dialogs/):

Component Responsibility
DialogChatSettings Full-screen settings configuration
DialogModelInformation Model details (context size, modalities, parallel slots)
DialogChatAttachmentPreview Full preview for images, PDFs (text or page view), code
DialogConfirmation Generic confirmation for destructive actions
DialogConversationTitleUpdate Edit conversation title

Server/Model Components (app/server/, app/models/):

Component Responsibility
ServerErrorSplash Error display when server is unreachable
ModelsSelector Model dropdown with Loaded/Available groups (ROUTER mode)

Shared UI Components (app/misc/):

Component Responsibility
MarkdownContent Markdown rendering with KaTeX, syntax highlighting, copy buttons
SyntaxHighlightedCode Code blocks with language detection and highlighting
ActionButton, ActionDropdown Reusable action buttons and menus
BadgeModality, BadgeInfo Status and capability badges

Hooks (src/lib/hooks/)

  • useModelChangeValidation - Validates model switch against conversation modalities
  • useProcessingState - Tracks streaming progress and token generation

Stores (src/lib/stores/)

Store Responsibility
chatStore Message sending, streaming, abort control, error handling
conversationsStore CRUD for conversations, message branching, navigation
modelsStore Model list, selection, loading/unloading (ROUTER)
serverStore Server properties, role detection, modalities
settingsStore User preferences, parameter sync with server defaults

Services (src/lib/services/)

Service Responsibility
ChatService API calls to/v1/chat/completions, SSE parsing
ModelsService /models, /models/load, /models/unload
PropsService /props, /props?model=
DatabaseService IndexedDB operations via Dexie
ParameterSyncService Syncs settings with server defaults

Data Flows

MODEL Mode (Single Model)

See: docs/flows/data-flow-simplified-model-mode.md

sequenceDiagram
    participant User
    participant UI
    participant Stores
    participant DB as IndexedDB
    participant API as llama-server

    Note over User,API: Initialization
    UI->>Stores: initialize()
    Stores->>DB: load conversations
    Stores->>API: GET /props
    API-->>Stores: server config
    Stores->>API: GET /v1/models
    API-->>Stores: single model (auto-selected)

    Note over User,API: Chat Flow
    User->>UI: send message
    Stores->>DB: save user message
    Stores->>API: POST /v1/chat/completions (stream)
    loop streaming
        API-->>Stores: SSE chunks
        Stores-->>UI: reactive update
    end
    Stores->>DB: save assistant message

ROUTER Mode (Multi-Model)

See: docs/flows/data-flow-simplified-router-mode.md

sequenceDiagram
    participant User
    participant UI
    participant Stores
    participant API as llama-server

    Note over User,API: Initialization
    Stores->>API: GET /props
    API-->>Stores: {role: "router"}
    Stores->>API: GET /models
    API-->>Stores: models[] with status

    Note over User,API: Model Selection
    User->>UI: select model
    alt model not loaded
        Stores->>API: POST /models/load
        loop poll status
            Stores->>API: GET /models
        end
        Stores->>API: GET /props?model=X
    end
    Stores->>Stores: validate modalities

    Note over User,API: Chat Flow
    Stores->>API: POST /v1/chat/completions {model: X}
    loop streaming
        API-->>Stores: SSE chunks + model info
    end

Detailed Flow Diagrams

Flow Description File
Chat Message lifecycle, streaming, regeneration chat-flow.md
Models Loading, unloading, modality caching models-flow.md
Server Props fetching, role detection server-flow.md
Conversations CRUD, branching, import/export conversations-flow.md
Database IndexedDB schema, operations database-flow.md
Settings Parameter sync, user overrides settings-flow.md

Architectural Patterns

1. Reactive State with Svelte 5 Runes

All stores use Svelte 5's fine-grained reactivity:

// Store with reactive state
class ChatStore {
	#isLoading = $state(false);
	#currentResponse = $state('');

	// Derived values auto-update
	get isStreaming() {
		return $derived(this.#isLoading && this.#currentResponse.length > 0);
	}
}

// Exported reactive accessors
export const isLoading = () => chatStore.isLoading;
export const currentResponse = () => chatStore.currentResponse;

2. Unidirectional Data Flow

Data flows in one direction, making state predictable:

flowchart LR
    subgraph UI["UI Layer"]
        A[User Action] --> B[Component]
    end

    subgraph State["State Layer"]
        B --> C[Store Method]
        C --> D[State Update]
    end

    subgraph IO["I/O Layer"]
        C --> E[Service]
        E --> F[API / IndexedDB]
        F -.->|Response| D
    end

    D -->|Reactive| B

Components dispatch actions to stores, stores coordinate with services for I/O, and state updates reactively propagate back to the UI.

3. Per-Conversation State

Enables concurrent streaming across multiple conversations:

class ChatStore {
	chatLoadingStates = new Map<string, boolean>();
	chatStreamingStates = new Map<string, { response: string; messageId: string }>();
	abortControllers = new Map<string, AbortController>();
}

4. Message Branching with Tree Structure

Conversations are stored as a tree, not a linear list:

interface DatabaseMessage {
	id: string;
	parent: string | null; // Points to parent message
	children: string[]; // List of child message IDs
	// ...
}

interface DatabaseConversation {
	currentNode: string; // Currently viewed branch tip
	// ...
}

Navigation between branches updates currentNode without losing history.

5. Layered Service Architecture

Stores handle state; services handle I/O:

┌─────────────────┐
│     Stores      │  Business logic, state management
├─────────────────┤
│    Services     │  API calls, database operations
├─────────────────┤
│   Storage/API   │  IndexedDB, LocalStorage, HTTP
└─────────────────┘

6. Server Role Abstraction

Single codebase handles both MODEL and ROUTER modes:

// serverStore.ts
get isRouterMode() {
  return this.role === ServerRole.ROUTER;
}

// Components conditionally render based on mode
{#if isRouterMode()}
  <ModelsSelector />
{/if}

7. Modality Validation

Prevents sending attachments to incompatible models:

// useModelChangeValidation hook
const validate = (modelId: string) => {
	const modelModalities = modelsStore.getModelModalities(modelId);
	const conversationModalities = conversationsStore.usedModalities;

	// Check if model supports all used modalities
	if (conversationModalities.hasImages && !modelModalities.vision) {
		return { valid: false, reason: 'Model does not support images' };
	}
	// ...
};

8. Persistent Storage Strategy

Data is persisted across sessions using two storage mechanisms:

flowchart TB
    subgraph Browser["Browser Storage"]
        subgraph IDB["IndexedDB (Dexie)"]
            C[Conversations]
            M[Messages]
        end
        subgraph LS["LocalStorage"]
            S[Settings Config]
            O[User Overrides]
            T[Theme Preference]
        end
    end

    subgraph Stores["Svelte Stores"]
        CS[conversationsStore] --> C
        CS --> M
        SS[settingsStore] --> S
        SS --> O
        SS --> T
    end
  • IndexedDB: Conversations and messages (large, structured data)
  • LocalStorage: Settings, user parameter overrides, theme (small key-value data)
  • Memory only: Server props, model list (fetched fresh on each session)

Testing

Test Types

Type Tool Location Command
E2E Playwright tests/e2e/ npm run test:e2e
Unit Vitest tests/client/, tests/server/ npm run test:unit
UI/Visual Storybook + Vitest tests/stories/ npm run test:ui

Running Tests

# All tests
npm run test

# Individual test suites
npm run test:e2e      # End-to-end (requires llama-server)
npm run test:client   # Client-side unit tests
npm run test:server   # Server-side unit tests
npm run test:ui       # Storybook visual tests

Storybook Development

npm run storybook     # Start Storybook dev server on :6006
npm run build-storybook  # Build static Storybook

Linting and Formatting

npm run lint          # Check code style
npm run format        # Auto-format with Prettier
npm run check         # TypeScript type checking

Project Structure

tools/server/webui/
├── src/
│   ├── lib/
│   │   ├── components/   # UI components (app/, ui/)
│   │   ├── hooks/        # Svelte hooks
│   │   ├── stores/       # State management
│   │   ├── services/     # API and database services
│   │   ├── types/        # TypeScript interfaces
│   │   └── utils/        # Utility functions
│   ├── routes/           # SvelteKit routes
│   └── styles/           # Global styles
├── static/               # Static assets
├── tests/                # Test files
├── docs/                 # Architecture diagrams
│   ├── architecture/     # High-level architecture
│   └── flows/            # Feature-specific flows
└── .storybook/           # Storybook configuration