HuggingFace Hub Integration

Access over 1 million AI models through HuggingFace's Inference Providers, with unified billing on your HF account.

Overview

The HuggingFace plugin provides:

• Chat - 30+ popular LLMs (Llama, Qwen, Mistral, Gemma, Phi)
• Text-to-Speech - MMS-TTS, Bark, XTTS, Parler-TTS, OuteTTS
• Image Generation - FLUX.1, Stable Diffusion 3.5, SDXL
• Embeddings - sentence-transformers, BGE, E5, Jina, GTE
• Speech-to-Text - Whisper, wav2vec2, Canary

All models use HuggingFace's OpenAI-compatible API at router.huggingface.co.

Quick Start

1. Get HuggingFace Token

1. Create account at huggingface.co
2. Go to Settings → Access Tokens
3. Create token with Inference permission

HF Pro users get $2/month in free inference credits.

2. Configure Libre WebUI

Add to backend/.env:

HUGGINGFACE_API_KEY=hf_xxxxxxxxxxxxxxxxxxxxx

3. Enable Plugin

Settings → Plugins → Enable "HuggingFace"

Chat Models

The plugin includes 30+ pre-configured LLMs:

Family	Models
Meta Llama	Llama-3.3-70B, Llama-3.1-70B/8B, Llama-3.2-3B/1B, Llama-4 Scout/Maverick
Qwen	Qwen2.5-72B/32B/7B, Qwen3-235B/32B, QwQ-32B, Qwen2.5-Coder-32B
Mistral	Mistral-7B-v0.3, Mistral-Nemo, Mixtral-8x7B, Mistral-Small-24B
Google	Gemma-2-27B/9B, Gemma-3-27B/12B
Microsoft	Phi-4, Phi-3.5-mini
DeepSeek	DeepSeek-R1-Distill-Qwen-32B, DeepSeek-R1-Distill-Llama-70B
Others	Hermes-3-70B, Nemotron-70B, Command-R+, Yi-1.5-34B

Model Routing

Append suffixes to model IDs for routing preferences:

• :fastest - Route to highest throughput provider
• :cheapest - Route to lowest cost provider

Example: meta-llama/Llama-3.3-70B-Instruct:fastest

Model Browser

Browse and discover models directly in Libre WebUI:

1. Go to Settings → Plugins → Plugin Manager
2. Click "Browse HF Hub"
3. Search, filter by task, and sort by trending/downloads/likes

The browser fetches models from the HuggingFace Hub API with 24-hour caching for performance.

Filtering Options

• Task: Text Generation, Text-to-Speech, Text-to-Image, Speech Recognition
• Sort: Trending, Most Downloads, Most Liked
• Search: Filter by model name or author

Text-to-Speech

Available Models

Model	Description
facebook/mms-tts-eng	Meta's Massively Multilingual Speech TTS
coqui/XTTS-v2	Multi-lingual with voice cloning
suno/bark	High-quality, expressive speech with non-verbal sounds
parler-tts/parler-tts-large-v1	Natural, controllable speech
OuteAI/OuteTTS-0.3-1B	Latest open-source TTS

Language Support

MMS-TTS supports 1000+ languages:

• facebook/mms-tts-eng (English)
• facebook/mms-tts-fra (French)
• facebook/mms-tts-deu (German)
• facebook/mms-tts-spa (Spanish)

Image Generation

Available Models

Model	Description
black-forest-labs/FLUX.1-dev	State-of-the-art quality
black-forest-labs/FLUX.1-schnell	Fast generation (~4 steps)
stabilityai/stable-diffusion-3.5-large	Latest Stable Diffusion
stabilityai/stable-diffusion-3.5-large-turbo	Fast SD 3.5
stabilityai/stable-diffusion-xl-base-1.0	Popular SDXL base
runwayml/stable-diffusion-v1-5	Classic SD 1.5
prompthero/openjourney-v4	Midjourney-style

Supported Sizes

• 512x512, 768x768, 1024x1024
• 1024x768 (landscape), 768x1024 (portrait)

Embeddings for RAG

Use HuggingFace embeddings for document retrieval and semantic search.

Available Models

Model	Dimensions	Use Case
sentence-transformers/all-MiniLM-L6-v2	384	Fast, lightweight
sentence-transformers/all-mpnet-base-v2	768	Balanced
BAAI/bge-small-en-v1.5	384	High accuracy, small
BAAI/bge-base-en-v1.5	768	High accuracy, medium
BAAI/bge-large-en-v1.5	1024	Best accuracy
jinaai/jina-embeddings-v2-base-en	768	Long context (8K tokens)
intfloat/e5-large-v2	1024	Excellent retrieval
thenlper/gte-large	1024	General text embeddings

Speech-to-Text

Available Models

Model	Description
openai/whisper-large-v3	Best accuracy, 99 languages
openai/whisper-large-v3-turbo	Fast + accurate balance
openai/whisper-medium	Good accuracy, faster
openai/whisper-small/base/tiny	Lightweight options
facebook/wav2vec2-large-960h-lv60-self	Facebook's speech model
nvidia/canary-1b	Multi-lingual ASR
Systran/faster-whisper-large-v3	Optimized Whisper

Supported Audio Formats

FLAC, MP3, WAV, WebM, OGG (up to 5 minutes)

API Endpoints

Chat Completion

curl https://router.huggingface.co/v1/chat/completions \
  -H "Authorization: Bearer $HF_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "meta-llama/Llama-3.3-70B-Instruct",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

Text-to-Speech

curl https://router.huggingface.co/hf-inference/models/facebook/mms-tts-eng \
  -H "Authorization: Bearer $HF_TOKEN" \
  -d '{"inputs": "Hello world!"}' \
  --output speech.flac

Image Generation

curl https://router.huggingface.co/hf-inference/models/black-forest-labs/FLUX.1-schnell \
  -H "Authorization: Bearer $HF_TOKEN" \
  -d '{"inputs": "A cat wearing a top hat"}' \
  --output image.png

Embeddings

curl https://router.huggingface.co/hf-inference/models/sentence-transformers/all-MiniLM-L6-v2 \
  -H "Authorization: Bearer $HF_TOKEN" \
  -d '{"inputs": "This is a sentence to embed"}'

Speech-to-Text

curl https://router.huggingface.co/hf-inference/models/openai/whisper-large-v3 \
  -H "Authorization: Bearer $HF_TOKEN" \
  -F [email protected]

Architecture

┌─────────────────────────────────────────────────────────────┐
│                      Libre WebUI                            │
├─────────────────────────────────────────────────────────────┤
│  PluginManager.tsx  ←→  HuggingFaceModelBrowser.tsx        │
│         │                        │                          │
│         ▼                        ▼                          │
│  plugins/huggingface.json   huggingfaceHub.ts (backend)    │
│         │                        │                          │
│         └────────────┬───────────┘                          │
│                      ▼                                      │
│         router.huggingface.co/v1 (OpenAI-compatible)       │
│         router.huggingface.co/hf-inference/models          │
└─────────────────────────────────────────────────────────────┘

Components

Component	Purpose
plugins/huggingface.json	Plugin config with all models and capabilities
backend/src/routes/huggingfaceHub.ts	API proxy for Hub model discovery
frontend/src/components/HuggingFaceModelBrowser.tsx	In-app model browser UI

Pricing

HuggingFace Inference is billed per request/token:

• HF Pro ($9/month): $2/month free inference credits
• Pay-as-you-go: Varies by model and provider

Check huggingface.co/pricing for current rates.

Gated Models

Some models require accepting terms before use:

1. Visit the model page on HuggingFace
2. Accept the model's license/terms
3. Wait for access approval (instant for most models)

Gated models show a "Gated" badge in the Model Browser.

Troubleshooting

"Unauthorized" error:

• Verify API token is valid
• Check token has Inference permission
• Ensure token is set in .env

Model not available:

• Some models may be temporarily unavailable
• Check model page for status
• Try appending :fastest for alternative providers

Gated model access denied:

• Visit model page and accept terms
• Wait for approval (usually instant)
• Check your HuggingFace profile for pending requests

Rate limiting:

• HF applies rate limits based on your plan
• Consider HF Pro for higher limits
• Implement caching for repeated requests

Resources

• HuggingFace Inference Providers
• Hub API Documentation
• OpenAI Compatibility
• Model Hub