backends

Complete guide to configuring Outlines with different model backends.

Skills
AI research
0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/backends && curl -fsSL https://doutorai.pt/data/lib/skills__backends.md -o .claude/skills/backends/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Backend Configuration Guide

Complete guide to configuring Outlines with different model backends.

## Table of Contents
- Local Models (Transformers, llama.cpp, vLLM)
- API Models (OpenAI)
- Performance Comparison
- Configuration Examples
- Production Deployment

## Transformers (Hugging Face)

### Basic Setup

```python
import outlines

# Load model from Hugging Face
model = outlines.models.transformers("microsoft/Phi-3-mini-4k-instruct")

# Use with generator
generator = outlines.generate.json(model, YourModel)
result = generator("Your prompt")
```

### GPU Configuration

```python
# Use 

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