deployment

Complete guide to deploying SGLang in production environments.

Skills
AI research
38

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/deployment && curl -fsSL https://doutorai.pt/data/lib/skills__deployment.md -o .claude/skills/deployment/SKILL.md

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

Content

# Production Deployment Guide

Complete guide to deploying SGLang in production environments.

## Server Deployment

### Basic server

```bash
python -m sglang.launch_server \
    --model-path meta-llama/Meta-Llama-3-8B-Instruct \
    --host 0.0.0.0 \
    --port 30000 \
    --mem-fraction-static 0.9
```

### Multi-GPU (Tensor Parallelism)

```bash
# Llama 3-70B on 4 GPUs
python -m sglang.launch_server \
    --model-path meta-llama/Meta-Llama-3-70B-Instruct \
    --tp 4 \
    --port 30000
```

### Quantization

```bash
# FP8 quantization (H100)
python -m sglang.launch_server \
    --model-path 

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