serving

Comprehensive guide to deploying TensorRT-LLM in production environments.

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.
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Install (Claude Code)

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

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

Content

# Production Serving Guide

Comprehensive guide to deploying TensorRT-LLM in production environments.

## Server Modes

### trtllm-serve (Recommended)

**Features**:
- OpenAI-compatible API
- Automatic model download and compilation
- Built-in load balancing
- Prometheus metrics
- Health checks

**Basic usage**:
```bash
trtllm-serve meta-llama/Meta-Llama-3-8B \
    --tp_size 1 \
    --max_batch_size 256 \
    --port 8000
```

**Advanced configuration**:
```bash
trtllm-serve meta-llama/Meta-Llama-3-70B \
    --tp_size 4 \
    --dtype fp8 \
    --max_batch_size 256 \
    --max_num_tokens 4096 \


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