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trainer

The Trainer automates training workflows after organizing PyTorch code into a LightningModule. It handles loop details, device management, callbacks, gradient operations, checkpointing, and distributed training automatically.

  • Skills
  • Scientific
  • 3

What it does and how to use it

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

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

Install (Claude Code)

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

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

Content

# Trainer - Comprehensive Guide

## Overview

The Trainer automates training workflows after organizing PyTorch code into a LightningModule. It handles loop details, device management, callbacks, gradient operations, checkpointing, and distributed training automatically.

## Core Purpose

The Trainer manages:
- Automatically enabling/disabling gradients
- Running training, validation, and test dataloaders
- Calling callbacks at appropriate times
- Placing batches on correct devices
- Orchestrating distributed training
- Progress bars and logging
- Checkpointing and early stopping

## Main Meth

- 🔒 Full content on the Pro plan (€7.99/month) -

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