vectorized_envs

This document provides comprehensive information about vectorized environments in Stable Baselines3 for efficient parallel training.

Skills
Scientific
1

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.

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/vectorized-envs && curl -fsSL https://doutorai.pt/data/lib/skills__vectorized-envs.md -o .claude/skills/vectorized-envs/SKILL.md

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

Content

# Vectorized Environments in Stable Baselines3

This document provides comprehensive information about vectorized environments in Stable Baselines3 for efficient parallel training.

## Overview

Vectorized environments stack multiple independent environment instances into a single environment that processes actions and observations in batches. Instead of interacting with one environment at a time, you interact with `n` environments simultaneously.

**Benefits:**
- **Speed:** Parallel execution significantly accelerates training
- **Sample efficiency:** Collect more diverse experiences faster
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