# scaling

> Every Modal Function corresponds to an autoscaling pool of containers. Modal's autoscaler: - Spins up containers when no capacity available - Spins down co

- Source: https://doutorai.pt/en/components/skills__scaling
- Type: Skills
- Category: Scientific
- Downloads: 0
- Site: Doutor AI (https://doutorai.pt/en) - AI tools for small businesses

An open-source community component, curated and adapted by Doutor AI.

## 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)

```bash
mkdir -p .claude/skills/scaling && curl -fsSL https://doutorai.pt/data/lib/skills__scaling.md -o .claude/skills/scaling/SKILL.md
```

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

## Content

````
# Scaling Out on Modal

## Automatic Autoscaling

Every Modal Function corresponds to an autoscaling pool of containers. Modal's autoscaler:
- Spins up containers when no capacity available
- Spins down containers when resources idle
- Scales to zero by default when no inputs to process

Autoscaling decisions are made quickly and frequently.

## Parallel Execution with `.map()`

Run function repeatedly with different inputs in parallel:

```python
@app.function()
def evaluate_model(x):
    return x ** 2

@app.local_entrypoint()
def main():
    inputs = list(range(100))
    # Runs 100 inputs in

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

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- [PocketBase Collections](https://doutorai.pt/en/components/skills__pocketbase-collections): Collection and schema design for PocketBase. Use when creating collections, designing schemas, adding fields, setting up relations, or choos
- [PocketBase Deploy](https://doutorai.pt/en/components/skills__pocketbase-deploy): Production deployment for PocketBase. Use when deploying PocketBase to a server, setting up Docker, configuring systemd, reverse proxy (ngin
- [PocketBase Hooks](https://doutorai.pt/en/components/skills__pocketbase-hooks): Server-side JavaScript hooks for PocketBase (pb_hooks). Use when writing custom routes, event hooks, cron jobs, sending emails, making HTTP 
- [PocketBase Migrations](https://doutorai.pt/en/components/skills__pocketbase-migrations): Schema migrations and versioning for PocketBase. Use when creating migrations, managing schema versions, syncing collections between environ
- [PocketBase SDK](https://doutorai.pt/en/components/skills__pocketbase-sdk): JavaScript SDK usage for PocketBase client applications. Use when calling PocketBase from frontend or Node.js, authenticating users, subscri

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Content by Doutor AI (https://doutorai.pt/en). When quoting, please cite the source: https://doutorai.pt/en/components/skills__scaling