scaling
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
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- Scientific
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A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.
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Install (Claude Code)
mkdir -p .claude/skills/scaling && curl -fsSL https://doutorai.pt/data/lib/skills__scaling.md -o .claude/skills/scaling/SKILL.mdPaste 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
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