# REPLACE-WITH-SKILL-NAME

> One-to-three-sentence description of what this data transformation does. Use when the user asks to "REPLACE-WITH-INTENT", or mentions REPLACE-WITH-DOMAIN-TERMS. Include literal trigger phrases the user is likely to say.

- Skill: `nvidia-tao/replace-with-skill-name` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds@latest add nvidia-tao/replace-with-skill-name`
- Raw SKILL.md: https://api.skillmd.com/api/skills/nvidia-tao/replace-with-skill-name/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- License: Apache-2.0
- Author: NVIDIA-TAO (https://skillmd.com/u/nvidia-tao)
- Updated: 2026-09-10
- Page: https://skillmd.com/skills/nvidia-tao/replace-with-skill-name

---


# Skill Name

> **Standalone install?** If this session was not initialized by the TAO skill bank plugin, run the `tao-setup` skill first (host preflight, credentials, cross-skill discovery).

Two-line summary of the transformation. Inputs → outputs.

## External dependencies

| Dependency | Purpose | Install |
|---|---|---|
| docker | Run the container | https://docs.docker.com/engine/install/ |

(or for local scripts)

| Dependency | Purpose | Install |
|---|---|---|
| Python 3.8+ | Runtime | System / conda |
| Pillow | Image I/O | `pip install pillow` |

## Quick start

### Containerized

```bash
docker run --gpus all --rm \
  -v /path/to/input:/input \
  -v /path/to/output:/output \
  nvcr.io/nvidian/iva/<image>:<tag> \
  <command> --input /input --output /output
```

### Local Python script

```bash
python scripts/<script>.py --input-dir <path> --output <path>
```

### Multi-defect / multi-source loop (advanced)

```bash
for label in bridge tombstone shift; do
  python scripts/<script>.py --input-dir data/${label}/ --output ${label}.csv --label ${label}
done
```

See `tao-skill-bank:tao-run-on-docker` for docker conventions (when containerized).

## Inputs

| Field | Type | Description |
|---|---|---|
| `<input-dir>` | folder | What's in it, expected format |
| `<input-parquet>` | file | Schema, columns |

## Outputs

| Field | Type | Description |
|---|---|---|
| `<output-csv>` | file | Schema produced |

## CLI Reference

| Argument | Required | Default | Description |
|---|---|---|---|
| `--input-dir` | Yes | — | Input directory |
| `--output` | No | `output.csv` | Output path |
| `--label` | No | auto-detect | Force single label for all rows |

## How it works

Step-by-step description of the transformation:

1. Step 1
2. Step 2

Optional pipeline diagram:

```
Input A ─┐
Input B ─┼─→ [processing] ─→ Output
Input C ─┘
```

## Caveats

- Document non-obvious behaviors, edge cases, permission quirks.

## Known pitfalls

| Symptom | Cause | Fix |
|---|---|---|
| `KeyError: ...` | Wrong column name in input parquet | Use `--column-name` to override |