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---
license: other
language:
- en
task_categories:
- image-to-text
- visual-question-answering
tags:
- cad
- engineering-drawings
- mechanical-engineering
- drawing-to-cad
- inventor
size_categories:
- n<1K
pretty_name: InventorWizard Drawings
configs:
- config_name: default
data_files:
- split: train
path: data/train-*.parquet
---
# InventorWizard Drawings
InventorWizard engineering drawings recovered from the archived inventorwizard.be site. Each row is one part/assembly drawing (rendered to PNG) grouped by its blueprint collection (machine/assembly). Answer columns (mass/volume, material, tolerance, etc.) are null placeholders for now; only the image and its collection provenance are populated.
These drawings were recovered from the archived **inventorwizard.be** website
(via the Wayback Machine) after the live site went down. Each blueprint
*collection* corresponds to one machine/assembly (the original site subfolder),
and every row is a single part or assembly drawing belonging to that collection.
> **Status: images only.** There are no mass/volume/material answers for these
> drawings yet, so every answer column is `null`. The image and its `collection`
> provenance are the only populated fields. The schema matches the other
> `drawing-to-CAD` datasets in this project so answers can be backfilled later
> without a migration.
## Schema
| column | type | notes |
| ----------------- | ------------------- | -------------------------------------------------- |
| `challenge_id` | string | e.g. `IW0001` |
| `title` | string | `<collection> / <part>` |
| `level` | int32 (null) | difficulty tier — null (unknown) |
| `drawing` | Image | rendered PNG, embedded in parquet |
| `type` | string (null) | `MASS` / `VOLUME` — null |
| `value` | float64 (null) | expected answer — null |
| `units` | string (null) | null |
| `tolerance_type` | string (null) | null |
| `tolerance` | float64 (null) | null |
| `material` | string (null) | null |
| `material_density`| float64 (null) | null |
| `volume_mm3` | float64 (null) | null |
| `skills` | list[string] | empty list |
| `min_time_s` | int32 (null) | null |
| `max_time_s` | int32 (null) | null |
| `tutorial_url` | string (null) | null |
| `collection` | string | blueprint set / assembly the part belongs to |
| `source_pdf` | string | original PDF path on the recovered site |
## Stats
Total rows: **287** (train split), across **9** collections.
By collection:
| collection | drawings |
| ---------- | -------- |
| Blueprints Vertical Twin Steam Engine with Reverse Gear | 56 |
| Blueprints Twin Steam Engines in Factory Layout | 48 |
| Blueprints Steam Engine Vertical Reverse Gear (1830) | 44 |
| Blueprints Steam Engine with Horizontal Beam and Centrifugal Pump | 44 |
| Blueprints Vertical Stirling Engine | 32 |
| Blueprints Horizontal Stirling Motor | 27 |
| Blueprints Pneumatic 6 Cylinder Radial Engine | 24 |
| Blueprints Clamp | 11 |
| Wankel (competition) | 1 |
## Loading
```python
from datasets import load_dataset
ds = load_dataset("REPLACE_WITH_REPO_ID")
train = ds["train"]
ex = train[0]
ex["drawing"] # PIL.Image
ex["collection"] # "Blueprints Clamp"
ex["title"] # "Blueprints Clamp / Clamp Assembly"
ex["value"] # None (no answer yet)
```
## Source & license
Drawings © InventorWizard, recovered from public web-archive snapshots.
Mecagent INC.