O-10: Shape Outline Fill Data Generator

Generates synthetic tasks showing an analogy A:B :: C:? with shape style transformations (filled vs outlined). The goal is to apply the same style change from A to B to shape C.

Each sample pairs a task (first frame + prompt describing what needs to happen) with its ground truth solution (final frame showing the result + video demonstrating how to achieve it). This structure enables both model evaluation and training.

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📌 Basic Information

Property	Value
Task ID	O-10
Task	Shape Outline Fill
Category	Abstraction
Resolution	1024×1024 px
FPS	16 fps
Duration	~3.8 seconds
Output	PNG images + MP4 video

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🚀 Usage

Installation

# Clone the repository
git clone https://github.com/VBVR-DataFactory/O-10_shape_outline_fill_data-generator.git
cd O-10_shape_outline_fill_data-generator

# Install dependencies
pip install -r requirements.txt

Generate Data

# Generate 100 samples
python examples/generate.py --num-samples 100

# Generate with specific seed
python examples/generate.py --num-samples 100 --seed 42

# Generate without videos
python examples/generate.py --num-samples 100 --no-videos

# Custom output directory
python examples/generate.py --num-samples 100 --output data/my_output

Command-Line Options

Argument	Type	Description	Default
--num-samples	int	Number of samples to generate	100
--seed	int	Random seed for reproducibility	Random
--output	str	Output directory	data/questions
--no-videos	flag	Skip video generation	False

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📖 Task Example

Prompt

Complete the A:B :: C:? shape-style analogy. Show how the right shape in the second row changes its fill or outline so that it follows the same style transformation used between the first two shapes.

Visual

Initial Frame Analogy A:B :: C:? with style rule	Animation Shape C changes style (filled/outline)	Final Frame Style rule applied to C

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📖 Task Description

Objective

Infer the style transformation (filled to outline, or outline to filled) from A to B in the analogy, then apply the same style change to shape C.

Task Setup

• Analogy Format: A:B :: C:? with four positions
• Top Row (Rule): Shows shape A and its style-changed version B
• Bottom Row (Query): Shows shape C and unknown answer ?
• Style Types: Filled (solid interior) or Outlined (hollow with border) - this generator modifies the style parameter (fill/outline properties) of shapes while keeping all other properties (shape type, color, size, position, rotation) unchanged
• Style Inference: Determine style change from A to B
• Rule Application: Apply same style transformation to C

Key Features

• Analogical reasoning: Understanding A:B :: C:? relationship pattern
• Style recognition: Distinguishing between filled and outlined shapes
• Rule extraction: Identifying the style transformation from example
• Rule application: Applying inferred style change to new shape
• Shape preservation: Only style changes, shape geometry remains unchanged
• Abstract reasoning: Generalizing style transformation across different shapes
• Large-scale diversity: 20 distinct shapes, 40 transformation types, and 400 colors for extensive variety (6M+ unique combinations)

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📦 Data Format

data/questions/shape_outline_fill_task/shape_outline_fill_00000000/
├── first_frame.png      # Initial state (analogy with query)
├── final_frame.png      # Goal state (query shape with new style)
├── prompt.txt           # Task instructions
├── ground_truth.mp4     # Solution video (16 fps)
└── question_metadata.json # Task metadata (objects, transformations, etc.)

File specifications: Images are 1024×1024 PNG. Videos are MP4 at 16 fps, approximately 3.8 seconds long.

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🏷️ Tags

analogical-reasoning style-transformation visual-analogy fill-outline shape-style abstract-reasoning pattern-matching

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