semvec/pypi-packages huggingface dataset:
sdg1121 1.0.0
Industrial-grade automated synthetic data generation via OpenAI Batch API
License: MIT
Requires Python: >=3.9

# sdg1121 🚀

**sdg1121** is a high-performance, automated synthetic data engine. It utilizes OpenAI's Batch API to generate statistically consistent, privacy-preserving datasets at scale.

## Core Features
- **Auto-Learning**: Automatically identifies schemas and numeric boundaries from raw data.
- **Cost Efficiency**: Uses Cloud Batch API to reduce costs by 50% for mass generation.
- **Logic Guard**: Injects real-world numeric constraints to eliminate AI hallucinations.
- **Easy Evaluation**: Built-in similarity report for data validation.

## Quick Start
```python
from sdg1121 import SDGEngine

# Initialize with your API key
engine = SDGEngine(api_key="your-openai-api-key")

# One-click generation (Fit -> Batch -> Download)
df = engine.auto_generate("source.csv", count=1000)

# Save result
df.to_csv("synthetic_output.csv", index=False)
```
xr-py-helper 0.0.1
Defensive package registration.
License: MIT
Requires Python: >=3.6

# xr-py-helper

**NOTICE: Defensive Package Registration**

To provide internal services and prevent new enterprise users from accidentally installing the wrong package, this package is treated as a placeholder package and a friendly reminder is given during installation.

## Contact

For inquiries about this package, please contact the insiders.
xr-offline-rendering 0.0.1
Defensive package registration.
License: MIT
Requires Python: >=3.6

# xr-offline-rendering

**NOTICE: Defensive Package Registration**

To provide internal services and prevent new enterprise users from accidentally installing the wrong package, this package is treated as a placeholder package and a friendly reminder is given during installation.

## Contact

For inquiries about this package, please contact the insiders.
xr-media-sdk 0.0.1
Defensive package registration.
License: MIT
Requires Python: >=3.6

# xr-media-sdk

**NOTICE: Defensive Package Registration**

To provide internal services and prevent new enterprise users from accidentally installing the wrong package, this package is treated as a placeholder package and a friendly reminder is given during installation.

## Contact

For inquiries about this package, please contact the insiders.