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deepfabric

nolabs-ai/deepfabric

Generate, Train, Measure, and Evaluate Synthetic Data in One Pipeline

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

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886 stars82 forksLast push Sep 14, 2026 Python Apache-2.0

Decision brief

Consider DeepFabric for seamless synthetic data generation and integration into machine-learning projects where high-quality data augmentation is critical.

Good fit when

  • Use it when your project requires extensive training on augmented datasets without compromising the quality of the original data.
  • Ideal if you seek to enhance model robustness by incorporating diverse synthetic examples, particularly in scenarios with limited real-world data.

Avoid when

  • Avoid using DeepFabric for projects that strictly require real-world datasets for training and validation due to legal or domain-specific standards.
  • Not recommended for teams already heavily invested in proprietary synthetic data solutions that offer unique features unavailable in open-source alternatives like DeepFabric.

Observed Jul 17, 2026 · Source: enrich:decision_facts

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Maintenance and security

Full trust report
Maintenance
Very active (4d since push)
As of Sep 19, 2026
Provenance
Not a fork · Organization account
As of Sep 19, 2026
Security (OSV)
No lockfile
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install deepfabric
PyPI

Similar tools

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

deepfabric provides tools for generating high-quality synthetic data and incorporating it seamlessly into machine-learning pipelines for training, evaluation, and fine-tuning.

Capability facts

CLI
CLI entrypoint

Source: pyproject.toml:[project.scripts] · Sep 19, 2026

Languages
python

Source: github.language+pyproject.toml · Sep 19, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Sep 19, 2026)

--topic-prompt "Python programming fundamentals" \
Source link

Tags

README

<div align="center" <picture <source media="(prefers color scheme: dark)" srcset="./assets/logo light.png" / <img alt="DeepFabric logo" src="./assets/logo light.png" style="width:40%;max width:40%;height:auto;display:block;margin:0 auto;" / </picture <h3 Training Model Behavior i...

For agents

This page has a .md twin and JSON over the API.

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