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duoan / mega-data-factory

🏭 Mega Scale Multimodal DataPipeline for SOTA Foundation Models

Why this job: topics: image-generation, image-editing

What it does

  • Pipeline Parallelism. Ray ObjectRef chaining enables concurrent stage execution without blocking (details)
  • Distributed Data Loading. Sharded file loading with checkpoint support for fault recovery
  • Backpressure Control. Bounded in-flight batches prevent OOM on large datasets
  • Bucketed Deduplication. Distributed state sharding scales to 100B+ keys (details)
  • Rust Acceleration. 10-25x speedup for image quality, hashing, and HTML extraction

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 6 months ago
Stars
380
On GitHub
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Python
95% of the code

Is it looked after?

Contributors
0
Last 90 days
Issues
17% closed
10 still open
Pull requests
15 merged
1 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct
More: languages, topics and project record

Languages

  • Python 95%
  • Jinja 3%
  • Rust 2%
  • Shell <1%

Topics

  • data-centric-ai
  • data-curation
  • data-quality
  • datapipeline
  • datapipelines
  • deeplearning
  • foundation-models
  • image-editing
  • image-generation
  • llm
  • machine-learning
  • mllm

Project record

  • JobImage generation
  • StatusListed
  • Commits69
  • Forks46
  • Watching29
  • Stars in 28 days+1
  • CreatedJan 17, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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