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chadhurley25075-png / pd-bridge

Heterogeneous prefill/decode for DeepSeek-V4-Flash: CUDA prefill (DGX Spark, vLLM) -> Metal decode (Mac Studio, oMLX) over plain 10GbE

Why this job: topics: apple-silicon, llm-inference, vllm, mlx

What it does

Two production inference engines that share no cache format, no framework, no vendor and no quantization, serving one request together. DeepSeek-V4-Flash is 284B total / 13B active, 256 routed experts, MLA + sparse attention, 149 GB resident on the prefill side and 156 GB on the decode side:

Get started

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

Maintenance
Active
Last commit 32 days ago
Stars
151
On GitHub
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Python
84% of the code

Is it looked after?

Contributors
1
Last 90 days
Issues
0% closed
1 still open
Pull requests
2 merged
1 waiting
Releases
None
Never published

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More: languages, topics and project record

Languages

  • Python 84%
  • C 10%
  • Shell 5%
  • Makefile 1%

Topics

  • apple-silicon
  • deepseek
  • dgx-spark
  • heterogeneous-inference
  • kv-cache
  • llm-inference
  • mlx
  • omlx
  • prefill-decode
  • vllm

Project record

  • JobLocal LLMs
  • StatusListed
  • Commits31
  • Forks13
  • Watching0
  • Stars in 28 days0
  • CreatedSep 6, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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