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Artur Andrzejczak

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#edge computing Open access Oct 2026

Deploying LLM Inference on a Repurposed UMA APU: Transferable Lessons from a Vulkan-Only, 16 GB Edge Platform

Cost-driven interest in running large language models (LLMs) on non-mainstream silicon outpaces the maturity of the surrounding software stacks. This paper uses one such platform, the AMD BC-250 (a repurposed cryptocurrency-mining board with a GFX1013 "Cyan Skillfish" accelerated processing unit (APU), 16 GB of unified...

Artur Andrzejczak · 0 citations
#large language models Open access Oct 2026

Deploying LLM Inference on a Repurposed UMA APU: Transferable Lessons from a Vulkan-Only, 16 GB Edge Platform

Cost-driven interest in running large language models (LLMs) on non-mainstream silicon outpaces the maturity of the surrounding software stacks. This paper uses one such platform, the AMD BC-250 (a repurposed cryptocurrency-mining board with a GFX1013 "Cyan Skillfish" accelerated processing unit (APU), 16 GB of unified...

Artur Andrzejczak · 0 citations
#edge computing Open access Sep 2026

BC-250 LLM inference benchmarks: harnesses and raw results for the J.UCS revision (akandr/bc250, jucs-revision-5)

Harnesses and raw results for the experiments added in the J.UCS revision of the paper Deploying LLM Inference on a Repurposed UMA APU: Transferable Lessons from a Vulkan-Only, 16 GB Edge Platform. Contents: benchmarks/bench-a*.py, benchmarks/diag-*.py, benchmarks/heads.py: measurement harnesses (KV-cache width versus...

Artur Andrzejczak · 0 citations
#edge computing Open access Sep 2026

BC-250 LLM inference benchmarks: harnesses and raw results for the J.UCS revision (akandr/bc250, jucs-revision-5)

Harnesses and raw results for the experiments added in the J.UCS revision of the paper Deploying LLM Inference on a Repurposed UMA APU: Transferable Lessons from a Vulkan-Only, 16 GB Edge Platform. Contents: benchmarks/bench-a*.py, benchmarks/diag-*.py, benchmarks/heads.py: measurement harnesses (KV-cache width versus...

Artur Andrzejczak · 0 citations

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