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Md Azahar Alam

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Preprint Oct 2026

DFIT: A Framework for Building Instrumentation Tools Across Heterogeneous Dataflow Accelerators

Emerging dataflow accelerators offer exceptional energy efficiency and throughput for machine learning workloads, yet remain largely opaque to developers for performance analysis. Unlike CPUs and GPUs, where instrumentation frameworks enable fine-grained introspection, dataflow hardware exposes little information. This...

Md Azahar Alam, Abrar Hossain, Kishwar Ahmed · 0 citations

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