Gennady Pekhimenko
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| title | conference | date |
|---|---|---|
| Arbitor: A Numerically Accurate Hardware Emulation Tool for DNN Accelerators | USENIX ATC '23 | 2023-07-10 |
Arbitor is an open‑source compiler‑based emulator that rewrites ML compiler IR to insert custom low‑precision, approximate and sparsity policies, running on… | ||
| Habitat: A Runtime-Based Computational Performance Predictor... | USENIX ATC '21 | 2021-07-14 |
Habitat predicts a single training-iteration execution time by profiling operations on an available GPU and scaling per-kernel timings to other GPUs, using… | ||
| Skyline: Interactive In-Editor Computational Performance Profiling for Deep Neural Network Training | UIST 2020 | 2020-10-20 |
Skyline is an interactive in-editor profiler implemented as an Atom plugin for PyTorch that builds empirical models predicting throughput and GPU memory versus… | ||
| Daydream: Accurately Estimating the Efficacy of Optimizations for DNN Training | USENIX ATC '20 | 2020-07-15 |
Daydream builds a fine-grained dependency graph from CUPTI traces plus per-layer timestamps, applies simple graph-transformation primitives (select, shrink… | ||
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