Search Results for author: Alexander Borzunov

Found 5 papers, 4 papers with code

Petals: Collaborative Inference and Fine-tuning of Large Models

no code implementations2 Sep 2022 Alexander Borzunov, Dmitry Baranchuk, Tim Dettmers, Max Ryabinin, Younes Belkada, Artem Chumachenko, Pavel Samygin, Colin Raffel

In this work, we propose Petals $-$ a system for inference and fine-tuning of large models collaboratively by joining the resources of multiple parties trusted to process client's data.

Training Transformers Together

1 code implementation7 Jul 2022 Alexander Borzunov, Max Ryabinin, Tim Dettmers, Quentin Lhoest, Lucile Saulnier, Michael Diskin, Yacine Jernite, Thomas Wolf

The infrastructure necessary for training state-of-the-art models is becoming overly expensive, which makes training such models affordable only to large corporations and institutions.

Secure Distributed Training at Scale

3 code implementations21 Jun 2021 Eduard Gorbunov, Alexander Borzunov, Michael Diskin, Max Ryabinin

Training such models requires a lot of computational resources (e. g., HPC clusters) that are not available to small research groups and independent researchers.

Distributed Optimization Image Classification +1

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