Retiarius - Wikipedia
A retiarius (plural retiarii; literally, "net-man" in Latin) was a Roman gladiator who fought with equipment styled on that of a fisherman: a weighted net (rete (3rd decl.), hence the name), a three-pointed trident (fuscina or tridens), and a dagger (pugio).
Quick Start of Retiarii on NNI — An open source AutoML toolkit …
Explore the Defined Model Space ¶. There are basically two exploration approaches: (1) search by evaluating each sampled model independently, which is the search approach in multi-trial NAS and (2) one-shot weight-sharing based search, which is used in one-shot NAS. We demonstrate the first approach in this tutorial.
Retiarii is the first framework to support deep learning exploratory-training. In particular, Retiarii (i) provides a new programming interface to specify a DNN model space for exploration, as well as an interface to describe the exploration strategy …
Retiarii: A Deep Learning Exploratory-Training Framework
Introducing Retiarii: A deep learning exploratory-training framework on NNI. Traditional deep learning frameworks such as TensorFlow and PyTorch support training on a single deep neural network (DNN) model, which involves computing the weights iteratively for the DNN model.
Retiarii: A Deep Learning Exploratory-Training Framework
Retiarii does so by introducing a key abstraction, Mutator, that connects the specifications of DNN model spaces and exploration strategies, while exposing the correlations between models for optimization.
Retiarii for Neural Architecture Search - Read the Docs
Therefore, we designed Retiarii, a novel NAS/HPO framework, and implemented it in NNI. It helps users easily construct a model space (or search space, tuning space), and utilize existing NAS algorithms.
Introducing Retiarii: A deep learning exploratory-training framework …
Jun 24, 2021 · Retiarii identifies correlations between the instantiated models and develops cross-model optimizations to improve the overall exploratory-training process.
Retiarii | Proceedings of the 14th USENIX Conference on …
Retiarii is the first framework to support deep learning exploratory-training.
Retiarii Overview — An open source AutoML toolkit for neural ...
Retiarii is a new framework to support neural architecture search and hyper-parameter tuning. It allows users to express various search space with high flexibility, to reuse many SOTA search algorithms, and to leverage system level optimizations to speed up the search process.
Retiarii: A Deep Learning Exploratory-Training Framework
Oct 22, 2020 · Retiarii is the first framework to support deep learning exploratory-training by introducing a key abstraction, Mutator, that connects the specifications of DNN model spaces and exploration strategies, while exposing the correlations between models for optimization.