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DeepOBS: A Deep Learning Optimizer Benchmark Suite

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Hi, This pull request is to include the IMDb LSTM sentiment classification task (from https://arxiv.org/abs/1910.11758 ) I've added the dataset, network architecture, and I've tested it with the example code...

Hello Frank, just came over the following pattern that is used in all dataset classes: def _make_train_eval_dataset(self): """Creates the CIFAR-10 train eval dataset. Returns: A tf.data.Dataset instance with batches of...

❔ Type: Question
👍 Status: Done

The user should be able to set the optimizer name by passing a string to the runner instance. This makes it possible to seperate `SGD/Momentum/Nesterov` in `PyTorch` and gives more...

🚀 Type: Enhancement
👷 Status: In Progress

Let us assume I run a tuning A and the results are written to './results'. When I change my mind and want to run a different tuning B and I...

🚀 Type: Enhancement
🆕 Status: New

The device on which the training of the runner is performed should by settable as an argument in the `run()` method. For both frameworks. This allows for more flexible hardware...

🚀 Type: Enhancement
🆕 Status: New

Implement a method `tuner.generate_commands_for_rerun()`. This methods should return the re-runs needed to be done once the best hyperparameter instance has been found.

🚀 Type: Enhancement
🆕 Status: New

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 1.13.1 to 2.11.1. Release notes Sourced from tensorflow's releases. TensorFlow 2.11.1 Release 2.11.1 Note: TensorFlow 2.10 was the last TensorFlow release that supported GPU on native-Windows. Starting...

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