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@@ -22,12 +22,6 @@ All algorithms are implemented in pure Go and continuously benchmarked on GitHub | |
* ASHA: Asynchronous Successive Halving Algorithm (Optuna flavored version) [1,7,8] | ||
* Quasi-monte carlo sampling based on Sobol sequence [10, 11] | ||
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**Built-in dashboard:** | ||
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| Manage optimization results | Interactive live-updating graphs | | ||
| --------------------------- | -------------------------------- | | ||
| <img width="750" alt="state-of-the-art-algorithms" src="https://user-images.githubusercontent.com/5564044/97099702-4107be80-16cf-11eb-9d97-f5ceec98ce52.gif"> | <img width="750" alt="visualization" src="https://user-images.githubusercontent.com/5564044/97099797-66e19300-16d0-11eb-826c-6977e3941fb0.gif"> | | ||
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**Projects using Goptuna:** | ||
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* [Kubeflow/Katib: Kubernetes-based system for hyperparameter tuning and neural architecture search.](https://github.com/kubeflow/katib) | ||
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@@ -97,7 +91,19 @@ Furthermore, I recommend you to use RDB storage backend for following purposes. | |
* Scale studies to tens of workers that connecting to the same RDB storage. | ||
* Check optimization results via a built-in dashboard. | ||
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### Advanced usage | ||
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### Built-in Web Dashboard | ||
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You can check optimization results by built-in web dashboard. | ||
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* SQLite3: `$ goptuna dashboard --storage sqlite:///example.db` (See [here](./_examples/simple_rdb/check_sqlite3.sh) for details). | ||
* MySQL: `$ goptuna dashboard --storage mysql://goptuna:[email protected]:3306/yourdb` (See [here](./_examples/simple_rdb/check_mysql.sh) for details) | ||
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| Manage optimization results | Interactive live-updating graphs | | ||
| --------------------------- | -------------------------------- | | ||
| <img width="750" alt="state-of-the-art-algorithms" src="https://user-images.githubusercontent.com/5564044/97099702-4107be80-16cf-11eb-9d97-f5ceec98ce52.gif"> | <img width="750" alt="visualization" src="https://user-images.githubusercontent.com/5564044/97099797-66e19300-16d0-11eb-826c-6977e3941fb0.gif"> | | ||
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### Advanced Usage | ||
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<details> | ||
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@@ -166,30 +172,6 @@ Full source code is available [here](./_examples/simple_rdb/main.go). | |
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</details> | ||
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<details> | ||
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<summary>Built-in Realtime Web Dashboard</summary> | ||
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You can check optimization results by built-in web dashboard. | ||
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SQLite3: | ||
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```console | ||
$ goptuna dashboard --storage sqlite:///example.db | ||
``` | ||
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MySQL: | ||
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```console | ||
$ goptuna dashboard --storage mysql://goptuna:[email protected]:3306/yourdb | ||
``` | ||
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![goptuna dashboard](https://user-images.githubusercontent.com/5564044/96722047-e7aa4180-13e7-11eb-9f56-99a3ca7c6d35.gif) | ||
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[Shell script to reproduce this](./_examples/simple_rdb/check_mysql.sh) (SQLite3 version is [here](./_examples/simple_rdb/check_sqlite3.sh)). | ||
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</details> | ||
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## Links | ||
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