From 6aac56930c11c2a7b0e6af5a50bb00d7a19f6fc7 Mon Sep 17 00:00:00 2001 From: fusawayugo Date: Tue, 21 Jan 2025 12:51:41 +0900 Subject: [PATCH 1/3] Add a tutorial demonstrating how to display plots in Optuna-Dashboard --- docs/source/index.rst | 1 + .../images/plot-in-optuna-dashboard.png | Bin 0 -> 148337 bytes docs/source/tutorials/index.rst | 7 ++ .../tutorials/plot-in-optuna-dashboard.rst | 77 ++++++++++++++++++ 4 files changed, 85 insertions(+) create mode 100644 docs/source/tutorials/images/plot-in-optuna-dashboard.png create mode 100644 docs/source/tutorials/index.rst create mode 100644 docs/source/tutorials/plot-in-optuna-dashboard.rst diff --git a/docs/source/index.rst b/docs/source/index.rst index d454420..412ba43 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -49,4 +49,5 @@ Get ready to explore the most suitable packages for your problems in the `Optuna :caption: Contents: reference + tutorials/index faq diff --git 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z`Z#$9aCs*$K@Lu6W6Xfd#g4~lOX%i?8Lk|HV~eQ;81HjU8b7BjYe~@rZ29DpZ`K3U b-Vu3~3+6Abyn1s8{3mx^Svvokso(zr0Wr2s literal 0 HcmV?d00001 diff --git a/docs/source/tutorials/index.rst b/docs/source/tutorials/index.rst new file mode 100644 index 0000000..93321bb --- /dev/null +++ b/docs/source/tutorials/index.rst @@ -0,0 +1,7 @@ +Tutorials +========= + +.. toctree:: + :maxdepth: 1 + + plot-in-optuna-dashboard \ No newline at end of file diff --git a/docs/source/tutorials/plot-in-optuna-dashboard.rst b/docs/source/tutorials/plot-in-optuna-dashboard.rst new file mode 100644 index 0000000..44b5009 --- /dev/null +++ b/docs/source/tutorials/plot-in-optuna-dashboard.rst @@ -0,0 +1,77 @@ +Tutorial: How to Plot in Optuna-Dashboard +========================================= + +In this tutorial, you can learn how to display plots in `Optuna-Dashboard `_. + +You can use the function `optuna_dashboard.save_plotly_graph_object `_ +to integrate and display plots generated by Optunahub modules in Optuna-Dashboard. + + +Preparation +----------- + +First, ensure the necessary packages are installed by executing the following command in your terminal: + +.. code-block:: console + + $ pip install optuna optunahub optuna-dashboard + +Example +------- + +We are going to use `Plot Pareto Front for Multiple Studies `_ as example. + + +.. code-block:: python + + import optuna + import optunahub + from optuna_dashboard import save_plotly_graph_object + + + def objective(trial: optuna.Trial) -> tuple[float, float]: + x = trial.suggest_float("x", 0, 5) + y = trial.suggest_float("y", 0, 3) + + v0 = 4 * x**2 + 4 * y**2 + v1 = (x - 5) ** 2 + (y - 5) ** 2 + return v0, v1 + + + samplers = [ + optuna.samplers.RandomSampler(), + optuna.samplers.TPESampler(), + optuna.samplers.NSGAIISampler(), + ] + studies = [] + for sampler in samplers: + study = optuna.create_study( + sampler=sampler, + study_name=f"{sampler.__class__.__name__}", + directions=["minimize", "minimize"], + storage=STORAGE_URL, + ) + study.optimize(objective, n_trials=50) + studies.append(study) + + m = optunahub.load_module( + "visualization/plot_pareto_front_multi" + ) + fig = m.plot_pareto_front(studies) + + save_plotly_graph_object(studies[0], fig) + +Execute this, then start the Optuna-Dashboard by running the following command: + +.. code-block:: console + + $ optuna-dashboard STORAGE_URL + +Then, visit the page of the study you saved the plot. +You can see the plot in the dashboard like the image below. + +.. figure:: ./images/plot-in-optuna-dashboard.png + :alt: Plot in Optuna-Dashboard + :align: center + :width: 800px + From 29f0cb0d6aa866e9a99eca5d0902ec0d9d3ecf16 Mon Sep 17 00:00:00 2001 From: fusawayugo Date: Tue, 21 Jan 2025 16:21:26 +0900 Subject: [PATCH 2/3] fix for feedbacks --- docs/source/index.rst | 1 + .../images/plot-in-optuna-dashboard.png | Bin 148337 -> 15666 bytes .../tutorials/plot-in-optuna-dashboard.rst | 37 ++++++++---------- 3 files changed, 17 insertions(+), 21 deletions(-) diff --git a/docs/source/index.rst b/docs/source/index.rst index 412ba43..2dd826e 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -4,6 +4,7 @@ Welcome to OptunaHub's documentation! `OptunaHub `__ is a registry of third-party packages designed for `Optuna `__. It allows users to share and discover Optuna packages that are not included in the official Optuna distribution. The `optunahub `_ library provides Python APIs to load and use packages from the OptunaHub registry. +Here is `tutorial <./tutorials/index.html>`__ for OptunaHub. **If you are interested in registering your own features in OptunaHub**, please visit `the optunahub-registry repository `__ and submit a pull request there. 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display plots in `Optuna-Dashboard `_. -You can use the function `optuna_dashboard.save_plotly_graph_object `_ +`optuna_dashboard.save_plotly_graph_object `__ can be used to integrate and display plots generated by Optunahub modules in Optuna-Dashboard. Preparation ----------- -First, ensure the necessary packages are installed by executing the following command in your terminal: +First, ensure the necessary packages are installed by executing the following command: .. code-block:: console @@ -19,7 +19,7 @@ First, ensure the necessary packages are installed by executing the following co Example ------- -We are going to use `Plot Pareto Front for Multiple Studies `_ as example. +To illustrate an example, we use `The WFG Problem Collection `__ and `Plot Pareto Front for Multiple Studies `__. .. code-block:: python @@ -28,15 +28,8 @@ We are going to use `Plot Pareto Front for Multiple Studies tuple[float, float]: - x = trial.suggest_float("x", 0, 5) - y = trial.suggest_float("y", 0, 3) - - v0 = 4 * x**2 + 4 * y**2 - v1 = (x - 5) ** 2 + (y - 5) ** 2 - return v0, v1 - + wfg = optunahub.load_module("benchmarks/wfg") + wfg4 = wfg.Problem(function_id=4, n_objectives=2, dimension=3, k=1) samplers = [ optuna.samplers.RandomSampler(), @@ -44,14 +37,15 @@ We are going to use `Plot Pareto Front for Multiple Studies Date: Fri, 24 Jan 2025 12:17:30 +0900 Subject: [PATCH 3/3] minor fix for the feedbacks --- docs/source/index.rst | 4 ++-- .../images/plot-in-optuna-dashboard.png | Bin 15666 -> 28740 bytes 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/index.rst b/docs/source/index.rst index 2dd826e..1fe05b9 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -3,8 +3,8 @@ Welcome to OptunaHub's documentation! `OptunaHub `__ is a registry of third-party packages designed for `Optuna `__. It allows users to share and discover Optuna packages that are not included in the official Optuna distribution. -The `optunahub `_ library provides Python APIs to load and use packages from the OptunaHub registry. -Here is `tutorial <./tutorials/index.html>`__ for OptunaHub. +The `optunahub `__ library provides Python APIs to load and use packages from the OptunaHub registry. +Please check out `the OptunaHub tutorial <./tutorials/index.html>`__ as well. **If you are interested in registering your own features in OptunaHub**, please visit `the optunahub-registry repository `__ and submit a pull request there. 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