From 12482948d32da757d3a13fb7d080d1a73559d9ee Mon Sep 17 00:00:00 2001 From: pollfly <75068813+pollfly@users.noreply.github.com> Date: Mon, 11 Mar 2024 19:24:03 +0200 Subject: [PATCH] Update FAQ about hyperparameter v. metric comparison (#794) --- docs/faq.md | 60 +++++++------------------------ docs/img/faq_compare_scatter.png | Bin 0 -> 135977 bytes 2 files changed, 13 insertions(+), 47 deletions(-) create mode 100644 docs/img/faq_compare_scatter.png diff --git a/docs/faq.md b/docs/faq.md index 7a3d5450..0cd2584e 100644 --- a/docs/faq.md +++ b/docs/faq.md @@ -556,55 +556,21 @@ tab, click `Download full log`. #### How do I create a graph comparing hyperparameters vs. model accuracy? You can use the UI's [experiment comparison features](webapp/webapp_exp_comparing.md) to compare the logged hyperparameter -and accuracy values of several experiments. +and accuracy values of several experiments. In the experiment comparison page, under the **HYPERPARAMETERS** tab +you can visualize experiments' hyperparameter values in relation to performance metrics in a scatter plot or parallel +coordinates plot: +* [Scatter plot](webapp/webapp_exp_comparing.md#scatter-plot): View the correlation between a selected hyperparameter and + metric. For example, the image below shows a scatter plot that displays the values of a performance metric (`epoch_accuracy`) + and a hyperparameter (`epochs`) of a few experiments: + + ![Scatter plot comparison](img/faq_compare_scatter.png) -In an experiment comparison page, under the **HYPERPARAMETERS** tab, you can view the experiments' hyperparameter values -in relation to a specific metric (e.g. accuracy) in a parallel coordinates plot. +* [Parallel coordinates plot](webapp/webapp_exp_comparing.md#parallel-coordinates-mode): View the impact of hyperparameters + on selected metric(s). For example, the image below shows + a parallel coordinates plot which displays the values of selected hyperparameters (`base_lr`, `batch_size`, and + `number_of_epochs`) and a performance metric (`accuracy`) of three experiments: -The image below shows a parallel coordinates plot which displays the values of selected hyperparameters (`base_lr`, -`batch_size`, and `number_of_epochs`) and a performance metric (`accuracy`) of three experiments. - -![Parallel Coordinates](img/compare_parallel_coordinates.png) - -You can also visualize the differences in a scatter plot. In each experiment whose values will be compared, report a plot -with a single point, x-axis for the hyperparameter value, and Y-axis for the accuracy. - -In the code below, the task reports a single-point scatter plot with `number_layers` as the x-axis and -`accuracy` as the Y-axis: - -```python -number_layers = 10 -accuracy = 0.95 -Task.current_task().get_logger().report_scatter2d( - title="performance", - series="accuracy", - iteration=0, - mode='markers', - scatter=[(number_layers, accuracy)] -) -``` - -When these experiments are compared in the UI's experiment comparison, all the reported `performance/accuracy` values -are displayed in a single plot. - -![Comparison plot](img/compare_plots.png) - -Another option is a histogram chart: - -```python -number_layers = 10 -accuracy = 0.95 -Task.current_task().get_logger().report_histogram( - title="performance", - series="accuracy", - iteration=0, - labels=['accuracy'], - values=[accuracy], - xlabels=['number_layers %d' % number_layers] -) -``` - -![Comparison plot histogram](img/compare_plots_hist.png) + ![Parallel Coordinates](img/compare_parallel_coordinates.png)
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