From dece7a935835c4995175a0fd490b44ef44b18182 Mon Sep 17 00:00:00 2001
From: pollfly <75068813+pollfly@users.noreply.github.com>
Date: Thu, 6 Oct 2022 15:28:01 +0300
Subject: [PATCH] Edit hyperparameter-metric comparison FAQ (#344)
---
docs/faq.md | 34 ++++++++++++------
.../compare_parallel_coordinates.png | Bin 0 -> 188711 bytes
.../clearml_faq_screenshots/compare_plots.png | Bin 34665 -> 60444 bytes
.../compare_plots_hist.png | Bin 37665 -> 60253 bytes
4 files changed, 24 insertions(+), 10 deletions(-)
create mode 100644 docs/img/clearml_faq_screenshots/compare_parallel_coordinates.png
diff --git a/docs/faq.md b/docs/faq.md
index 021d2c4e..81c740c7 100644
--- a/docs/faq.md
+++ b/docs/faq.md
@@ -37,7 +37,7 @@ title: FAQ
**Graphs and Logs**
* [The first log lines are missing from the experiment console tab. Where did they go?](#first-log-lines-missing)
-* [Can I create a graph comparing hyperparameters vs model accuracy?](#compare-graph-parameters)
+* [How do I create a graph comparing hyperparameters vs model accuracy?](#compare-graph-parameters)
* [I want to add more graphs, not just with TensorBoard. Is this supported?](#more-graph-types)
* [How can I report more than one scatter 2D series on the same plot?](#multiple-scatter2D)
@@ -525,24 +525,39 @@ info panel > CONSOLE tab, use the *Download full log* feature.
-**Can I create a graph comparing hyperparameters vs. model accuracy?**
+**How do I create a graph comparing hyperparameters vs. model accuracy?**
-Yes! You can manually create a plot with a single point X-axis for the hyperparameter value, and Y-axis for the accuracy.
-For example:
+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.
+
+In an experiment comparison page, under the **HYPER PARAMETERS** tab, you can view the experiments' hyperparameter values
+in relation to a specific metric (e.g. accuracy) in a parallel coordinates plot.
+
+The image below show 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.
+
+
+
+You can also visualize the differences in a scatter plot. In each experiment whose values wil 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(
- "performance",
- "accuracy",
+ title="performance",
+ series="accuracy",
iteration=0,
mode='markers',
scatter=[(number_layers, accuracy)]
)
```
-Assuming the hyperparameter is `number_layers` with current value `10`, and the `accuracy` for the trained model is `0.95`. Then, the experiment comparison graph shows:
+When these experiments are compared in the UI's experiment comparison, all the reported `performance/accuracy` values
+are displayed in a single plot.

@@ -552,14 +567,13 @@ Another option is a histogram chart:
number_layers = 10
accuracy = 0.95
Task.current_task().get_logger().report_vector(
- "performance",
- "accuracy",
+ title="performance",
+ series="accuracy",
iteration=0,
labels=['accuracy'],
values=[accuracy],
xlabels=['number_layers %d' % number_layers]
)
-
```

diff --git a/docs/img/clearml_faq_screenshots/compare_parallel_coordinates.png b/docs/img/clearml_faq_screenshots/compare_parallel_coordinates.png
new file mode 100644
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