838 create tabular tab to dashboard and redesign loaded data results #819 #844

laurasootes · 2024-08-22T15:24:07Z

This PR adds a tabular page to the dashboard (#838 ) and finalises all dashboard redesigns (#819 ).

Tabular page:
Page is implemented similar to the other pages (text, images, time series).

Other than the other pages, the tabular page requires the user to upload the training data, which has to be provided as npy file.
For this page it is not obligatory to upload a label text file, because you can also use it for regression models, in which case labels are not necessary. If labels are not uploaded, the page will treat the example as a regression model.
The available methods are currently RISE and LIME.
For the usage, a user uploads their tabular data csv file (full file). The data is read as pandas dataframe and the full table is shown in the dashboard. The user then clicks on a row in the table, which is the data for which the prediction and explanation is done.
A simple test to check the basic functionality of the page is added to the dashboard tests.
Note that a tabular example will be added in Add tabular example in dashboard #789

Dashboard redesign changes:

_get_method_params is converted into get_params, such that method parameter seleciton is per method
For all pages a streamlit container (basically a box) is created at the top which includes the predicted class, number of top classes to show, method selection and method parameters. The different components are only shown when relevant.
function _get_top_indices_and_labels is adjusted such that for a regression model the predicted value is printed in the dashboard instead of the predicted class

Other changes:

naming of keys for streamlit elements is done in a prettier way

fixes #838 and fixes #819 and fixes #523

…per method

…amples' of https://github.com/dianna-ai/dianna into 819-dashboard-redesign-loaded-data-results

…//github.com/dianna-ai/dianna into 819-dashboard-redesign-loaded-data-results

…reate-tabular-tab-to-dashboard

elboyran · 2024-09-18T07:57:39Z

dianna/methods/lime_tabular.py

@@ -63,6 +63,7 @@ def __init__(
            LimeTabularExplainer, kwargs)

        # temporary solution for setting num_features and top_labels
+        # when fixed, also fix in dashboard Tabular.py -> _feature_names


Is it fixed in the next PR?

No, the temporary fix itself was already here, it has been added in december PR 661. I did not try to fix the general problem

I believe issue 801 mentions the general issue

laurasootes added 30 commits July 31, 2024 22:40

move method, params, prediction, and top to show to container

12a0ab7

fix text

2e444e4

set message before tickboxes

3ce30b6

specify that the row label represents a class

125d0a8

switch rise and lime for consistency with other pages

911965e

move method_params into method checkboxes function

2957be9

move method params into method checkboxes to get the params expander …

bf164bb

…per method

delete method header since they are per method now

acc1a32

make method axis label equal size as class axis label

ac85823

move prediction to top ourside of container

4d8ef36

center titles

6f89ba3

add some space

1918b3a

update text label

4c62ab3

make the row elements smaller

eb9af6d

add some space

7459ed3

remove sidebar from home page

8432fe3

use simple logo add

3b7b5f4

move predicted class inside container

310da69

move predicted class inside container and all sidebar logo

ed61dbb

Merge branch '818-dashboard-modifu-input-data-section-for-multiple-ex…

b3de953

…amples' of https://github.com/dianna-ai/dianna into 819-dashboard-redesign-loaded-data-results

use page wide layout instead of small centered

afc3092

Merge branch '790-add-scientific-use-case-frb-to-dashboard' of https:…

343f905

…//github.com/dianna-ai/dianna into 819-dashboard-redesign-loaded-data-results

Merge branch '790-add-scientific-use-case-frb-to-dashboard' of https:…

af5e7a2

…//github.com/dianna-ai/dianna into 819-dashboard-redesign-loaded-data-results

fix typo

4a3c451

fix double checkbox

80603d4

fix key label

dbdbc67

fix popping

906b6e9

use f strings

eb5d3f4

remove print statement

637dae5

Merge branch '790-add-scientific-use-case-frb-to-dashboard' of https:…

84a873b

…//github.com/dianna-ai/dianna into 819-dashboard-redesign-loaded-data-results

laurasootes added 16 commits August 22, 2024 10:54

no kernelshap

ef5308c

kernelshap function for tabular

556aa5f

update text

125cc16

undo weather example specifics

d24075e

add test for tabular

b1133fb

Merge branch 'main' of https://github.com/dianna-ai/dianna into 838-c…

40e4011

…reate-tabular-tab-to-dashboard

fix merge issue

38e1d70

fix typo

ba1e296

fix input conversion

fb497b9

undo import

e1b2eb2

delete unused imports

c53bd96

delete print statement

ddef7bf

check for both positive and negatice

d1c5d1c

test for two classes

3707fd9

fix tests

37d5a5d

make ruff happy

3d5c64f

laurasootes added the dashboard label Aug 22, 2024

laurasootes requested a review from elboyran August 22, 2024 15:24

laurasootes linked an issue Aug 22, 2024 that may be closed by this pull request

Create tabular tab to dashboard #838

Closed

laurasootes added 7 commits August 23, 2024 08:48

increase timeout

123e2ab

fix linting

7f75520

fix linting

b2c3590

fix sorting

5d8f196

fix imports

3fd787d

increase timeout?

ce38ea9

increase timeouts

f38fd09

elboyran mentioned this pull request Aug 23, 2024

Update CONTEXT.md #846

Merged

elboyran approved these changes Sep 18, 2024

View reviewed changes

laurasootes merged commit 45fd4ff into main Sep 18, 2024
15 of 17 checks passed

laurasootes deleted the 838-create-tabular-tab-to-dashboard branch September 18, 2024 08:26

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838 create tabular tab to dashboard and redesign loaded data results #819 #844

838 create tabular tab to dashboard and redesign loaded data results #819 #844

laurasootes commented Aug 22, 2024 •

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elboyran Sep 18, 2024

laurasootes Sep 18, 2024 •

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laurasootes Sep 18, 2024

838 create tabular tab to dashboard and redesign loaded data results #819 #844

838 create tabular tab to dashboard and redesign loaded data results #819 #844

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