What-If Tool

Contact owners and managers

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Welcome to the official discussion channel for the What-If Tool.

We'll make announcements here. Feel free to post to ask questions, start discussions, and provide feedback.

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BR Baral, jwe...@google.com2

10/17/23

Interpreting Fairness in what-if-tool

Thanks for reaching out. The "Analyzing ML Fairness" section of https://pair-code.github.io

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Interpreting Fairness in what-if-tool

Thanks for reaching out. The "Analyzing ML Fairness" section of https://pair-code.github.io

10/17/23

sumit joshi, jwe...@google.com3

2/28/23

Catboost error while envoking WIT

Thank you for your quick response. The issue has been resolved. On Tuesday, February 28, 2023 at 7:30

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Catboost error while envoking WIT

Thank you for your quick response. The issue has been resolved. On Tuesday, February 28, 2023 at 7:30

2/28/23

sumit joshi, jwe...@google.com3

2/28/23

3 models comparision

Ok I will try that. thank you. On Tuesday, February 28, 2023 at 7:30:08 PM UTC+5:30 jwe...@google.com

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3 models comparision

Ok I will try that. thank you. On Tuesday, February 28, 2023 at 7:30:08 PM UTC+5:30 jwe...@google.com

2/28/23

guirong guo, … jwe...@google.com4

11/22/22

Is there some demo about Uses Predict API that with multi params? what if tool occur error When I use in my model

We have no plans to add new features such as this. But you should be able to write a custom

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Is there some demo about Uses Predict API that with multi params? what if tool occur error When I use in my model

We have no plans to add new features such as this. But you should be able to write a custom

11/22/22

Ignacio Saavedra, jwe...@google.com2

3/8/22

No datapoints are loaded

Tracking this issue in https://github.com/PAIR-code/what-if-tool/issues/200 On Monday, February 28,

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No datapoints are loaded

Tracking this issue in https://github.com/PAIR-code/what-if-tool/issues/200 On Monday, February 28,

3/8/22

Joseph Hoeller, jwe...@google.com2

9/29/21

Contributing to API and functionality

We don't have any documentation around that. Feel free to open an issue at https://github.com/

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Contributing to API and functionality

We don't have any documentation around that. Feel free to open an issue at https://github.com/

9/29/21

xiang yu, jwe...@google.com3

8/9/21

ModuleNotFoundError when import witwidget

I found the root cause, the reason is my pc is behind the company proxy. After I configed the

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ModuleNotFoundError when import witwidget

I found the root cause, the reason is my pc is behind the company proxy. After I configed the

8/9/21

Hal Segal, jwe...@google.com3

8/6/21

Can the What If Tool be used for economic time-series data?

Ah, what a shame. I was hoping it would work for time-series data. Are you aware of any other

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Can the What If Tool be used for economic time-series data?

Ah, what a shame. I was hoping it would work for time-series data. Are you aware of any other

8/6/21

7/6/21

Error- Model Resource Not Found

Hi, I am using What-If-Tool to inspect a model deployed in the google cloud ai platform. I have a

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Error- Model Resource Not Found

Hi, I am using What-If-Tool to inspect a model deployed in the google cloud ai platform. I have a

7/6/21

Albin Thomas, jwe...@google.com2

5/19/21

What if tool as a stand alone object

The What-If Tool is meant to be used either in notebooks or through TensorBoard. It is technically

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What if tool as a stand alone object

The What-If Tool is meant to be used either in notebooks or through TensorBoard. It is technically

5/19/21

Albin Thomas, jwe...@google.com2

5/18/21

WIT implementaion on xgboodt custom model on Jupyter notebook

For an xgboost model, you'll want to use WIT's custom prediction function ability. See https:

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WIT implementaion on xgboodt custom model on Jupyter notebook

For an xgboost model, you'll want to use WIT's custom prediction function ability. See https:

5/18/21

James Wexler, Nitin Pasumarthy2

1/25/21

WIT 1.8.0 launched: 10x number of datapoints and more!

10x increase is amazing! Is there a blog post to learn how this scaling was achieved? On Wednesday,

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WIT 1.8.0 launched: 10x number of datapoints and more!

10x increase is amazing! Is there a blog post to learn how this scaling was achieved? On Wednesday,

1/25/21

Rit, jwe...@google.com4

11/10/20

After installing docker, run steps 1 through 4 from https://cloud.google.com/automl-tables/docs/model

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After installing docker, run steps 1 through 4 from https://cloud.google.com/automl-tables/docs/model

11/10/20

Nam Desembrana, jwe...@google.com2

9/21/20

How to export witwidget as an HTML

Hi Nam. I see the thread you reference is probably https://groups.google.com/g/what-if-tool/c/

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How to export witwidget as an HTML

Hi Nam. I see the thread you reference is probably https://groups.google.com/g/what-if-tool/c/

9/21/20

Kaivalya Rawal, jwe...@google.com2

7/27/20

Retrieve WIT results programmatically

Thanks for reaching out Kai. Unfortunately, exporting the nearest counterfactual for a datapoint from

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Retrieve WIT results programmatically

Thanks for reaching out Kai. Unfortunately, exporting the nearest counterfactual for a datapoint from

7/27/20

jwe...@google.com

6/29/20

What-If Tool 1.7 release and redesigned website

The What-If Tool version 1.7.0 has been released, as new versions of all available pip packages (

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What-If Tool 1.7 release and redesigned website

The What-If Tool version 1.7.0 has been released, as new versions of all available pip packages (

6/29/20

5/11/20

Want to help improve the What-If Tool?

Now that the What-If Tool codebase has moved out of the TensorBoard repository, and we're looking

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Want to help improve the What-If Tool?

Now that the What-If Tool codebase has moved out of the TensorBoard repository, and we're looking

5/11/20

mani mohtasham, James Wexler2

4/6/20

Need help for inspection of model and WIT error

Thanks for reaching out Mani. A few questions: 1) When you first load up WIT with your data and model

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Need help for inspection of model and WIT error

Thanks for reaching out Mani. A few questions: 1) When you first load up WIT with your data and model

4/6/20

Tanmay Gupta, James Wexler3

4/1/20

Can the attribution values be visualized in Tensorboard mode?

Thanks a lot for replying and clarifying James, really appreciate your prompt response. When I say

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Can the attribution values be visualized in Tensorboard mode?

Thanks a lot for replying and clarifying James, really appreciate your prompt response. When I say

4/1/20

hunterm...@gmail.com, James Wexler3

3/24/20

WIT embedded in custom web app

Awesome, thanks. I'll give this a go and let you know if I have any questions. Hunter On Mon, Mar

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WIT embedded in custom web app

Awesome, thanks. I'll give this a go and let you know if I have any questions. Hunter On Mon, Mar

3/24/20

James Wexler, Linlin Zhao5

3/12/20

Re: How to make WIT work with sklearn models

Thanks a lot! It worked:) I was slicing 2-D list with numpy-style indexing, which caused the error.

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Re: How to make WIT work with sklearn models

Thanks a lot! It worked:) I was slicing 2-D list with numpy-style indexing, which caused the error.

3/12/20

jwe...@google.com

2/18/20

What-If Tool 1.6 release - Code now fully moved out of TensorBoard repository

The What-If Tool version 1.6.0 has been released, as new versions of all available pip packages (

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What-If Tool 1.6 release - Code now fully moved out of TensorBoard repository

The What-If Tool version 1.6.0 has been released, as new versions of all available pip packages (

2/18/20

agarwal...@gmail.com, jwe...@google.com2

2/13/20

Unable to run what-if tool commands in jupyter notebook in Anaconda environment on Windows10

Thanks for reaching out. This seems to be an error with the TensorFlow installation not working

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Unable to run what-if tool commands in jupyter notebook in Anaconda environment on Windows10

Thanks for reaching out. This seems to be an error with the TensorFlow installation not working

2/13/20

12/20/19

What-If Tool code moved to its own repo (out of TensorBoard)

TLDR: Find the What-If Tool code at https://github.com/pair-code/what-if-tool The What-If Tool

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What-If Tool code moved to its own repo (out of TensorBoard)

TLDR: Find the What-If Tool code at https://github.com/pair-code/what-if-tool The What-If Tool

12/20/19

11/25/19

The What-If Tool: participate in a research study

Thank you for being a part of the What-If Tool community. We have an exciting opportunity to help

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The What-If Tool: participate in a research study

Thank you for being a part of the What-If Tool community. We have an exciting opportunity to help

11/25/19

11/21/19

What-If Tool 1.5 released - attributions mode!

The witwidget 1.5 pip package is now out. The main addition is full support for models that return

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What-If Tool 1.5 released - attributions mode!

The witwidget 1.5 pip package is now out. The main addition is full support for models that return

11/21/19

Ignacio Amaya, James Wexler2

11/8/19

How to export widget to HTML

In order to run the What-If Tool in a webpage like the demos do, you would need to build that webapp

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How to export widget to HTML

In order to run the What-If Tool in a webpage like the demos do, you would need to build that webapp

11/8/19

gga...@gmail.com, James Wexler4

10/30/19

Problem with running WIT in a jupyter notebook

Solved. thanks a lot! On Monday, October 28, 2019 at 9:18:21 PM UTC+2, James Wexler wrote: We have

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Problem with running WIT in a jupyter notebook

Solved. thanks a lot! On Monday, October 28, 2019 at 9:18:21 PM UTC+2, James Wexler wrote: We have

10/30/19

vsing...@gmail.com, James Wexler3

10/15/19

API for reading evaluation metrics

I'm trying to evaluate multiple models and printing the metrics for easy comparison. Thought

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API for reading evaluation metrics

I'm trying to evaluate multiple models and printing the metrics for easy comparison. Thought

10/15/19

10/4/19

What-If Tool 1.4 released - Fun new stuff

One quick update: We just pushed out version 1.4.1 with some fixes: - Version 1.4 had a regression

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What-If Tool 1.4 released - Fun new stuff

One quick update: We just pushed out version 1.4.1 with some fixes: - Version 1.4 had a regression

10/4/19

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