Skip to content

Update benchmark performance#97

Merged
you-n-g merged 4 commits intomicrosoft:mainfrom
Derek-Wds:main
Dec 17, 2020
Merged

Update benchmark performance#97
you-n-g merged 4 commits intomicrosoft:mainfrom
Derek-Wds:main

Conversation

@Derek-Wds
Copy link
Contributor

Description

Motivation and Context

How Has This Been Tested?

  • Pass the test by running: pytest qlib/tests/test_all_pipeline.py under upper directory of qlib.
  • If you are adding a new feature, test on your own test scripts.

Screenshots of Test Results (if appropriate):

  1. Pipeline test:
  2. Your own tests:

Types of changes

  • Fix bugs
  • Add new feature
  • Update documentation

| LSTM | Alpha158 (with selected 20 features) | 0.0337±0.01 | 0.2562±0.05 | 0.0427±0.01 | 0.3392±0.04 | 0.0269±0.06 | 0.3385±0.74 | -0.1285±0.04 |
| ALSTM | Alpha158 (with selected 20 features) | 0.0366±0.00 | 0.2803±0.04 | 0.0478±0.00 | 0.3770±0.02 | 0.0520±0.03 | 0.7115±0.30 | -0.0986±0.01 |
| GATs | Alpha158 (with selected 20 features) | 0.0355±0.00 | 0.2576±0.02 | 0.0465±0.00 | 0.3585±0.00 | 0.0509±0.02 | 0.7212±0.22 | -0.0821±0.01 | No newline at end of file
| TFT | Alpha158 (with selected 20 features) | 0.0344±0.00 | 0.2071±0.02| 0.0103±0.00 | 0.0632±0.01 | 0.0638±0.00 | 0.5845±0.8| -0.1754±0.02 |
Copy link
Collaborator

@you-n-g you-n-g Dec 11, 2020

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Why isTFT‘s annual return so stable while it's information ratio so variable?

Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Wendi calculated the information ratio's std in a wrong way. It should be 0.08 instead of 0.8. I have just updated it.

Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I calculated the mean of two 5-runs and typed by hand, and missed a "0"...

Copy link
Collaborator

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

@wendili-cs make sure your rank IC. TFT has high IC & annual return while it's IC is low.
Please double check it though such results ares possible.

@you-n-g
Copy link
Collaborator

you-n-g commented Dec 16, 2020

@Derek-Wds Are these results generated by repeating 20 times of experiments?

@Derek-Wds
Copy link
Contributor Author

Derek-Wds commented Dec 17, 2020

@Derek-Wds Are these results generated by repeating 20 times of experiments?

It's not for now. The running for Alpha360 hasn't finished yet. I will update the results when the running's done.

@you-n-g you-n-g merged commit 1c0bb2f into microsoft:main Dec 17, 2020
you-n-g pushed a commit to you-n-g/qlib that referenced this pull request Aug 16, 2025
gaogen123 pushed a commit to gaogen123/qlib that referenced this pull request Sep 13, 2025
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

3 participants