Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Does structural pruning support pre-trained model? #1133

Open
aidevmin opened this issue Jun 9, 2024 · 0 comments
Open

Does structural pruning support pre-trained model? #1133

aidevmin opened this issue Jun 9, 2024 · 0 comments
Labels
feature request feature request

Comments

@aidevmin
Copy link

aidevmin commented Jun 9, 2024

System information

  • TensorFlow version (you are using):
  • Are you willing to contribute it (Yes/No):

Motivation

What is the use case and how does it broadly benefits users? Prioritization and whether a feature is added is based on how it
helps the community and the feature's maintenance costs.

As examples:

  1. Instead of, "Enable the technique for my model," "Enable this technique to work better with standard object detection models, including R-CNN (link) and SSD (link)" is stronger.

  2. Instead of, "Try something more customized with the technique," "Implement a variant of the algorithm described in equations X and Y of this paper" is clearer.

Does structural pruning support pre-trained model?

I saw Tensorflow tutorial for structural pruning, but it is used for model from scratch. It means that we need to specify pruning configuration in the model building. But it is not the case in practice.

Describe how existing APIs don't satisfy your use case (optional if obvious)

As examples:

  1. You tried using APIs X and Y and were able to do Z. However, that was not sufficient because of ...

  2. You achieved your use case with the code snippet W. However, this was more difficult than it should be because of ... (e.g. ran into issue X or had
    to do Y).

@aidevmin aidevmin added the feature request feature request label Jun 9, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
feature request feature request
Projects
None yet
Development

No branches or pull requests

1 participant