Git Product home page Git Product logo

Comments (3)

NTT123 avatar NTT123 commented on July 28, 2024 1

Here is my proposed function:

def cross_entropy_logits_sparse(logits: JaxArray, labels: Union[JaxArray, int]) -> JaxArray:
    """Computes the softmax cross-entropy loss.
    Args:
        logits: (batch, ..., #class) tensor of logits.
        labels: (batch, ...) integer tensor of label indexes in {0, ...,#nclass-1} or just a single integer.
    Returns:
        (batch, ....) tensor of the cross-entropies for each entry.
    """
    if isinstance(labels, int):
        labeled_logits = logits[..., labels]
    else:
        labeled_logits = jn.take_along_axis(logits, labels[..., None], -1).squeeze(-1)
        
    return logsumexp(logits, axis=-1) - labeled_logits

Side note: after a few hours using objax, I think your ideas on Module and (Trainable & State)-Variable are brilliant!

from objax.

david-berthelot avatar david-berthelot commented on July 28, 2024

Yes, we could extend this API to support multi-dimensional (>=2) tensors.

from objax.

shs037 avatar shs037 commented on July 28, 2024

Your proposed function looks nice! Would you like to create a PR?

from objax.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.