intelligent-machine-learning/dlrover

Add balance loss in atorch moe example

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#1,300 opened on Oct 18, 2024

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Description

Add balance loss in moe example.

We add use aux loss to router in moe example, similar to aux loss implementation in megatron moe.

Contributor guide

Research direction
Implement auxiliary loss in the MoE router similar to the Megatron LM implementation.
Tech stack
pythonpytorch
Domain
machine learning
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
2
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-3 hours
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Clear
Prerequisites
PythonPyTorch
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
60