pytorch/examples

DCGAN default setting in cifar10 not working

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#263 opened on Dec 4, 2017

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 (2 comments) (1 reaction) (0 assignees)Python (9,429 forks)batch import
good first issue

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Description

After run about 15 epoch, the generator seems to collapse to a parameter setting where it always emits the same point.

Did anyone run the script successfully?

Contributor guide

Research direction
Investigate the DCGAN implementation for common training instability issues. Check learning rates, weight initialization, batch normalization, and loss functions. Compare with known working configurations for CIFAR 10.
Tech stack
pythonpytorch
Domain
machine learningai
Issue type
Bug
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.
Mostly clear
Prerequisites
PythonPyTorchGAN basics
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
60