As a possible improvement, I would suggest to add a multi-GPU implementation.
Contributor guide
Tech stack
python
Domain
machine learningperformance
Issue type
feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
4
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
3-5 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
stale
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
unclear
Prerequisites
Basic knowledge of TensorFlowUnderstanding of GPU computingFamiliarity with distributed training
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
15
Research direction
Investigate TensorFlow's distributed strategy API for multi GPU training. Review existing implementations of multi GPU DCGAN in other repositories. Consider the feasibility of modifying the current single GPU code to support multiple GPUs.
