pyro-ppl/pyro

GAN Inference

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#1,164 opened on May 27, 2018

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enhancementgood first issuehelp wantedquestion

Description

Hi,

thanks for releasing Pyro.

Any plans to have GAN like inference in pyro?

Thanks

Contributor guide

Tech stack
python
Domain
machine learningai
Issue type
feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
5
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
over 1 week
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.
needs investigation
Prerequisites
Generative Adversarial NetworksPyroPyTorchVariational Inference
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
10
Research direction
Investigate the feasibility of implementing GAN like inference in Pyro by reviewing the discussion in the issue comments (e.g., #1164) and exploring existing inference engines. The key is to determine if adversarial loss can be integrated into the variational inference framework. Examine the inference/ directory and trace handling code in Pyro to assess technical requirements.