benchmark_VAE

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how Sampler works?

2

Hi Clément: Great work on introducing the VAE-oriented library! You have made it more modular like predefined models, pipelines, and so forth. Can you share brief details on how the...

jprachir

### Discussed in https://github.com/clementchadebec/benchmark_VAE/discussions/39 Originally posted by **osbm** July 31, 2022 Let's say I want to use encode SMILES to latent space. Is it possible to use a sequential algorithm...

clementchadebec

Model Request: Poincare VAE

1

It would be great to see the Poincare VAE (or a similar hyperbolic geometry VAE) implemented in pythae! Paper: https://arxiv.org/abs/1901.06033 Code: https://github.com/emilemathieu/pvae

tomhosking

Scheduling within models

1

Some models make use of some sort of scheduling or annealing internally (e.g. KL warmup or temperature annealing) based on the current step index - what's the correct way to...

tomhosking

Is this library compatible with custom datasets?

2

Hello, Thank you for your excellent work! As my question states, I wonder how to use this library with a custom dataset. I am new to machine learning and wanted...

NamelessGaki

**Feature request** It would be nice to see this variant (https://arxiv.org/abs/2205.07547) of the SQ-VAE implemented in the library.

clementchadebec

Integration with the Hugging Face Hub

7

**Is your feature request related to a problem? Please describe.** As I train models, I would like to easily be able to share them with other people and document them...

osanseviero

How to evaluate models?

3

Hi, thanks for the great work. I would like to know how to evaluate the generation performance of models. Specifically, I am interested in how to calculate FID and other...

liang-hou

Posterior Sampling for PVAE

8

I was wondering if it is possible for you to add posterior sampling to PVAE model. The problem with prior sampling is that the embedding space could be sparse and...

ErfanMowlaei

WandB callback does not record enough information

4

Hi: I want to get the train log, train loss plot, val loss plot and lr plot using WandB callback. But it seems that I just can get PART of...

lyangfan