https://github.com/jafagervik/pubjudas

PubDAS Julia style
https://github.com/jafagervik/pubjudas

Last synced: 9 days ago
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PubDAS Julia style

• Host: GitHub
• URL: https://github.com/jafagervik/pubjudas
• Owner: Jafagervik
• Created: 2024-05-16T17:21:28.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2024-06-05T14:33:31.000Z (5 months ago)
• Last Synced: 2024-10-14T14:11:30.300Z (24 days ago)
• Language: Python
• Size: 115 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Anomalydetection for PubDAS with VAE training

## Status

### Data

- [x] Get data from globus

- [ ] Differentiate train and test

- [ ] Split into better sizes

### Setup DDP

- [ ] Without torchrun, make setup and destroy function and make sure we can use multiple gpus on idun

### Config

- [x] Hyperparams stored in json file, try to load

### Trainer

- [ ] Able to initialize trainer

- [ ] save and load from checkpoint file

### Main loop

- [ ] setup full end to end training

### Model

#### VAE

- [x] Encoder

- [x] Decoder

- [x] Elbo loss that works

- [x] forward pass, sampling and recon works

### Anomalydetection

- [ ] Pictures before

- [ ] Pictures after

- [ ] Imgs with found anomlies

- [ ] TP, FP and so on