disco icon indicating copy to clipboard operation
disco copied to clipboard

Decentralized & federated privacy-preserving ML training, using p2p networking, in JS

Results 128 disco issues
Sort by recently updated
recently updated
newest added

UI part isolated for review. Based and dependent on merge of https://github.com/epfml/disco/pull/568 We can discuss how we should present this feature to the user (naming, interface...)

### PROBLEM Currently in DISCO: data owners form **task-specific DISCOllaboratives** ![Screenshot 2022-10-25 at 23 09 35](https://user-images.githubusercontent.com/62021543/197882516-0cbe804c-d0ad-420d-bc36-be8004a6f5cc.png) i.e. they join an **existing task**, but cannot just make their data available for...

feature
lauzhack2022

### PROBLEM Currently in DISCO, tasks comprise a single model with an expected input of a restricted size. - We previously proposed way to modularize training into a series of...

feature

Our project for LauzHack 2022. Devpost submission: https://devpost.com/software/sustainability-aware-job-scheduler-for-federated-learning @Lestode @sakex @kpj

### PROBLEM: Distributed learning has a higher carbon cost than centralized learning (https://arxiv.org/abs/2102.07627) ![Screenshot 2022-10-25 at 21 28 13](https://user-images.githubusercontent.com/62021543/197864657-7fb5e23c-b4c1-4e67-95c3-249107e401e7.png) The problem is worsened in non-IID settings ![Screenshot 2022-10-25 at 21...

feature
lauzhack2022

Starting a collaborative training on the decentralized MNIST task fails during the first round. There are a few things not working well: * It takes a long time before anything...

bug
decentralized

tried out releasing v2.2.0 & v2.2.1 and it seems to be working. * container image published with tag 2.2.0 & 2.2.1, "develop" image is now called edge * npm packages...

- [x] On the training page, add hover explanations for "round", "batch" and "epoch" and their relationships with each other. - [x] Display a banner saying that Disco is currently...

web client

on the road of supporting ONNX, we first need to extract TFJS from the code base, making discojs framework agnostic. * adding a Dataset type, wrapping standard [AsyncGenerator](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/AsyncGenerator) with some...