PaddleDTX Versions Save

Bugfix

• scripts
  • fix goproxy

Features

• dai
  • support DNN based on PaddleFL framework, all neural network models provided by PaddleFL can be used in PaddleDTX
• xdb
  • IPFS is supported as a storage mode of the storage node
• docs
  • update docs theme to ‘material’, add more introduction about PaddleDTX, including developer guide, video courses, common issues, etc.

Improvements

• xdb
  • fix bugs of list files/tasks in contract
  • remove prefix of error code

Features

• dai
  • model evaluation: support model evaluation and live evaluation through random split, cross validation or LOO
  • self-computing: support two computing modes for executors, one is to compute using others' data, one is to compute using their own data

Improvements

• crypto
  • improve security of pairing-based PoRH: upgrade algorithm to avoid mod-N attack, which enables storage nodes to pass challenges using only slice data mod N

This is the first public release of PaddleDTX.

Features

• dai

  • vertical federated learning(linear regression and logistic regression)
  • training/prediction task management
  • p2p
  • requester cli
  • support xuperchain

• xdb

  • file upload and download
  • file slicing and encryption
  • file copies making and distribution
  • proof of replication holding(pairing/merkle)
  • health detection
  • file migration
  • resource access control
  • support xuperchain and fabric

• crypto

  • distributed implementation of linear regression
  • distributed implementation of logistic regression
  • additive homomorphic encryption(Paillier)
  • private set intersection
  • oblivious transfer
  • secret sharing
  • proof of replication holding