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README.md 2024-03-06 2.1 kB
Release v2.1.0 source code.tar.gz 2024-03-06 43.0 MB
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By downloading, installing or using the software, you accept and agree to be bound by all of the terms and conditions of the LICENSE and DISCLAIMER.

Major Features and Improvements

Arch * Some bugs fixed for spark computing engine

Component * Unified IO keys naming format for all components * Add LLMLoader to support running FATE-LLM v2.0 with pipeline

OSX * Compatible with eggroll-v2.x

EggRoll * add 2.x api backport support * bug fix

FATE-Flow

Major Features and Improvements

  • Improved the display issue of output data.
  • Enhanced the PyPI package: configuration files have been relocated to the user's home directory, and the relative paths for uploading data are based on the user's home directory.
  • Added support for running FATE algorithms with Spark + Hadoop.

Bug-Fix

  • Fixed an issue where failed tasks could not be retried.
  • Fixed an issue where the system couldn't run when the task cores exceeded the system total cores.

FATE-Client * Pipeline: add supports for fate-llm 2.0 * newly added LLMModelLoader, LLMDatasetLoader, LLMDataFuncLoader * newly added configuration parsing of seq2seq_runner and ot_runner * Pipeline: unified input interface of components

FATE-LLM * Adapt to fate-v2.0 framework: * Migrate parameter-efficient fine-tuning training methods and models. * Migrate Standard Offsite-Tuning and Extended Offsite-Tuning(Federated Offsite-Tuning+) * Newly trainer,dataset, data_processing function design * New FedKSeed Federated Tuning Algorithm: train large language models in a federated learning setting with extremely low communication cost

FATE-Test * Add Support for Job Runtime Configuration

Source: README.md, updated 2024-03-06