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co3_algorithm's Introduction

Communication-Efficient Federated DNN Training in Three Steps: Convert, Compress, Correct

There are several compression scheme in this code.

CO3 Algorithm

Convert

There are two types you can use for quantization, fp4 and fp8, which follow the IEEE 754 format.

  • fp4: [sign, exponent, mantissa] = [1,2,1]
  • fp8: [sign, exponent, mantissa] = [1,5,2]

Correct

There is a error correction coefficient in this algorithm, which can control the magnitude of error term.

Count Sketch

The Count Sketch code is from CSVec
Reference: FetchSGD: Communication-Efficient Federated Learning with Sketching

TinyScript

Reference: Don’t Waste Your Bits! Squeeze Activations and Gradients for Deep Neural Networks via TinyScript

co3_algorithm's People

Contributors

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