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PALEO DaSGD

This is code for paper "DaSGD: Squeezing SGD Parallelization Performance in Distributed Training Using Delayed Averaging"

Installation PALEO

reference PALEO

Paleo uses the following dependencies:

  • numpy
  • click
  • six
  • cuDNN (Optional. Use --use_only_gemm to disable cuDNN heuristics)

Use pip to install the depenencies with the pinned versions:

pip install -r requirements.txt

Tested with Python 2.7, cuDNN v4 on Ubuntu 14.04.

To install Paleo, run the following command in the cloned directory:

python setup.py install

Use Our modified PALEO

Copy our file in PALEO/paleo

And, install the PALEO again

python setup.py install

Usage

Paleo provides programmatic APIs to retrieve runtime estimations.

The following is an example of V100 under weak scaling.

python paleo/profiler.py simulate ./nets/nin.json --use_only_gemm --use_pipeline --batch_size 128 --num_workers 256 --scaling weak --device_name V100 --network_name infiniband 

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