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tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs) (ICML, 2024) [https://proceedings.mlr.press/v235/zeng24b.html]

Introduction

This repository is the implementation of tnGPS.

Requirements

  • Python 3.7.3

  • Tensorflow 1.13.1

Usage

First, you need to start agents with

 CUDA_VISIBLE_DEVICES=0 python agent.py 0

The last 0 stands for the id of the agent. You can spawn multiple agents with each one using one GPU by modifying the visible device id.

Then start the main script by

 python tnGPS.py 100

The argv stands for the number of samples of the TN-SS algorithms in one iteration.

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