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[PLDI 19'] An Inductive Synthesis Framework for Verifiable Reinforcement Learning

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VRL

VRL is a toolbox for verification in reinforcement learning systems.

Install

Require Python2.7 and usual python packages such as numpy, scipy, matplotlib, ...

pip install:

  1. pip install tensorflow
  2. pip install tflearn
  3. pip install numba .

Install Z3:

  1. From https://github.com/Z3Prover/z3/releases, download Z3 binary.
  2. export PYTHONPATH=PATH_UNPACK_Z3/z3/bin/: .

Install Julia-0.6

  1. Download Julia-0.6 from https://julialang.org/downloads/oldreleases.html.
  2. export PATH="$PATH:PATH_UNPACK_JULIA/julia/bin"

Install SumOfSqure tool:

Download and licsence the Mosek solver

  • Download the MAC OS 64bit x86 MOSEK Optimization Suite distribution from https://mosek.com/downloads/ and unpack it into a chosen directory.

  • For MAC, run the command:

python <MSKHOME>/mosek/8/tools/platform/osx64x86/bin/install.py
where <MSKHOME> is the directory where MOSEK was installed. This will set up the appropriate shared objects required when using MOSEK.

  • Add the path <MSKHOME>/mosek/8/tools/platform/osx64x86/bin to the OS variable PATH.

  • License the tool.

Configure Julia

  1. Enter Julia command line.

  2. Enter following commands:

julia> Pkg.status()  

julia> Pkg.add("SumOfSquares")
julia> Pkg.status("SumOfSquares")
SumOfSquares 0.2.0

julia> Pkg.status("JuMP")
JuMP 0.18.2

julia> Pkg.add("MathOptInterface")
julia> Pkg.add("DynamicPolynomials")
julia> Pkg.add("SCS")
julia> Pkg.add("MathOptInterfaceMosek")
julia> Pkg.add("Clp") 

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[PLDI 19'] An Inductive Synthesis Framework for Verifiable Reinforcement Learning

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