anonymou123dl/dlanalysis

This repo contains the dataset and the implementation of the NeuralState analysis paper.

Please read below to understand repo Organization:

In the paper, we use two benchmarks:

• The first benchmark we used from NeuraLint can be found under the director name Benchmark1/SOSamples
• The second benchmark we used from Humbatova et al. can be found under the director name Benchmark2/SOSamples

To reproduce the results in the paper:

• Download the NeuralStateAnalysis Zip file.
• Extract the file and go to the NeuralStateAnlaysis directory.
• ( Optional ) Install the requirements by running 'Pip install requirements.txt.' N.B: The requirements.txt file is already in this repo.
• To run NeuralState on Benchmark1:
  • Go to Benchmark1/SOSamples directory,
  • Open any of the programs you want to run,
  • Set the path: Path-to-folder/NeuralStateAnalysis/
  • Then, do 'python program_id.' Since the 'NeuralStateAnalysis(model).debug()' call is already present in all programs, you'll be able to reproduce results.
• To run NeuralState on Benchmark2:
  • Go to Benchmark1/SOSamples directory,
  • Open any of the programs you want to run,
  • Set the path: Path-to-folder/NeuralStateAnalysis/
  • Then, do 'python program_id.' Since the 'NeuralStateAnalysis(model).debug()' call is already present in all programs, you'll be able to reproduce results.
• To reproduce RQ4:
  • Go to the RQ4 directory,
  • Open any of the programs you want to run,
  • Set the path: Path-to-folder/NeuralStateAnalysis/
  • Then, do 'python program_id.' Since the 'NeuralStateAnalysis(model).debug()' call is already present in all programs, you'll be able to reproduce results.
• To reproduce Motivating Example results:
  • Go to the RQ4 directory,
  • Open MotivatingExample.py,
  • Set the path: Path-to-folder/NeuralStateAnalysis/
  • Then, do 'python program_id.' Since the 'NeuralStateAnalysis(model).debug()' call is already present in all programs, you'll be able to reproduce results.
• To reproduce Motivating Example results:
  • Go to the program,
  • Add path to NeuralStateAnlaysis folder,
  • Add 'NeuralStateAnalysis(model_name).debug().'
  • Then, do 'python program_id.'