webpageMathPbActorCritic

Webpage for result presentation of Actor Critic method for Math problem answering

Semester project of Emilien Seiler, Master in Computational Science and Engineering at EPFL. Project in collaboration with Atificial Intelligence Laboratory and Natural Language Processing Laboratory at EPFL.

Structure

This is the structure of the repository:

• services: python class and function for the server
  • data_service.py: service for data management on the server
  • model_service.py: service for actor and critic model management on the server
• static:
  • css: webpage style
    • my_style.css: personalized style
  • data: dataset
    • Math-problem-nlp.pdf: download pdf on the webpage (to change)
    • dev.csv: test set
    • train.csv: train set
  • img : img dispay on the webpage
  • js : json file with jQuery request for on click/change action
    • actor_model.js: actor model related action
    • critic_model.js: critic model related action
    • data_selection.js: data selection related action
• templates: html template page
  • home.html: home page
• requirement.txt: python requirement
• webpage_project.py: script for run the webpage (see args bellow)

Data

Data are provided from SVAMP dataset
Train dataset 3139 math problem Test dataset 1000 math problem

Run

python3 webpage_project.py --args <value>

Arguments:

Data specific:

• --random-data: bool, random data proposed on the webpage (default = False)
• --data-number: int, number of data display in the select bar (default = 10)

Model specific:

• --actor-path: str, path of the actor model (default = "static/model/output_reasoning_iterationz)
• --critic-path: str, path of the critic model (default = "static/model/critic")

Other:

• --verbose: bool, print input and output of models to help debugging (default = True)
• --run-EPFL-cluster: bool, True if run on EPFL cluster else use the host (default = True)