Giter VIP home page Giter VIP logo

codenlattack's Introduction

CodeNLAttack

Setups

Python Pytorch ๐Ÿค— Transformers 4.25.1

1. Natural Language-Code Search Task (Text-Code)

Train and Attack

### 1. fine-tune CodeBERT on NL-Code Search Task

python code/run_classifier.py
			--model_type roberta
			--do_predict
			--test_file test_webquery.json
			--max_seq_length 200
			--per_gpu_eval_batch_size 2
			--data_dir data
			--output_dir ./model_codesearchnet/checkpoint-best-aver
			--encoder_name_or_path microsoft/codebert-base
			--pred_model_dir ./model_codesearchnet/checkpoint-last
			--prediction_file ./evaluator/webquery_predictions.txt 
			
### 2. attack

python code/run_attack.py 
			--data_dir ./data_codebert/ 
			--output_dir ./model_codesearchnet/checkpoint-best-aver 
			--encoder_name_or_path microsoft/codebert-base 
			--pred_model_dir ./model_codesearchnet/checkpoint-last/

2. Documentation Translation (Text-Text)

Train and Attack

cd Document_Translation

### 1. fine-tune on translation code documentation task

sh run-multi.sh

### 2. attack

python run_attack_from_json.py 

codenlattack's People

Contributors

rlagywns0213 avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.