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SSL certificate has been expired #280

@NurtilekMamashakirov

Description

@NurtilekMamashakirov
import OpenAttack
import numpy as np
import datasets
import nltk
from nltk.sentiment.vader import SentimentIntensityAnalyzer
class MyClassifier(OpenAttack.Classifier):
    def __init__(self):
        nltk.download('vader_lexicon')
        self.model = SentimentIntensityAnalyzer()

    def get_pred(self, input_):
        return self.get_prob(input_).argmax(axis=1)

    def get_prob(self, input_):
        ret = []
        for sent in input_:
            res = self.model.polarity_scores(sent)
            prob = (res["pos"] + 1e-6) / (res["neg"] + res["pos"] + 2e-6)
            ret.append(np.array([1 - prob, prob]))
        return np.array(ret)
def main():
    def dataset_mapping(x):
        return {
            "x": x["sentence"],
            "y": 1 if x["label"] > 0.5 else 0,
        }
    dataset = datasets.load_dataset("sst", split="train[:20]").map(function=dataset_mapping)
    victim = MyClassifier()
    attacker = OpenAttack.attackers.PWWSAttacker()
    attack_eval = OpenAttack.AttackEval(attacker, victim)
    eval = attack_eval.eval(dataset, visualize=True)
    print(eval)

main()

Error:
SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: certificate has expired (_ssl.c:1006)

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