root@autodl-container-32ce119752-f4e7b2aa
commited on
Commit
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baa35a8
1
Parent(s):
969d47f
First model version
Browse files
test.py
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import torch
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from textattack.models.helpers import LSTMForClassification
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from textattack.models.wrappers import PyTorchModelWrapper
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model = LSTMForClassification.from_pretrained('/root/attack/outputs/2024-02-23-10-43-21-925203/best_model')
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model = PyTorchModelWrapper(model, model.tokenizer)
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from textattack.transformations import WordSwapMaskedLM
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from textattack.search_methods import GreedyWordSwapWIR
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from textattack.datasets import Dataset
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transformation = WordSwapMaskedLM()
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search_method = GreedyWordSwapWIR('unk')
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from textattack import Attack, AttackArgs, Attacker
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from textattack.goal_functions import UntargetedClassification
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dataset = Dataset([('I like play basketball.', 1)])
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goal_function = UntargetedClassification(model)
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attack_args = AttackArgs(query_budget=10000)
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attack = Attack(goal_function, [], transformation, search_method)
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attacker = Attacker(attack, dataset)
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attacker.attack_dataset()
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