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from transformers import pipeline | |
from transformers import DistilBertTokenizerFast | |
# classification | |
text = "This was a masterpiece. Not completely faithful to the books, but enthralling from beginning to end. Might be my favorite of the three." | |
text2 = "fucking hell pissing me off" | |
text3 = "I see you’ve set aside this special time to humiliate yourself in public." | |
text4 = "Wow, congratulations! So excited for you!" | |
# hugging-face model | |
classifier = pipeline("sentiment-analysis", model="michellejieli/NSFW_text_classifier") | |
# locally | |
local_classifier = pipeline("sentiment-analysis", model="/workspaces/Michelle_Li_NLP_Project/hugging-face/models") | |
# print results of local model | |
print(local_classifier(text)) | |
print(local_classifier(text2)) | |
print(local_classifier(text3)) | |
print(local_classifier(text4)) | |
print(classifier(text)) | |
print(classifier(text2)) | |
print(classifier(text3)) | |
print(classifier(text4)) |