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| import streamlit as st | |
| from transformers import pipeline | |
| # Turkish | |
| #sentiment_pipeline_tr = pipeline(task = "text-classification", model = "SoDehghan/BERTurk-hate-speech-detection") # "gritli/bert-sentiment-analyses-imdb" | |
| #sentiment_pipeline_tr_test = pipeline(task = "text-classification", model = "SoDehghan/test") | |
| strength_pipeline_tr = pipeline(task = "text-classification", model = "SoDehghan/BERTurk-hate-speech-strength-prediction") | |
| def write(): | |
| st.markdown( | |
| """ | |
| # Hate Speech Detection in Turkish | |
| """ | |
| ) | |
| tr_input = st.text_area("Enter your text here:", height=50, key="tr_input") #height=30 | |
| if st.button("Model prediction", key="tr_predict"): | |
| st.write(" ") | |
| with st.spinner('Generating predictions...'): | |
| #result_sentiment_tr = sentiment_pipeline_tr(tr_input) | |
| #sentiment_tr = result_sentiment_tr[0]["label"] | |
| #label_dict_sentiment = {'LABEL_1': 'Detection: Hate ❌', 'LABEL_0': 'Detection: Non-hate ✅'} | |
| #sentiment_tr = label_dict_sentiment[sentiment_tr] | |
| #result_sentiment_tr_test = sentiment_pipeline_tr_test(tr_input) | |
| #sentiment_tr_test = result_sentiment_tr_test[0]["label"] | |
| #label_dict_sentiment = {'LABEL_1': 'Detection: Hate ❌', 'LABEL_0': 'Detection: Non-hate ✅'} | |
| #sentiment_tr_test = label_dict_sentiment[sentiment_tr_test] | |
| result_strength_tr = strength_pipeline_tr(tr_input) | |
| strength_tr = result_strength_tr[0]["label"] | |
| label_dict_strength = {'LABEL_0': 'Strength: 0 (No-hate)', 'LABEL_1': 'Strength: 1 (Insult)', 'LABEL_2': 'Strength: 2 (Exclusion)', | |
| 'LABEL_3': 'Strength: 3 (Wishing harm)', 'LABEL_4': 'Strength: 4 (Threatening harm)'} | |
| label_dict_sentiment = {'LABEL_0': 'Detection: No-hate ✅', 'LABEL_1': 'Detection: Hate ❌', 'LABEL_2': 'Detection: Hate ❌', | |
| 'LABEL_3': 'Detection: Hate ❌', 'LABEL_4': 'Detection: Hate ❌',} | |
| sentiment_tr = label_dict_sentiment[strength_tr] | |
| strength_tr = label_dict_strength[strength_tr] | |
| st.write(sentiment_tr) | |
| st.write(strength_tr) | |
| #st.write(sentiment_tr_test) | |
| #st.success(sentiment_tr) | |
| #st.success(strength_tr) | |