Duplicate from bdfsaraiva/QiBERT_Classification_Racism

Co-authored-by: Bruno Saraiva <bdfsaraiva@users.noreply.huggingface.co>

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README.md

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+---
+title: QiBERT Classification Racism
+emoji: 🐢
+colorFrom: green
+colorTo: purple
+sdk: gradio
+sdk_version: 3.3
+app_file: app.py
+pinned: false
+license: afl-3.0
+duplicated_from: bdfsaraiva/QiBERT_Classification_Racism
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+import pickle
+import gradio
+
+from sentence_transformers import SentenceTransformer
+sentence_model = SentenceTransformer(
+    "sentence-transformers/paraphrase-multilingual-mpnet-base-v2")
+
+file = open('modelo_gradio.pk', 'rb')
+model_gradio = pickle.load(file)
+file.close()
+
+def is_racism(sentence):
+	s = sentence_model.encode(sentence, show_progress_bar=True)
+	pred = model_gradio.predict([s])
+	if pred == 1: return 'Dentro do Tema Racismo'
+	else: return 'Fora do Tema Racismo'
+
+input = gradio.Textbox(label = "Input a Sentence")
+app =  gradio.Interface(fn = is_racism, inputs=[input], outputs="label")
+app.launch()

requirements.txt

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+gradio
+sentence-transformers