Add application file

app.py

@@ -0,0 +1,20 @@
+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()