Create app.py

app.py

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+# -*- coding: utf-8 -*-
+# file: deploy_demo.py
+# time: 2021/10/10
+# author: yangheng <yangheng@m.scnu.edu.cn>
+# github: https://github.com/yangheng95
+# Copyright (C) 2021. All Rights Reserved.
+
+import gradio as gr
+import pandas as pd
+
+from pyabsa import ATEPCCheckpointManager
+
+aspect_extractor = ATEPCCheckpointManager.get_aspect_extractor(checkpoint='multilingual')
+
+
+def inference(text):
+    result = aspect_extractor.extract_aspect(inference_source=[text],
+                                             pred_sentiment=True)
+
+    result = pd.DataFrame({
+        'aspect': result[0]['aspect'],
+        'sentiment': result[0]['sentiment'],
+        'position': result[0]['position']
+    })
+
+    return result
+
+
+if __name__ == '__main__':
+    iface = gr.Interface(
+        fn=inference,
+        inputs=["text"],
+        examples=[
+            ['Even though it is running Snow Leopard, 2.4 GHz C2D is a bit of an antiquated CPU and thus the occasional spinning '
+             'wheel would appear when running Office Mac applications such as Word or Excel .'],
+            ['从这门课程的内容丰富程度还有老师的授课及讨论区的答疑上来说，我都是很喜欢的。但是吧，我觉得每个章的内容太多了，三个学分的量就分在了上个章节三次小测'],
+            ['Als je geen steak liefhebber bent is er een visalternatief, eend en lam aan aanvaardbare prijzen.'],
+            ['سأوصي بالتأكيد بموقع المدينة القديمة إلا إنه عليك الحذر من الأسعار السياحية الأكثر ارتفاعاً'],
+            ['Nous avons bien aimé l\'ambiance, sur la promenade principale de Narbonne-Plage, et la qualité du service.'],
+            ['По поводу интерьера: место спокойное, шумных компаний нет (не было, по крайней мере, в момент нашего посещения), очень приятная и уютная атмосфера, все в лучших традициях.'],
+            ['la calidad del producto, el servicio, el entorno todo fue excelente'],
+            ['Yemekler iyi hos, lezzetler iyi ama heyecan verici bi taraflari yok, iyi bir baligi iyi bir sekilde izgara yapmak artik atla deve bi olay degil.'],
+            ['このレストランのサービスはまあまあで,待ち時間は長かったが,料理はまずまずのものだった'],
+            ['이 식당의 서비스는 아주 평범했는데, 대기 시간이 오래 걸렸지만, 요리는 그런대로 만족스러웠다'],
+            ['Die wartezeit war recht mittelmäßig, aber das Essen war befriedigend'],
+            ['O serviço é médio, o tempo de espera é longo, mas os pratos são razoavelmente satisfatórios'],
+            ['Dịch vụ của nhà hàng này rất trung bình và thời gian chờ đợi rất dài, nhưng món ăn thì khá là thỏa mãn'],
+            ['Pelayanan di restoran biasa dan penantian yang lama, tetapi hasilnya cukup memuaskan'],
+            ['ร้านนี้ มีบริการทั่วไปรอเป็นเวลานาน แต่อาหารก็น่าพอใจ'],
+            ['This demo is trained on the public and community shared datasets from ABSADatasets (https://github.com/yangheng95/ABSADatasets),'
+             ' please feel free to share your data to improve this work'],
+            ['To fit on your data, please train our ATEPC models on your own data, see the PyABSA (https://github.com/yangheng95/PyABSA/tree/release/demos/aspect_term_extraction)'],
+        ],
+        outputs="dataframe",
+        title='Multilingual Aspect Term Extraction for Short Texts (powered by PyABSA)'
+    )
+
+
+    iface.launch()