# -*- coding: utf-8 -*-
"""NlpProgramı.ipynb

Automatically generated by Colab.

Original file is located at
    https://colab.research.google.com/drive/1lq4Js56nOdwQFI7g4I-s8zkPP_5leQpG
"""

#!pip install -q transformers

from transformers import pipeline

ner_pipeline = pipeline('ner', model='Tirendaz/roberta-base-NER')

text = "Ben Onur ve ben Google'da çalışıyorum"

ner_pipeline(text, aggregation_strategy = "simple")

def ner(text):
  output = ner_pipeline(text, aggregation_strategy = "simple")
  return {"text": text,"entities":output}

#!pip install -q gradio

import gradio as gr

examples = [
    "Ben Ali ve ben Google'da çalışıyorum",
    "My name is Tim and I live in California",
]
demo = gr.Interface(ner, gr.Textbox(placeholder="Metni Giriniz..."), gr.HighlightedText(),examples=examples)
demo.launch(share=True)