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import gradio as gr |
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from transformers import pipeline |
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model = "google-bert/bert-large-uncased-whole-word-masking-finetuned-squad" |
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qa_pipeline = pipeline("question-answering", model=model, tokenizer=model) |
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def get_answer(text): |
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result = qa_pipeline({ |
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"question": text, |
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"context": knowledge_base_text |
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}) |
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return result["answer"] |
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def chatbot_interface(text): |
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answer = get_answer(text) |
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return answer |
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knowledge_base_text = """ |
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- British American Tobacco Bangladesh (BATB) is a leading multinational corporation operating in Bangladesh, listed on both the Dhaka Stock Exchange and Chittagong Stock Exchange. |
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- Established in 1910, BATB has over a century of business history in Bangladesh. |
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- Initially founded as Bangladesh Tobacco Company in 1972, it rebranded as BATB in 1998. |
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- BATB employs over 1,200 direct employees and more than 50,000 indirect employees, mainly farmers. |
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- Key brands under BATB include Benson & Hedges, John Player Gold Leaf, Lucky Strike, Capstan, Star, Royals, Derby, Pilot, and Hollywood. |
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- Shehzad Munim is the first Bangladeshi managing director in BATB's history, leading the company with a visionary approach. |
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- BATB is a significant contributor to the nation's economy, being the largest individual tax contributor and playing a vital role in the rural agri-economy. |
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- The board of directors at BATB includes distinguished individuals such as Mr. Golam Mainuddin, Mr. Shehzad Munim, Ms. Nirala Singh, and others, guiding the company's strategic direction. |
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- BATB's finance director, Ms. Nirala Nandini Singh, brings over 22 years of financial expertise to the organization. |
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- Mr. Jorge Luis Macedo Pavon has recently been appointed as the Head of Operations, leveraging his two decades of experience to drive operational excellence. |
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- Mr. Sudesh Peter, as the Head of Legal, brings extensive legal expertise garnered over a 12-year tenure. |
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- Mr. Saad Jashim focuses on fostering talent, culture, and inclusion within BATB. |
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- Mr. Syed Mahbub Ali, the Head of Marketing, leads BATB's marketing endeavors, driving innovation and growth. |
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- Mr. Numayer Alam, as the Head of Commercial, steers BATB's commercial strategy with over 20 years of experience. |
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- Mr. Sarzil Sarwar leads Information & Digital Technology, driving operational efficiency and innovation. |
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- BATB's Statement of Business Principles emphasizes responsible business practices, mutual benefit, and good corporate conduct. |
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- BATB prioritizes its people, fostering a culture of high performance, diversity, and inclusivity, earning multiple "Top Employer" certifications. |
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- Initiatives like the Women Empowerment Initiative underscore BATB's commitment to gender diversity and inclusivity. |
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- BATB's core ethos revolves around being bold, fast, empowered, responsible, and diverse, ensuring sustainable long-term value creation. |
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""" |
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iface = gr.Interface( |
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fn=chatbot_interface, |
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inputs="text", |
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outputs="text", |
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title="British American Tobacco Bangladesh", |
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description="- powered by IDT", |
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theme="default" |
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) |
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iface.launch() |