the model is based of 'attention is all you need' paper, and trained in colab on the cnn_dailymail dataset, available to trax/tensorflow dataset.
first you need to train your model, not pre-trained weight, and dataset are not added due to size limitation.
user@name:~/summarizer$ python3 ./summarizer.py -t
user@name:~/summarizer$ python3 ./summarizer.py -w 'New York City'
New York City is the most densely populated major city in the United States. With almost 20 million people in its combined statistical area, it is one of the world's most populous megacities. New York City has been described as the cultural, financial, and media capital of the world.The Duke of York was named in 1664 by the Duke of York City of NYC. The city was inhabited by Algonquian Native Americans. The city was inhabited by Algonquian Native Americans, including Lenape. The first non-native American inhabitant of what would become City was.New Amsterdam launched its first modern fending off the coast of New
New York City is the most densely populated major city in the United States. With almost 20 million people in its combined statistical area, it is one of the world's most populous megacities. New York City has been described as the cultural, financial, and media capital of the world.The Duke of York was named in 1664 by the Duke of York City of NYC. The city was inhabited by Algonquian Native Americans. The city was inhabited by Algonquian Native Americans, including Lenape. The first non-native American inhabitant of what would become City was.New Amsterdam launched its first modern fending off the coast of New York. The Dutch would eventually be deposed in the Glorious Revolution. The Dutch would eventually be deposed in the Glorious Revolution.The Battle of Long Island was fought in August 1776 within the modern- day borough of Brooklyn. The Battle of Long Island was fought in August 1776 within the modern-day borough of Brooklyn. The British Army and the First Division of the United States were all at Federal Hall on Wall Street.There was also extensive immigration from the German provinces. Presence of immigrants was especially fierce in the U.S. in Sub-zero. population.The U.N. Headquarters was completed in 1952, solidifying New York's global geopolitical influence. The massive event led to the ongoing counter-racism protests in the early morning hours of June 28, 1969. The New York City suffered the bulk of the economic damage and largest loss of human life in the aftermath of the September 11, 2001 attacks.The Hudson River flows through the Hudson River into New York City from the U.S. state of New Jersey. The Bronx River flows through the Hudson River into New York Bay. The Bronx River flows through the Bronx and Westchester County. The Bronx River flows through the Bronx and Westchester County, is the only freshwater river in the city's land has been altered substantially by human intervention.The Bronx is the largest central core city in the Outer Boroughs. It is located in Queens of Brooklyn and the Bronx of Brooklyn. The Bronx is the birthplace of hip hop music and culture.Chrysler Building and Empire State Building (1957) are considered some of the finest examples of the Art Deco style. The Condé Nast Building (2000) is a prominent example of green design in American skyscrapers. The Condé Nast Building (2000) is a prominent example of green design in American skyscrapers.The National Parks and the New York City of Garden Kingdom Island are located in New York City. The Songwets are in the mood of the city and the New York City of Garden. The Songwater Village in July 23, cites the coldest the coldest month on record.Historic sites under federal management on Manhattan Island include Castle Clinton National Monument. The Chapel is the historic river where the historic Landmark is located in Greenwich Village. The National Monument is located in New York City and the Central Park is the most visited urban park in the United States.More than twice as many people live in New York City as compared to Los Angeles, the second-most populous U.S. city. City gained more residents between April 2010 and July 2014 (316,000) than any other U.S. city.Koreans made up 1.2% of New York City's population in India and Nepal. Koreans made up 1.2% of the city's population in 2010. Koreans made up 1.2% of New York's population in 2010. Koreans made up 1.2% of New York's population, with Bangladeshis and Pakistanis.The annual New York City Pride March (or gay pride parade) was the literal gay metropolis for hundreds of thousands of immigrants. The annual Queens Pride Parade is held in Jackson Heights and is accompanied by the ensuing Multicultural armies. Gay Pride parade is held in Jackson Heights and is accompanied by the ensuing Multicultural sensitivity.The American Orthodox Catholic Church (mainstream and independent) were the largest Christian groups. The American Orthodox Christian Church (mainstream and independent) were the largest Christian groups.Entrepreneurs were forming a "Chocolate District" in Brooklyn as of 2014. Entrepreneurs were forming a "Chocolate District" in Brooklyn as of 2014. One of the world's largest chocolatiers, continues to be headquartered in Manhattan.Accelerator, a biotechnology startup, had raised more than $30 million from investors. The New York City of New York City is home to some of the nation's highest-rated market rents in the U.S. State Department of Technology.The U.N. office of the Statue of Liberty and Ellis Island is the largest in North America. The New York City is also a center for the advertising, music, newspaper, digital media and digital media.The Village Voice, historically the largest alternative newspaper in the United States, announced in 2017 that it would cease publication of its print edition and convert to digital venture.Focus of Memorial Sloan, Rockefeller University, SUNY Downstate Medical Center, Albert Einstein College of Medicine,. and Weill Cornell Medical College of Medicine,. Harvard-Israel Institute of Technology venture on Roosevelt Island. The graduates of SUNY Maritime College in the Bronx earned the highest average annual salary of any university graduates in the U.S, $144,000 as of 2017.The FDNY is the largest municipal fire department in the U.S. and the second largest in the world after the Tokyo Fire Department. The FDNY has been described as the cultural capital of the world by New York's Baruch College.The dedication of the arts and cultural landmarks are held in New York City. The dedication of the landmarks are ranged from the Empire to the theatre of the Walking Arts.The city is home to "nearly one thousand of the finest and most diverse haute cuisine restaurants in the world" . There are 27,043 restaurants in the city, up from 24,865 in 2017. The Queens Night Market in Flushing Meadows attracts more than 10 thousand people nightly to sample food from more than 85 countries.The Yankee Stadium and Ebbets are located in New York City. Madison Square Garden, its predecessor, the Yankee Stadium and Ebbets Field are sporting venues located in New York City. The New York City has been described as the 'Capital of Baseball' and the Brooklyn Dodgers have won the World Series twice.The annual United States Open Tennis Championships is held in New York. The annual United States Open Championship is held at the National Tennis Center in Flushing Meadows-Corona Park, Queens. The Millrose Games is the best of the city in the United States.The City Water Tunnel No. 3 is the largest capital construction project in the city's history. The city's largest capital construction project in the city's history. The city's mayor and council members are elected to four-year terms.The New York City has not been carried by a Republican in a statewide or presidential election since Calvin Coolidge won the five boroughs in 1924. City has a strong imbalance of payments with the national and state governments. City residents and businesses also sent an additional $4.1 billion in the 2009 fiscal year to the state of New York than the city received in return.Three major rail trains are in New York and New Jersey City. The Port Authority Rail trains are dedicated to Staten Island, New York and New Jersey.The Manhattan Bridge is the longest suspension bridge in the world from its opening until 1903. The New York City is also known for its rules regarding turning at red lights.make sure to install cnn_dailymail under subdirectory data