Infinite ViewPager

MainActivity – onCreate()

...
SectionsPagerAdapter mSectionsPagerAdapter = 
        new SectionsPagerAdapter(getSupportFragmentManager(), numOfPages);
ViewPager viewPager = (ViewPager) findViewById(R.id.container_view_pager);
viewPager.setAdapter(mSectionsPagerAdapter);
viewPager.setCurrentItem(1000 * numOfPages);
...

FragmentPagerAdapter:

public class SectionsPagerAdapter extends FragmentPagerAdapter {

    private int numOfPages;

    public SectionsPagerAdapter(FragmentManager fm, int numOfPages) {
        super(fm);
        this.numOfPages = numOfPages;
    }

    @Override
    public Fragment getItem(int position) {
        while (position >= numOfPages)
            position -= numOfPages;
        return YourFragment.newInstance(position + 1);
    }

    @Override
    public int getCount() {
        return Integer.MAX_VALUE;
    }

    @Override
    public CharSequence getPageTitle(int position) {
        return null;
    }
}

YourFragment:

public class YourFragment extends Fragment {
   private static final String ARG_SECTION_NUMBER = "section_number";
   private int sectionNum;

   public static YourFragment newInstance(int sectionNumber) {
        YourFragment fragment = new YourFragment ();
        Bundle args = new Bundle();
        args.putInt(ARG_SECTION_NUMBER, sectionNumber);
        fragment.setArguments(args);
        return fragment;
   }

   @Override
   public View onCreateView(LayoutInflater inflater, ViewGroup container,
                             Bundle savedInstanceState) {
        View rootView = inflater.inflate(R.layout.fragment_your, container, false);
        sectionNum = getArguments().getInt(ARG_SECTION_NUMBER) - 1;
        return rootView;
   }
}