I had the same problem, but I was able to find a way to solve it - the code can be found on github.

If you copy the classes InfiniteViewPager and InfinitePagerAdapter into your project, you can achieve infinite (wrapped) scrolling with some small changes.

In your Activity, wrap your PagerAdapter with an InfinitePagerAdapter:

PagerAdapter adapter = new InfinitePagerAdapter(new ImagePagerAdapter(this, imageArra, stringArray));

Change the ViewPager in the activity XML to be an InfiniteViewPager:

<com.antonyt.infiniteviewpager.InfiniteViewPager 
       android:id="@+id/myimagepager" 
       android:layout_width="match_parent" 
       android:layout_height="match_parent" />

You can rename the classes to whatever you want. This code only works if you have at least three pages (you have nine in your example code, so it will work fine for that).


I think my solution is simpler.

Attention to my array of images structure:

Item 0          => last image

Item count()-1  => first image

The trick is on onPageScrollStateChanged:

When user scrolls to last item -> the pager jumps without animation to first image (position = 1)

When user scrolls to first item -> the pager jumps without animation to last image (position = count - 2)

public class InfiniteScrollingActivity extends ActionBarActivity {

    private ViewPager     pager;
    private MyAdapter     adapter;
    int[] promoImageIds = new int[]{R.drawable.cover6, R.drawable.cover1, R.drawable.cover2, R.drawable.cover3, R.drawable.cover4, R.drawable.cover5, R.drawable.cover6, R.drawable.cover1 };

    @Override
    protected void onCreate(Bundle savedInstanceState) {
        super.onCreate(savedInstanceState);
        setContentView(R.layout.activity_my_test);

        adapter = new MyAdapter(getSupportFragmentManager(), promoImageIds);
        pager = (ViewPager)findViewById(R.id.pager);
        pager.setAdapter(adapter);
        pager.setCurrentItem( 1 );
        pager.setOnPageChangeListener(new ViewPager.OnPageChangeListener() {
            @Override
            public void onPageSelected(int index) {
                Log.v( "onPageSelected", String.valueOf( index ) );
            }

            @Override
            public void onPageScrolled(int arg0, float arg1, int arg2) {
                // Log.v("onPageScrolled", "");
            }

            @Override
            public void onPageScrollStateChanged(int state) {
                Log.v("onPageScrollStateChanged", String.valueOf(state));

                if (state ==ViewPager.SCROLL_STATE_IDLE) {
                    int index = pager.getCurrentItem();
                    if ( index == 0 )
                        pager.setCurrentItem( adapter.getCount() - 2, false );
                    else if ( index == adapter.getCount() - 1 )
                        pager.setCurrentItem( 1 , false);
                }
            }
        });
    }


    public static class MyAdapter extends FragmentPagerAdapter {

        int[] promoImageIds;

        public MyAdapter(FragmentManager fm, int[] promoImageIds){
            super(fm);
            this.promoImageIds = promoImageIds;
        }

        @Override
        public int getCount(){
            return promoImageIds.length;
        }

        @Override
        public Fragment getItem(int position) {

            return PromoFragment.newInstance( promoImageIds[position] );
        }
    }

    public static class PromoFragment extends Fragment
    {
        int imageID;


        static PromoFragment newInstance( int imageID)
        {
            PromoFragment f = new PromoFragment();

            // Supply num input as an argument.
            Bundle args = new Bundle();
            args.putInt( "imageID", imageID );
            f.setArguments(args);

            return f;
        }

        @Override
        public void onCreate(Bundle savedInstanceState)
        {
            super.onCreate(savedInstanceState);
            imageID = getArguments() != null ? getArguments().getInt( "imageID" ) : null;
        }

        @Override
        public View onCreateView(LayoutInflater inflater, ViewGroup container,
                                 Bundle savedInstanceState)
        {
            ImageView v = (ImageView) inflater.inflate(R.layout.fragment_image, container, false);
            v.setImageResource( imageID );
            return v;
        }
    }
}

i have already found a way by making simple trick , i hope it helps to you

import java.util.ArrayList;
import android.os.Bundle;
import android.app.Activity;
import android.support.v4.view.ViewPager;
import android.support.v4.view.ViewPager.OnPageChangeListener;
import android.util.Log;

public class ImagePager extends Activity {
    String[] stringArray;
    int[] imageArra;
    ViewPager myPager;
    Boolean isScrooled = false;
    // use this array yo understand swipe left or right ?
    ArrayList<Float> pos = new ArrayList<Float>();

    @Override
    public void onCreate(Bundle savedInstanceState) {
        super.onCreate(savedInstanceState);
        setContentView(R.layout.activity_main);

            // put  empty view at the beginnig and to end

        imageArra = new int[] { 0, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher, 0 };

           // put  empty string at the beginnig and to end

        stringArray = new String[] { "", "Image a", "Image b", "Image c",
                "Image d", "Image e", "Image f", "Image g", "Image h",
                "Image i", "" };

        ImagePagerAdapter adapter = new ImagePagerAdapter(this, imageArra,
                stringArray);
        myPager = (ViewPager) findViewById(R.id.myimagepager);
        myPager.setAdapter(adapter);
        myPager.setCurrentItem(1);

        myPager.setOnPageChangeListener(new OnPageChangeListener() {

            @Override
            public void onPageSelected(int arg0) {
                Log.v("onPageSelected", String.valueOf(arg0));
                pos.clear();
            }

            @Override
            public void onPageScrolled(int arg0, float arg1, int arg2) {
                try {
                            // while scrolling i add ever pos to array
                    pos.add(arg1);
                                    // if pos.get(0) > pos.get(pos.size() - 1) 
                    // <----- swipe <-----  
                                    // we should check isScroll because setCurrent item is not a croll ? 

                    if (pos.size() > 0)
                        if (arg0 == imageArra.length - 1
                                & pos.get(0) > pos.get(pos.size() - 1)
                                & isScrooled == true) {
                            try {
                                isScrooled = false;
                                myPager.setCurrentItem(1, false);
                            } catch (Exception e) {
                                Log.v("hata",
                                        "<----- swipe <-----  " + e.toString());
                            }

                        }
                        // ----> swipe ---->
                        else if (arg0 == 0
                                & pos.get(0) < pos.get(pos.size() - 1)
                                & isScrooled == true) {
                            try {
                                isScrooled = false;
                                myPager.setCurrentItem(imageArra.length - 1,
                                        false);
                            } catch (Exception e) {
                                Log.v("hata",
                                        "----> swipe ---->  " + e.toString());
                            }

                        } else if (arg0 == 0 & pos.size() == 1
                                & isScrooled == true) {
                            try {
                                isScrooled = false;
                                myPager.setCurrentItem(imageArra.length - 1,
                                        false);
                            } catch (Exception e) {
                                Log.v("hata",
                                        "----> swipe ---->  " + e.toString());
                            }

                        }

                } catch (Exception e) {
                    Log.v("hata", e.toString());
                }

            }

            @Override
            public void onPageScrollStateChanged(int arg0) {
                Log.v("onPageScrollStateChanged", String.valueOf(arg0));
                            // set is scrolling
                isScrooled = true;
            }
        });

    }

}

[EDIT 1]

import java.util.ArrayList;
import android.app.Activity;
import android.os.Bundle;
import android.support.v4.view.ViewPager;
import android.support.v4.view.ViewPager.OnPageChangeListener;
import android.util.Log;

public class ImagePager extends Activity {
    String[] stringArray;
    int[] imageArra;
    ViewPager myPager;
    int scrollState;
    Boolean isFirstVisitEnd= true,isFirstVisitBegin = true;
    ArrayList<Integer> pos = new ArrayList<Integer>();


    @Override
    public void onCreate(Bundle savedInstanceState) {
        super.onCreate(savedInstanceState);
        setContentView(R.layout.activity_main);

        imageArra = new int[] { 0,R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher,
                R.drawable.ic_launcher, R.drawable.ic_launcher, 0 };

        stringArray = new String[] {"","Image a", "Image b", "Image c",
                "Image d", "Image e", "Image f", "Image g", "Image h",
                "Image i", "" };

        ImagePagerAdapter adapter = new ImagePagerAdapter(this, imageArra,
                stringArray);
        myPager = (ViewPager) findViewById(R.id.myimagepager);
        myPager.setAdapter(adapter);
        myPager.setCurrentItem(1);

        myPager.setOnPageChangeListener(new OnPageChangeListener() {
            @Override
            public void onPageSelected(int arg0) {
                Log.v("onPageSelected", String.valueOf(arg0));
                pos.clear();
                if (arg0 == imageArra.length - 1)
                    isFirstVisitEnd = false;
                else
                    isFirstVisitEnd = true;


                if (arg0 == 0)
                    isFirstVisitBegin = false;
                else
                    isFirstVisitBegin = true;
            }

            @Override
            public void onPageScrolled(int arg0, float arg1, int arg2) {                                
                try { 
                    pos.add(Integer.valueOf(arg2));

                    if (pos.size() > 0) {
                        //Log.v("onPageScrolled_arg2","arg0  : "+String.valueOf(arg0)+"   ilk : "+pos.get(0).toString()+"    son : " +pos.get(pos.size() - 1).toString()+ "   "+ String.valueOf(pos.get(0)-(pos.get(pos.size() - 1)))+"    isFirstVisitEnd: "+String.valueOf(isFirstVisitEnd.booleanValue()) );

                        // <----- swipe <-----
                        if (arg0 == imageArra.length - 2& (pos.get(pos.size() - 1) -pos.get(0)  < 100)& scrollState == 2 & isFirstVisitEnd == false) {                          
                            myPager.setCurrentItem(1, false);
                        }

                        //Log.v("onPageScrolled_arg2","arg0  : "+String.valueOf(arg0)+"   ilk : "+pos.get(0).toString()+"    son : " +pos.get(pos.size() - 1).toString()+ "   "+ String.valueOf(pos.get(0)-(pos.get(pos.size() - 1)))+"    isFirstVisitbegin: "+String.valueOf(isFirstVisitBegin.booleanValue()) );
                        if (arg0 == 0 & (pos.get(pos.size() - 1) -pos.get(0)  > -100)& scrollState == 2 & isFirstVisitBegin == false) {                         
                            myPager.setCurrentItem(imageArra.length - 2, false);
                        }       
                    }

                } catch (Exception e) {
                    Log.v("hata", e.toString());
                }

            }

            @Override
            public void onPageScrollStateChanged(int arg0) {
                Log.v("onPageScrollStateChanged", String.valueOf(arg0));
                scrollState =arg0;
            }
        });
    }
}

I found another solution, based on Shlomi Hasin and antonyt answers, without modifying collection.

ViewPager yourPager;
PagerAdapter yourAdapter;
//....
EndlessPagerAdapter endlessPagerAdapter = new EndlessPagerAdapter(yourAdapter, yourPager);
yourPager.setAdapter(endlessPagerAdapter);
yourPager.setCurrentItem(1);//for correct first page

Full class:

public class EndlessPagerAdapter extends PagerAdapter {

private PagerAdapter adapter;

public EndlessPagerAdapter(PagerAdapter adapter, ViewPager viewPager) {
    this.adapter = adapter;
    viewPager.addOnPageChangeListener(new SwapPageListener(viewPager));
}

@Override
public int getCount() {
    return adapter.getCount() + 2;
}

@Override
public Object instantiateItem(ViewGroup container, int position) {
    if (adapter.getCount() < 2) {
        adapter.instantiateItem(container, position);
    }

    int newPosition;
    if (position == 0) {
        newPosition = adapter.getCount() - 1;
    } else if (position >= getCount() - 1) {
        newPosition = 0;
    } else {
        newPosition = position - 1;
    }
    return adapter.instantiateItem(container, newPosition);
}

@Override
public void destroyItem(ViewGroup container, int position, Object object) {
    adapter.destroyItem(container, position, object);
}

@Override
public void finishUpdate(ViewGroup container) {
    adapter.finishUpdate(container);
}

@Override
public boolean isViewFromObject(View view, Object object) {
    return adapter.isViewFromObject(view, object);
}

@Override
public void restoreState(Parcelable bundle, ClassLoader classLoader) {
    adapter.restoreState(bundle, classLoader);
}

@Override
public Parcelable saveState() {
    return adapter.saveState();
}

@Override
public void startUpdate(ViewGroup container) {
    adapter.startUpdate(container);
}

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

@Override
public float getPageWidth(int position) {
    return adapter.getPageWidth(position);
}

@Override
public void setPrimaryItem(ViewGroup container, int position, Object object) {
    adapter.setPrimaryItem(container, position, object);
}

@Override
public void unregisterDataSetObserver(DataSetObserver observer) {
    adapter.unregisterDataSetObserver(observer);
}

@Override
public void registerDataSetObserver(DataSetObserver observer) {
    adapter.registerDataSetObserver(observer);
}

@Override
public void notifyDataSetChanged() {
    adapter.notifyDataSetChanged();
}

@Override
public int getItemPosition(Object object) {
    return adapter.getItemPosition(object);
}

private class SwapPageListener implements ViewPager.OnPageChangeListener {

    private ViewPager viewPager;

    SwapPageListener(ViewPager viewPager) {
        this.viewPager = viewPager;
    }

    @Override
    public void onPageScrolled(int position, float positionOffset, int positionOffsetPixels) {

    }

    @Override
    public void onPageSelected(int position) {

    }

    @Override
    public void onPageScrollStateChanged(int state) {
        if (state == ViewPager.SCROLL_STATE_IDLE) {
            PagerAdapter pagerAdapter = viewPager.getAdapter();
            if (pagerAdapter != null) {
                int itemCount = pagerAdapter.getCount();
                if (itemCount < 2) {
                    return;
                }
                int index = viewPager.getCurrentItem();
                if (index == 0 ) {
                    viewPager.setCurrentItem(itemCount - 2, false);
                } else if (index == itemCount - 1) {
                    viewPager.setCurrentItem(1, false);
                }
            }
        }
    }
}}

How it works:

We have some collection

collection

then add two additional items to it

new size

show first element on last position and last element on first position

show elements

add listener and swap pages on event, from 4 to 1 and from 0 to 3

swap elements

thats all.

I would not advise you to apply animation there or heavy layouts, it can be lagging when elements swap.(maybe, I did not encounter any lags)

Also don't set this adapter to pager more than once, or move SwapPageListener to external class and set it in initialization block.