Druk alle subarrays af met een som van 0

Druk alle subarrays af met een som van 0
Probeer het eens op GfG Practice

Gegeven een array arr[] van grootte N de taak is om alle subarrays in de array met som af te drukken .

Voorbeelden:  

Invoer: arr = [6 3 -1 -3 4 -2 2 4 6 -12 -7]
Uitgang:



Subarray gevonden van Index 2 tot 4
Subarray gevonden van Index 2 tot 6
Subarray gevonden van Index 5 tot 6
Subarray gevonden van Index 6 tot 9
Subarray gevonden van index 0 tot 10

Invoer: arr = [1 2 -3 3 -1 -1]
Uitgang:

Subarray gevonden van Index 0 tot 2
Subarray gevonden van Index 2 tot 3
Subarray gevonden van Index 3 tot 5

[Naïeve aanpak] Door alle mogelijke subarrays te genereren - O(n 2 ) tijd en O(1) hulpruimte

De basisbenadering is het overwegen alle mogelijke subarrays en controleert of hun som nul is. Hoewel deze aanpak eenvoudig maar inefficiënt is, ook voor grote arrays.

C++
   // C++ program to print all subarrays   // in the array which has sum 0   #include          using     namespace     std  ;   vector   <  pair   <  int       int  >     >     findSubArrays  (  int     arr  []     int     n  )   {      // Array to store all the start and end      // indices of subarrays with 0 sum      vector   <  pair   <  int       int  >     >     output  ;      for     (  int     i     =     0  ;     i      <     n  ;     i  ++  )     {      int     prefix     =     0  ;      for     (  int     j     =     i  ;     j      <     n  ;     j  ++  )     {      prefix     +=     arr  [  j  ];      if     (  prefix     ==     0  )      output  .  push_back  ({     i       j     });      }      }      return     output  ;   }   // Function to print all subarrays with 0 sum   void     print  (  vector   <  pair   <  int       int  >     >     output  )   {      for     (  auto     it     =     output  .  begin  ();     it     !=     output  .  end  ();     it  ++  )      cout      < <     'Subarray found from Index '      < <     it  ->  first       < <     ' to '      < <     it  ->  second      < <     endl  ;   }   // Driver code   int     main  ()   {      // Given array      int     arr  []     =     {     6       3       -1       -3       4       -2       2       4       6       -12       -7     };      int     n     =     sizeof  (  arr  )     /     sizeof  (  arr  [  0  ]);      // Function Call      vector   <  pair   <  int       int  >     >     output     =     findSubArrays  (  arr       n  );      // if we didn’t find any subarray with 0 sum      // then subarray doesn’t exists      if     (  output  .  size  ()     ==     0  )     {      cout      < <     'No subarray exists'  ;      }      else     {      print  (  output  );      }      return     0  ;   }   
Java
   // Java program to print all subarrays   // in the array which has sum 0   import     java.io.*  ;   import     java.util.*  ;   // User defined pair class   class   Pair     {      int     first       second  ;      Pair  (  int     a       int     b  )      {      first     =     a  ;      second     =     b  ;      }   }   public     class   GFG     {      static     ArrayList   <  Pair  >     findSubArrays  (  int  []     arr       int     n  )      {      // Array to store all the start and end      // indices of subarrays with 0 sum      ArrayList   <  Pair  >     out     =     new     ArrayList   <>  ();      for     (  int     i     =     0  ;     i      <     n  ;     i  ++  )     {      int     prefix     =     0  ;      for     (  int     j     =     i  ;     j      <     n  ;     j  ++  )     {      prefix     +=     arr  [  j  ]  ;      if     (  prefix     ==     0  )      out  .  add  (  new     Pair  (  i       j  ));      }      }      return     out  ;      }      // Function to print all subarrays with 0 sum      static     void     print  (  ArrayList   <  Pair  >     out  )      {      for     (  int     i     =     0  ;     i      <     out  .  size  ();     i  ++  )     {      Pair     p     =     out  .  get  (  i  );      System  .  out  .  println  (  'Subarray found from Index '      +     p  .  first     +     ' to '      +     p  .  second  );      }      }      // Driver code      public     static     void     main  (  String     args  []  )      {      // Given array      int  []     arr      =     {     6       3       -  1       -  3       4       -  2       2       4       6       -  12       -  7     };      int     n     =     arr  .  length  ;      // Function Call      ArrayList   <  Pair  >     out     =     findSubArrays  (  arr       n  );      // if we didn’t find any subarray with 0 sum      // then subarray doesn’t exists      if     (  out  .  size  ()     ==     0  )      System  .  out  .  println  (  'No subarray exists'  );      else      print  (  out  );      }   }   
Python
   # User defined pair class   class   Pair  :   first   =   0   second   =   0   def   __init__  (  self     a     b  ):   self  .  first   =   a   self  .  second   =   b   class   GFG  :   @staticmethod   def   findSubArrays  (  arr     n  ):   # Array to store all the start and end   # indices of subarrays with 0 sum   out   =   []   i   =   0   while   (  i    <   n  ):   prefix   =   0   j   =   i   while   (  j    <   n  ):   prefix   +=   arr  [  j  ]   if   (  prefix   ==   0  ):   out  .  append  (  Pair  (  i     j  ))   j   +=   1   i   +=   1   return   out   # Function to print all subarrays with 0 sum   @staticmethod   def   print  (  out  ):   i   =   0   while   (  i    <   len  (  out  )):   p   =   out  [  i  ]   print  (  'Subarray found from Index '   +   str  (  p  .  first  )   +   ' to '   +   str  (  p  .  second  ))   i   +=   1   # Driver code   @staticmethod   def   main  (  args  ):   # Given array   arr   =   [  6     3     -  1     -  3     4     -  2     2     4     6     -  12     -  7  ]   n   =   len  (  arr  )   # Function Call   out   =   GFG  .  findSubArrays  (  arr     n  )   # if we didn't find any subarray with 0 sum   # then subarray doesn't exists   if   (  len  (  out  )   ==   0  ):   print  (  'No subarray exists'  )   else  :   GFG  .  print  (  out  )   if   __name__   ==   '__main__'  :   GFG  .  main  ([])   
C#
   using     System  ;   using     System.Collections.Generic  ;   class     GFG   {          // Array to store all the start and end      // indices of subarrays with 0 sum      static     List   <  Tuple   <  int       int  >>     findSubArrays  (  int  []     arr       int     n  )      {      var     output     =     new     List   <  Tuple   <  int       int  >>  ();      for     (  int     i     =     0  ;     i      <     n  ;     i  ++  )      {      int     prefix     =     0  ;      for     (  int     j     =     i  ;     j      <     n  ;     j  ++  )      {      prefix     +=     arr  [  j  ];      if     (  prefix     ==     0  )      output  .  Add  (  Tuple  .  Create  (  i       j  ));      }      }      return     output  ;      }      // Function to print all subarrays with 0 sum      static     void     print  (  List   <  Tuple   <  int       int  >>     output  )      {      foreach     (  var     subArray     in     output  )      Console  .  Write  (  'Subarray found from Index '     +     subArray  .  Item1     +     ' to '     +     subArray  .  Item2  +  'n'  );      }      // Driver code      public     static     void     Main  ()      {      // Given array      int  []     arr     =     {     6       3       -  1       -  3       4       -  2       2       4       6       -  12       -  7     };      int     n     =     arr  .  Length  ;      // Function Call      List   <  Tuple   <  int       int  >>     output     =     findSubArrays  (  arr       n  );      // if we didn’t find any subarray with 0 sum      // then subarray doesn’t exists      if     (  output  .  Count     ==     0  )      {      Console  .  WriteLine  (  'No subarray exists'  );      }      else      {      print  (  output  );      }      }   }   
JavaScript
   // Javascript program to print all subarrays   // in the array which has sum 0   function     findSubArrays  (  arr       n  )   {      // Array to store all the start and end      // indices of subarrays with 0 sum      let     out     =  [];      for     (  let     i     =     0  ;     i      <     n  ;     i  ++  )     {      let     prefix     =     0  ;      for     (  let     j     =     i  ;     j      <     n  ;     j  ++  )     {      prefix     +=     arr  [  j  ];      if     (  prefix     ==     0  )      out  .  push  ([  i       j  ]);      }      }      return     out  ;   }   // Function to print all subarrays with 0 sum   function     print  (  out  )   {      for     (  let     it     of     out  )      console  .  log  (  'Subarray found from Index '     +     it  [  0  ]      +     ' to '     +     it  [  1  ]);   }   // Driver code   // Given array   let     arr     =     [     6       3       -  1       -  3       4       -  2       2       4       6       -  12       -  7     ];   let     n     =     arr  .  length     ;   // Function Call   let     out     =     findSubArrays  (  arr       n  );   // if we didn’t find any subarray with 0 sum   // then subarray doesn’t exists   if     (  out  .  length     ==     0  )     {      console  .  log  (  'No subarray exists'  );   }   else     {      print  (  out  );   }       

Uitvoer
Subarray found from Index 0 to 10 Subarray found from Index 2 to 4 Subarray found from Index 2 to 6 Subarray found from Index 5 to 6 Subarray found from Index 6 to 9  

Tijdcomplexiteit: OP 2 ) omdat we 2 lussen gebruiken.
Hulpruimte: O(1) omdat er constant extra ruimte nodig is.

[Verwachte aanpak] Gebruiken Hashing - O(n) tijd en O(n) hulpruimte

Een efficiëntere aanpak is om hashing te gebruiken om de cumulatieve som van elementen en hun indices op te slaan. Hierdoor kan worden gecontroleerd of er in constante tijd een subarray met een som van nul bestaat.

Hieronder vindt u gedetailleerde stappen van intuïtie:

  1. Maak een hashkaart om de cumulatieve som en bijbehorende indices op te slaan.
  2. Initialiseer de cumulatieve som op nul.
  3. Doorkruis de array:
    • Voeg het huidige element toe aan de cumulatieve som.
    • Als de cumulatieve som nul is, wordt een subarray vanaf het begin tot aan de huidige index gevonden.
    • Als de cumulatieve som al aanwezig is in de hashkaart, betekent dit dat er een subarray is met een som van nul.
    • Bewaar de cumulatieve som en index in de hashkaart.
C++
   // C++ program to print all subarrays   // in the array which has sum 0   #include          using     namespace     std  ;   // Function to print all subarrays in the array which   // has sum 0   vector   <  pair   <  int       int  >     >     findSubArrays  (  int     arr  []     int     n  )   {      // create an empty map      unordered_map   <  int       vector   <  int  >     >     map  ;      // create an empty vector of pairs to store      // subarray starting and ending index      vector   <  pair   <  int       int  >     >     out  ;      // Maintains sum of elements so far      int     sum     =     0  ;      for     (  int     i     =     0  ;     i      <     n  ;     i  ++  )     {      // add current element to sum      sum     +=     arr  [  i  ];      // if sum is 0 we found a subarray starting      // from index 0 and ending at index i      if     (  sum     ==     0  )      out  .  push_back  (  make_pair  (  0       i  ));      // If sum already exists in the map there exists      // at-least one subarray ending at index i with      // 0 sum      if     (  map  .  find  (  sum  )     !=     map  .  end  ())     {      // map[sum] stores starting index of all      // subarrays      vector   <  int  >     vc     =     map  [  sum  ];      for     (  auto     it     =     vc  .  begin  ();     it     !=     vc  .  end  ();     it  ++  )      out  .  push_back  (  make_pair  (  *  it     +     1       i  ));      }      // Important - no else      map  [  sum  ].  push_back  (  i  );      }      // return output vector      return     out  ;   }   // Utility function to print all subarrays with sum 0   void     print  (  vector   <  pair   <  int       int  >     >     out  )   {      for     (  auto     it     =     out  .  begin  ();     it     !=     out  .  end  ();     it  ++  )      cout      < <     'Subarray found from Index '      < <     it  ->  first       < <     ' to '      < <     it  ->  second      < <     endl  ;   }   // Driver code   int     main  ()   {      int     arr  []     =     {     6       3       -1       -3       4       -2       2       4       6       -12       -7     };      int     n     =     sizeof  (  arr  )     /     sizeof  (  arr  [  0  ]);      vector   <  pair   <  int       int  >     >     out     =     findSubArrays  (  arr       n  );      // if we didn’t find any subarray with 0 sum      // then subarray doesn’t exists      if     (  out  .  size  ()     ==     0  )      cout      < <     'No subarray exists'  ;      else      print  (  out  );      return     0  ;   }   
Java
   // Java program to print all subarrays   // in the array which has sum 0   import     java.io.*  ;   import     java.util.*  ;   // User defined pair class   class   Pair     {      int     first       second  ;      Pair  (  int     a       int     b  )      {      first     =     a  ;      second     =     b  ;      }   }   public     class   GFG     {      // Function to print all subarrays in the array which      // has sum 0      static     ArrayList   <  Pair  >     findSubArrays  (  int  []     arr       int     n  )      {      // create an empty map      HashMap   <  Integer       ArrayList   <  Integer  >     >     map      =     new     HashMap   <>  ();      // create an empty vector of pairs to store      // subarray starting and ending index      ArrayList   <  Pair  >     out     =     new     ArrayList   <>  ();      // Maintains sum of elements so far      int     sum     =     0  ;      for     (  int     i     =     0  ;     i      <     n  ;     i  ++  )     {      // add current element to sum      sum     +=     arr  [  i  ]  ;      // if sum is 0 we found a subarray starting      // from index 0 and ending at index i      if     (  sum     ==     0  )      out  .  add  (  new     Pair  (  0       i  ));      ArrayList   <  Integer  >     al     =     new     ArrayList   <>  ();      // If sum already exists in the map there exists      // at-least one subarray ending at index i with      // 0 sum      if     (  map  .  containsKey  (  sum  ))     {      // map[sum] stores starting index of all      // subarrays      al     =     map  .  get  (  sum  );      for     (  int     it     =     0  ;     it      <     al  .  size  ();     it  ++  )     {      out  .  add  (  new     Pair  (  al  .  get  (  it  )     +     1       i  ));      }      }      al  .  add  (  i  );      map  .  put  (  sum       al  );      }      return     out  ;      }      // Utility function to print all subarrays with sum 0      static     void     print  (  ArrayList   <  Pair  >     out  )      {      for     (  int     i     =     0  ;     i      <     out  .  size  ();     i  ++  )     {      Pair     p     =     out  .  get  (  i  );      System  .  out  .  println  (  'Subarray found from Index '      +     p  .  first     +     ' to '      +     p  .  second  );      }      }      // Driver code      public     static     void     main  (  String     args  []  )      {      int  []     arr      =     {     6       3       -  1       -  3       4       -  2       2       4       6       -  12       -  7     };      int     n     =     arr  .  length  ;      ArrayList   <  Pair  >     out     =     findSubArrays  (  arr       n  );      // if we did not find any subarray with 0 sum      // then subarray does not exists      if     (  out  .  size  ()     ==     0  )      System  .  out  .  println  (  'No subarray exists'  );      else      print  (  out  );      }   }   
Python
   # Python3 program to print all subarrays   # in the array which has sum 0   # Function to get all subarrays   # in the array which has sum 0   def   findSubArrays  (  arr     n  ):   # create a python dict   hashMap   =   {}   # create a python list   # equivalent to ArrayList   out   =   []   # tracker for sum of elements   sum1   =   0   for   i   in   range  (  n  ):   # increment sum by element of array   sum1   +=   arr  [  i  ]   # if sum is 0 we found a subarray starting   # from index 0 and ending at index i   if   sum1   ==   0  :   out  .  append  ((  0     i  ))   al   =   []   # If sum already exists in the map   # there exists at-least one subarray   # ending at index i with 0 sum   if   sum1   in   hashMap  :   # map[sum] stores starting index   # of all subarrays   al   =   hashMap  .  get  (  sum1  )   for   it   in   range  (  len  (  al  )):   out  .  append  ((  al  [  it  ]   +   1     i  ))   al  .  append  (  i  )   hashMap  [  sum1  ]   =   al   return   out   # Utility function to print   # all subarrays with sum 0   def   printOutput  (  output  ):   for   i   in   output  :   print  (  'Subarray found from Index '   +   str  (  i  [  0  ])   +   ' to '   +   str  (  i  [  1  ]))   # Driver Code   if   __name__   ==   '__main__'  :   arr   =   [  6     3     -  1     -  3     4     -  2     2     4     6     -  12     -  7  ]   n   =   len  (  arr  )   out   =   findSubArrays  (  arr     n  )   # if we did not find any subarray with 0 sum   # then subarray does not exists   if   (  len  (  out  )   ==   0  ):   print  (  'No subarray exists'  )   else  :   printOutput  (  out  )   
C#
   // C# program to print all subarrays   // in the array which has sum 0   using     System  ;   using     System.Collections.Generic  ;   // User defined pair class   class     Pair     {      public     int     first       second  ;      public     Pair  (  int     a       int     b  )      {      first     =     a  ;      second     =     b  ;      }   }   class     GFG     {      // Function to print all subarrays      // in the array which has sum 0      static     List   <  Pair  >     findSubArrays  (  int  []     arr       int     n  )      {      // create an empty map      Dictionary   <  int       List   <  int  >     >     map      =     new     Dictionary   <  int       List   <  int  >     >  ();      // create an empty vector of pairs to store      // subarray starting and ending index      List   <  Pair  >     outt     =     new     List   <  Pair  >  ();      // Maintains sum of elements so far      int     sum     =     0  ;      for     (  int     i     =     0  ;     i      <     n  ;     i  ++  )     {      // add current element to sum      sum     +=     arr  [  i  ];      // if sum is 0 we found a subarray starting      // from index 0 and ending at index i      if     (  sum     ==     0  )      outt  .  Add  (  new     Pair  (  0       i  ));      List   <  int  >     al     =     new     List   <  int  >  ();      // If sum already exists in the map there exists      // at-least one subarray ending at index i with      // 0 sum      if     (  map  .  ContainsKey  (  sum  ))     {      // map[sum] stores starting index      // of all subarrays      al     =     map  [  sum  ];      for     (  int     it     =     0  ;     it      <     al  .  Count  ;     it  ++  )     {      outt  .  Add  (  new     Pair  (  al  [  it  ]     +     1       i  ));      }      }      al  .  Add  (  i  );      if     (  map  .  ContainsKey  (  sum  ))      map  [  sum  ]     =     al  ;      else      map  .  Add  (  sum       al  );      }      return     outt  ;      }      // Utility function to print all subarrays with sum 0      static     void     print  (  List   <  Pair  >     outt  )      {      for     (  int     i     =     0  ;     i      <     outt  .  Count  ;     i  ++  )     {      Pair     p     =     outt  [  i  ];      Console  .  WriteLine  (  'Subarray found from Index '      +     p  .  first     +     ' to '      +     p  .  second  );      }      }      // Driver code      public     static     void     Main  (  String  []     args  )      {      int  []     arr      =     {     6       3       -  1       -  3       4       -  2       2       4       6       -  12       -  7     };      int     n     =     arr  .  Length  ;      List   <  Pair  >     outt     =     findSubArrays  (  arr       n  );      // if we did not find any subarray with 0 sum      // then subarray does not exists      if     (  outt  .  Count     ==     0  )      Console  .  WriteLine  (  'No subarray exists'  );      else      print  (  outt  );      }   }   
JavaScript
   // JavaScript program to print all subarrays   // in the array which has sum 0   // Function to print all subarrays in the array which   // has sum 0   function     findSubArrays  (  arr       n  )   {      // create an empty map      let     map     =     {};          // create an empty vector of pairs to store      // subarray starting and ending index      let     out     =     [];          // Maintains sum of elements so far      let     sum     =     0  ;          for     (  var     i     =     0  ;     i      <     n  ;     i  ++  )      {      // add current element to sum      sum     +=     arr  [  i  ];          // if sum is 0 we found a subarray starting      // from index 0 and ending at index i      if     (  sum     ==     0  )      out  .  push  ([  0       i  ]);          // If sum already exists in the map there exists      // at-least one subarray ending at index i with      // 0 sum      if     (  map  .  hasOwnProperty  (  sum  ))      {      // map[sum] stores starting index of all subarrays      let     vc     =     map  [  sum  ];      for     (  let     it     of     vc  )      out  .  push  ([  it     +     1       i  ]);      }      else      map  [  sum  ]     =     [];          // Important - no else      map  [  sum  ].  push  (  i  );      }          // return output vector      return     out  ;   }       // Utility function to print all subarrays with sum 0   function     print  (  out  )   {      for     (  let     it     of     out  )      console  .  log  (  'Subarray found from Index '     +     it  [  0  ]     +     ' to '     +     it  [  1  ]);   }           // Driver code   let     arr     =     [  6       3       -  1       -  3       4       -  2       2       4       6       -  12       -  7  ];   let     n     =     arr  .  length  ;       let     out     =     findSubArrays  (  arr       n  );       // if we didn’t find any subarray with 0 sum   // then subarray doesn’t exists   if     (  out  .  length     ==     0  )      console  .  log  (  'No subarray exists'  );   else      print  (  out  );   

Uitvoer
Subarray found from Index 2 to 4 Subarray found from Index 2 to 6 Subarray found from Index 5 to 6 Subarray found from Index 6 to 9 Subarray found from Index 0 to 10  

Tijdcomplexiteit: O(n) waarbij n het aantal elementen in de array is.
Hulpruimte: O(n) voor het opslaan van de hashkaart.


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