Memory errors and list limits

Question

I need to produce large and big  very  matrices  Markov chains  for scientific purposes  I perform calculus that I put in a list of 20301 elements   one row of my matrix   I need all those data in memory to proceed next Markov step but i can store them elsewhere  eg file  if needed even if it will slow my Markov chain walk-through  My computer  scientific lab   Bi-xenon 6 cores 12threads each  12GB memory  OS  win64    Traceback  most recent call last     File  my file py   line 247  in  lt module gt      ListTemp append calculus  MemoryError   Example of calculus results  9 233747520008198e-102  yes  it s over 1 9000   The error is raised when storing the 19766th element   ListTemp 19766  1 4509421012263216e-103   If I go further  Traceback  most recent call last     File   lt pyshell 21 gt    line 1  in  lt module gt      ListTemp 19767  IndexError  list index out of range   So this list had a memory error at the 19767 loop   Questions    Is there a memory limit to a list  Is it a  by-list limit  or a  global-per-script limit   How to bypass those limits  Any possibilites in mind  Will it help to use numpy  python64  What are the memory limits with them  What about other languages

User · Accepted Answer

First off  see  How Big can a Python Array Get  and Numpy  problem with long arrays  Second  the only real limit comes from the amount of memory you have and how your system stores memory references   There is no per-list limit  so Python will go until it runs out of memory   Two possibilities    If you are running on an older OS or one that forces processes to use a limited amount of memory  you may need to increase the amount of memory the Python process has access to  Break the list apart using chunking   For example  do the first 1000 elements of the list  pickle and save them to disk  and then do the next 1000   To work with them  unpickle one chunk at a time so that you don t run out of memory   This is essentially the same technique that databases use to work with more data than will fit in RAM

User · Answer

The MemoryError exception that you are seeing is the direct result of running out of available RAM  This could be caused by either the 2GB per program limit imposed by Windows  32bit programs   or lack of available RAM on your computer   This link is to a previous question    You should be able to extend the 2GB by using 64bit copy of Python  provided you are using a 64bit copy of windows   The IndexError would be caused because Python hit the MemoryError  exception before calculating the entire array  Again this is a memory issue   To get around this problem you could try to use a 64bit copy of Python or better still find a way to write you results to file  To this end look at numpy s memory mapped arrays   You should be able to run you entire set of calculation into one of these arrays as the actual data will be written disk  and only a small portion of it held in memory

User · Answer

There is no memory limit imposed by Python  However  you will get a MemoryError if you run out of RAM  You say you have 20301 elements in the list  This seems too small to cause a memory error for simple data types  e g  int   but if each element itself is an object that takes up a lot of memory  you may well be running out of memory    The IndexError however is probably caused because your ListTemp has got only 19767 elements  indexed 0 to 19766   and you are trying to access past the last element   It is hard to say what you can do to avoid hitting the limit without knowing exactly what it is that you are trying to do  Using numpy might help  It looks like you are storing a huge amount of data  It may be that you don t need to store all of it at every stage  But it is impossible to say without knowing

User · Answer

If you want to circumvent this problem you could also use the shelve  Then you would create files that would be the size of  your machines capacity to handle  and only put them on the RAM when necessary  basically writing to the HD and pulling the information back in pieces so you can process it     Create binary file and check if information is already in it if yes make a local variable to hold it  else write some data you deem necessary   Data   shelve open  File01      for i in range 0 100        Matrix Shelve    Matrix    str i       if Matrix Shelve in Data          Matrix local   Data Matrix Shelve       else          Data Matrix Selve     somenthingforlater    Hope it doesn t sound too arcaic

[python] Memory errors and list limits?

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