Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-30 Thread Jesus Cea
-BEGIN PGP SIGNED MESSAGE- Hash: SHA1 Mike Coleman wrote: I guess if ints are 12 bytes (per Beazley's book, but not sure if that still holds), then that would correspond to a 1GB reduction. Python 2.6.1 (r261:67515, Dec 11 2008, 20:28:07) [GCC 4.2.3] on sunos5 Type help, copyright,

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-30 Thread Antoine Pitrou
Jesus Cea jcea at jcea.es writes: Mike Coleman wrote: I guess if ints are 12 bytes (per Beazley's book, but not sure if that still holds), then that would correspond to a 1GB reduction. Python 2.6.1 (r261:67515, Dec 11 2008, 20:28:07) [GCC 4.2.3] on sunos5 Type help, copyright, credits

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-23 Thread Nick Coghlan
M.-A. Lemburg wrote: On 2008-12-22 22:45, Steven D'Aprano wrote: This behaviour appears to be specific to deleting dicts, not deleting random objects. I haven't yet confirmed that the problem still exists in trunk (I hope to have time tonight or tomorrow), but in my previous tests deleting

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-23 Thread Mike Coleman
On Sat, Dec 20, 2008 at 6:22 PM, Mike Coleman tutu...@gmail.com wrote: Re held and intern_it: Haha! That's evil and extremely evil, respectively. :-) P.S. I tried the held idea out (interning integers in a list), and unfortunately it didn't make that much difference. In the example I

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-23 Thread Kristján Valur Jónsson
Pitrou Cc: python-dev@python.org Subject: Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2) Allocation of a new pool would have to do a linear search in these pointers (finding the arena with the least number of pools); You mean the least number of free

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-23 Thread Martin v. Löwis
I'd like to suggest here, if you are giving this code a facelift, that on Windows you use VirtualAlloc and friends to allocate the arenas. This gives you the most direct access to the VM manager and makes sure that a release arena is immediately availible to the rest of the system. It also

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-23 Thread Steven D'Aprano
On Sun, 21 Dec 2008 06:45:11 am Antoine Pitrou wrote: Steven D'Aprano steve at pearwood.info writes: In November 2007, a similar problem was reported on the comp.lang.python newsgroup. 370MB was large enough to demonstrate the problem. I don't know if a bug was ever reported. Do you still

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread M.-A. Lemburg
On 2008-12-20 23:16, Martin v. Löwis wrote: I will try next week to see if I can come up with a smaller, submittable example. Thanks. These long exit times are usually caused by the garbage collection of objects. This can be a very time consuming task. I doubt that. The long exit times are

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
Thanks for all of the useful suggestions. Here are some preliminary results. With still gc.disable(), at the end of the program I first did a gc.collect(), which took about five minutes. (So, reason enough not to gc.enable(), at least without Antoine's patch.) After that, I did a .clear() on

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
On Mon, Dec 22, 2008 at 6:20 AM, M.-A. Lemburg m...@egenix.com wrote: BTW: Rather than using a huge in-memory dict, I'd suggest to either use an on-disk dictionary such as the ones found in mxBeeBase or a database. I really want this to work in-memory. I have 64G RAM, and I'm only trying to

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Adam Olsen
On Mon, Dec 22, 2008 at 11:01 AM, Mike Coleman tutu...@gmail.com wrote: Thanks for all of the useful suggestions. Here are some preliminary results. With still gc.disable(), at the end of the program I first did a gc.collect(), which took about five minutes. (So, reason enough not to

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Martin v. Löwis
Or perhaps there's a smarter way to manage the list of arena/free pool info. If that code is the real problem (in a reproducible test case), then this approach is the only acceptable solution. Disabling long-running code is not acceptable. Regards, Martin

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
On Mon, Dec 22, 2008 at 2:38 PM, Martin v. Löwis mar...@v.loewis.de wrote: Or perhaps there's a smarter way to manage the list of arena/free pool info. If that code is the real problem (in a reproducible test case), then this approach is the only acceptable solution. Disabling long-running

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Ivan Krstić
On Dec 22, 2008, at 1:13 PM, Mike Coleman wrote: On Mon, Dec 22, 2008 at 6:20 AM, M.-A. Lemburg m...@egenix.com wrote: BTW: Rather than using a huge in-memory dict, I'd suggest to either use an on-disk dictionary such as the ones found in mxBeeBase or a database. I really want this to work

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread M.-A. Lemburg
On 2008-12-22 19:13, Mike Coleman wrote: On Mon, Dec 22, 2008 at 6:20 AM, M.-A. Lemburg m...@egenix.com wrote: BTW: Rather than using a huge in-memory dict, I'd suggest to either use an on-disk dictionary such as the ones found in mxBeeBase or a database. I really want this to work

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Martin v. Löwis
If that code is the real problem (in a reproducible test case), then this approach is the only acceptable solution. Disabling long-running code is not acceptable. By disabling, I meant disabling the optimization that's trying to rearrange the arenas so that more memory can be returned to

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Ivan Krstić
On Dec 22, 2008, at 4:07 PM, M.-A. Lemburg wrote: What kinds of objects are you storing in your dictionary ? Python instances, strings, integers ? Answered in a previous message: On Dec 20, 2008, at 8:09 PM, Mike Coleman wrote: The dict keys were all uppercase alpha strings of length 7. I

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Steven D'Aprano
On Mon, 22 Dec 2008 11:20:59 pm M.-A. Lemburg wrote: On 2008-12-20 23:16, Martin v. Löwis wrote: I will try next week to see if I can come up with a smaller, submittable example. Thanks. These long exit times are usually caused by the garbage collection of objects. This can be a very

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Martin v. Löwis
Investigating further, from one stop, I used gdb to follow the chain of pointers in the nextarena and prevarena directions. There were 5449 and 112765 links, respectively. maxarenas is 131072. To reduce the time for keeping sorted lists of arenas, I was first thinking of a binheap. I had

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Antoine Pitrou
Martin v. Löwis martin at v.loewis.de writes: It then occurred that there are only 64 different values for nfreepools, as ARENA_SIZE is 256kiB, and POOL_SIZE is 4kiB. So rather than keeping the list sorted, I now propose to maintain 64 lists, accessible in an array double-linked lists

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Martin v. Löwis
Allocation of a new pool would have to do a linear search in these pointers (finding the arena with the least number of pools); You mean the least number of free pools, right? Correct. IIUC, the heuristic is to favour a small number of busy arenas rather than a lot of sparse ones.

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
On Mon, Dec 22, 2008 at 2:54 PM, Ivan Krstić krs...@solarsail.hcs.harvard.edu wrote: It's still not clear to me, from reading the whole thread, precisely what you're seeing. A self-contained test case, preferably with generated random data, would be great, and save everyone a lot of

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
On Mon, Dec 22, 2008 at 2:22 PM, Adam Olsen rha...@gmail.com wrote: To make sure that's the correct line please recompile python without optimizations. GCC happily reorders and merges different parts of a function. Adding a counter in C and recompiling would be a lot faster than using a gdb

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Ivan Krstić
On Dec 22, 2008, at 6:28 PM, Mike Coleman wrote: For (2), yes, 100% CPU usage. 100% _user_ CPU usage? (I'm trying to make sure we're not chasing some particular degeneration of kmalloc/vmalloc and friends.) -- Ivan Krstić krs...@solarsail.hcs.harvard.edu | http://radian.org

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Antoine Pitrou
Now, we should find a way to benchmark this without having to steal Mike's machine and wait 30 minutes every time. So, I seem to reproduce it. The following script takes about 15 seconds to run and allocates a 2 GB dict which it deletes at the end (gc disabled of course). With 2.4, deleting

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Nick Coghlan
Steven D'Aprano wrote: This behaviour appears to be specific to deleting dicts, not deleting random objects. I haven't yet confirmed that the problem still exists in trunk (I hope to have time tonight or tomorrow), but in my previous tests deleting millions of items stored in a list of

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
2008/12/22 Ivan Krstić krs...@solarsail.hcs.harvard.edu: On Dec 22, 2008, at 6:28 PM, Mike Coleman wrote: For (2), yes, 100% CPU usage. 100% _user_ CPU usage? (I'm trying to make sure we're not chasing some particular degeneration of kmalloc/vmalloc and friends.) Yes, user. No noticeable

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Mike Coleman
I unfortunately don't have time to work out how obmalloc works myself, but I wonder if any of the constants in that file might need to scale somehow with memory size. That is, is it possible that some of them that work okay with 1G RAM won't work well with (say) 128G or 1024G (coming soon

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Nick Coghlan
Mike Coleman wrote: If you plot this, it is clearly quadratic (or worse). Here's another comparison script that tries to probe the vagaries of the obmalloc implementation. It looks at the proportional increases in deallocation times for lists and dicts as the number of contained items increases

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-22 Thread Alexandre Vassalotti
On Mon, Dec 22, 2008 at 7:34 PM, Antoine Pitrou solip...@pitrou.net wrote: Now, we should find a way to benchmark this without having to steal Mike's machine and wait 30 minutes every time. So, I seem to reproduce it. The following script takes about 15 seconds to run and allocates a 2 GB

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-21 Thread Martin v. Löwis
It is likely that PyMalloc would be better with a way to disable the free()ing of empty arenas, or move to an arrangement where (like the various type free-lists in 2.6+) explicit action can force pruning of empty arenas - there are other usage patterns than yours which would benefit

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-21 Thread Adam Olsen
On Sat, Dec 20, 2008 at 6:09 PM, Mike Coleman tutu...@gmail.com wrote: On Sat, Dec 20, 2008 at 5:40 PM, Alexandre Vassalotti Have you seen any significant difference in the exit time when the cyclic GC is disabled or enabled? Unfortunately, with GC enabled, the application is too slow to be

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Kristján Valur Jónsson
-bounces+kristjan=ccpgames@python.org [mailto:python-dev-bounces+kristjan=ccpgames@python.org] On Behalf Of Mike Coleman Sent: 19. desember 2008 23:30 To: python-dev@python.org Subject: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2) I have a program

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Andrew MacIntyre
Mike Coleman wrote: I have a program that creates a huge (45GB) defaultdict. (The keys are short strings, the values are short lists of pairs (string, int).) Nothing but possibly the strings and ints is shared. The program takes around 10 minutes to run, but longer than 20 minutes to exit (I

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Steve Holden
Andrew MacIntyre wrote: Mike Coleman wrote: I have a program that creates a huge (45GB) defaultdict. (The keys are short strings, the values are short lists of pairs (string, int).) Nothing but possibly the strings and ints is shared. The program takes around 10 minutes to run, but longer

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread skip
Steve Unfortunately there are doubtless programs out there that do rely Steve on actions being taken at shutdown. Indeed. I believe any code which calls atexit.register. Steve Maybe os.exit() could be more widely advertised, though ... That would be os._exit(). Calling it avoids

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Mike Coleman
Andrew, this is on an (intel) x86_64 box with 64GB of RAM. I don't recall the maker or details of the architecture off the top of my head, but it would be something off the rack from Dell or maybe HP. There were other users on the box at the time, but nothing heavy or that gave me any reason to

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Scott David Daniels
Mike Coleman wrote: ... Regarding interning, I thought this only worked with strings. Is there some way to intern integers? I'm probably creating 300M integers more or less uniformly distributed across range(1)? held = list(range(1)) ... troublesome_dict[string] =

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Kristján Valur Jónsson
for program having huge (45G) dict (python 2.5.2) I'm not sure exactly how to attack this. Callgrind is cool, but no way will work on something this size. Timed ltrace output might be interesting. Or maybe a gprof'ed Python, though that's more work

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread M.-A. Lemburg
On 2008-12-20 17:57, Mike Coleman wrote: On Sat, Dec 20, 2008 at 4:02 AM, Kristján Valur Jónsson krist...@ccpgames.com wrote: Can you distill the program into something reproducible? Maybe with something slightly less than 45Gb but still exhibiting some degradation of exit performance? I

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Leif Walsh
On Sat, Dec 20, 2008 at 3:04 PM, M.-A. Lemburg m...@egenix.com wrote: These long exit times are usually caused by the garbage collection of objects. This can be a very time consuming task. In that case, the question would be why is the interpreter collecting garbage when it knows we're trying

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Michael Foord
Leif Walsh wrote: On Sat, Dec 20, 2008 at 3:04 PM, M.-A. Lemburg m...@egenix.com wrote: These long exit times are usually caused by the garbage collection of objects. This can be a very time consuming task. In that case, the question would be why is the interpreter collecting garbage

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread skip
Leif In that case, the question would be why is the interpreter Leif collecting garbage when it knows we're trying to exit anyway?. Because useful side effects are sometimes performed as a result of this activity (flushing disk buffers, closing database connections, etc). Skip

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Tim Peters
[M.-A. Lemburg] These long exit times are usually caused by the garbage collection of objects. This can be a very time consuming task. [Leif Walsh] In that case, the question would be why is the interpreter collecting garbage when it knows we're trying to exit anyway?. Because user-defined

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread M.-A. Lemburg
On 2008-12-20 21:20, Leif Walsh wrote: On Sat, Dec 20, 2008 at 3:04 PM, M.-A. Lemburg m...@egenix.com wrote: These long exit times are usually caused by the garbage collection of objects. This can be a very time consuming task. In that case, the question would be why is the interpreter

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Leif Walsh
(@Skip, Michael, Tim) On Sat, Dec 20, 2008 at 3:26 PM, s...@pobox.com wrote: Because useful side effects are sometimes performed as a result of this activity (flushing disk buffers, closing database connections, etc). Of course they are. But what about the case given above: On Sat, Dec 20,

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Tim Peters
[Mike Coleman] ... Regarding interning, I thought this only worked with strings. Implementation details. Recent versions of CPython also, e.g., intern the empty tuple, and very small integers. Is there some way to intern integers? I'm probably creating 300M integers more or less uniformly

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Tim Peters
[Leif Walsh] ... It might be a semantic change that I'm looking for here, but it seems to me that if you turn off the garbage collector, you should be able to expect that either it also won't run on exit, It won't then, but the garbage collector is the gc module, and that only performs

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Mike Coleman
On Sat, Dec 20, 2008 at 2:50 PM, M.-A. Lemburg m...@egenix.com wrote: If you want a really fast exit, try this: import os os.kill(os.getpid(), 9) But you better know what you're doing if you take this approach... This would work, but I think os._exit(EX_OK) is probably just as fast, and

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Martin v. Löwis
I will try next week to see if I can come up with a smaller, submittable example. Thanks. These long exit times are usually caused by the garbage collection of objects. This can be a very time consuming task. I doubt that. The long exit times are usually caused by a bad malloc

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Steve Holden
Antoine Pitrou wrote: Leif Walsh leif.walsh at gmail.com writes: It might be a semantic change that I'm looking for here, but it seems to me that if you turn off the garbage collector, you should be able to expect that either it also won't run on exit, or it should have a way of letting you

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Antoine Pitrou
Steve Holden steve at holdenweb.com writes: I believe the OP engendered a certain amount of confusion by describing object deallocation as being performed by the garbage collector. So he perhaps didn't understand that even decref'ing all the objects only referenced by the dict will take a huge

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Alexandre Vassalotti
On Fri, Dec 19, 2008 at 6:29 PM, Mike Coleman tutu...@gmail.com wrote: I have a program that creates a huge (45GB) defaultdict. (The keys are short strings, the values are short lists of pairs (string, int).) Nothing but possibly the strings and ints is shared. That is, after executing

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Alexandre Vassalotti
[Sorry, for the previous garbage post.] On Fri, Dec 19, 2008 at 6:29 PM, Mike Coleman tutu...@gmail.com wrote: I have a program that creates a huge (45GB) defaultdict. (The keys are short strings, the values are short lists of pairs (string, int).) Nothing but possibly the strings and ints

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Nick Coghlan
Tim Peters wrote: If that is the case here, there's no evident general solution. If you have millions of objects still alive at exit, refcount-based reclamation has to visit all of them, and if they've been swapped out to disk it can take a very long time to swap them all back into memory

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Andrew Bennetts
s...@pobox.com wrote: Steve Unfortunately there are doubtless programs out there that do rely Steve on actions being taken at shutdown. Indeed. I believe any code which calls atexit.register. Steve Maybe os.exit() could be more widely advertised, though ... That would be

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Mike Coleman
Tim, I left out some details that I believe probably rule out the swapped out theory. The machine in question has 64GB RAM, but only 16GB swap. I'd prefer more swap, but in any case only around ~400MB of the swap was actually in use during my program's entire run. Furthermore, during my

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Mike Coleman
Re held and intern_it: Haha! That's evil and extremely evil, respectively. :-) I will add these to the Python wiki if they're not already there... Mike ___ Python-Dev mailing list Python-Dev@python.org

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Leif Walsh
On Sat, Dec 20, 2008 at 4:11 PM, Tim Peters tim.pet...@gmail.com wrote: [Lots of answers] Thanks. Wish I could have offered something useful. -- Cheers, Leif ___ Python-Dev mailing list Python-Dev@python.org

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Mike Coleman
On Sat, Dec 20, 2008 at 5:40 PM, Alexandre Vassalotti alexan...@peadrop.com wrote: Could you give us more information about the dictionary. For example, how many objects does it contain? Is 45GB the actual size of the dictionary or of the Python process? The 45G was the VM size of the process

Re: [Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-20 Thread Andrew MacIntyre
Mike Coleman wrote: Andrew, this is on an (intel) x86_64 box with 64GB of RAM. I don't recall the maker or details of the architecture off the top of my head, but it would be something off the rack from Dell or maybe HP. There were other users on the box at the time, but nothing heavy or that

[Python-Dev] extremely slow exit for program having huge (45G) dict (python 2.5.2)

2008-12-19 Thread Mike Coleman
I have a program that creates a huge (45GB) defaultdict. (The keys are short strings, the values are short lists of pairs (string, int).) Nothing but possibly the strings and ints is shared. The program takes around 10 minutes to run, but longer than 20 minutes to exit (I gave up at that