Opened 4 years ago
Closed 4 years ago
#17689 closed enhancement (fixed)
A tutorial on profiling in Sage
Reported by:  ncohen  Owned by:  

Priority:  major  Milestone:  sage6.5 
Component:  documentation  Keywords:  sd66 
Cc:  kcrisman, jhpalmieri, vdelecroix, tmonteil, dcoudert, azi, jmantysalo  Merged in:  
Authors:  Nathann Cohen  Reviewers:  Thierry Monteil 
Report Upstream:  N/A  Work issues:  
Branch:  5ad2972 (Commits)  Commit:  5ad29725172eeb5562d46e722506112228f33fe9 
Dependencies:  #17616  Stopgaps: 
Description
This branch adds a tutorial on profiling in Sage. It merely points users toward the right tools and their specific documentation.
Nathann
Change History (35)
comment:1 Changed 4 years ago by
 Branch set to public/17689
 Commit set to 3e69b2939c1cdc5697da38075cbb77154aab7056
 Status changed from new to needs_review
comment:2 followup: ↓ 4 Changed 4 years ago by
Hello,
Very cool to start that! Here are just potential improvements to discuss. This is not a complete review and I think it would be nice if several people actually read it.
 For
%prun
would be cool to explain a little bit the columns. In particular why there is twice "percall".
 In
%prun
what do you mean by 'critical functions'?
 The following does not work for me
sage: %prun r random_prime(2**500) sage: stats_object = _ sage: stats.total_calls 2547 Traceback (most recent call last): ... AttributeError: 'module' object has no attribute 'total_calls'
 The
runsnake
program is curiously contained in the packagerunsnakerun
on debianlike os. More generally, it would be cool to say on standard OS what are the packages to install. Right now it is only the case forperf
.
 For perf you need to launch the process before launching it??
Vincent
comment:3 Changed 4 years ago by
 Commit changed from 3e69b2939c1cdc5697da38075cbb77154aab7056 to 38ee29e4ca8fbc62831edb1ab8b6b6ae87b6905e
Branch pushed to git repo; I updated commit sha1. New commits:
38ee29e  trac #17689: Review

comment:4 in reply to: ↑ 2 Changed 4 years ago by
Hello,
 For
%prun
would be cool to explain a little bit the columns. In particular why there is twice "percall".
I added a link for that. I am trying to keep this document "short and efficient" and to give users an idea of where to look for what they need, without documenting other people's code.
 In
%prun
what do you mean by 'critical functions'?
I meant 'performancecritical'. I rephrased it.
 The following does not work for me
The second 'stats' should be 'stats_object'. Fixed.
 The
runsnake
program is curiously contained in the packagerunsnakerun
on debianlike os. More generally, it would be cool to say on standard OS what are the packages to install. Right now it is only the case forperf
.
I added this information for 'perf' because 'perf' is a very common keyword in softwares, and that it is actually nontrivial to find out that it is part of linuxtools unless you more or less know what to look for.
To find out that 'runsnake' is included in the 'runsnakerun' debian package you need to type 'runsnake debian' in google (samek for ubuntu), and probably for most others. I fear that if I add one people will come from Fedora, archlinux and who knows what else to add totally trivial information.
~$ aptcache search runsnake runsnakerun  GUI utility for (Python) cProfile or Profile profiler dumps
 For perf you need to launch the process before launching it??
No need. This thing is a wonder.
Nathann
comment:5 Changed 4 years ago by
 Status changed from needs_review to needs_work
I just noticed a couple of mistakes in my last commit. I will update it today.
comment:6 Changed 4 years ago by
 Commit changed from 38ee29e4ca8fbc62831edb1ab8b6b6ae87b6905e to bdd2d969491d9247b929e2a0b93a63fef4f5b4a1
comment:8 Changed 4 years ago by
 Commit changed from bdd2d969491d9247b929e2a0b93a63fef4f5b4a1 to 31eb4b5f2d741eb78b83c2ffa044dbf8b70364ef
Branch pushed to git repo; I updated commit sha1. This was a forced push. New commits:
31eb4b5  trac #17689: Review

comment:9 followup: ↓ 10 Changed 4 years ago by
Hello,
I like the functional way of using timeit
sage: timeit("for i in range(2,100): _ = is_prime(i)") 625 loops, best of 3: 964 µs per loop
Especially because it allows you to tune the parameters
sage: timeit("for i in range(2,100): _ = is_prime(i)", number=137, precision=3) 137 loops, best of 3: 1.05 ms per loop
And even better, I like sage_timeit
that allows you to play with the results (which is useful if you want to benchmark several implementations)
sage: from sage.misc.sage_timeit import sage_timeit sage: t = sage_timeit("for i in range(2,100): _ = is_prime(i)", globals_dict=globals()) sage: t.stats (625, 3, 3, 924.3534088134766, '\xc2\xb5s') sage: t.series [0.0009369647979736328, 0.0009340656280517578, 0.0009243534088134766]
What do you think of having it mentioned?
Vincent
comment:10 in reply to: ↑ 9 Changed 4 years ago by
Hello,
I like the functional way of using
timeit
And even better, I like
sage_timeit
that allows you to play with the results (which is useful if you want to benchmark several implementations)What do you think of having it mentioned?
Would it be a problem for you if this documentation appeared in the docstring of sage_timeit
(or its module)? Documenting the various arguments, their effects and uses is the job of the function's documentation.
We could then add a link from the tutorial to these places so that the interested user finds them.
I meant this page to be an overview of the different means to profile code in Sage, as it is difficult to find "timeit/prun/lprun/crun/perf" if you do not know the name already. With this page, people interested in profiling will find all the keywords they need, and links toward the specific documentations.
Nathann
comment:11 Changed 4 years ago by
 Commit changed from 31eb4b5f2d741eb78b83c2ffa044dbf8b70364ef to 7d017b16887b5e009793d01bdc8294d3b60cefe5
Branch pushed to git repo; I updated commit sha1. New commits:
7d017b1  trac #17689: Thierry's suggestion

comment:12 Changed 4 years ago by
Turns out that we already had an interface with runsnake. I simplified an entry. Still in needs_review
.
Nathann
comment:13 Changed 4 years ago by
Ping ?...
Nathann
P.S.: There is a stable release ahead, and the doc that will not make it before that will not appear online until the next one ^^;;;
comment:14 followup: ↓ 16 Changed 4 years ago by
This doc is very nice. Below are some comments / problems.
Note that while %time only runs the command once, timeit tries to return a more meaningful value over several runs.
> shouldn't you write%timeit
instead ?
 The
runsnake
command is not working on my mac, and the reported problem is not always the same :( Is this a known issue?sage: runsnake('random_prime(2**500)') sage: File "/Users/dcoudert/.sage/temp/confetti.inria.fr/17114/tmp_WELnaQ", line 1 {(i ^ SyntaxError: invalid syntax sage: sage: runsnake('random_prime(2**500)') sage: File "/Users/dcoudert/.sage/temp/confetti.inria.fr/17114/tmp_UNaKxo", line 1 SyntaxError: NonASCII character '\xc5' in file /Users/dcoudert/.sage/temp/confetti.inria.fr/17114/tmp_UNaKxo on line 2, but no encoding declared; see http://www.python.org/peps/pep0263.html for details sage: runsnake('random_prime(2**500)') sage: File "/Users/dcoudert/.sage/temp/confetti.inria.fr/17114/tmp_q4q1bM", line 1 SyntaxError: NonASCII character '\xfb' in file /Users/dcoudert/.sage/temp/confetti.inria.fr/17114/tmp_q4q1bM on line 2, but no encoding declared; see http://www.python.org/peps/pep0263.html for details sage:
%crun
: I have very different output. Is it normal ?sage: %crun p=random_prime(2**500) PROFILE: interrupts/evictions/bytes = 57/0/1840 Using local file /Users/dcoudert/sage/local/bin/python. Using local file /Users/dcoudert/.sage/temp/confetti.inria.fr/38434/tmp_IbMOhg.perf. Total: 57 samples 0 0.0% 0.0% 10 17.5% __mh_execute_header 3 5.3% 5.3% 3 5.3% 0x00007fff8a751c13 0 0.0% 5.3% 2 3.5% 0x000000010225ce6b 0 0.0% 5.3% 2 3.5% 0x00000001031e6ac8 0 0.0% 5.3% 2 3.5% 0x000000010399c0ee 0 0.0% 5.3% 2 3.5% 0x00007fff5da2fd4f 0 0.0% 5.3% 1 1.8% 0x00000001021e57f9
 I'm not checking the linuxonly section on my mac.
 As we already discussed, you may add a link to http://stackoverflow.com/questions/13075113/isthereanywaytoreadperformancecountersonosxmountainlion/13075880#13075880. The described procedure is not obvious and I'm not going to using it frequently, but it was working when I tried. It's really a pitty that profiling tools are not available on linux+mac.
David.
comment:15 Changed 4 years ago by
 Commit changed from 7d017b16887b5e009793d01bdc8294d3b60cefe5 to 076ebef1f7344c274e8f43f8337bc46d2a717c16
Branch pushed to git repo; I updated commit sha1. New commits:
076ebef  trac #17689: Review

comment:16 in reply to: ↑ 14 Changed 4 years ago by
Yo,
Note that while %time only runs the command once, timeit tries to return a more meaningful value over several runs.
> shouldn't you write%timeit
instead ?
Fixed.
 The
runsnake
command is not working on my mac, and the reported problem is not always the same :( Is this a known issue?
I don't know. There are two tickets that I know about runsnake
: #17735 and #14414.
%crun
: I have very different output. Is it normal ?
No idea. It looks like Python may have been compiled with different flags, but I do not know enough to answer that. I expect that the function will still be useful when the most timeconsuming entries are Sage functions and not those internal Python functions.
 As we already discussed, you may add a link to http://stackoverflow.com/questions/13075113/isthereanywaytoreadperformancecountersonosxmountainlion/13075880#13075880.
I prefer to not add a link toward a tutorial I cannot test myself.
Nathann
comment:17 followup: ↓ 18 Changed 4 years ago by
Unfortunately I'm unable to test all proposed methods, so I cannot help more.
comment:18 in reply to: ↑ 17 Changed 4 years ago by
Unfortunately I'm unable to test all proposed methods, so I cannot help more.
I understand, thanks for your help! But do give the 'perf' thing a try if you ever get a linux machine around, it may convince you to give mac up for your next laptop ;)
Nathann
comment:19 Changed 4 years ago by
Guys ?... The next stable release is pretty close. Would anybody have some time to review this patch so that it appears in the updated online doc ?
Nathann
comment:20 Changed 4 years ago by
Guys ?... It's only text...
comment:21 followup: ↓ 23 Changed 4 years ago by
 Status changed from needs_review to needs_work
I am a bit overloaded right now to help more on this interesting and important ticket, but as such, there is a big confusion between ipython %timeit
and Sage timeit
, so %timeit
has nothing to do with timeit <sage.misc.sage_timeit_class>
. A problem with %timeit
is that it is ipython only, so it will not work in Sage notebook (that does not rely on ipython). So you need at least to point to the right documentations for the two different timeit
, see timeit?
vs %timeit?
.
For example, with the Sage timeit()
command, you can not do:
sage: timeit(factor(1234567890)) AttributeError: 'IntegerFactorization' object has no attribute 'lstrip'
You have to do
sage: timeit("factor(1234567890)") 625 loops, best of 3: 72.8 µs per loop
But then, with ipython:
sage: %timeit("factor(1234567890)") 10000000 loops, best of 3: 26.3 ns per loop
Which is much faster... Indeed, it measures the time for creating the string ! What you have to do instead is:
sage: %timeit(factor(1234567890)) 10000 loops, best of 3: 59.2 µs per loop
or
sage: %timeit factor(1234567890) 10000 loops, best of 3: 59.5 µs per loop
So there is a confusion that can lead to a silent misuse. It think this distinction should be made clear.
comment:22 Changed 4 years ago by
 Commit changed from 076ebef1f7344c274e8f43f8337bc46d2a717c16 to 03c122938a9784b6c5ed1054035d8812d7d23241
comment:23 in reply to: ↑ 21 Changed 4 years ago by
 Status changed from needs_work to needs_review
I am a bit overloaded right now to help more on this interesting and important ticket, but as such, there is a big confusion between ipython
%timeit
and Sagetimeit
, so%timeit
has nothing to do withtimeit <sage.misc.sage_timeit_class>
.
As I did not even use timeit
in the examples I chose to remove this link toward Sage's timeit function. We still link toward Python's timeit function.
All examples in this document use %
functions, and the last one requires a terminal, so notebook users are already a bit out of scope.
Nathann
comment:24 Changed 4 years ago by
 Commit changed from 03c122938a9784b6c5ed1054035d8812d7d23241 to 66ef100d9e77c5b09289cb50f72740891026ce09
Branch pushed to git repo; I updated commit sha1. This was a forced push. New commits:
dee89cc  trac #17689: A tutorial on profiling in Sage

2d02115  trac #17689: Review

f8b2e3c  trac #17689: Thierry's suggestion

d81bd00  trac #17689: Review

66ef100  trac #17689: Remove a reference to Sage's timeit function

comment:25 Changed 4 years ago by
Rebased on the latest beta.
comment:26 Changed 4 years ago by
Guys ?...
comment:27 Changed 4 years ago by
 Commit changed from 66ef100d9e77c5b09289cb50f72740891026ce09 to 8cb4d61d524b529b387a2389b90e62341f6cd284
comment:28 Changed 4 years ago by
 Commit changed from 8cb4d61d524b529b387a2389b90e62341f6cd284 to f8e5096e7531e36667fe653a993b1e3e568954d4
Branch pushed to git repo; I updated commit sha1. This was a forced push. New commits:
e471875  trac #17689: A tutorial on profiling in Sage

03f9a0d  trac #17689: Review

a4159ff  trac #17689: Thierry's suggestion

f3a2324  trac #17689: Review

43a61cb  trac #17689: Remove a reference to Sage's timeit function

32705f6  #17689 : fix confusion between IPython magic and Python command.

37cf898  #17689 : Sagenotebook timeit function.

f8e5096  #17689 : typo.

comment:29 Changed 4 years ago by
 Commit changed from f8e5096e7531e36667fe653a993b1e3e568954d4 to b027e16d80fcdbf55cb09ac8a86c2c20a2b2c4f5
Branch pushed to git repo; I updated commit sha1. This was a forced push. New commits:
b027e16  #17689 : typo.

comment:30 followup: ↓ 31 Changed 4 years ago by
I added some info about the timeit
Sage function since the %timeit
IPython magic is not available from the Sage notebook, and clarify the fact that %
IPython magics are not Python commands. Isit OK ?
comment:31 in reply to: ↑ 30 Changed 4 years ago by
I added some info about the
timeit
Sage function since the%timeit
IPython magic is not available from the Sage notebook, and clarify the fact that%
IPython magics are not Python commands. Isit OK ?
Yeahyeah it is fine (and concise, thanks ! :P
). I shortened a couple of sentences and replaced (as you asked me to) the 500 with a 300 in the first examples, so that the timeit
call runs more than 1 loop.
Is that okay for you?
Nathann
comment:32 Changed 4 years ago by
 Commit changed from b027e16d80fcdbf55cb09ac8a86c2c20a2b2c4f5 to 5ad29725172eeb5562d46e722506112228f33fe9
Branch pushed to git repo; I updated commit sha1. New commits:
5ad2972  trac #17689: Last touch

comment:33 Changed 4 years ago by
 Keywords sd66 added
 Reviewers set to Thierry Monteil
 Status changed from needs_review to positive_review
Good to go !
comment:34 Changed 4 years ago by
Wouhouuuuuuuu ! THaaaaaaaaaaanks ! ;)
Nathann
comment:35 Changed 4 years ago by
 Branch changed from public/17689 to 5ad29725172eeb5562d46e722506112228f33fe9
 Resolution set to fixed
 Status changed from positive_review to closed
New commits:
trac #17615: Move bordeaux_2008 into thematic_tutorials/explicit_methods_in_number_theory/ (and only that)
trac #17615: Update the links
trac #17615: Merged with 6.5.beta6
trac #17615: Broken doctest
trac #17616: Cleanup in the thematic tutorials
trac #17616: Typo
#17616: link to #17617 in temporarily disabled doctests
trac #17616: Merged with updated #17615
trac #17616: Broken doctest
trac #17689: A tutorial on profiling in Sage