Groups | Search | Server Info | Keyboard shortcuts | Login | Register [http] [https] [nntp] [nntps]


Groups > comp.lang.python > #68474

Re: Balanced trees

Path csiph.com!v102.xanadu-bbs.net!xanadu-bbs.net!feeder.erje.net!eu.feeder.erje.net!newsfeed.xs4all.nl!newsfeed4.news.xs4all.nl!xs4all!newsgate.cistron.nl!newsgate.news.xs4all.nl!post.news.xs4all.nl!not-for-mail
Return-Path <stutzbach@google.com>
X-Original-To python-list@python.org
Delivered-To python-list@mail.python.org
X-Spam-Status OK 0.000
X-Spam-Evidence '*H*': 1.00; '*S*': 0.00; 'feedback.': 0.04; 'third- party': 0.04; '(python': 0.07; 'cache': 0.07; 'explicit': 0.07; 'modified': 0.07; 'pypy': 0.07; 'versions.': 0.07; 'below).': 0.09; 'caching,': 0.09; 'executed': 0.09; 'inclusion': 0.09; 'keys,': 0.09; 'lst': 0.09; 'meaningful': 0.09; 'part,': 0.09; 'type,': 0.09; 'url:github': 0.09; 'cc:addr:python-list': 0.11; 'python': 0.11; 'bug': 0.12; 'mostly': 0.14; 'random': 0.14; '"create': 0.16; '"from': 0.16; '&quot;create': 0.16; '__lt__': 0.16; 'badly.': 0.16; 'both,': 0.16; 'dwarfed': 0.16; 'from:addr:stutzbach': 0.16; 'from:name:daniel stutzbach': 0.16; 'index.': 0.16; 'keys.': 0.16; 'list&quot;,': 0.16; 'mangled': 0.16; 'once.': 0.16; 'ported': 0.16; 'sorting': 0.16; 'stutzbach': 0.16; 'unfair': 0.16; 'url:issues': 0.16; 'wow,': 0.16; '\xc2\xa0i': 0.16; '\xc2\xa0if': 0.16; 'so.': 0.16; 'fix': 0.17; 'wrote:': 0.18; 'thanks.': 0.20; '>>>': 0.22; 'import': 0.22; 'cc:addr:python.org': 0.22; '&gt;&gt;&gt;': 0.24; 'issue,': 0.24; "shouldn't": 0.24; 'typical': 0.24; 'mon,': 0.24; 'cc:2**0': 0.24; 'sort': 0.25; '&gt;': 0.26; '(see': 0.26; 'compare': 0.26; 'daniel': 0.26; 'extension': 0.26; 'first,': 0.26; 'header:In- Reply-To:1': 0.27; 'list:': 0.30; 'originally': 0.30; 'message- id:@mail.gmail.com': 0.30; "i'm": 0.30; 'gives': 0.31; 'explained': 0.31; 'filed': 0.31; 'overhead': 0.31; 'though.': 0.31; 'this.': 0.32; 'run': 0.32; 'limitation': 0.33; 'skip:& 30': 0.33; 'skip:b 30': 0.33; 'there,': 0.34; "i'd": 0.34; 'could': 0.34; 'agree': 0.35; 'classes': 0.35; 'created': 0.35; 'something': 0.35; 'but': 0.35; 'received:google.com': 0.35; 'there': 0.35; 'really': 0.36; 'thanks': 0.36; 'similar': 0.36; 'should': 0.36; 'too': 0.37; 'two': 0.37; 'list': 0.37; 'list.': 0.37; 'step': 0.37; 'represent': 0.38; 'skip:& 10': 0.38; 'pm,': 0.38; 'rather': 0.38; 'expect': 0.39; 'skip:& 20': 0.39; 'aspects': 0.39; 'though,': 0.39; 'changed': 0.39; 'skip:x 10': 0.40; 'how': 0.40; 'even': 0.60; 'skip:\xc2 10': 0.60; 'lower': 0.61; "you're": 0.61; 'first': 0.61; "you'll": 0.62; 'kind': 0.63; 'myself': 0.63; 'pick': 0.64; 'more': 0.64; 'different': 0.65; 'love': 0.65; 'relatively': 0.65; 'between': 0.67; 'mar': 0.68; 'advantages': 0.68; 'improvement.': 0.68; 'results': 0.69; 'risk': 0.72; 'obvious': 0.74; 'ranges': 0.74; 'benchmark': 0.84; 'claim.': 0.84; 'difference.': 0.84; 'obvious.': 0.84
DKIM-Signature v=1; a=rsa-sha256; c=relaxed/relaxed; d=google.com; s=20120113; h=mime-version:in-reply-to:references:from:date:message-id:subject:to :cc:content-type; bh=idIH7PG199AiEGbScbCAIE/2GDlOWqjjRDiahIOJW5Q=; b=ff+mU9fetBAoEQh6Lm9kNyMpEBwLa0KUsHMYsfesvql9600Yx0u3687r/MdL9Xz4cL SShCKKWRFvdLOgL5iCet7zqwq6vs+kuM43fS1o0vAetTxL/uJKKszX37rkEg1Nj2+SiM a0dwzm5kUmudDgfnn58MevOJrwo+xFD/tj8kJmAsENPFDF/pR9wBmai5J2NIEUqzC5yf DrX0LHlVGizSYyA6AByY4L5O3FbLuFHXFjk9QzRvBUcn56puPVktQXmIBhxw9qi/yy+K 0pwBtBmqI/u1UuBgPMgOGlJanrajWpdbY+ad3XkTYI77c2OPNvL0CQcvRdKGZPnK1atf fHrQ==
X-Google-DKIM-Signature v=1; a=rsa-sha256; c=relaxed/relaxed; d=1e100.net; s=20130820; h=x-gm-message-state:mime-version:in-reply-to:references:from:date :message-id:subject:to:cc:content-type; bh=idIH7PG199AiEGbScbCAIE/2GDlOWqjjRDiahIOJW5Q=; b=g4+0g6q9judPDwmvJErqbB6iFnjbHxXvZ/7iV+587owagDgQ1C1aef7x2uxYhlec86 xoeA6ItNvv5ECEK/6YIYNqbivmxjYj2xMuoeglE10O7eeUAd2MortuYEo3oI5KbvM3dq ygLS02ggCJgUDT5eCFNDKxRb2vDR5UtOy0YqCjL5n1PPS61gpkJ3zDB2jgL+cg3LFR5z +hcis3keBKZLA7enP50ywbulhmUx/zLrR5cErrSXRthGp525t5VxtV0us+q7Z8thdBzg Q5/Mu8fdFFMnZHDvK4fkIItLzZ/XkM4uzY5O6GEl/rlQeHwvDna404E67BqXW26taRkx 2kZA==
X-Gm-Message-State ALoCoQm4hodImezaE6lKnX7qhp/jdp3A3BK8//7xKDtyfSzI+/IBBqdk9TkOazghxoxNSKHjXk/xCXR12ytIXK/NAhf0F8R1GC1CUuyWZgdAJZTuEaiwuNGJRdyAwjqoO1uqdXc0NPeeb/AW/sM/GMnflOonp20K5RofcdwOZR4nHkYB8/dtwdngP8TmllwdGwjOpNGQOZVk4KG2wr5KeB7L8zjHrme45A==
X-Received by 10.60.142.166 with SMTP id rx6mr13620oeb.57.1395104524997; Mon, 17 Mar 2014 18:02:04 -0700 (PDT)
MIME-Version 1.0
In-Reply-To <CAN1F8qUqVnhjxXEUnub36GEwK_DD+ukKK2GwA5wYku0s=wpdgA@mail.gmail.com>
References <lennh4$kpm$1@cabale.usenet-fr.net> <CAPTjJmomgZSFj7TanBn8_qXP4ULhCm85abJ5=2PcikXJkrH6GQ@mail.gmail.com> <CAN1F8qU8AJ+Z-Rb4+wGsYWd_bS5aOA3bsjd5NjF46MUvnecSeQ@mail.gmail.com> <mailman.7473.1393598638.18130.python-list@python.org> <XnsA2E95FA1E1EB6duncanbooth@127.0.0.1> <bnvctpF5vanU1@mid.individual.net> <mailman.7920.1394252278.18130.python-list@python.org> <87eh2d3x8h.fsf_-_@elektro.pacujo.net> <CAGGBd_qU3Zp3A4pymnDQfWynWZwFVrdHJpG=U0WZTap4HiymdA@mail.gmail.com> <lffv32$mqo$1@ger.gmane.org> <CAN1F8qU=2K6ysbpnu-JoUtfWfTToRsOaRek0dSQzjPx_sYzPKQ@mail.gmail.com> <CAMMy=OsYUzULRTRHwytiTszd44f3anz43=2DtGALHR3nBGe8JQ@mail.gmail.com> <CAN1F8qUqVnhjxXEUnub36GEwK_DD+ukKK2GwA5wYku0s=wpdgA@mail.gmail.com>
From Daniel Stutzbach <stutzbach@google.com>
Date Mon, 17 Mar 2014 18:01:24 -0700
Subject Re: Balanced trees
To Joshua Landau <joshua@landau.ws>
Content-Type multipart/alternative; boundary=047d7b2e0b29a3b10004f4d715b1
Cc python-list <python-list@python.org>
X-BeenThere python-list@python.org
X-Mailman-Version 2.1.15
Precedence list
List-Id General discussion list for the Python programming language <python-list.python.org>
List-Unsubscribe <https://mail.python.org/mailman/options/python-list>, <mailto:python-list-request@python.org?subject=unsubscribe>
List-Archive <http://mail.python.org/pipermail/python-list/>
List-Post <mailto:python-list@python.org>
List-Help <mailto:python-list-request@python.org?subject=help>
List-Subscribe <https://mail.python.org/mailman/listinfo/python-list>, <mailto:python-list-request@python.org?subject=subscribe>
Newsgroups comp.lang.python
Message-ID <mailman.8233.1395104535.18130.python-list@python.org> (permalink)
Lines 226
NNTP-Posting-Host 2001:888:2000:d::a6
X-Trace 1395104535 news.xs4all.nl 2863 [2001:888:2000:d::a6]:35348
X-Complaints-To abuse@xs4all.nl
Xref csiph.com comp.lang.python:68474

Show key headers only | View raw


[Multipart message — attachments visible in raw view] - view raw

On Mon, Mar 17, 2014 at 5:08 PM, Joshua Landau <joshua@landau.ws> wrote:

> Thanks.  First, I want to state that there are two aspects to my
>  claim. The first is that these benchmarks to not represent typical
> use-cases. I will not go too far into this, though, because it's
> mostly obvious.
>

I would love to have include macro-benchmarks.  I keep waiting for the PyPy
benchmark suite to get ported to Python 3...


> "Create from an iterator" gives me relatively different results when I
> run it (Python 3).
>

The graphs were originally created to compare vanilla Python with a Python
modified to use blist as the built-in list type.  I think I used Python
3.1, but I'm not certain.  As I recall, the built-in type has a few small
advantages over any third-party extension type, so that might be what
you're seeing.  Alternately, something may have changed between Python
versions.


> "Delete a slice" is fudged from its inclusion of multiplication, which
> is far faster on blists. I admit that it's not obvious how to fix
> this.
>

I could move the initialization into the timed part, similar to what I did
for sort (see below).  That has downsides too, of course, but it might be
an improvement.


> "First in, first out (FIFO)" should be "x.append(0); x.pop(0)".
>

Wow, I mangled that one badly.


> "Last in, first out (LIFO)" should use "pop()" over "pop(-1)",
> although I admit it shouldn't make a meaningful difference.
>

I like pop(-1) because it's explicit rather than implicit.  I agree it
shouldn't make a meaningful difference.


> "Sort *" are really unfair because they put initialisation in the
> timed part


That's a limitation of timeit.  The setup step is only executed once.  If I
put the initialization there, every sort after the first one would be
sorting a pre-sorted list.  If you compare the "Create form an iterator"
and "Sort a random list", you'll see that the initialization cost is
dwarfed by the sorting cost for n > 15 or so.


> and all have keys.


If you use classes with __lt__ methods instead of keys, the cost is
dominated by the calls to __lt__.  You're right that I should include both,
though.


> >>> python -m timeit -s "from random import choice; import blist; lst =
> blist.blist(range(10**0))" "choice(lst)"
> 1000000 loops, best of 3: 1.18 usec per loop
>
> >>> python -m timeit -s "from random import choice; import blist; lst =
> blist.blist(range(10**8))" "choice(lst)"
> 1000000 loops, best of 3: 1.56 usec per loop
>
> Lower size ranges are hidden by the function-call overhead.
> Perhaps this effect is to do with caching, in which case the limits of
> the cache should be explained more readily.
>

That's definitely a cache issue, which is always a risk with
micro-benchmarks.  I see growth even for the built-in list:

gnusto:~$ python -m timeit -s "from random import choice; lst =
list(range(10**0))" "choice(lst)"
1000000 loops, best of 3: 0.349 usec per loop
gnusto:~$ python -m timeit -s "from random import choice; lst =
list(range(10**8))" "choice(lst)"
1000000 loops, best of 3: 0.634 usec per loop

I agree it's more interesting to pick items randomly instead of always
querying the same index.  The overhead of choice() is kind of a problem,
though.  Since I'm only plotting up to 10**5, I'd expect these to look more
or less flat.

Thanks for all of the feedback.  I filed a bug with myself to improve the
metrics:
https://github.com/DanielStutzbach/blist/issues/64

-- 
Daniel Stutzbach

Back to comp.lang.python | Previous | NextPrevious in thread | Next in thread | Find similar | Unroll thread


Thread

Re: Tuples and immutability Duncan Booth <duncan.booth@invalid.invalid> - 2014-03-07 09:33 +0000
  Re: Tuples and immutability Ben Finney <ben+python@benfinney.id.au> - 2014-03-07 22:04 +1100
  Re: Tuples and immutability Chris Angelico <rosuav@gmail.com> - 2014-03-07 22:11 +1100
  Re: Tuples and immutability Peter Otten <__peter__@web.de> - 2014-03-07 12:38 +0100
  Re: Tuples and immutability Chris Angelico <rosuav@gmail.com> - 2014-03-07 22:45 +1100
  Re: Tuples and immutability Alister <alister.ware@ntlworld.com> - 2014-03-07 11:51 +0000
    Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-07 11:23 -0700
  Re: Tuples and immutability Roy Smith <roy@panix.com> - 2014-03-07 08:37 -0500
  Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-08 15:17 +1300
    Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-07 21:17 -0700
      Balanced trees (was: Re: Tuples and immutability) Marko Rauhamaa <marko@pacujo.net> - 2014-03-08 10:34 +0200
        Re: Balanced trees (was: Re: Tuples and immutability) Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-08 04:03 -0700
          Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-08 13:26 +0200
        Re: Balanced trees (was: Re: Tuples and immutability) Dan Stromberg <drsalists@gmail.com> - 2014-03-08 11:58 -0800
        Re: Balanced trees Mark Lawrence <breamoreboy@yahoo.co.uk> - 2014-03-08 20:37 +0000
          Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-08 23:21 +0200
            Re: Balanced trees Roy Smith <roy@panix.com> - 2014-03-08 17:22 -0500
              Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-09 11:17 +0200
            Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-08 17:31 -0800
              Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-09 11:27 +0200
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-09 14:20 -0700
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-09 23:32 +0200
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-09 14:37 -0700
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-09 23:43 +0200
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-09 15:08 -0700
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-10 00:24 +0200
                Re: Balanced trees Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-09 18:04 -0600
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-10 03:24 +0000
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-10 03:24 +0000
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-10 08:16 +0200
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-10 08:53 +0000
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-10 11:41 +0200
                Re: Balanced trees Ned Batchelder <ned@nedbatchelder.com> - 2014-03-10 06:57 -0400
                Re: Balanced trees Rustom Mody <rustompmody@gmail.com> - 2014-03-10 09:01 -0700
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-11 02:02 +0000
                Re: Balanced trees Roy Smith <roy@panix.com> - 2014-03-10 22:20 -0400
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 13:29 +1100
                Re: Balanced trees Mark Lawrence <breamoreboy@yahoo.co.uk> - 2014-03-10 09:51 +0000
                Re: Balanced trees Roy Smith <roy@panix.com> - 2014-03-10 09:59 -0400
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 03:20 +1100
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 03:24 +1100
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-10 19:08 +0200
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 04:17 +1100
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-10 19:34 +0200
                Re: Balanced trees Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-13 12:40 -0600
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-13 23:57 +0000
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-13 20:12 -0700
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-14 05:02 +0000
                Re: Balanced trees Roy Smith <roy@panix.com> - 2014-03-10 19:24 -0400
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 10:27 +1100
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-11 01:26 +0000
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 12:45 +1100
                Re: Balanced trees Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-10 21:38 -0600
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 15:28 +1100
                Re: Balanced trees "Rhodri James" <rhodri@wildebst.org.uk> - 2014-03-12 00:57 +0000
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-11 12:12 +0200
                Re: Balanced trees alex23 <wuwei23@gmail.com> - 2014-03-12 10:13 +1000
                Re: Balanced trees Alister <alister.ware@ntlworld.com> - 2014-03-11 09:25 +0000
                Re: Balanced trees Antoon Pardon <antoon.pardon@rece.vub.ac.be> - 2014-03-12 10:08 +0100
                Re: Balanced trees Tim Chase <python.list@tim.thechases.com> - 2014-03-10 11:33 -0500
                Re: Balanced trees Chris Angelico <rosuav@gmail.com> - 2014-03-11 03:39 +1100
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-10 18:05 -0700
                Re: Balanced trees Roy Smith <roy@panix.com> - 2014-03-10 22:13 -0400
                Re: Balanced trees Dennis Lee Bieber <wlfraed@ix.netcom.com> - 2014-03-10 19:57 -0400
        Re: Balanced trees Joshua Landau <joshua@landau.ws> - 2014-03-15 01:13 +0000
          Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-18 00:05 +0200
            Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-18 12:26 -0700
              Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-18 22:55 +0200
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-18 14:45 -0700
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-19 00:03 +0200
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-18 15:21 -0700
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-19 01:11 +0200
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-19 01:15 +0000
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-19 10:49 +0200
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-19 13:42 +0000
                Re: Balanced trees Marko Rauhamaa <marko@pacujo.net> - 2014-03-19 15:54 +0200
                Re: Balanced trees Roy Smith <roy@panix.com> - 2014-03-19 10:06 -0400
                Re: Balanced trees Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-19 01:15 +0000
                Re: Balanced trees Ethan Furman <ethan@stoneleaf.us> - 2014-03-19 08:15 -0700
                Re: Balanced trees "Rhodri James" <rhodri@wildebst.org.uk> - 2014-03-20 02:16 +0000
                Re: Balanced trees Dan Stromberg <drsalists@gmail.com> - 2014-03-19 19:34 -0700
                Re: Balanced trees Chris Kaynor <ckaynor@zindagigames.com> - 2014-03-18 18:02 -0700
            Re: Balanced trees Daniel Stutzbach <stutzbach@google.com> - 2014-03-18 13:18 -0700
        blist in standard library  (was Re: Balanced trees) Mark Lawrence <breamoreboy@yahoo.co.uk> - 2014-03-15 12:31 +0000
        Re: Balanced trees Daniel Stutzbach <stutzbach@google.com> - 2014-03-17 14:16 -0700
        Re: Balanced trees Joshua Landau <joshua@landau.ws> - 2014-03-18 00:08 +0000
        Re: Balanced trees Daniel Stutzbach <stutzbach@google.com> - 2014-03-17 18:01 -0700
        Re: Balanced trees Joshua Landau <joshua@landau.ws> - 2014-03-18 07:46 +0000
      Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-09 13:40 +1300
        Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-08 19:39 -0700
          Re: Tuples and immutability Marko Rauhamaa <marko@pacujo.net> - 2014-03-09 11:35 +0200
          Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-10 11:03 +1300
            Re: Tuples and immutability Terry Reedy <tjreedy@udel.edu> - 2014-03-09 19:00 -0400
            Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-09 17:42 -0600
              Re: Tuples and immutability Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-10 02:37 +0000
                Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-10 02:35 -0600
                Re: Tuples and immutability Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-10 09:13 +0000
                Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-11 18:15 +1300
              Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-11 18:03 +1300
                Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-11 04:39 -0600
                Re: Tuples and immutability Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-11 16:46 +0000
                Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-12 10:23 +1300
                Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-11 17:06 -0600
                Re: Tuples and immutability Steven D'Aprano <steve+comp.lang.python@pearwood.info> - 2014-03-12 23:20 +0000
                Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-12 19:35 -0600
                Re: Tuples and immutability Terry Reedy <tjreedy@udel.edu> - 2014-03-12 22:09 -0400
      Re: Tuples and immutability Gregory Ewing <greg.ewing@canterbury.ac.nz> - 2014-03-09 13:45 +1300
        Re: Tuples and immutability Ian Kelly <ian.g.kelly@gmail.com> - 2014-03-08 19:55 -0700

csiph-web