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Three revelations about DateTime (and why simpler is sometimes better)

DateTime is an amazing module, and our go-to module at work for any date manipulation. It’s stable, it handles all the edge cases and it has a nice API. Even so, there are some cases where going outside the DateTime ecosystem makes your life a lot simpler, and I’m going to illustrate one of those times.

The Gap

So I was making a simple tool to go through log files which were prefixed with the current time, like so:

[2013-04-01 21:03:01 BST] Your mum has exploded!
[2013-04-01 21:03:02 BST] (CRITICAL) Someone's mum has exploded, aborting

…and identify gaps in the log bigger than n seconds by adding some text:

[2013-04-01 21:03:01 BST] Trying to order pizza using bitcoins
[2013-04-01 21:03:05 BST] Waiting for currency to stabilise...
--- GAP: 12 years and 96 days ---
[2025-07-03 11:55:21 BST] Timed out

Here’s my initial take using DateTime (full version):

my $span = DateTime::Format::Human::Duration->new;
my $dtparse = DateTime::Format::Strptime->new(...);

my $prev;
while (my $line = <>) {
    $line =~ /^\[ (.*?) \]/x or next;
    my $ts = $dtparse->parse_datetime($1);
    if ($ts) {
        if ($prev) {
            my $delta = $ts - $prev;
            if ($delta->in_units('seconds') >= $min_gap) {
                print "--- GAP: " . $span->format_duration_between($prev, $ts) . " ---\n";
            }
        }
        $prev = $ts;
    }
    print $line;
}

Nifty huh? But this didn’t actually do anything. The output of parse_datetime was undefined! After adding some error handling, I discovered Relevation #1: BST is ambiguous. DateTime::Format::Strptime refuses to parse BST because it might be an abbreviation for “Bangladesh Summer Time” as well as “British Summer Time”, despite me providing an appropriate locale and time zone in the constructor. (A similar issue appears with EST.)

Okay, so I added a quick s/ BST$/+0100/, s/ GMT$/+0000/ and changed %Z to %z in the format string and it appeared to work!1 But due to previous work with DateTime, I had a suspicion that it wouldn’t recognise gaps of 60 seconds or more.

My suspicion was confirmed! Up to 59 seconds, worked fine. 60? No deal. How come? The reason is Relevation #2: minutes cannot be converted into seconds. DateTime is a perfectionist to a fault, and because of leap seconds, a minute may contain 60 or 61 seconds. Because this is ambiguous, if you ask for seconds, in_units('seconds') only returns the seconds part of the duration!

Dave Rolsky (the primary author of DateTime!) suggested the subtract_datetime_absolute method as a solution to this problem; this returns a duration object that only includes seconds and nanoseconds:

my $delta = $ts->subtract_datetime_absolute($prev);
if ($delta->in_units('seconds') >= $min_gap) { ... }

Finally, it was working … sort of. Processing a 320k line log file took almost four minutes! Profiling it showed that most of the time was spent in:

  • DateTime::TimeZone::_spans_binary_search
  • Params::Validate::_validate

Relevation #3: Time zone calculations are very slow.2 Since I’m not so bothered about time zones, can I speed this up?

Using set_time_zone to set UTC or floating time zones did not bear fruit; presumably, we still perform a time zone conversion for each line. Stripping the timezone and adding an hour manually for BST made it take even longer!

Curious, I decided to try some other modules, Date::Parse and Time::Duration. (I also tried Time::Piece, but its implementation of strptime complained that BST was “trailing garbage”, even though I specified %Z).

Take Two

Aside from being smaller, this version processes 320k lines in 18 seconds:

$line =~ /^\[ ([^\[]+) \]/x or next;
my $ts = str2time($1);
if (defined $ts) {
    if (defined $prev) {
        my $delta = $ts - $prev;
        if ($delta >= $min_gap) {
            print "--- GAP: " . duration($delta) . " ---\n";
        }
    }
    $prev = $ts;
}
print $line;

(full version)

The Final Cut

str2time is a heuristic parser; replacing it with a regex brings the time down to 3.2 seconds:

sub parse_date {
    my $line = shift;
    $line =~ /^\[(\d\d\d\d)-(\d\d)-(\d\d) (\d\d):(\d\d):(\d\d) (\w+)/ or return;
    return mktime($6, $5, $4, $3, $2 - 1, $1 - 1900, 0, 0, $7 eq 'BST');
}

Ugly, but fast.

Conclusion

Performance is always at odds with flexibility. DateTime tries extremely hard to account for daylight savings, timezones and leap seconds; this level of rigorous precision may not be appropriate for your application. On the other hand, most applications do not care about the performance of date calculations.

Dates and times can get very, very complex. Read the docs of your chosen module and be aware of edge cases (like in_units refusing to convert from minutes to seconds) before they bite you.


Bonus!

Let’s see how well these versions cope with the Year 2038 problem!

Input:

[2013-04-01 21:03:01 BST] Taking a trip to the year 3000...
[2013-04-01 21:03:01 BST] (not much has changed but they live underwater)
[3000-01-01 00:00:00 BST] Your great, great great grand daughter is: pretty fine

DateTime performs impeccably, although it does take about 4 seconds, because it has to do time zone calculations spanning 1,000 years.3

[2013-04-01 21:03:01 BST] Taking a trip to the year 3000...
[2013-04-01 21:03:01 BST] (not much has changed but they live underwater)
--- GAP: 986 years, 8 months, 4 weeks, 2 days, 1 hour, 56 minutes, and 59 seconds ---
[3000-01-01 00:00:00 BST] Your great, great great grand daughter is: pretty fine

Date::Parse is not having fun, because Perl < 5.12.0 has 32-bit times: 4

Day too small - -317761 > -24856
Sec too small - -317761 < 74752

Ugly regex version:

[2013-04-01 21:03:01 BST] Taking a trip to the year 3000...
[2013-04-01 21:03:01 BST] (not much has changed but they live underwater)
--- GAP: 987 years and 149 days ---
[3000-01-01 00:00:00 BST] Your great, great great grand daughter is: pretty fine

Ugly regex wins!

(Sadly, that’s been the case more often than I’d like to admit…)


  1. As I live in the United Kingdom, these logs are only going to be in either BST or GMT depending on the time of year. 

  2. CentOS 5 provides DateTime version 0.41. I tested version 1.01, but it did not show a notable speed improvement. 

  3. This is explicitly mentioned in the perldoc; the workaround is to use UTC/floating. 

  4. It works great on newer Perls, but CentOS probably won’t have upgraded to 5.12 by 2038 :)