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Concerning Git's Packing Heuristics
Oh, here's a really stupid question:
Where do I go
to learn the details
of Git's packing heuristics?
Be careful what you ask!
Followers of the Git, please open the Git IRC Log and turn to
February 10, 2006.
It's a rare occasion, and we are joined by the King Git Himself,
Linus Torvalds (linus). Nathaniel Smith, (njs`), has the floor
and seeks enlightenment. Others are present, but silent.
Let's listen in!
<njs`> Oh, here's a really stupid question -- where do I go to
learn the details of Git's packing heuristics? google avails
me not, reading the source didn't help a lot, and wading
through the whole mailing list seems less efficient than any
of that.
It is a bold start! A plea for help combined with a simultaneous
tri-part attack on some of the tried and true mainstays in the quest
for enlightenment. Brash accusations of google being useless. Hubris!
Maligning the source. Heresy! Disdain for the mailing list archives.
<pasky> yes, the packing-related delta stuff is somewhat
mysterious even for me ;)
Ah! Modesty after all.
<linus> njs, I don't think the docs exist. That's something where
I don't think anybody else than me even really got involved.
Most of the rest of Git others have been busy with (especially
Junio), but packing nobody touched after I did it.
It's cryptic, yet vague. Linus in style for sure. Wise men
interpret this as an apology. A few argue it is merely a
statement of fact.
<njs`> I guess the next step is "read the source again", but I
have to build up a certain level of gumption first :-)
Indeed! On both points.
<linus> The packing heuristic is actually really really simple.
<linus> But strange.
And switch. That ought to do it!
<linus> Remember: Git really doesn't follow files. So what it does is
- generate a list of all objects
- sort the list according to magic heuristics
- walk the list, using a sliding window, seeing if an object
can be diffed against another object in the window
- write out the list in recency order
The traditional understatement:
<njs`> I suspect that what I'm missing is the precise definition of
the word "magic"
The traditional insight:
<pasky> yes
And Babel-like confusion flowed.
<njs`> oh, hmm, and I'm not sure what this sliding window means either
<pasky> iirc, it appeared to me to be just the sha1 of the object
when reading the code casually ...
... which simply doesn't sound as a very good heuristics, though ;)
<njs`> .....and recency order. okay, I think it's clear I didn't
even realize how much I wasn't realizing :-)
Ah, grasshopper! And thus the enlightenment begins anew.
<linus> The "magic" is actually in theory totally arbitrary.
ANY order will give you a working pack, but no, it's not
ordered by SHA-1.
Before talking about the ordering for the sliding delta
window, let's talk about the recency order. That's more
important in one way.
<njs`> Right, but if all you want is a working way to pack things
together, you could just use cat and save yourself some
Waaait for it....
<linus> The recency ordering (which is basically: put objects
_physically_ into the pack in the order that they are
"reachable" from the head) is important.
<njs`> okay
<linus> It's important because that's the thing that gives packs
good locality. It keeps the objects close to the head (whether
they are old or new, but they are _reachable_ from the head)
at the head of the pack. So packs actually have absolutely
_wonderful_ IO patterns.
Read that again, because it is important.
<linus> But recency ordering is totally useless for deciding how
to actually generate the deltas, so the delta ordering is
something else.
The delta ordering is (wait for it):
- first sort by the "basename" of the object, as defined by
the name the object was _first_ reached through when
generating the object list
- within the same basename, sort by size of the object
- but always sort different types separately (commits first).
That's not exactly it, but it's very close.
<njs`> The "_first_ reached" thing is not too important, just you
need some way to break ties since the same objects may be
reachable many ways, yes?
And as if to clarify:
<linus> The point is that it's all really just any random
heuristic, and the ordering is totally unimportant for
correctness, but it helps a lot if the heuristic gives
"clumping" for things that are likely to delta well against
each other.
It is an important point, so secretly, I did my own research and have
included my results below. To be fair, it has changed some over time.
And through the magic of Revisionistic History, I draw upon this entry
from The Git IRC Logs on my father's birthday, March 1:
<gitster> The quote from the above linus should be rewritten a
bit (wait for it):
- first sort by type. Different objects never delta with
each other.
- then sort by filename/dirname. hash of the basename
occupies the top BITS_PER_INT-DIR_BITS bits, and bottom
DIR_BITS are for the hash of leading path elements.
- then if we are doing "thin" pack, the objects we are _not_
going to pack but we know about are sorted earlier than
other objects.
- and finally sort by size, larger to smaller.
In one swell-foop, clarification and obscurification! Nonetheless,
authoritative. Cryptic, yet concise. It even solicits notions of
quotes from The Source Code. Clearly, more study is needed.
<gitster> That's the sort order. What this means is:
- we do not delta different object types.
- we prefer to delta the objects with the same full path, but
allow files with the same name from different directories.
- we always prefer to delta against objects we are not going
to send, if there are some.
- we prefer to delta against larger objects, so that we have
lots of removals.
The penultimate rule is for "thin" packs. It is used when
the other side is known to have such objects.
There it is again. "Thin" packs. I'm thinking to myself, "What
is a 'thin' pack?" So I ask:
<jdl> What is a "thin" pack?
<gitster> Use of --objects-edge to rev-list as the upstream of
pack-objects. The pack transfer protocol negotiates that.
Woo hoo! Cleared that _right_ up!
<gitster> There are two directions - push and fetch.
There! Did you see it? It is not '"push" and "pull"'! How often the
confusion has started here. So casually mentioned, too!
<gitster> For push, git-send-pack invokes git-receive-pack on the
other end. The receive-pack says "I have up to these commits".
send-pack looks at them, and computes what are missing from
the other end. So "thin" could be the default there.
In the other direction, fetch, git-fetch-pack and
git-clone-pack invokes git-upload-pack on the other end
(via ssh or by talking to the daemon).
There are two cases: fetch-pack with -k and clone-pack is one,
fetch-pack without -k is the other. clone-pack and fetch-pack
with -k will keep the downloaded packfile without expanded, so
we do not use thin pack transfer. Otherwise, the generated
pack will have delta without base object in the same pack.
But fetch-pack without -k will explode the received pack into
individual objects, so we automatically ask upload-pack to
give us a thin pack if upload-pack supports it.
OK then.
Let's return to the previous conversation still in progress.
<njs`> and "basename" means something like "the tail of end of
path of file objects and dir objects, as per basename(3), and
we just declare all commit and tag objects to have the same
basename" or something?
Luckily, that too is a point that gitster clarified for us!
If I might add, the trick is to make files that _might_ be similar be
located close to each other in the hash buckets based on their file
names. It used to be that "foo/Makefile", "bar/baz/quux/Makefile" and
"Makefile" all landed in the same bucket due to their common basename,
"Makefile". However, now they land in "close" buckets.
The algorithm allows not just for the _same_ bucket, but for _close_
buckets to be considered delta candidates. The rationale is
essentially that files, like Makefiles, often have very similar
content no matter what directory they live in.
<linus> I played around with different delta algorithms, and with
making the "delta window" bigger, but having too big of a
sliding window makes it very expensive to generate the pack:
you need to compare every object with a _ton_ of other objects.
There are a number of other trivial heuristics too, which
basically boil down to "don't bother even trying to delta this
pair" if we can tell before-hand that the delta isn't worth it
(due to size differences, where we can take a previous delta
result into account to decide that "ok, no point in trying
that one, it will be worse").
End result: packing is actually very size efficient. It's
somewhat CPU-wasteful, but on the other hand, since you're
really only supposed to do it maybe once a month (and you can
do it during the night), nobody really seems to care.
Nice Engineering Touch, there. Find when it doesn't matter, and
proclaim it a non-issue. Good style too!
<njs`> So, just to repeat to see if I'm following, we start by
getting a list of the objects we want to pack, we sort it by
this heuristic (basically lexicographically on the tuple
(type, basename, size)).
Then we walk through this list, and calculate a delta of
each object against the last n (tunable parameter) objects,
and pick the smallest of these deltas.
Vastly simplified, but the essence is there!
<linus> Correct.
<njs`> And then once we have picked a delta or fulltext to
represent each object, we re-sort by recency, and write them
out in that order.
<linus> Yup. Some other small details:
And of course there is the "Other Shoe" Factor too.
<linus> - We limit the delta depth to another magic value (right
now both the window and delta depth magic values are just "10")
<njs`> Hrm, my intuition is that you'd end up with really _bad_ IO
patterns, because the things you want are near by, but to
actually reconstruct them you may have to jump all over in
random ways.
<linus> - When we write out a delta, and we haven't yet written
out the object it is a delta against, we write out the base
object first. And no, when we reconstruct them, we actually
get nice IO patterns, because:
- larger objects tend to be "more recent" (Linus' law: files grow)
- we actively try to generate deltas from a larger object to a
smaller one
- this means that the top-of-tree very seldom has deltas
(i.e. deltas in _practice_ are "backwards deltas")
Again, we should reread that whole paragraph. Not just because
Linus has slipped Linus's Law in there on us, but because it is
important. Let's make sure we clarify some of the points here:
<njs`> So the point is just that in practice, delta order and
recency order match each other quite well.
<linus> Yes. There's another nice side to this (and yes, it was
designed that way ;):
- the reason we generate deltas against the larger object is
actually a big space saver too!
<njs`> Hmm, but your last comment (if "we haven't yet written out
the object it is a delta against, we write out the base object
first"), seems like it would make these facts mostly
irrelevant because even if in practice you would not have to
wander around much, in fact you just brute-force say that in
the cases where you might have to wander, don't do that :-)
<linus> Yes and no. Notice the rule: we only write out the base
object first if the delta against it was more recent. That
means that you can actually have deltas that refer to a base
object that is _not_ close to the delta object, but that only
happens when the delta is needed to generate an _old_ object.
<linus> See?
Yeah, no. I missed that on the first two or three readings myself.
<linus> This keeps the front of the pack dense. The front of the
pack never contains data that isn't relevant to a "recent"
object. The size optimization comes from our use of xdelta
(but is true for many other delta algorithms): removing data
is cheaper (in size) than adding data.
When you remove data, you only need to say "copy bytes n--m".
In contrast, in a delta that _adds_ data, you have to say "add
these bytes: 'actual data goes here'"
*** njs` has quit: Read error: 104 (Connection reset by peer)
<linus> Uhhuh. I hope I didn't blow njs` mind.
*** njs` has joined channel #git
<pasky> :)
The silent observers are amused. Of course.
And as if njs` was expected to be omniscient:
<linus> njs - did you miss anything?
OK, I'll spell it out. That's Geek Humor. If njs` was not actually
connected for a little bit there, how would he know if missed anything
while he was disconnected? He's a benevolent dictator with a sense of
humor! Well noted!
<njs`> Stupid router. Or gremlins, or whatever.
It's a cheap shot at Cisco. Take 'em when you can.
<njs`> Yes and no. Notice the rule: we only write out the base
object first if the delta against it was more recent.
I'm getting lost in all these orders, let me re-read :-)
So the write-out order is from most recent to least recent?
(Conceivably it could be the opposite way too, I'm not sure if
we've said) though my connection back at home is logging, so I
can just read what you said there :-)
And for those of you paying attention, the Omniscient Trick has just
been detailed!
<linus> Yes, we always write out most recent first
<njs`> And, yeah, I got the part about deeper-in-history stuff
having worse IO characteristics, one sort of doesn't care.
<linus> With the caveat that if the "most recent" needs an older
object to delta against (hey, shrinking sometimes does
happen), we write out the old object with the delta.
<njs`> (if only it happened more...)
<linus> Anyway, the pack-file could easily be denser still, but
because it's used both for streaming (the Git protocol) and
for on-disk, it has a few pessimizations.
Actually, it is a made-up word. But it is a made-up word being
used as setup for a later optimization, which is a real word:
<linus> In particular, while the pack-file is then compressed,
it's compressed just one object at a time, so the actual
compression factor is less than it could be in theory. But it
means that it's all nice random-access with a simple index to
do "object name->location in packfile" translation.
<njs`> I'm assuming the real win for delta-ing large->small is
more homogeneous statistics for gzip to run over?
(You have to put the bytes in one place or another, but
putting them in a larger blob wins on compression)
Actually, what is the compression strategy -- each delta
individually gzipped, the whole file gzipped, somewhere in
between, no compression at all, ....?
Reality IRC sets in. For example:
<pasky> I'll read the rest in the morning, I really have to go
sleep or there's no hope whatsoever for me at the today's
exam... g'nite all.
<linus> pasky: g'nite
<njs`> pasky: 'luck
<linus> Right: large->small matters exactly because of compression
behaviour. If it was non-compressed, it probably wouldn't make
any difference.
<njs`> yeah
<linus> Anyway: I'm not even trying to claim that the pack-files
are perfect, but they do tend to have a nice balance of
density vs ease-of use.
Gasp! OK, saved. That's a fair Engineering trade off. Close call!
In fact, Linus reflects on some Basic Engineering Fundamentals,
design options, etc.
<linus> More importantly, they allow Git to still _conceptually_
never deal with deltas at all, and be a "whole object" store.
Which has some problems (we discussed bad huge-file
behaviour on the Git lists the other day), but it does mean
that the basic Git concepts are really really simple and
It's all been quite stable.
Which I think is very much a result of having very simple
basic ideas, so that there's never any confusion about what's
going on.
Bugs happen, but they are "simple" bugs. And bugs that
actually get some object store detail wrong are almost always
so obvious that they never go anywhere.
<njs`> Yeah.
Nuff said.
<linus> Anyway. I'm off for bed. It's not 6AM here, but I've got
three kids, and have to get up early in the morning to send
them off. I need my beauty sleep.
<njs`> :-)
<njs`> appreciate the infodump, I really was failing to find the
details on Git packs :-)
And now you know the rest of the story.