Re: Question: How range-diff lapjv algorithm work
From: Martin Ågren <hidden>
Date: 2023-03-08 07:47:34
On Wed, 8 Mar 2023 at 07:50, ZheNing Hu [off-list ref] wrote:
My question is: 1. In step 3, why is the matrix size (a.nr + b.br) * (a.nr + b.br) instead of a.nr * b.nr?
There's some explanation of that in the man page for `git range-diff`, under "ALGORITHM". Look for "To explain also new commits, we introduce dummy nodes on both sides:".
2. Why the cost(x,y) which satisfies "x ∈ [a.nr, a.nr + b.nr) y ∈ [0, b.nr) || x ∈ [0, a.nr) y ∈ [b.nr, b. The cost of nr + a.nr)" is set to "diffsize(a or b) * creation_factor / 100 : COST_MAX"? What is the role of creation_factor? [1]
The `--creation-factor` command line option is also described in the manpage. There was a thread on the mailing list with various discussions around this creation factor a while back. Maybe there's something interesting there [1].
3. How does LAPJV work here? [2] [1]: https://github.com/git/git/blob/725f57037d81e24eacfda6e59a19c60c0b4c8062/range-diff.c#L310 [2]: https://github.com/git/git/blob/725f57037d81e24eacfda6e59a19c60c0b4c8062/linear-assignment.c#L15
This appears to be based on work by Jonker and Volgenant. Maybe
searching for those names online could find something. Maybe not
git-specific, but even if it's just the general algorithm as such, it
might be possible to find different explanations of the algorithm.
I haven't really studied this algorithm, but since it's faster than the
Hungarian algorithm, I could imagine that either
* it's super-useful to first understand the Hungarian algorithm, then
understand why and how the Jonker-Volgenant algorithm does better,
or,
* it's completely useless to first understand the Hungarian algorithm,
since they're so different.
:-)
[1] https://lore.kernel.org/git/1196830250.20220726145447@yandex.ru/ (local)
Martin