307 lines
12 KiB
Markdown
307 lines
12 KiB
Markdown
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---
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date: 2024-02-11
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article.title: Cooperation and Lwt.pause
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article.description:
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A disgression about Lwt and Miou
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tags:
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- OCaml
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- Scheduler
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- Community
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- Unikernel
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- Git
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breaks: false
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---
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Here's a concrete example of the notion of availability and the scheduler used
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(in this case Lwt). As you may know, at Robur we have developed a unikernel:
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[opam-mirror][opam-mirror]. It launches an HTTP service that can be used as an
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OPAM overlay available from a Git repository (with `opam repository add <name>
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<url>`).
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The purpose of such an unikernel was to respond to a failure of the official
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repository which fortunately did not last long and to offer decentralisation
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of such a service. You can use https://opam.robur.coop!
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It was also useful at the Mirage retreat, where we don't usually have a
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great internet connection. Caching packages for our OCaml users on the local
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network has benefited us in terms of our Internet bill by allowing the OCaml
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users to fetch opam packages over the local network instead of over the shared,
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metered 4G Internet conncetion.
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Finally, it's a unikernel that I also use on my server for my software
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[reproducibility service][reproducibility] in order to have an overlay for my
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software like [Bob][bob].
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In short, I advise you to use it, you can see its installation
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[here][installation] (I think that in the context of a company, internally, it
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can be interesting to have such a unikernel available).
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However, this unikernel had a long-standing problem. We were already talking
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about it at the Mirleft retreat, when we tried to get the repository from Git,
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we had a (fairly long) unavailability of our HTTP server. Basically, we had to
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wait ~10 min before the service offered by the unikernel was available.
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## Availability
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If you follow my [articles][miou-articles], as far as Miou is concerned, from
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the outset I talk of the notion of availability if we were to make yet another
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new scheduler for OCaml 5. We emphasised this notion because we had quite a few
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problems on this subject and Lwt.
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In this case, the notion of availability requires the scheduler to be able to
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observe system events as often as possible. The problem is that Lwt doesn't
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really offer this approach.
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Indeed, Lwt offers a way of observing system events (`Lwt.pause`) but does not
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do so systematically. The only time you really give the scheduler the
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opportunity to see whether you can read or write is when you want to...
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read or write...
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More generally, it is said that Lwt's **bind** does not _yield_. In other words,
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you can chain any number of functions together (via the `>>=` operator), but
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from Lwt's point of view, there is no opportunity to see if an event has
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occurred. Lwt always tries to go as far down your chain as possible:
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- and finish your promise
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- or come across an operation that requires a system event (read or write)
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- or come across an `Lwt.pause` (as a _yield_ point)
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Lwt is rather sparse in adding cooperation points besides `Lwt.pause` and
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read/write operations, in contrast with Async where the bind operator is a
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cooperation point.
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### If there is no I/O, do not wrap in Lwt
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It was (bad<sup>[1](#fn1)</sup>) advice I was given. If a function doesn't do
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I/O, there's no point in putting it in Lwt. At first glance, however, the idea
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may be a good one. If you have a function that doesn't do I/O, whether it's in
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the Lwt monad or not won't make any difference to the way Lwt tries to execute
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it. Once again, Lwt should go as far as possible. So Lwt tries to solve both
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functions in the same way:
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```ocaml
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val merge : int array -> int array -> int array
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let rec sort0 arr =
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if Array.length arr <= 1 then arr
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else
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let m = Array.length arr / 2 in
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let arr0 = sort0 (Array.sub arr 0 m) in
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let arr1 = sort0 (Array.sub arr m (Array.length arr - m)) in
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merge arr0 arr1
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let rec sort1 arr =
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let open Lwt.Infix in
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if Array.length arr <= 1 then Lwt.return arr
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else
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let m = Array.length arr / 2 in
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Lwt.both
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(sort1 (Array.sub arr m (Array.length arr - m)))
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(sort1 (Array.sub arr 0 m))
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>|= fun (arr0, arr1) ->
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merge arr0 arr1
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```
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If we trace the execution of the two functions (for example, by displaying our
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`arr` each time), we see the same behaviour whether Lwt is used or not. However,
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what is interesting in the Lwt code is the use of `both`, which suggests that
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the processes are running _at the same time_.
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"At the same time" does not necessarily suggest the use of several cores or "in
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parallel", but the possibility that the right-hand side may also have the
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opportunity to be executed even if the left-hand side has not finished. In other
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words, that the two processes can run **concurrently**.
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But factually, this is not the case, because even if we had the possibility of
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a point of cooperation (with the `>|=` operator), Lwt tries to go as far as
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possible and decides to finish the left part before launching the right part:
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```shell
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$ ./a.out
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sort0: [|3; 4; 2; 1; 7; 5; 8; 9; 0; 6|]
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sort0: [|3; 4; 2; 1; 7|]
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sort0: [|3; 4|]
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sort0: [|2; 1; 7|]
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sort0: [|1; 7|]
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sort0: [|5; 8; 9; 0; 6|]
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sort0: [|5; 8|]
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sort0: [|9; 0; 6|]
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sort0: [|0; 6|]
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sort1: [|3; 4; 2; 1; 7; 5; 8; 9; 0; 6|]
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sort1: [|3; 4; 2; 1; 7|]
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sort1: [|3; 4|]
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sort1: [|2; 1; 7|]
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sort1: [|1; 7|]
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sort1: [|5; 8; 9; 0; 6|]
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sort1: [|5; 8|]
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sort1: [|9; 0; 6|]
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sort1: [|0; 6|]
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```
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<hr>
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**<tag id="fn1">1</tag>**: However, if you are not interested in availability
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and would like the scheduler to try to resolve your promises as quickly as
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possible, this advice is clearly valid.
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#### Performances
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It should be noted, however, that Lwt has an impact. Even if the behaviour is
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the same, the Lwt layer is not free. A quick benchmark shows that there is an
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overhead:
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```ocaml
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let _ =
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let t0 = Unix.gettimeofday () in
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for i = 0 to 1000 do let _ = sort0 arr in () done;
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let t1 = Unix.gettimeofday () in
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Fmt.pr "sort0 %fs\n%!" (t1 -. t0)
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let _ =
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let t0 = Unix.gettimeofday () in
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Lwt_main.run @@ begin
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let open Lwt.Infix in
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let rec go idx = if idx = 1000 then Lwt.return_unit
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else sort1 arr >>= fun _ -> go (succ idx) in
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go 0 end;
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let t1 = Unix.gettimeofday () in
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Fmt.pr "sort1 %fs\n%!" (t1 -. t0)
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```
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```sh
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$ ./a.out
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sort0 0.000264s
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sort1 0.000676s
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```
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This is the fairly obvious argument for not using Lwt when there's no I/O. Then,
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if the Lwt monad is really needed, a simple `Lwt.return` at the very last
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instance is sufficient (or, better, the use of `Lwt.map` / `>|=`).
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#### Cooperation and concrete example
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So `Lwt.both` is the one to use when we want to run two processes
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"at the same time". For the example, [ocaml-git][ocaml-git] attempts _both_ to
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retrieve a repository and also to analyse it. This can be seen in this snippet
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of [code][ocaml-git-both].
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In our example with ocaml-git, the problem "shouldn't" appear because, in this
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case, both the left and right side do I/O (the left side binds into a socket
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while the right side saves Git objects in your file system). So, in our tests
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with `Git_unix`, we were able to see that the analysis (right-hand side) was
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well executed and 'interleaved' with the reception of objects from the network.
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### Composability
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However, if we go back to our initial problem, we were talking about our
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opam-mirror unikernel. As you might expect, there is no standalone MirageOS file
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system (and many of our unikernels don't need one). So, in the case of
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opam-mirror, we use the ocaml-git memory implementation: `Git_mem`.
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`Git_mem` is different in that Git objects are simply stored in a `Hashtbl`.
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There is no cooperation point when it comes to obtaining Git objects from this
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`Hashtbl`. So let's return to our original advice:
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> don't wrap code in Lwt if it doesn't do I/O.
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And, of course, `Git_mem` doesn't do I/O. It does, however, require the process
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to be able to work with Lwt. In this case, `Git_mem` wraps the results in Lwt
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**as late as possible** (as explained above, so as not to slow down our
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processes unnecessarily). The choice inevitably means that the right-hand side
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can no longer offer cooperation points. And this is where our problem begins:
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composition.
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In fact, we had something like:
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```ocaml
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let clone socket git =
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Lwt.both (receive_pack socket) (analyse_pack git) >>= fun ((), ()) ->
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Lwt.return_unit
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```
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However, our `analyse_pack` function is an injection of a functor representing
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the Git backend. In other words, `Git_unix` or `Git_mem`:
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```ocaml
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module Make (Git : Git.S) = struct
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let clone socket git =
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Lwt.both (receive_pack socket) (Git.analyse_pack git) >>= fun ((), ()) ->
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Lwt.return_unit
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end
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```
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Composability poses a problem here because even if `Git_unix` and `Git_mem`
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offer the same function (so both modules can be used), the fact remains that one
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will always offer a certain availability to other services (such as an HTTP
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service) while the other will offer a Lwt function which will try to go as far
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as possible quite to make other services unavailable.
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Composing with one or the other therefore does not produce the same behavior.
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#### Where to put `Lwt.pause`?
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In this case, our `analyse_pack` does read/write on the Git store. As far as
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`Git_mem` is concerned, we said that these read/write accesses were just
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accesses to a `Hashtbl`.
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Thanks to [Hannes][hannes]' help, it took us an afternoon to work out where we
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needed to add cooperation points in `Git_mem` so that `analyse_pack` could give
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another service such as HTTP the opportunity to work. Basically, this series of
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[commits][commits] shows where we needed to add `Lwt.pause`.
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However, this points to a number of problems:
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1) it is not necessarily true that on the basis of composability alone (by
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_functor_ or by value), Lwt reacts in the same way
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2) Subtly, you have to dig into the code to find the right opportunities where
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to put, by hand, `Lwt.pause`.
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3) In the end, Lwt has no mechanisms for ensuring the availability of a service
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(this is something that must be taken into account by the implementer).
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### In-depth knowledge of Lwt
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I haven't mentioned another problem we encountered with [Armael][armael] when
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implementing [multipart_form][multipart_form] where the use of stream meant that
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Lwt didn't interleave the two processes and the use of a _bounded stream_ was
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required. Again, even when it comes to I/O, Lwt always tries to go as far as
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possible in one of two branches of a `Lwt.both`.
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This allows us to conclude that beyond the monad, Lwt has subtleties in its
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behaviour which may be different from another scheduler such as Async (hence the
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incompatibility between the two, which is not just of the `'a t` type).
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### Digression on Miou
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That's why we put so much emphasis on the notion of availability when it comes
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to Miou: to avoid repeating the mistakes of the past. The choices that can be
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made with regard to this notion in particular have a major impact, and can be
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unsatisfactory to the user in certain cases (for example, so-called pure
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calculations could take longer with Miou than with another scheduler).
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In this sense, we have tried to constrain ourselves in the development of Miou
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through the use of `Effect.Shallow` which requires us to always re-attach our
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handler (our scheduler) as soon as an effect is produced, unlike `Effect.Deep`
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which can re-use the same handler for several effects. In other words, and as
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we've described here, **an effect yields**!
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## Conclusion
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As far as opam-mirror is concerned, we now have an unikernel that is available
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even if it attempts to clone a Git repository and save Git objects in memory. At
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least, an HTTP service can co-exist with ocaml-git!
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I hope we'll be able to use it at [the next retreat][retreat], which I invite
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you to attend to talk more about Lwt, scheduler, Git and unikernels!
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[opam-mirror]: https://git.robur.coop/robur/opam-mirror
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[reproducibility]: https://blog.osau.re/articles/reproducible.html
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[bob]: https://bob.osau.re/
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[installation]: https://blog.osau.re/articles/reproducible.html
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[ocaml-git]: https://github.com/mirage/ocaml-git
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[ocaml-git-both]: https://github.com/mirage/ocaml-git/blob/a36c90404b149ab85f429439af8785bb1dde1bee/src/not-so-smart/smart_git.ml#L476-L481
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[hannes]: https://hannes.robur.coop/
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[armael]: https://cambium.inria.fr/~agueneau/
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[multipart_form]: https://discuss.ocaml.org/t/ann-release-of-multipart-form-0-2-0/7704#memory-bound-implementation
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[retreat]: https://retreat.mirage.io/
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[commits]: https://github.com/mirage/ocaml-git/pull/631/files
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[miou-articles]: https://blog.osau.re/tags/scheduler.html
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