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Today, some more words on memory management, on the practicalities of a system with conservatively-traced references. The context is that I have finally started banging into , initially in a configuration that continues to use the conservative Boehm-Demers-Weiser (BDW) collector behind the scene. In that way I can incrementally migrate over all of the uses of the BDW API in Guile to use Whippet API instead, and then if all goes well, I should be able to switch Whippet to use another GC algorithm, probably the . MMC scales better than BDW for multithreaded mutators, and it can eliminate fragmentation via Immix-inspired optimistic evacuation.WhippetGuilemostly-marking collector (MMC) A garbage-collected heap consists of memory, which is a set of addressable locations. An object is a disjoint part of a heap, and is the unit of allocation. A field is memory within an object that may refer to another object by address. Objects are nodes in a directed graph in which each edge is a field containing an object reference. A root is an edge into the heap from outside. Garbage collection reclaims memory from objects that are not reachable from the graph that starts from a set of roots. Reclaimed memory is available for new allocations. In the course of its work, a collector may want to relocate an object, moving it to a different part of the heap. The collector can do so if it can update all edges that refer to the object to instead refer to its new location. Usually a collector arranges things so all edges have the same representation, for example an aligned word in memory; updating an edge means replacing the word’s value with the new address. Relocating objects can improve locality and reduce fragmentation, so it is a good technique to have available. (Sometimes we say evacuate, move, or compact instead of relocate; it’s all the same.) Some collectors allow edges: words in memory whose value may be the address of an object, or might just be scalar data. Ambiguous edges usually come about if a compiler doesn’t precisely record which stack locations or registers contain GC-managed objects. Such ambiguous edges must be traced : the collector adds the object to its idea of the set of live objects, as if the edge were a real reference. This tracing mode isn’t supported by all collectors.ambiguousconservatively Any object that might be the target of an ambiguous edge cannot be relocated by the collector; a collector that allows conservative edges cannot rely on relocation as part of its reclamation strategy. Still, if the collector can know that a given object will not be the referent of an ambiguous edge, relocating it is possible. How can one know that an object is not the target of an ambiguous edge? We have to partition the heap somehow into possibly-conservatively-referenced and definitely-not-conservatively-referenced. The two ways that I know to do this are spatially and temporally. Spatial partitioning means that regardless of the set of root and intra-heap edges, there are some objects that will never be conservatively referenced. This might be the case for a type of object that is “internal” to a language implementation; third-party users that may lack the discipline to precisely track roots might not be exposed to objects of a given kind. Still, link-time optimization tends to weather these boundaries, so I don’t see it as being too reliable over time. Temporal partitioning is more robust: if all ambiguous references come from roots, then if one traces roots before intra-heap edges, then any object not referenced after the roots-tracing phase is available for relocation. So let’s talk about Guile! Guile uses BDW currently, which considers edges to be ambiguous by default. However, given that objects carry type tags, Guile can, with relatively little effort, switch to precisely tracing most edges. “Most”, however, is not sufficient; to allow for relocation, we need to intra-heap ambiguous edges, to confine conservative tracing to the roots-tracing phase.eliminate Conservatively tracing references from C stacks or even from static data sections is not a problem: these are roots, so, fine. Guile currently traces Scheme stacks almost-precisely: its compiler emits stack maps for every call site, which uses liveness analysis to only mark those slots that are Scheme values that will be used in the continuation. However it’s possible that any given frame is marked conservatively. The most common case is when using the BDW collector and a thread is pre-empted by a signal; then its most recent stack frame is likely not at a safepoint and indeed is likely undefined in terms of Guile’s VM. It can also happen if there is a call site within a VM operation, for example to a builtin procedure, if it throws an exception and recurses, or causes GC itself. Also, when are enabled, we can run Scheme between any two Guile VM operations.per-instruction traps So, Guile could change to trace Scheme stacks fully precisely, but this is a lot of work; in the short term we will probably just trace Scheme stacks as roots instead of during the main trace. However, there is one more significant source of ambiguous roots, and that is reified continuation objects. Unlike active stacks, these have to be discovered during a trace and cannot be partitioned out to the root phase. For delimited continuations, these consist of a slice of the Scheme stack. Traversing a stack slice precisely is less problematic than for active stacks, because it isn’t in motion, and it is captured at a known point; but we will have to deal with stack frames that are pre-empted in unexpected locations due to exceptions within builtins. If a stack map is missing, probably the solution there is to reconstruct one using local flow analysis over the bytecode of the stack frame’s function; time-consuming, but it should be robust as we do it elsewhere. Undelimited continuations (those captured by ) contain a slice of the C stack also, for historical reasons, and there we can’t trace it precisely at all. Therefore either we disable relocation if there are any live undelimited continuation objects, or we eagerly pin any object referred to by a freshly captured stack slice.call/cc If you want to follow along with the Whippet-in-Guile work, see the branch in Git. I’ve bumped its version to 4.0 because, well, why the hell not; if it works, it will certainly be worth it. Until next time, happy hacking!wip-whippet problem statement: how to manage ambiguous edges kinds of ambiguous edges in guile fin
Earlier this weekGuileWhippet But now I do! Today’s note is about how we can support untagged allocations of a few different kinds in Whippet’s .mostly-marking collector Why bother supporting untagged allocations at all? Well, if I had my way, I wouldn’t; I would just slog through Guile and fix all uses to be tagged. There are only a finite number of use sites and I could get to them all in a month or so. The problem comes for uses of from outside itself, in C extensions and embedding programs. These users are loathe to adapt to any kind of change, and garbage-collection-related changes are the worst. So, somehow, we need to support these users if we are not to break the Guile community.scm_gc_malloclibguile The problem with , though, is that it is missing an expression of intent, notably as regards tagging. You can use it to allocate an object that has a tag and thus can be traced precisely, or you can use it to allocate, well, anything else. I think we will have to add an API for the tagged case and assume that anything that goes through is requesting an untagged, conservatively-scanned block of memory. Similarly for : you could be allocating a tagged object that happens to not contain pointers, or you could be allocating an untagged array of whatever. A new API is needed there too for pointerless untagged allocations.scm_gc_mallocscm_gc_mallocscm_gc_malloc_pointerless Recall that the mostly-marking collector can be built in a number of different ways: it can support conservative and/or precise roots, it can trace the heap precisely or conservatively, it can be generational or not, and the collector can use multiple threads during pauses or not. Consider a basic configuration with precise roots. You can make tagged pointerless allocations just fine: the trace function for that tag is just trivial. You would like to extend the collector with the ability to make pointerless allocations, for raw data. How to do this?untagged Consider first that when the collector goes to trace an object, it can’t use bits inside the object to discriminate between the tagged and untagged cases. Fortunately though . Of those 8 bits, 3 are used for the mark (five different states, allowing for future concurrent tracing), two for the , one to indicate whether the object is pinned or not, and one to indicate the end of the object, so that we can determine object bounds just by scanning the metadata byte array. That leaves 1 bit, and we can use it to indicate untagged pointerless allocations. Hooray!the main space of the mostly-marking collector has one metadata byte for each 16 bytes of payloadprecise field-logging write barrier However there is a wrinkle: when Whippet decides the it should evacuate an object, it tracks the evacuation state in the object itself; the embedder has to provide an implementation of a , allowing the collector to detect whether an object is forwarded or not, to claim an object for forwarding, to commit a forwarding pointer, and so on. We can’t do that for raw data, because all bit states belong to the object, not the collector or the embedder. So, we have to set the “pinned” bit on the object, indicating that these objects can’t move.little state machine We could in theory manage the forwarding state in the metadata byte, but we don’t have the bits to do that currently; maybe some day. For now, untagged pointerless allocations are pinned. You might also want to support untagged allocations that contain pointers to other GC-managed objects. In this case you would want these untagged allocations to be scanned conservatively. We can do this, but if we do, it will pin all objects. Thing is, conservative stack roots is a kind of a sweet spot in language run-time design. You get to avoid constraining your compiler, you avoid a class of bugs related to rooting, but you can still support compaction of the heap. How is this, you ask? Well, consider that you can move any object for which we can precisely enumerate the incoming references. This is trivially the case for precise roots and precise tracing. For conservative roots, we don’t know whether a given edge is really an object reference or not, so we have to conservatively avoid moving those objects. But once you are done tracing conservative edges, any live object that hasn’t yet been traced is fair game for evacuation, because none of its predecessors have yet been visited. But once you add conservatively-traced objects back into the mix, you don’t know when you are done tracing conservative edges; you could always discover another conservatively-traced object later in the trace, so you have to pin everything. The good news, though, is that we have gained an easier migration path. I can now shove Whippet into Guile and get it running even before I have removed untagged allocations. Once I have done so, I will be able to allow for compaction / evacuation; things only get better from here. Also as a side benefit, the mostly-marking collector’s heap-conservative configurations are now faster, because we have metadata attached to objects which allows tracing to skip known-pointerless objects. This regains an optimization that BDW has long had via its , used in Guile since time out of mind.GC_malloc_atomic With support for untagged allocations, I think I am finally ready to start getting Whippet into Guile itself. Happy hacking, and see you on the other side! inside and outside on intent on data on slop fin
Salutations, populations. Today’s note is more of a work-in-progress than usual; I have been finally starting to look at getting into , and there are some open questions.WhippetGuile I started by taking a look at how Guile uses the ‘s API, to make sure I had all my bases covered for an eventual switch to something that was not BDW. I think I have a good overview now, and have divided the parts of BDW-GC used by Guile into seven categories.Boehm-Demers-Weiser collector Firstly there are the ways in which Guile’s run-time and compiler depend on BDW-GC’s behavior, without actually using BDW-GC’s API. By this I mean principally that we assume that any reference to a GC-managed object from any thread’s stack will keep that object alive. The same goes for references originating in global variables, or static data segments more generally. Additionally, we rely on GC objects not to move: references to GC-managed objects in registers or stacks are valid across a GC boundary, even if those references are outside the GC-traced graph: all objects are pinned. Some of these “uses” are internal to Guile’s implementation itself, and thus amenable to being changed, albeit with some effort. However some escape into the wild via Guile’s API, or, as in this case, as implicit behaviors; these are hard to change or evolve, which is why I am putting my hopes on Whippet’s , which allows for conservative roots.mostly-marking collector Then there are the uses of BDW-GC’s API, not to accomplish a task, but to protect the mutator from the collector: , explicitly enabling or disabling GC, calls to that take BDW-GC’s use of POSIX signals into account, and so on. BDW-GC can stop any thread at any time, between any two instructions; for most users is anodyne, but if ever you use weak references, things start to get really gnarly.GC_call_with_alloc_locksigmask Of course a new collector would have its own constraints, but switching to cooperative instead of pre-emptive safepoints would be a welcome relief from this mess. On the other hand, we will require client code to explicitly mark their threads as inactive during calls in more cases, to ensure that all threads can promptly reach safepoints at all times. Swings and roundabouts? Did you know that the Boehm collector allows for precise tracing? It does! It’s slow and truly gnarly, but when you need precision, precise tracing nice to have. (This is the interface.) Guile uses it to mark Scheme stacks, allowing it to avoid treating unboxed locals as roots. When it loads compiled files, Guile also adds some sliced of the mapped files to the root set. These interfaces will need to change a bit in a switch to Whippet but are ultimately internal, so that’s fine.GC_new_kind What is not fine is that Guile allows C users to hook into precise tracing, notably via . This is not only the wrong interface, not allowing for copying collection, but these functions are just truly gnarly. I don’t know know what to do with them yet; are our external users ready to forgo this interface entirely? We have been working on them over time, but I am not sure.scm_smob_set_mark Weak references, weak maps of various kinds: the implementation of these in terms of BDW’s API is incredibly gnarly and ultimately unsatisfying. We will be able to replace all of these with ephemerons and tables of ephemerons, which are natively supported by Whippet. The same goes with finalizers. The same goes for constructs built on top of finalizers, such as ; we’ll get to reimplement these on top of nice Whippet-supplied primitives. Whippet allows for resuscitation of finalized objects, so all is good here.guardians There is a long list of miscellanea: the interfaces to explicitly trigger GC, to get statistics, to control the number of marker threads, to initialize the GC; these will change, but all uses are internal, making it not a terribly big deal. I should mention one API concern, which is that BDW’s state is all implicit. For example, when you go to allocate, you don’t pass the API a handle which you have obtained for your thread, and which might hold some thread-local freelists; BDW will instead load thread-local variables in its API. That’s not as efficient as it could be and Whippet goes the explicit route, so there is some additional plumbing to do. Finally I should mention the true miscellaneous BDW-GC function: . Guile exposes it via an API, . It was already vestigial and we should just remove it, as it has no sensible semantics or implementation.GC_freescm_gc_free That brings me to what I wanted to write about today, but am going to have to finish tomorrow: the actual allocation routines. BDW-GC provides two, essentially: and . The difference is that “atomic” allocations don’t refer to other GC-managed objects, and as such are well-suited to raw data. Otherwise you can think of atomic allocations as a pure optimization, given that BDW-GC mostly traces conservatively anyway.GC_mallocGC_malloc_atomic From the perspective of a user of BDW-GC looking to switch away, there are two broad categories of allocations, tagged and untagged. Tagged objects have attached metadata bits allowing their type to be inspected by the user later on. This is the happy path! We’ll be able to write a function that takes any object, does a switch on, say, some bits in the first word, dispatching to type-specific tracing code. As long as the object is sufficiently initialized by the time the next safepoint comes around, we’re good, and given cooperative safepoints, the compiler should be able to ensure this invariant.gc_trace_object Then there are untagged allocations. Generally speaking, these are of two kinds: temporary and auxiliary. An example of a temporary allocation would be growable storage used by a C run-time routine, perhaps as an unbounded-sized alternative to . Guile uses these a fair amount, as they compose well with non-local control flow as occurring for example in exception handling.alloca An auxiliary allocation on the other hand might be a data structure only referred to by the internals of a tagged object, but which itself never escapes to Scheme, so you never need to inquire about its type; it’s convenient to have the lifetimes of these values managed by the GC, and when desired to have the GC automatically trace their contents. Some of these should just be folded into the allocations of the tagged objects themselves, to avoid pointer-chasing. Others are harder to change, notably for mutable objects. And the trouble is that for external users of , I fear that we won’t be able to migrate them over, as we don’t know whether they are making tagged mallocs or not.scm_gc_malloc One conventional way to handle untagged allocations is to manage to fit your data into other tagged data structures; V8 does this in many places with instances of FixedArray, for example, and Guile should do more of this. Otherwise, you make new tagged data types. In either case, all auxiliary data should be tagged. I think there may be an alternative, which would be just to support the equivalent of untagged and ; but for that, I am out of time today, so type at y’all tomorrow. Happy hacking!GC_mallocGC_malloc_atomic inventory what is to be done? implicit uses defensive uses precise tracing reachability misc allocation
Hey all, quick post today to mention that I added tracing support to the . If the support library for is available when Whippet is compiled, Whippet embedders can visualize the GC process. Like this!Whippet GC libraryLTTng Click above for a full-scale screenshot of the trace explorer processing the with the on a 2.5x heap. Of course no image will have all the information; the nice thing about trace visualizers like is that you can zoom in to sub-microsecond spans to see exactly what is happening, have nice mouseovers and clicky-clickies. Fun times!Perfetto microbenchmarknboyerparallel copying collector Adding tracepoints to a library is not too hard in the end. You need to , which has a file. You need to . Then you have a that includes the header, to generate the code needed to emit tracepoints.pull in the librarylttng-ustdeclare your tracepoints in one of your header filesminimal C filepkg-config Annoyingly, this header file you write needs to be in one of the directories; it can’t be just in the the source directory, because includes it seven times (!!) using (!!!) and because the LTTng file header that does all the computed including isn’t in your directory, GCC won’t find it. It’s pretty ugly. Ugliest part, I would say. But, grit your teeth, because it’s worth it.-Ilttngcomputed includes Finally you pepper your source with tracepoints, which probably you so that you don’t have to require LTTng, and so you can switch to other tracepoint libraries, and so on.wrap in some macro I wrote up a little . It’s not as easy as , which I think is an error. Another ugly point. Buck up, though, you are so close to graphs!guide for Whippet users about how to actually get tracesperf record By which I mean, so close to having to write a Python script to make graphs! Because LTTng writes its logs in so-called Common Trace Format, which as you might guess is not very common. I have a colleague who swears by it, that for him it is the lowest-overhead system, and indeed in my case it has no measurable overhead when trace data is not being collected, but his group uses custom scripts to convert the CTF data that he collects to... (?!?!?!!).GTKWave In my case I wanted to use Perfetto’s UI, so I found a to convert from CTF to the . But, it uses an old version of Babeltrace that wasn’t available on my system, so I had to write a (!!?!?!?!!), probably the most Python I have written in the last 20 years.scriptJSON-based tracing format that Chrome profiling used to usenew script Yes. God I love blinkenlights. As long as it’s low-maintenance going forward, I am satisfied with the tradeoffs. Even the fact that I had to write a script to process the logs isn’t so bad, because it let me get nice nested events, which most stock tracing tools don’t allow you to do. I fixed a small performance bug because of it – a . A win, and one that never would have shown up on a sampling profiler too. I suspect that as I add more tracepoints, more bugs will be found and fixed.worker thread was spinning waiting for a pool to terminate instead of helping out I think the only thing that would be better is if tracepoints were a part of Linux system ABIs – that there would be header files to emit tracepoint metadata in all binaries, that you wouldn’t have to link to any library, and the actual tracing tools would be intermediated by that ABI in such a way that you wouldn’t depend on those tools at build-time or distribution-time. But until then, I will take what I can get. Happy tracing! on adding tracepoints using the thing is it worth it? fin
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Over the years, I've learned not to question inspiration. To simply let it drive when it shows up with a full tank. Quite often, I don't exactly know where we're going or even why we're going, but it's repeatedly taken me to just the right place at just the right time, so now I just hop in and say: Let's go! Case in point: Arch + Hyprland. It's been over a year since I created Omakub to smooth out my own exit path from macOS to Linux, and in the process, helped thousands of others enjoy a beautiful, preconfigured, and relatively familiar desktop experience with Ubuntu. And I continue to think this is an excellent choice for Linux, especially for first-time Mac and Windows defectors. But this weekend, I just happened to be home alone, and the hype around Arch + Hyprland got the better of me. While Ubuntu is all about being a friendly place for newcomers to Linux, Arch + Hyprland is the exact opposite: It's Linux on hard mode! At least that's the reputation, and there's certainly something to that. The Arch ISO literally just dumps you into a terminal with scarcely any direction. Just getting on the Wi-Fi requires learning the arcane command-line options for the iwctl terminal configurator. But besides iwctl, it's actually not that bad anymore. We now have a cheat code for installing Arch in the form of archinstall. It's a terminal interface for getting all the bits like picking a disk and creating the first user done in the correct order, without having to set aside an entire evening just to get the OS installed. So it didn't take long to get Arch up and running. That doesn't get you much further, though! By default, Arch is about as minimal as it gets. There's no default graphical interface. There are no niceties. Not even wget or curl by default! It really is just a bare-bones installation of Linux. But on the other hand, Arch is blessed with the AUR — a Wikipedia-style, community-maintained package management system that seems to have literally every piece of software ever released on Linux, and always in the latest version. A quarter of Omakub is trying to work around the fact that helpful tools like Alacritty or LazyGit or whatever rarely have official packages for Ubuntu, so you're left doing a lot of manual scripting to get everything a developer would want from a modern Linux setup. Not so with the AUR! So that's Arch. But Hyprland is even more hilarious. It's a tiling window manager with something as rare in the Linux world as a keen focus on aesthetics! It looks like it was written by visual artists rather than neckbeards. And it's at the core of the modern r/unixporn Linux ricing subculture. That's not the funny part, though. The funny part is how ridiculously atomized the entire thing is. Hyprland comes with absolutely nothing out of the box. No login screen, no menu bar, no notification system, no file manager, no visual settings application. Just a text-based configuration file, a wiki, and an outline on a map for how to design your own adventure. This means that if you're interested in running Hyprland, and you intend to set it all up from scratch, you're probably signing up for at least a good 10+ hours — just to install and configure everything! Now, there are some precompiled setup scripts out there already, but most of them still require you to do a ton of manual legwork before you reach that beautiful summit of a complete system. So while the downside of Arch + Hyprland is that literally every last detail requires you to make a choice and a config file to move on, it's also its upside: you can change EVERYTHING! And the core window tiling magic of Hyprland is one of the most intoxicating ways of using a computer that I've ever experienced. It looks amazing; it feels amazing (if you prefer using a keyboard instead of a mouse!). I've poured hours and hours into this quest over the weekend, and yet I'm still not even done with my first Arch + Hyprland build! My login screen looks like shit. I haven't decided on a final menu bar configuration. But what is working — the basic tiling flow and look — is so nice that the inspiration keeps driving the project forward. Which, of course, I've already decided to codify. I'm not going through all this work to set up a beautiful, preconfigured, fully-functional, out-of-the-box Arch + Hyprland combo and then not share it with anyone who's curious (and might not have 10–20 hours for this kind of side quest available in their schedule). So of course I registered a domain and found a way to draw some ASCII art: Omarchy is on the way!
In hot weather I like to drink my coffee in an iced latte. To make it, I have a very large Bialetti Moka Express. Recently when I got it going again after a winter of disuse, it took me a couple of attempts to get the technique right, so here are some notes as a reminder to my future self next year. It’s worth noting that I’m not fussy about my coffee: I usually drink pre-ground beans from the supermarket, with cream (in winter hot coffee) or milk and ice. basic principle When I was getting the hang of my moka pot, I learned from YouTube coffee geeks such as James Hoffmann that the main aim is for the water to be pushed through the coffee smoothly and gently. Better to err on the side of too little flow than too much. I have not had much success trying to make fine temperature adjustments while the coffee is brewing, because the big moka pot has a lot of thermal inertia: it takes a long time for any change in gas level to have any effect on on the coffee flow. routine fill the kettle and turn it on put the moka pot’s basket in a mug to keep it stable fill it with coffee (mine needs about 4 Aeropress scoops) tamp it down firmly [1] when the kettle has boiled, fill the base of the pot to just below the pressure valve (which is also just below the filter screen in the basket) insert the coffee basket, making sure there are no stray grounds around the edge where the seal will mate screw on the upper chamber firmly put it on a small gas ring turned up to the max [2] leave the lid open and wait for the coffee to emerge immediately turn the gas down to the minimum [3] the coffee should now come out in a steady thin stream without spluttering or stalling when the upper chamber is filled near the mouths of the central spout, it’ll start fizzing or spluttering [4] turn off the gas and pour the coffee into a carafe notes If I don’t tamp the grounds, the pot tends to splutter. I guess tamping gives the puck better integrity to resist channelling, and to keep the water under even pressure. Might be an effect of the relatively coarse supermarket grind? It takes a long time to get the pot back up to boiling point and I’m not sure that heating it up slower helps. The main risk, I think, is overshooting the ideal steady brewing state too much, but: With my moka pot on my hob the lowest gas flow on the smallest rings is just enough to keep the coffee flowing without stalling. The flow when the coffee first emerges is relatively fast, and it slows to the steady state several seconds after I turn the heat down, so I think the overshoot isn’t too bad. This routine turns almost all of the water into coffee, which Hoffmann suggests is a good result, and a sign that the pressure and temperature aren’t getting too high.
Ten years ago, Apple’s Phil Schiller surprised Apple enthusiasts and developers by walking out on stage at John Gruber’s The Talk Show Live WWDC event and giving an open, human, honest interview to a somewhat jaded community. I wrote this in response: Both Apple and Phil Schiller himself took a huge risk in doing this. That they agreed at all is a noteworthy gift to this community of long-time enthusiasts, many of whom have felt under-appreciated as the company has grown. […] Phil’s appearance on the show was warm, genuine, informative, and entertaining. It was human. And humanizing the company and its decisions, especially to developers — remember, developer relations is all under Phil — might be worth the PR risk. This started a ten-year run of interviews by Apple executives on The Talk Show every year at WWDC that proved to be great, surprisingly safe PR for Apple. No executive ever said something they shouldn’t have (they’re pros), no sensational or negative news stories ever resulted from them, and Apple’s enthusiastic fans and developers felt seen, heard, and appreciated. * * * For unspecified reasons, Apple has declined to participate this year, ending what had become a beloved tradition in our community — and I can’t help but suspect that it won’t come back. (A lot has changed in the meantime.) Maybe Apple has good reasons. Maybe not. We’ll see what their WWDC PR strategy looks like in a couple of weeks. In the absence of any other information, it’s easy to assume that Apple no longer wants its executives to be interviewed in a human, unscripted, unedited context that may contain hard questions, and that Apple no longer feels it necessary to show their appreciation to our community and developers in this way. I hope that’s either not the case, or it doesn’t stay the case for long. This will be the first WWDC I’m not attending since 2009 (excluding the remote 2020 one, of course). Given my realizations about my relationship with Apple and how they view developers, I’ve decided that it’s best for me to take a break this year, gain some perspective, and decide what my future relationship should look like. Maybe Apple’s leaders are doing that, too.
Thinking about moving to Japan? You’re not alone—Japan is a popular destination for those hoping to move abroad. What’s more, Japan actually needs more international developers. But how easy is it to immigrate to and work in Japan? Scores of videos on social media warn that living in Japan is quite different from holidaying here, and graphic descriptions of exploitative companies also create doubt. The truth is that Japan is not the easiest country to immigrate to, nor is it the hardest. Some Japanese tech companies and developer roles offer great work-life balance and good compensation; others do not. Based on other developers’ experiences, you’ll thrive here if you: Are an experienced developer Value safety, good food, and convenience over a high salary Are willing to invest time and effort into learning Japanese over the long term Read on to discover if Japan is a good fit for you, and the best ways to get a visa and begin your life here. What is it like working as a developer in Japan? TokyoDev conducts an annual survey of international developers living in Japan. Many of the questions in TokyoDev’s 2024 survey specifically addressed respondents’ work environments. Compensation When TokyoDev asked about “workplace difficulties” in the 2024 survey, 45% of respondents said that “compensation” was their number one problem at work. Overall, compensation for developers in Japan is far lower than the US developer median salary of 120,000 USD (currently 17.5 million yen), but higher than the Indian developer median salary of 640,000 rupees (currently around 1.1 million yen). Yet evaluating compensation for international developers in Japan, specifically, is trickier than you might expect. It’s hard to define an expected salary range because international developers tend to work in different companies and roles than the average Japanese developer. According to a 2024 survey conducted by the Japanese Ministry of Health, Labor and Welfare, the average annual salary of software engineers in Japan was 5.69 million yen. In a survey conducted that same year by TokyoDev, though, English-speaking international software developers in Japan enjoyed a median salary of 8.5 million yen. Of those international developers who responded, only 71% of them worked at a company headquartered in Japan, and almost 80% of them used English always or frequently, with 79% belonging to an engineering team with many other non-Japanese members. Wages, then, are heavily influenced by a range of factors, but particularly by whether you’re working for a Japanese or international company. In general, 75% of the international developers surveyed made 6 million yen or more. The real question is, is that enough for you to be comfortable in Japan? The answer is likely to be yes, if you don’t have overseas financial obligations or dependents. If you do, you’ll want to look carefully at rent, grocery, and education prices in your area of choice to guesstimate the expense of your Japanese lifestyle. Work-life balance Japan has a tradition of long hours and overtime. The Financial Times reports that the Japanese government has taken many measures to reduce the phenomenon of death from overwork (過労死, karoushi), from capping overtime to 100 hours a month, to setting up a national hotline for employees to report abusive companies. The results seem mixed. The Financial Times article adds that in 2024, employees at 26,000 organizations reported working illegal overtime at 44.5% of those businesses. On the other hand, average working hours for men fell to below 45 hours per week, and for women to below 35, which is similar to average working hours in the US. Still, 72% of the developers surveyed by TokyoDev worked for less than 40 hours a week. In addition, 70% of TokyoDev respondents cited work-life balance as their top workplace perk. The number of respondents happy with their working conditions came in just below that, at 69%. There was some correlation between hours worked and the type of employer, though. Employees at international subsidiaries were slightly more likely to enjoy shorter work weeks than those at Japanese companies. Remote work Remote work is still relatively new in Japan. Although more offices adopted the practice during Covid, many of them are now backtracking and requiring employees to return to the office, often with a hybrid schedule. While only 9% of TokyoDev respondents weren’t allowed any remote work, 76% of those required to work in-office were employed by Japan-headquartered companies. By contrast, of the 16% who worked fully remotely, only 57% worked for a Japanese company. Those with the option to work remotely really enjoy it. When asked what their most important workplace benefit was, 49% of respondents answered “remote work,” outstripping every other answer by far. Job security A major plus of working in Japan is job security—which, given the waves of layoffs at American tech companies, may now seem extra appealing. It’s overwhelmingly difficult to fire or lay off an employee with a permanent contract (正社員, seishain) in Japan, due to labor laws designed to protect the individual. This may be why 54% of TokyoDev survey respondents named “job security” as their most important workplace perk. Not every company will adhere to labor protection laws, and sometimes businesses pressure employees to “voluntarily” resign. Nonetheless, employees have significant legal recourse when companies attempt to fire them, change their contracts, or alter the current workplace conditions (sometimes, even if those conditions were never stated in writing). Developer stories TokyoDev regularly interviews developers working at our client companies, for information on both their specific positions and their general work environment. Our interviewees work with a variety of technology in many different roles, and at companies ranging from fintech enterprises like PayPay to game companies like Wizcorp. Why do developers choose Japan? In 2024 TokyoDev also asked developers, “What’s your favorite thing about Japan?” The results were: Safety: 21% Food: 13% Convenience: 11% Culture: 8% Peacefulness: 7% Nature: 5% Interestingly, there was a strong correlation between the amount of time someone had lived in Japan and their answer. Those who had been in Japan three years or less more frequently chose “food” or “culture.” Those who’d lived in Japan for four or more years were significantly more likely to answer “safety” or “peacefulness.” Safety It’s true that Japan enjoys a lower crime rate than many developed nations. The Security Journal UK ranked it ninth in a list of the world’s twenty safest countries. In 2024, World Population Review selected Tokyo as the safest city in the world. The homicide rate in 2023 was only 0.23 per 100,000 people, and has been steadily declining since the nineties. There are a few women-specific concerns, such as sexual violence. Nonetheless, the subjective experience of many women in the TokyoDev audience is that Japan feels safe; for example, they experience no trepidation walking around late at night. Of course, crime statistics don’t take into account natural disasters, of which Japan has more than its fair share. Thanks to being located on the Ring of Fire, Japan regularly copes with earthquakes and volcanic activity, and its location in the Pacific means that it is also affected by typhoons and tsunamis. To compensate, Japan also takes natural disaster countermeasures extremely seriously. It’s certainly the only country I’ve been to that posts large-scale evacuation maps on the side of the street, stores emergency supply stockpiles in public parks, and often requires schoolchildren to keep earthquake safety headgear at their desks. Food Food is another major draw. Many respondents simply wrote that “food” or “fresh, affordable food” was their favorite thing about Japan, but a few listed specific dishes. Favorite Japanese foods of the TokyoDev audience include: Yakiniku (self-grilled meat) Ramen Peaches Sushi Hiroshima-style okonomiyaki (savory pancake) Curry rice Onigiri (rice balls) Of those, sushi was mentioned most often. One respondent also answered the question with “drinking,” if you think that should count! Personal experiences Our contributors have also shared their personal experiences of moving to and working in Japan. We’ve got articles from Filipino, Indonesian, Australian, Vietnamese, and Mongolian developers, as well as others sharing what it’s like to work as a female software developer in Japan, or to live in Japan with a disability. Why shouldn’t you live in Japan? Safety, food, convenience, and culture are the most commonly-cited upsides of living in Japan. The downsides are the necessity of learning the language and some strict, yet often-unspoken, cultural expectations. Language Fluency in Japanese is not strictly necessary to live or work in Japan. Access to government services for you and your family, such as Japanese public school, is possible even if you speak little Japanese. (That doesn’t mean that most city hall clerks speak English; usually they’ll either locate a translator, or work with you via a translation app.) Nonetheless, TokyoDev’s 2024 survey showed that language ability was highly correlated to social success in Japan. In particular, 56% of all respondents were happy or very happy with their adjustment to Japanese culture. Breaking down that number, though, 76% of those with fluent or native Japanese ability reported being happy with their cultural adjustment, while only 34% of those with little or no Japanese ability were similarly happy. The same held true for social life satisfaction: 59% of those with fluent or native Japanese ability were happy or very happy with their social life, compared to 42% of those who don’t speak much Japanese. While English study is compulsory in Japan and starts in elementary school, as of 2025, only 28% of Japanese people speak English, and most of them can’t converse with high fluency. Living and working in Japan is possible without Japanese, but it’s hard to integrate, make friends, and participate in cultural activities if you can’t communicate with the locals. Cultural expectations As mentioned above, fluency in Japanese is closely allied to fluency in Japanese culture. At the same time, one does not necessarily imply the other. It’s possible to be fluent in Japanese, but still not grasp many of the unspoken rules your Japanese friends, neighbors, and coworkers operate by. Japan’s culture is both high-context and specifically averse to confrontation and outspokenness; if you get it “wrong,” people aren’t likely to tell you so. Japanese culture also values conformity: as the saying goes, “the nail that sticks up, gets hammered down.” While there are hints of things changing, with many Japanese companies saying support for greater diversity is necessary, minorities or those who are different may experience pressure to fit in. Introspection is required: are you the kind of person who’s adept at “reading the room,” a highly-valued quality in Japan? Conversely, are you self-confident enough to not sweat the small stuff? Either of these personality types may do well in Japan, but if social acceptance is very important to you, and you’re also uncomfortable with feeling occasionally awkward or uncertain, then you may struggle more to adjust. I want to go! How can I get there? If you’ve decided to immigrate to Japan, there are a number of ways to acquire a work visa. The simplest way is to get hired by a company operating in Japan. Alternatively, you can start your own business in Japan, come over on a Working Holiday, or even—if you’re very determined—arrive first as an English teacher. Let’s begin with the most straightforward route: getting hired as a developer. Getting a developer job in Japan As mentioned before, Japan needs more international developers. Some types of developers, though, will find it easier to get a job in Japan. In particular, companies in Japan are looking for the following: Senior developers. Companies are particularly interested in those with management experience and soft skills such as communication and leadership. Backend developers. This is one of the most widely-available roles for those who don’t speak Japanese. Developers who know Python. Python is one of Japan’s top in-demand languages. AI and Machine Learning Specialists. Japan is leaning hard on AI to help cope with demographic changes. Those who already know, or are willing to learn, Japanese. Combining those criteria, an experienced developer who speaks Japanese should have little difficulty finding a job! If you’re none of these things, you don’t need to give up—you just need to be patient, flexible, and willing to think outside the box. As Mercari Senior Technical Recruiter Clement Chidiac told me, “I know a bunch of people that managed to land a job because they’ve tried harder, going to meetups, reaching out to people, networking, that kind of thing.” Edmund Ho, Principal Consultant at Talisman Corporation, agreed that overseas candidates hoping to work in Japan for the first time face a tough road. He believes candidates should maintain a realistic, but optimistic, view of the process. “Keep a longer mindset,” he suggested. “Maybe you don’t get an offer the first year, but you do the second year.” “Stepping-stone” jobs Candidates from overseas do face a severe disadvantage: many companies, even those founded by non-Japanese people, are only open to developers who already live in Japan. Although getting a work visa for an overseas employee is cheaper and easier in Japan than in many countries, it still presents a barrier some organizations are reluctant to overcome. By contrast, once you’re already on the ground, more companies will be interested in your skills. This is why some developers settle on a “stepping-stone” position—in other words, a job that may not be all you hoped for, but that is willing to sponsor your visa and bring you into the country. Here’s where some important clarification on Japanese work visas is required. Work visas The most common visa for developers is the Engineer/Specialist in Humanities/International Services visa, a broad-category visa for foreign workers in those fields. To qualify, a developer must have a college degree, or have ten years of work experience, or have passed an approved IT exam. Another relatively common visa for high-level developers is the Highly-Skilled Professional (HSP) visa. To acquire it, applicants must score at least 70 points on an assessment scale that addresses age, education level, Japanese level, income, and more. The HSP visa has many advantages, but there is one important difference between it, and the more standard Engineer visa. The Engineer/Specialist in Humanities/International Services visa is not tied to a specific company. It grants you the legal right to work within those fields for a specific period of time in Japan. The Highly-Skilled Foreign Professional visa, on the other hand, is tied to a specific employer. If you want to change jobs, you’ll need to update your residency status with immigration. Some unscrupulous companies will try to claim that because they sponsored your Engineer/Specialist in Humanities/International Servicesvisa, you are obligated to remain with their company or risk being deported. This is not the case. If you do leave your job without another one lined up, you have three months to find another before you may be at risk for deportation. In addition, the fields of work covered by the Engineer/Specialist in Humanities/International Services visa are incredibly broad, and include everything from sales to product development to language instruction. As TokyoDev specifically confirmed with immigration, you can even come to Japan as an English instructor, then later work as a developer, without needing to alter your visa. Those with the HSP visa will need to go to immigration and alter their residency status each time they change roles. However, if you have the points and qualifications for an HSP visa, that means you’re also eligible for Permanent Residency within one to three years. Once you’ve obtained Permanent Residency, you’re free to pursue whatever sort of employment you like. International or Japanese company? As you begin your job hunt, you’ll hopefully receive responses from several sorts of companies: Japanese companies that also primarily hire Japanese people, Japanese companies with designated multinational developer teams, companies that were founded in Japan but nonetheless hire international developers for a variety of positions, and international subsidiaries. There are advantages and disadvantages to working with mostly-Japanese or mostly-international companies. Japanese companies The more Japanese a company is—both in philosophy and personnel—the more you’ll need Japanese language skills to thrive there. It’s true that a number of well-established Japanese tech companies are now creating developer teams designed to be multinational from the outset: typically, these are very English-language friendly. Some organizations, such as Money Forward, have even adopted English as the official company language. However, this often results in an institutional language barrier between development teams and the rest of the company, which is usually staffed by Japanese speakers. Developers are still encouraged to learn Japanese, particularly as they climb the promotional ladder, to help facilitate interdepartmental communication. Some companies, such as DeepX and Beatrust, either offer language classes themselves or provide a stipend for language learning. In addition to the language, you’ll also need to become “fluent” in Japanese business norms, which can be much more rigid and hierarchical than American or European company cultures. For example, at introductory drinking parties (themselves a potential surprise for many!), it is customary for new employees or women employees to go around with a bottle of beer and pour glasses for their managers and the company’s senior management. As mentioned in the cultural expectations section, most Japanese people won’t correct you even if you’re doing it all wrong, which leaves foreigners to discover their gaffes via trial-and-error. The advantage here is that you’ll be pressured, hopefully in a good way, to adapt swiftly to the Japanese language and business culture. There’s a sink-or-swim element to this approach, but if you’re serious about settling in Japan, then this “downside” could benefit you in the long run. Finally, there is the above-mentioned issue of compensation. On average, international companies pay more than Japanese ones; the median salary difference is around three million yen per year. Specific roles may be paid at higher rates, though, and most Japanese companies do offer bonuses. Many Japanese companies also offer other perks, such as housing stipends, spouse and child allowances, etc. If you receive an offer, it’s worth examining the whole compensation package before you make a decision. International companies The advantages of working either for an international company, or for a Japanese company that already employs many non-Japanese people, are straightforward: you can usually communicate in English, you already understand most of the business norms, and such companies typically pay developers more. You do run the risk of getting stuck in a rut, though. As mentioned earlier, TokyoDev found in its own survey that the correlation between Japanese language skills and social life satisfaction is high. You can of course study Japanese in your free time—and many do—but the more your work environment and social life revolve around English, the more difficult acquiring Japanese becomes. Want a job? Start here! If you’re ready to begin your job hunt, you can start with the TokyoDev job board. TokyoDev only works with companies we feel good about sending applicants to, and the job board includes positions that don’t require Japanese and that accept candidates from abroad. Other alternatives These visas don’t lead directly to working as a software developer in Japan, but can still help you get your foot in the door. DIY options If you prefer to be your own boss, there are several visas that allow you to set up a business in Japan. The Business Manager visa is typically good for one year, although repeated applicants may get longer terms. Applicants should have five million yen in a bank account when they apply, and there are some complicated requirements for getting and keeping the visa, such as maintaining an office, paying yourself a minimum salary, following proper accounting procedures, etc. The Startup visa is another option if the Business Manager visa appeals to you, but you don’t yet have the funds or connections to make it happen. You’ll be granted the equivalent of a Business Manager visa for up to one year so that you can launch your business in Japan. Working Holiday visa This is the path our own founder Paul McMahon took to get his first developer job in Japan. If you meet various qualifications, and you belong to a country that has a Working Holiday visa agreement with Japan, you can come to Japan for a period of one year and do work that is “incidental” to your holiday. In practice, this means you can work almost any job except for those that are considered “immoral” (bars, clubs, gambling, etc.). The Working Holiday visa is a great opportunity for those who have the option. It allows you to experience living and working in Japan without any long-term commitments, and also permits you to job-hunt freely without time or other visa constraints. J-Find visa The J-Find visa is a one-year visa, intended to let graduates of top universities job-hunt or prepare to found a start-up in Japan. To qualify, applicants should have: A degree from a university ranked in the top 100 by at least two world university rankings, or completed a graduate course there Graduated within five years of the application date At least 200,000 yen for initial living expenses TokyoDev contributor Oguzhan Karagözoglu received a J-Find visa, though he did run into some difficulties, particularly given immigration’s unfamiliarity with this relatively new type of visa. Digital Nomad visa This is another new visa category that allows foreigners from specific countries, who must make over 10 million yen or more a year, to work remotely from Japan for six months. Given that the application process alone can take months, the visa isn’t extendable or renewable, and you’re not granted residency, it’s questionable whether the pay-off is worth the effort. Still, if you have the option to work remotely and want to test out living in Japan before committing long-term, this is one way to do that. TokyoDev contributor Christian Mack was not only one of the first to acquire the Digital Nomad visa, but has since opened a consultancy to help others through the process. Conclusion If your takeaway from this article is, “Japan, here I come!” then there are more TokyoDev articles that can help you on your way. For example, if you want to bring your pets with you, you should know that you need to start preparing the import paperwork up to seven months in advance. If you’re ready now to start applying for jobs, check out the TokyoDev job board. You’ll also want to look at how to write a resume for a job in Japan, and our industry insider advice on passing the resume screening process. These tips for interviewing at Japanese tech companies would be useful, and when you’re ready for it, see this guide to salary negotiations. Once you’ve landed that job, we’ve got articles on everything from bringing your family with you, to getting your first bank account and apartment. In addition, the TokyoDev Discord hosts regular discussions on all these topics and more. It’s a great chance to make developer friends in Japan before you ever set foot in the country. Once you are here, you can join some of Japan’s top tech meetups, including many organized by TokyoDev itself. We look forward to seeing you soon!
We go over the "Wake up, Remix!" article by the remix team and talk about their decisions moving forward and also speculate on what is coming next.
