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-#
-msgid ""
-msgstr ""
-
-msgid ""
-"title: Durable persistent trees and parser combinators - building a database"
-msgstr ""
-
-msgid "date: 2020-11-12"
-msgstr ""
-
-msgid "layout: post"
-msgstr ""
-
-msgid "lang: en"
-msgstr ""
-
-msgid ""
-"ref: durable-persistent-trees-and-parser-combinators-building-a-database"
-msgstr ""
-
-msgid ""
-"I've received with certain frequency messages from people wanting to know if"
-" I've made any progress on the database project [I've written about]({% link"
-" _articles/2020-08-31-the-database-i-wish-i-had.md %})."
-msgstr ""
-
-msgid ""
-"There are a few areas where I've made progress, and here's a public post on "
-"it."
-msgstr ""
-
-msgid "Proof-of-concept: DAG log"
-msgstr ""
-
-msgid ""
-"The main thing I wanted to validate with a concrete implementation was the "
-"concept of modeling a DAG on a sequence of datoms."
-msgstr ""
-
-msgid ""
-"The notion of a *datom* is a rip-off from Datomic, which models data with "
-"time aware *facts*, which come from RDF. RDF's fact is a triple of subject-"
-"predicate-object, and Datomic's datoms add a time component to it: subject-"
-"predicate-object-time, A.K.A. entity-attribute-value-transaction:"
-msgstr ""
-
-msgid ""
-"[[person :likes \"pizza\" 0 true]\n"
-" [person :likes \"bread\" 1 true]\n"
-" [person :likes \"pizza\" 1 false]]\n"
-msgstr ""
-
-msgid "The above datoms say:"
-msgstr ""
-
-msgid "at time 0, `person` like pizza;"
-msgstr ""
-
-msgid "at time 1, `person` stopped liking pizza, and started to like bread."
-msgstr ""
-
-msgid ""
-"Datomic ensures total consistency of this ever growing log by having a "
-"single writer, the transactor, that will enforce it when writing."
-msgstr ""
-
-msgid ""
-"In order to support disconnected clients, I needed a way to allow multiple "
-"writers, and I chose to do it by making the log not a list, but a directed "
-"acyclic graph (DAG):"
-msgstr ""
-
-msgid ""
-"The extra datoms above add more information to build the directionality to "
-"the log, and instead of a single consistent log, the DAG could have multiple"
-" leaves that coexist, much like how different Git branches can have "
-"different \"latest\" commits."
-msgstr ""
-
-msgid ""
-"In order to validate this idea, I started with a Clojure implementation. The"
-" goal was not to write the actual final code, but to make a proof-of-concept"
-" that would allow me to test and stretch the idea itself."
-msgstr ""
-
-msgid ""
-"This code [already "
-"exists](https://euandreh.xyz/mediator.git/tree/src/core/clojure/src/mediator.clj?id=db4a727bc24b54b50158827b34502de21dbf8948#n1),"
-" but is yet fairly incomplete:"
-msgstr ""
-
-msgid ""
-"the building of the index isn't done yet (with some [commented "
-"code](https://euandreh.xyz/mediator.git/tree/src/core/clojure/src/mediator.clj?id=db4a727bc24b54b50158827b34502de21dbf8948#n295)"
-" on the next step to be implemented)"
-msgstr ""
-
-msgid ""
-"the indexing is extremely inefficient, with "
-"[more](https://euandreh.xyz/mediator.git/tree/src/core/clojure/src/mediator.clj?id=db4a727bc24b54b50158827b34502de21dbf8948#n130)"
-" "
-"[than](https://euandreh.xyz/mediator.git/tree/src/core/clojure/src/mediator.clj?id=db4a727bc24b54b50158827b34502de21dbf8948#n146)"
-" "
-"[one](https://euandreh.xyz/mediator.git/tree/src/core/clojure/src/mediator.clj?id=db4a727bc24b54b50158827b34502de21dbf8948#n253)"
-" occurrence of `O²` functions;"
-msgstr ""
-
-msgid "no query support yet."
-msgstr ""
-
-msgid "Top-down *and* bottom-up"
-msgstr ""
-
-msgid ""
-"However, as time passed and I started looking at what the final "
-"implementation would look like, I started to consider keeping the PoC "
-"around."
-msgstr ""
-
-msgid ""
-"The top-down approach (Clojure PoC) was in fact helping guide me with the "
-"bottom-up, and I now have \"promoted\" the Clojure PoC into a \"reference "
-"implementation\". It should now be a finished implementation that says what "
-"the expected behaviour is, and the actual code should match the behaviour."
-msgstr ""
-
-msgid ""
-"The good thing about a reference implementation is that it has no "
-"performance of resources boundary, so if it ends up being 1000x slower and "
-"using 500× more memory, it should be find. The code can be also 10x or 100x "
-"simpler, too."
-msgstr ""
-
-msgid "Top-down: durable persistent trees"
-msgstr ""
-
-msgid ""
-"In promoting the PoC into a reference implementation, this top-down approach"
-" now needs to go beyond doing everything in memory, and the index data "
-"structure now needs to be disk-based."
-msgstr ""
-
-msgid ""
-"Roughly speaking, most storage engines out there are based either on B-Trees"
-" or LSM Trees, or some variations of those."
-msgstr ""
-
-msgid ""
-"But when building an immutable database, update-in-place B-Trees aren't an "
-"option, as it doesn't accommodate keeping historical views of the tree. LSM "
-"Trees may seem a better alternative, but duplication on the files with "
-"compaction are also ways to delete old data which is indeed useful for a "
-"historical view."
-msgstr ""
-
-msgid ""
-"I think the thing I'm after is a mix of a Copy-on-Write B-Tree, which would "
-"keep historical versions with the write IO cost amortization of memtables of"
-" LSM Trees. I don't know of any B-Tree variant out there that resembles "
-"this, so I'll call it \"Flushing Copy-on-Write B-Tree\"."
-msgstr ""
-
-msgid ""
-"I haven't written any code for this yet, so all I have is a high-level view "
-"of what it will look like:"
-msgstr ""
-
-msgid ""
-"like Copy-on-Write B-Trees, changing a leaf involves creating a new leaf and"
-" building a new path from root to the leaf. The upside is that writes a lock"
-" free, and no coordination is needed between readers and writers, ever;"
-msgstr ""
-
-msgid ""
-"the downside is that a single leaf update means at least `H` new nodes that "
-"will have to be flushed to disk, where `H` is the height of the tree. To "
-"avoid that, the writer creates these nodes exclusively on the in-memory "
-"memtable, to avoid flushing to disk on every leaf update;"
-msgstr ""
-
-msgid ""
-"a background job will consolidate the memtable data every time it hits X MB,"
-" and persist it to disk, amortizing the cost of the Copy-on-Write B-Tree;"
-msgstr ""
-
-msgid ""
-"readers than will have the extra job of getting the latest relevant disk-"
-"resident value and merge it with the memtable data."
-msgstr ""
-
-msgid ""
-"The key difference to existing Copy-on-Write B-Trees is that the new trees "
-"are only periodically written to disk, and the intermediate values are kept "
-"in memory. Since no node is ever updated, the page utilization is maximum as"
-" it doesn't need to keep space for future inserts and updates."
-msgstr ""
-
-msgid ""
-"And the key difference to existing LSM Trees is that no compaction is run: "
-"intermediate values are still relevant as the database grows. So this leaves"
-" out tombstones and value duplication done for write performance."
-msgstr ""
-
-msgid ""
-"One can delete intermediate index values to reclaim space, but no data is "
-"lost on the process, only old B-Tree values. And if the database ever comes "
-"back to that point (like when doing a historical query), the B-Tree will "
-"have to be rebuilt from a previous value. After all, the database *is* a set"
-" of datoms, and everything else is just derived data."
-msgstr ""
-
-msgid ""
-"Right now I'm still reading about other data structures that storage engines"
-" use, and I'll start implementing the \"Flushing Copy-on-Write B-Tree\" as I"
-" learn more[^learn-more-db] and mature it more."
-msgstr ""
-
-msgid ""
-"[^learn-more-db]: If you are interested in learning more about this too, the"
-" very best two resources on this subject are Andy Pavlo's \"[Intro to "
-"Database "
-"Systems](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi)\""
-" course and Alex Petrov's \"[Database "
-"Internals](https://www.databass.dev/)\" book."
-msgstr ""
-
-msgid "Bottom-up: parser combinators and FFI"
-msgstr ""
-
-msgid "I chose Rust as it has the best WebAssembly tooling support."
-msgstr ""
-
-msgid ""
-"My goal is not to build a Rust database, but a database that happens to be "
-"in Rust. In order to reach client platforms, the primary API is the FFI one."
-msgstr ""
-
-msgid ""
-"I'm not very happy with current tools for exposing Rust code via FFI to the "
-"external world: they either mix C with C++, which I don't want to do, or "
-"provide no access to the intermediate representation of the FFI, which would"
-" be useful for generating binding for any language that speaks FFI."
-msgstr ""
-
-msgid ""
-"I like better the path that the author of "
-"[cbindgen](https://github.com/eqrion/cbindgen) crate "
-"[proposes](https://blog.eqrion.net/future-directions-for-cbindgen/): "
-"emitting an data representation of the Rust C API (the author calls is a "
-"`ffi.json` file), and than building transformers from the data "
-"representation to the target language. This way you could generate a C API "
-"*and* the node-ffi bindings for JavaScript automatically from the Rust code."
-msgstr ""
-
-msgid ""
-"So the first thing to be done before moving on is an FFI exporter that "
-"doesn't mix C and C++, and generates said `ffi.json`, and than build a few "
-"transformers that take this `ffi.json` and generate the language bindings, "
-"be it C, C++, JavaScript, TypeScript, Kotlin, Swift, Dart, *etc*[^ffi-"
-"langs]."
-msgstr ""
-
-msgid ""
-"[^ffi-langs]: Those are, specifically, the languages I'm more interested on."
-" My goal is supporting client applications, and those languages are the most"
-" relevant for doing so: C for GTK, C++ for Qt, JavaScript and TypeScript for"
-" Node.js and browser, Kotlin for Android and Swing, Swift for iOS, and Dart "
-"for Flutter."
-msgstr ""
-
-msgid ""
-"I think the best way to get there is by taking the existing code for "
-"cbindgen, which uses the [syn](https://github.com/dtolnay/syn) crate to "
-"parse the Rust code[^rust-syn], and adapt it to emit the metadata."
-msgstr ""
-
-msgid ""
-"[^rust-syn]: The fact that syn is an external crate to the Rust compiler "
-"points to a big warning: procedural macros are not first class in Rust. They"
-" are just like Babel plugins in JavaScript land, with the extra shortcoming "
-"that there is no specification for the Rust syntax, unlike JavaScript."
-msgstr ""
-
-msgid ""
-"As flawed as this may be, it seems to be generally acceptable and adopted,\n"
-"which works against building a solid ecosystem for Rust.\n"
-"\n"
-"The alternative that rust-ffi implements relies on internals of the Rust\n"
-"compiler, which isn't actually worst, just less common and less accepted.\n"
-msgstr ""
-
-msgid ""
-"After \"finishing\" ParsecC I'll have a good notion of what a good C API is,"
-" and I'll have a better direction towards how to expose code from libedn to "
-"other languages, and work on x-bindgen then."
-msgstr ""
-
-msgid ""
-"What both libedn and ParsecC are missing right now are proper error "
-"reporting, and property-based testing for libedn."
-msgstr ""
-
-msgid "Conclusion"
-msgstr ""
-
-msgid ""
-"I've learned a lot already, and I feel the journey I'm on is worth going "
-"through."
-msgstr ""
-
-msgid ""
-"If any of those topics interest you, message me to discuss more or "
-"contribute! Patches welcome!"
-msgstr ""
-
-msgid "eu_categories: mediator"
-msgstr ""
-
-msgid ""
-"[[person :likes \"pizza\" 0 true]\n"
-" [0 :parent :db/root 0 true]\n"
-" [person :likes \"bread\" 1 true]\n"
-" [person :likes \"pizza\" 1 false]\n"
-" [1 :parent 0 1 true]]\n"
-msgstr ""
-
-msgid "updated_at: 2021-02-09"
-msgstr ""
-
-msgid ""
-"I've started a fork of cbindgen: ~~x-bindgen~~[^x-bindgen]. Right now it is "
-"just a copy of cbindgen verbatim, and I plan to remove all C and C++ "
-"emitting code from it, and add a IR emitting code instead."
-msgstr ""
-
-msgid ""
-"[^x-bindgen]: *EDIT*: now archived, the experimentation was fun. I've "
-"started to move more towards C, so this effort became deprecated."
-msgstr ""
-
-msgid ""
-"When starting working on x-bindgen, I realized I didn't know what to look "
-"for in a header file, as I haven't written any C code in many years. So as I"
-" was writing [libedn](https://euandreh.xyz/libedn.git/), I didn't know how "
-"to build a good C API to expose. So I tried porting the code to C, and right"
-" now I'm working on building a *good* C API for a JSON parser using parser "
-"combinators: ~~ParsecC~~ [^parsecc]."
-msgstr ""
-
-msgid "[^parsecc]: *EDIT*: now also archived."
-msgstr ""
-
-#~ msgid ""
-#~ "I've started a fork of cbindgen: "
-#~ "[x-bindgen](https://euandreh.xyz/x-bindgen.git/). Right now it is just a "
-#~ "copy of cbindgen verbatim, and I plan to remove all C and C++ emitting code "
-#~ "from it, and add a IR emitting code instead."
-#~ msgstr ""
-
-#~ msgid ""
-#~ "When starting working on x-bindgen, I realized I didn't know what to look "
-#~ "for in a header file, as I haven't written any C code in many years. So as I"
-#~ " was writing [libedn](https://euandreh.xyz/libedn.git/), I didn't know how "
-#~ "to build a good C API to expose. So I tried porting the code to C, and right"
-#~ " now I'm working on building a *good* C API for a JSON parser using parser "
-#~ "combinators: ~~ParsecC~~ *EDIT*: now archived, the experimentation was fun."
-#~ msgstr ""
-
-#~ msgid "updated_at: 2020-11-14"
-#~ msgstr ""
-
-#~ msgid ""
-#~ "When starting working on x-bindgen, I realized I didn't know what to look "
-#~ "for in a header file, as I haven't written any C code in many years. So as I"
-#~ " was writing [libedn](https://euandreh.xyz/libedn.git/), I didn't know how "
-#~ "to build a good C API to expose. So I tried porting the code to C, and right"
-#~ " now I'm working on building a *good* C API for a JSON parser using parser "
-#~ "combinators: [ParsecC](https://euandreh.xyz/parsecc.git/)."
-#~ msgstr ""
-
-#~ msgid ""
-#~ "I've started a fork of cbindgen: "
-#~ "[x-bindgen](https://euandreh.xyz/x-bindgen.git/). Right now it is just a "
-#~ "copy of cbindgen verbatim, and I plan to remove all C and C++ emitting code "
-#~ "from it, and add a IR emitting code instead."
-#~ msgstr ""
-
-#~ msgid ""
-#~ "When starting working on x-bindgen, I realized I didn't know what to look "
-#~ "for in a header file, as I haven't written any C code in many years. So as I"
-#~ " was writing [libedn](https://euandreh.xyz/libedn.git/), I didn't know how "
-#~ "to build a good C API to expose. So I tried porting the code to C, and right"
-#~ " now I'm working on building a *good* C API for a JSON parser using parser "
-#~ "combinators: [ParsecC](https://euandreh.xyz/parsecc.git/)."
-#~ msgstr ""
-
-#~ msgid ""
-#~ "When starting working on x-bindgen, I realized I didn't know what to look "
-#~ "for in a header file, as I haven't written any C code in many years. So as I"
-#~ " was writing [libedn](https://euandreh.xyz/libedn.git/), I didn't know how "
-#~ "to build a good C API to expose. So I tried porting the code to C, and right"
-#~ " now I'm working on building a *good* C API for a JSON parser using parser "
-#~ "combinators: [ParsecC](https://euandreh.xyz/parsecc.git/)."
-#~ msgstr ""
-
-#~ msgid ""
-#~ "[[person :likes \"pizza\" 0 true]\n"
-#~ " [0 :parent null 0 true]\n"
-#~ " [person :likes \"bread\" 1 true]\n"
-#~ " [person :likes \"pizza\" 1 false]\n"
-#~ " [1 :parent 0 1 true]]\n"
-#~ msgstr ""
-
-#~ msgid "category: mediator"
-#~ msgstr ""