8 ms·
The Kivaloo Data Store
- cperciva 6y agoNote: The performance values mentioned on that page (on an EC2 c1.medium instance using spinning-rust disks!) is wildly out of date. I'll get around to updating them some day. For reference, on my laptop (Dell Latitude 7390 with an i7-8650U CPU): * Bulk inserts run at ~600,000/second (up from 125,000). * Bulk extracts run at ~660,000/second while in RAM (up from 30,000) and ~220,000/second from disk (up from 20,000). * Bulk updates run at ~700,000/second in RAM dropping to ~300,000 from disk (up from 110,000 dropping to 60,000). * Random reads run at ~800,000/second in RAM dropping to ~20,000 from disk (up from 220,000 dropping to 11,000). * Random mixed run at ~400,000/second in RAM dropping to ~10,000 from disk (up from 30,000 dropping to 4,000). * Hot-spot reads run at ~800,000/second in RAM dropping to ~500,000 from disk (up from 220,000 dropping to 60,000). Note that "in RAM" means "the dataset fits into RAM" -- in all cases data is durably stored to disk. There is almost certainly room for improvement; I haven't done extensive profiling yet.
- aclindsa 6y ago> It was designed to satisfy the needs of the Tarsnap online backup service for high-performance key-value storage, although it is not yet being used for that purpose Does the fact that you're still maintaining Kivaloo this many years later imply it's now being used by Tarsnap?
- cperciva 6y agoTarsnap has recently started using Kivaloo. Over time I intend to use it far more -- but since Tarsnap is a backup service, I'm starting with the least critical parts first.
- koolba 6y agoIt wasn’t using it till now? What was the equivalent component previously?
- cperciva 6y agoMany things for different purposes. Files in UFS filesystems. Sorted files. Indexed sorted files. In one case, Amazon SimpleDB.
- exikyut 6y agoOut of curiosity, what was the use case/upstream requirement for building Kivaloo in the first place? The Kivaloo page notes that it was designed for Tarsnap, but I'm curious as to the "why" - eg, an eventual-consistency/consensus building block, a simple local metadata service, server-side housekeeping...? (I'm also curious what "{indexed ,}sorted files" means, and how UFS is significant.)
- koeng 6y agoThese are actually some really good numbers for a certain application I'm looking at (https://news.ycombinator.com/item?id=24191307 https://news.ycombinator.com/item?id=24191307), especially with bulk inserts being so high. A few questions: - Why 255 bytes to 255 bytes? Does this have any performance consequences? - Your laptop is SSD right? - Is there any more documentation on how to use Kivaloo? (not just facts about it)
- cperciva 6y agoThe 255 byte limit is because I store keys and values as a one-byte length followed by the relevant data. For Tarsnap what I typically want is ~40 byte keys and data (hence using those sizes for benchmarking). Yes, my laptop has a Intel 660p 512 GB NVMe disk. No documentation per se, although I hope the library interfaces are reasonably understandable. I'd be happy to help though -- this code deserves to be used!
- morelisp 6y agoIs the one-byte length central to some logic (or some performance concerns), or could one hack the `uint8_t` to a `uint16_t` in kvldskey and so on to get something that could store a bit more? We have some systems that need only 16-32 byte keys but upwards of around 16k values, we're currently using RocksDB but these performance numbers + no compaction process + mux approach are making me interested...
- cperciva 6y agoInteresting question. You would need to adjust kvldskey and all of the places where they are serialized (e.g. in pages and in the network protocol). You would also need a much larger page size -- the maximum key+value pair size has to fit into 1/3 of a page. But if you're willing to make those adjustments and use 64 kB pages, I imagine it would work just fine. Please stay in touch!
- exikyut 6y agoForgive my complete ignorance/inexperience, but why does the page size need to be increased to 64kB, and why does the key+value length(?) have to fit into 1/3 of a page?
- AkshatM 6y agoHave you ever considered getting a Jepsen test done for kivaloo? The claims re: durability and linearizability are worth proving out that way
- aneutron 6y agoI am genuinely intrigued about how much is costs to commission those tests. They are so complete and thorough that I can't see myself being able to afford one for some project of mine, but I would absolutely like to to have an estimate
- AkshatM 6y agoAlso, if you're willing to just write the tests yourself, Jepsen is open-source and Kyle Kingsbury offers a tutorial on how to use it on GitHub. You might not get the same level of sophistication right away, of course, but that's just a matter of time and diligence.
- AkshatM 6y agoJepsen's website says you can contact Kyle at aphyr [at] jepsen [dot] io for pricing.
- tedunangst 6y agoCorrect me if wrong, but kivaloo isn't distributed. Jepsen seems fairly overkill without replication, partition, etc.
- cperciva 6y agoYou are correct, as things are at the present time. I designed kivaloo to be composable with the intention that I could put a replication/sharding layer in front of it later, however.
- ignoramous 6y ago> ...dropping to ~20,000 from disk Do you mean with the OS file cache disabled? Other questions: 1. What are, off top of your head, some design changes or code changes required that'd bring drastic performance improvements? 2. What are some key internals that you think differentiate Kivaloo from other embedded KV stores? I assume you must have gone through a lot of existing literature on the topic before building this. For example, LMDB, BDB, RocksDB, LevelDB, SQLite and the likes come to mind that can double-up as KV stores. 3. Does it store the database in flat files with a WAL in front? Is the file format of the database custom, or based on existing formats? 4. Does the database auto index the fields? Or, use any other such aids to speed up access to data? Thanks.
- cperciva 6y agoDo you mean with the OS file cache disabled? No, I mean with a dataset which is too large to fit into the amount of RAM on the system. 1. What are, off top of your head, some design changes or code changes required that'd bring drastic performance improvements? Nothing immediately comes to mind. Profiling may reveal some improvements, of course. 2. What are some key internals that you think differentiate Kivaloo from other embedded KV stores? I assume you must have gone through a lot of existing literature on the topic before building this. For example, LMDB, BDB, RocksDB, LevelDB, SQLite and the likes come to mind that can double-up as KV stores. Well... kivaloo isn't an embedded KV store, so that would be a big differentiating factor. It's a network daemon. 3. Does it store the database in flat files with a WAL in front? Is the file format of the database custom, or based on existing formats? The "on-disk" format is the pages of a append-only B+Tree, with the last page being the tree root. I put "on-disk" in scare quotes because there are other backends, e.g. using Amazon DynamoDB to store pages. 4. Does the database auto index the fields? Or, use any other such aids to speed up access to data? There are no fields. Key-value pairs, nothing more.
- jasonwatkinspdx 6y agoIs there a place I could learn more about how the background cleaning works?
- cperciva 6y agoI don't think I wrote much documentation about this, sorry. Basically the idea is that there's a pointer which moves through the key-space looking at pages, and if it passes any pages which are "old" it marks them as dirty so that they're rewritten as part of the next batch. The rate at which the cleaning pointer moves through key-space depends on the accumulated "cleaning debt", which is based on the amount of garbage along with the current I/O rate; the aim is to hit a steady-state where the total amount of I/O is constant and the cleaning gets the "left over" I/O after requests are serviced.
- jasonwatkinspdx 6y agoThanks! I'll check out the code in a bit, but that context will help.
- jasonwatkinspdx 6y agoJust wanted to follow up to say I really like how clean and well commented this code is.
- cedilla 6y agoSlighlty offtopic, but it's ironic how a service with the tagline "Online backups for the truly paranoid" serves insecure connections to its website and doesn't employ HSTS. Especially since the user is expected to download the client for the service from that website. Kind of a reckless decision.
- cperciva 6y agoEspecially since the user is expected to download the client for the service from that website. You mean the GPG-signed client code?
- beervirus 6y agoWell yeah but the GPG key is also served insecurely: http://www.tarsnap.com/tarsnap-signing-key-2020.asc http://www.tarsnap.com/tarsnap-signing-key-2020.asc
- cperciva 6y ago... you know you can change that URL to start "https" if you like?
- beervirus 6y agoWith HSTS, you don't have to.
- ifdefdebug 6y agoOf course you are right, but some commonly accepted procedure nowadays is to do that automatically with a redirect, as a service for the user. Sure, you may have a reason for not to do so, but instead of dismissing a valid argument you could maybe explain why not ... Edit: On second thought, I recognize this whole subthread started with the wrong tone ("ironic", "reckless"), kind of dismissive or patronizing and not calling for a constructive discussion, so please disregard this comment of mine, sorry.
- jnwatson 6y agoI would be curious how this compares to LMDB. They both use B+Trees (which are just B-trees with siblings linked). Limiting values to 255 bytes is quite constraining, to say the least. Also, it seems that there are no transactions in kivaloo. That makes a big difference.
- cperciva 6y agoIt's rather hard to compare. My understanding is that LMDB is a library which accesses a shared memory-mapped file; kivaloo is a collection of daemons which are accessed via the network or a unix socket. I guess you could place a network protocol front-end on top of LMDB and compare that to kivaloo? And sure, small values and a lack of transactions are intentional limitations which allowed me to improve performance for the use case I cared about. Of course there's nothing stopping you from constructing that functionality in other ways; in fact I'm planning on releasing a daemon which provides key-blob storage by storing large objects in Amazon S3 and using the core kivaloo functionality as an indirection table.
- remram 6y agoB+tree is a B-tree with no data except at the leaves, and with sibling leaves linked.
- cperciva 6y agoThe "sibling leaves linked" criterion is optional for B+trees. Kivaloo does not do that (it isn't possible for an append-only data structure).
- nwsm 6y agoLast release 2011-10-11? Interesting that the author is here commenting as well on a 9 year old project.
- cperciva 6y agoI didn't bother doing releases for a while, since nobody else (AFAIK) was using the code.
- nwsm 6y agoNo worries there, I was just wondering out loud why OP posted, and how you found the thread so quickly
- ALittleLight 6y agoPaul Graham tweeted yesterday[1] an essay that the author had written which references kivaloo. At least, that's how I came to know about it yesterday. I read the document on it, then tried to imagine what I would use it for, and couldn't really come up with a use case. I had trouble understanding where I would apply the 255 byte key to 255 byte value paradigm. I also didn't know how the benchmarks compared to similar applications. 1 - https://twitter.com/paulg/status/1307951874721697792 https://twitter.com/paulg/status/1307951874721697792
- dfischer 6y agoFor DHT’s? BitTorrent Kad
- aidenn0 6y ago255 bytes is obviously overkill for a key (a 32 or 64 byte secure hash of anything larger than 255 bytes can be assumed to unique), so it's just a question of what values are usefully in 255 bytes: One thought that comes to mind is a distributed store with centralized master, 255 bytes is plenty for a hostname and resource ID.
- dpc_pw 6y agoThat page is not very informative. It doesn't explain why anyone should be interested in this project, and compare with alternatives. What's the novelty, what's the edge, etc. Hardly surprising that it didn't gain much traction.
- iamwil 6y agoI was looking at this yesterday because of the post on "use of a life" post by cperciva. One thing on the benchmarks was I didn't know what was considered "good" numbers, even though I know it's dependent on the type of workload. Is there a way to compare it to other key-value stores in a fair apples to apples comparison?
- exikyut 6y ago(Note the current top comment with updated benchmark numbers, FWIW)
- fisherjeff 6y agoIs there somewhere I can nominate kivaloo for some sort of easily understandable code award? Granted I'm a little biased as it looks a lot like code I would write myself, but wow, it's so refreshing to see code that's full of (useful! illuminating!) comments. Thanks cperciva!
- exikyut 6y agoOne potentially workable approach: mention it next time someone does a "good source code to read through?" thread, like one of these old ones: https://news.ycombinator.com/item?id=7602237 https://news.ycombinator.com/item?id=7602237 https://news.ycombinator.com/item?id=9899766 https://news.ycombinator.com/item?id=9899766 https://news.ycombinator.com/item?id=13624926 https://news.ycombinator.com/item?id=13624926 https://news.ycombinator.com/item?id=13854431 https://news.ycombinator.com/item?id=13854431 https://news.ycombinator.com/item?id=18037613 https://news.ycombinator.com/item?id=18037613 https://news.ycombinator.com/item?id=18293159 https://news.ycombinator.com/item?id=18293159 https://news.ycombinator.com/item?id=20556336 https://news.ycombinator.com/item?id=20556336
- OJFord 6y ago> Kivaloo (pronounced "kee-va-lieu") FYI, that's a very American English centric way of explaining how to pronounce 'loo'! British English pronounces the lone word 'lieu' differently (with a y/j in front of the 'ū'), as in 'lieutenant' as 'leff', and is already familiar with 'loo's and pronounces them 'loo'. 'lieu' is of course of French origin, and they pronounce it differently again. It's obvious, given 'kivaloo', how it's supposed to be. But unless it's a deliberate joke I think repeating 'loo' is a better pronunciation key!
- cperciva 6y agoMaybe we disagree about how to pronounce the word "value". I pronounce it roughly "val-ee-oo" but maybe you pronounce it simply as "val-oo"?
- axaxs 6y agoI'm ashamed to admit I didn't get the connection of the name to "key value" until this comment. So do you yourself pronounce it kee va loo or kee va lyoo? As an American, I see no distinction between the sounds of 'loo' and 'lieu'.
- samatman 6y agoAlso American, I pronounce loo /lu/ and lieu /lyu/, in IPA. I do commonly hear the expression "in lieu of" rendered "in loo of" but have always considered that incorrect, much like pronouncing the t in "often". It is, of course, just dialect, and the entire idea of 'incorrect pronunciation' is suspect! But I can't help but consider /lyu/ to indicate a higher, er, register.
- axaxs 6y agoI think it really depends on where you're from. I've been hopelessly trying to teach my wife 'perfect' English pronunciation at her request, and the best advice I came up with is to talk with your throat and not your mouth. At least in the Southeast, this works almost perfectly. But we say 'loo' if anything at all, it's a pretty rare word. From my experience, the more north you go the more you talk with your tongue/mouth. In my examples I was almost able to complete full sentences without moving my lips at all.
- maest 6y agoWhat's up with all the tarsnap posts recently?
- cperciva 6y agoPeople read my blog post yesterday where I mentioned various things I had worked on over the past decade.
- jonstewart 6y agoSo, ~40 byte key to ~40 byte value... is kivaloo optimized for records evenly distributed throughout the key space (e.g. hash values)? If so, how? Some other K/V stores often see ~Zipfian key distribution, e.g., a search index.