Re: Performance Difference between files getting opened with IoContext.RANDOM vs IoContext.READ
Uwe Schindler <[email protected]> Tue, 1 Oct 2024 09:14:55 +0200
| Newsgroups | gmane.comp.jakarta.lucene.user |
|---|---|
| Message-ID | <[email protected]> |
Hi, this seems to be aspecial case in FlatVectors, because normally theres a separate method to open an IndexInput for checksumming: https://github.com/apache/lucene/blob/524ea208c870861a719f21b1ea48943c8b7520da/lucene/core/src/java/org/apache/lucene/store/Directory.java#L155-L157 Could you open an issue, it looks like it is not always used? I know there are some problems if the IndexInput is used for multiple things like reading, merging and/or checksumming at same time. Some code tries to reuse already opened index inputs also for merging. But for this case I think it might be better to open a separate IndexInput and not clone an existing one for checksumming? The first link should of course open the IndexInput with RANDOM, because during normal reading of vectors this is a must. Generally although the checksumming is slower it should not be a big issue, because it won't affect searches, only merging of segments. And there the throughput should be high, but not top priority. Uwe Am 01.10.2024 um 04:52 schrieb Navneet Verma: > Hi Uwe and Mike, > Thanks for providing such a quick response. Let me try to ans few things > here: > > > > > > *In addition, inLucene 9.12 (latest 9.x) version released today there are > some changesto ensure that checksumming is always done with > IOContext.READ_ONCE(which uses READ behind the scenes).* > I didn't find any such change for FlatVectorReaders > <https://github.com/apache/lucene/blob/branch_9_12/lucene/core/src/java/org/apache/lucene/codecs/lucene99/Lucene99FlatVectorsReader.java#L68-L77>, > even though I checked the BufferedChecksumInput > <https://github.com/apache/lucene/blob/branch_9_12/lucene/core/src/java/org/apache/lucene/store/BufferedChecksumIndexInput.java#L31-L35> > and CheckedSumInput > <https://github.com/apache/lucene/blob/main/lucene/core/src/java/org/apache/lucene/store/ChecksumIndexInput.java#L25>, > CodecUtil > <https://github.com/apache/lucene/blob/main/lucene/core/src/java/org/apache/lucene/codecs/CodecUtil.java#L606-L621> > in 9.12 version. Please point me to the right file if I am missing > something here. I can see the same for lucene version 10 > <https://github.com/apache/lucene/blob/branch_10_0/lucene/core/src/java/org/apache/lucene/codecs/lucene99/Lucene99FlatVectorsReader.java#L69-L77> > too. > > Mike on the question of what is RANDOM vs READ context doing we found this > information related to MADV online. > > MADV_RANDOM Expect page references in random order. (Hence, read ahead may > be less useful than normally.) > MADV_SEQUENTIAL Expect page references in sequential order. (Hence, pages > in the given range can be aggressively read ahead, and may be freed soon > after they are accessed.) > MADV_WILLNEED Expect access in the near future. (Hence, it might be a good > idea to read some pages ahead.) > > This tells me that MADV_RANDOM random for checksum is not good as it will > consume more read cycles given the sequential nature of the checksum. > > > > > > > > *One simple workaround an application can do is to ask MMapDirectory > topre-touch all bytes/pages in .vec/.veq files -- this asks the OS to > cacheall of those bytes into page cache (if there is enough free RAM). We > dothis at Amazon (product search) for our production searching > processes.Otherwise paging in all .vec/.veq pages via random access > provoked throughHNSW graph searching is crazy slow...* > Did you mean the preload functionality offered by MMapDirectory here? I can > try this to see if that helps. But I doubt that in this case. > > On opening the issue, I am working through some reproducible benchmarks > before creating a gh issue. If you believe I should create a GH issue first > I can do that. As it might take me sometime to build reproducible > benchmarks. > > Thanks > Navneet > > > On Mon, Sep 30, 2024 at 3:08 AM Uwe Schindler <[email protected]> wrote: >> Hi, >> >> please also note: In Lucene 10 there checksum IndexInput will always be >> opened with IOContext.READ_ONCE. >> >> If you want to sequentially read a whole index file for other reason >> than checksumming, please pass the correct IOContext. In addition, in >> Lucene 9.12 (latest 9.x) version released today there are some changes >> to ensure that checksumming is always done with IOContext.READ_ONCE >> (which uses READ behind scenes). >> >> Uwe >> >> Am 29.09.2024 um 17:09 schrieb Michael McCandless: >>> Hi Navneet, >>> >>> With RANDOM IOcontext, on modern OS's / Java versions, Lucene will hint > the >>> memory mapped segment that the IO will be random using madvise POSIX API >>> with MADV_RANDOM flag. >>> >>> For READ IOContext, Lucene maybe hits with MADV_SEQUENTIAL, I'm not > sure. >>> Or maybe it doesn't hint anything? >>> >>> It's up to the OS to then take these hints and do something > "interesting" >>> to try to optimize IO and page caching based on these hints. I think >>> modern Linux OSs will readahead (and pre-warm page cache) for >>> MADV_SEQUENTIAL? And maybe skip page cache and readhead for > MADV_RANDOM? >>> Not certain... >>> >>> For computing checksum, which is always a sequential operation, if we > use >>> MADV_RANDOM (which is stupid), that is indeed expected to perform worse >>> since there is no readahead pre-caching. 50% worse (what you are > seeing) >>> is indeed quite an impact ... >>> >>> Maybe open an issue? At least for checksumming we should open even .vec >>> files for sequential read? But, then, if it's the same IndexInput which >>> will then be used "normally" (e.g. for merging), we would want THAT one > to >>> be open for random access ... might be tricky to fix. >>> >>> One simple workaround an application can do is to ask MMapDirectory to >>> pre-touch all bytes/pages in .vec/.veq files -- this asks the OS to > cache >>> all of those bytes into page cache (if there is enough free RAM). We do >>> this at Amazon (product search) for our production searching processes. >>> Otherwise paging in all .vec/.veq pages via random access provoked > through >>> HNSW graph searching is crazy slow... >>> >>> Mike McCandless >>> >>> http://blog.mikemccandless.com >>> >>> On Sun, Sep 29, 2024 at 4:06 AM Navneet Verma <[email protected] >>> wrote: >>> >>>> Hi Lucene Experts, >>>> I wanted to understand the performance difference between opening and >>>> reading the whole file using an IndexInput with IoContext as RANDOM vs >>>> READ. >>>> >>>> I can see .vec files(storing the flat vectors) are opened with RANDOM > and >>>> whereas dvd files are opened as READ. As per my testing with files > close to >>>> size 5GB storing (~1.6M docs with each doc 3072 bytes), I can see that > when >>>> full file checksum validation is happening for a file opened via READ >>>> context it is faster than RANDOM. The amount of time difference I am > seeing >>>> is close to 50%. Hence the performance question is coming up, I wanted > to >>>> understand is this understanding correct? >>>> >>>> Thanks >>>> Navneet >>>> >> -- >> Uwe Schindler >> Achterdiek 19, D-28357 Bremen >> https://www.thetaphi.de >> eMail: [email protected] >> >> >> --------------------------------------------------------------------- >> To unsubscribe, e-mail: [email protected] >> For additional commands, e-mail: [email protected] >> -- Uwe Schindler Achterdiek 19, D-28357 Bremen https://www.thetaphi.de eMail: [email protected]