PageCache for InMemoryLayer + avoid Value::deser on L0 flush (#8537)
Part of [Epic: Bypass PageCache for user data blocks](https://github.com/neondatabase/neon/issues/7386). # Problem `InMemoryLayer` still uses the `PageCache` for all data stored in the `VirtualFile` that underlies the `EphemeralFile`. # Background Before this PR, `EphemeralFile` is a fancy and (code-bloated) buffered writer around a `VirtualFile` that supports `blob_io`. The `InMemoryLayerInner::index` stores offsets into the `EphemeralFile`. At those offset, we find a varint length followed by the serialized `Value`. Vectored reads (`get_values_reconstruct_data`) are not in fact vectored - each `Value` that needs to be read is read sequentially. The `will_init` bit of information which we use to early-exit the `get_values_reconstruct_data` for a given key is stored in the serialized `Value`, meaning we have to read & deserialize the `Value` from the `EphemeralFile`. The L0 flushing **also** needs to re-determine the `will_init` bit of information, by deserializing each value during L0 flush. # Changes 1. Store the value length and `will_init` information in the `InMemoryLayer::index`. The `EphemeralFile` thus only needs to store the values. 2. For `get_values_reconstruct_data`: - Use the in-memory `index` figures out which values need to be read. Having the `will_init` stored in the index enables us to do that. - View the EphemeralFile as a byte array of "DIO chunks", each 512 bytes in size (adjustable constant). A "DIO chunk" is the minimal unit that we can read under direct IO. - Figure out which chunks need to be read to retrieve the serialized bytes for thes values we need to read. - Coalesce chunk reads such that each DIO chunk is only read once to serve all value reads that need data from that chunk. - Merge adjacent chunk reads into larger `EphemeralFile::read_exact_at_eof_ok` of up to 128k (adjustable constant). 3. The new `EphemeralFile::read_exact_at_eof_ok` fills the IO buffer from the underlying VirtualFile and/or its in-memory buffer. 4. The L0 flush code is changed to use the `index` directly, `blob_io` 5. We can remove the `ephemeral_file::page_caching` construct now. The `get_values_reconstruct_data` changes seem like a bit overkill but they are necessary so we issue the equivalent amount of read system calls compared to before this PR where it was highly likely that even if the first PageCache access was a miss, remaining reads within the same `get_values_reconstruct_data` call from the same `EphemeralFile` page were a hit. The "DIO chunk" stuff is truly unnecessary for page cache bypass, but, since we're working on [direct IO](https://github.com/neondatabase/neon/issues/8130) and https://github.com/neondatabase/neon/issues/8719 specifically, we need to do _something_ like this anyways in the near future. # Alternative Design The original plan was to use the `vectored_blob_io` code it relies on the invariant of Delta&Image layers that `index order == values order`. Further, `vectored_blob_io` code's strategy for merging IOs is limited to adjacent reads. However, with direct IO, there is another level of merging that should be done, specifically, if multiple reads map to the same "DIO chunk" (=alignment-requirement-sized and -aligned region of the file), then it's "free" to read the chunk into an IO buffer and serve the two reads from that buffer. => https://github.com/neondatabase/neon/issues/8719 # Testing / Performance Correctness of the IO merging code is ensured by unit tests. Additionally, minimal tests are added for the `EphemeralFile` implementation and the bit-packed `InMemoryLayerIndexValue`. Performance testing results are presented below. All pref testing done on my M2 MacBook Pro, running a Linux VM. It's a release build without `--features testing`. We see definitive improvement in ingest performance microbenchmark and an ad-hoc microbenchmark for getpage against InMemoryLayer. ``` baseline: commit7c74112b2aorigin/main HEAD:ef1c55c52e``` <details> ``` cargo bench --bench bench_ingest -- 'ingest 128MB/100b seq, no delta' baseline ingest-small-values/ingest 128MB/100b seq, no delta time: [483.50 ms 498.73 ms 522.53 ms] thrpt: [244.96 MiB/s 256.65 MiB/s 264.73 MiB/s] HEAD ingest-small-values/ingest 128MB/100b seq, no delta time: [479.22 ms 482.92 ms 487.35 ms] thrpt: [262.64 MiB/s 265.06 MiB/s 267.10 MiB/s] ``` </details> We don't have a micro-benchmark for InMemoryLayer and it's quite cumbersome to add one. So, I did manual testing in `neon_local`. <details> ``` ./target/release/neon_local stop rm -rf .neon ./target/release/neon_local init ./target/release/neon_local start ./target/release/neon_local tenant create --set-default ./target/release/neon_local endpoint create foo ./target/release/neon_local endpoint start foo psql 'postgresql://cloud_admin@127.0.0.1:55432/postgres' psql (13.16 (Debian 13.16-0+deb11u1), server 15.7) CREATE TABLE wal_test ( id SERIAL PRIMARY KEY, data TEXT ); DO $$ DECLARE i INTEGER := 1; BEGIN WHILE i <= 500000 LOOP INSERT INTO wal_test (data) VALUES ('data'); i := i + 1; END LOOP; END $$; -- => result is one L0 from initdb and one 137M-sized ephemeral-2 DO $$ DECLARE i INTEGER := 1; random_id INTEGER; random_record wal_test%ROWTYPE; start_time TIMESTAMP := clock_timestamp(); selects_completed INTEGER := 0; min_id INTEGER := 1; -- Minimum ID value max_id INTEGER := 100000; -- Maximum ID value, based on your insert range iters INTEGER := 100000000; -- Number of iterations to run BEGIN WHILE i <= iters LOOP -- Generate a random ID within the known range random_id := min_id + floor(random() * (max_id - min_id + 1))::int; -- Select the row with the generated random ID SELECT * INTO random_record FROM wal_test WHERE id = random_id; -- Increment the select counter selects_completed := selects_completed + 1; -- Check if a second has passed IF EXTRACT(EPOCH FROM clock_timestamp() - start_time) >= 1 THEN -- Print the number of selects completed in the last second RAISE NOTICE 'Selects completed in last second: %', selects_completed; -- Reset counters for the next second selects_completed := 0; start_time := clock_timestamp(); END IF; -- Increment the loop counter i := i + 1; END LOOP; END $$; ./target/release/neon_local stop baseline: commit7c74112b2aorigin/main NOTICE: Selects completed in last second: 1864 NOTICE: Selects completed in last second: 1850 NOTICE: Selects completed in last second: 1851 NOTICE: Selects completed in last second: 1918 NOTICE: Selects completed in last second: 1911 NOTICE: Selects completed in last second: 1879 NOTICE: Selects completed in last second: 1858 NOTICE: Selects completed in last second: 1827 NOTICE: Selects completed in last second: 1933 ours NOTICE: Selects completed in last second: 1915 NOTICE: Selects completed in last second: 1928 NOTICE: Selects completed in last second: 1913 NOTICE: Selects completed in last second: 1932 NOTICE: Selects completed in last second: 1846 NOTICE: Selects completed in last second: 1955 NOTICE: Selects completed in last second: 1991 NOTICE: Selects completed in last second: 1973 ``` NB: the ephemeral file sizes differ by ca 1MiB, ours being 1MiB smaller. </details> # Rollout This PR changes the code in-place and is not gated by a feature flag.
Neon
Neon is a serverless open-source alternative to AWS Aurora Postgres. It separates storage and compute and substitutes the PostgreSQL storage layer by redistributing data across a cluster of nodes.
Quick start
Try the Neon Free Tier to create a serverless Postgres instance. Then connect to it with your preferred Postgres client (psql, dbeaver, etc) or use the online SQL Editor. See Connect from any application for connection instructions.
Alternatively, compile and run the project locally.
Architecture overview
A Neon installation consists of compute nodes and the Neon storage engine. Compute nodes are stateless PostgreSQL nodes backed by the Neon storage engine.
The Neon storage engine consists of two major components:
- Pageserver: Scalable storage backend for the compute nodes.
- Safekeepers: The safekeepers form a redundant WAL service that received WAL from the compute node, and stores it durably until it has been processed by the pageserver and uploaded to cloud storage.
See developer documentation in SUMMARY.md for more information.
Running local installation
Installing dependencies on Linux
- Install build dependencies and other applicable packages
- On Ubuntu or Debian, this set of packages should be sufficient to build the code:
apt install build-essential libtool libreadline-dev zlib1g-dev flex bison libseccomp-dev \
libssl-dev clang pkg-config libpq-dev cmake postgresql-client protobuf-compiler \
libcurl4-openssl-dev openssl python3-poetry lsof libicu-dev
- On Fedora, these packages are needed:
dnf install flex bison readline-devel zlib-devel openssl-devel \
libseccomp-devel perl clang cmake postgresql postgresql-contrib protobuf-compiler \
protobuf-devel libcurl-devel openssl poetry lsof libicu-devel libpq-devel python3-devel \
libffi-devel
- On Arch based systems, these packages are needed:
pacman -S base-devel readline zlib libseccomp openssl clang \
postgresql-libs cmake postgresql protobuf curl lsof
Building Neon requires 3.15+ version of protoc (protobuf-compiler). If your distribution provides an older version, you can install a newer version from here.
# recommended approach from https://www.rust-lang.org/tools/install
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
Installing dependencies on macOS (12.3.1)
- Install XCode and dependencies
xcode-select --install
brew install protobuf openssl flex bison icu4c pkg-config
# add openssl to PATH, required for ed25519 keys generation in neon_local
echo 'export PATH="$(brew --prefix openssl)/bin:$PATH"' >> ~/.zshrc
# recommended approach from https://www.rust-lang.org/tools/install
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
- Install PostgreSQL Client
# from https://stackoverflow.com/questions/44654216/correct-way-to-install-psql-without-full-postgres-on-macos
brew install libpq
brew link --force libpq
Rustc version
The project uses rust toolchain file to define the version it's built with in CI for testing and local builds.
This file is automatically picked up by rustup that installs (if absent) and uses the toolchain version pinned in the file.
rustup users who want to build with another toolchain can use the rustup override command to set a specific toolchain for the project's directory.
non-rustup users most probably are not getting the same toolchain automatically from the file, so are responsible to manually verify that their toolchain matches the version in the file. Newer rustc versions most probably will work fine, yet older ones might not be supported due to some new features used by the project or the crates.
Building on Linux
- Build neon and patched postgres
# Note: The path to the neon sources can not contain a space.
git clone --recursive https://github.com/neondatabase/neon.git
cd neon
# The preferred and default is to make a debug build. This will create a
# demonstrably slower build than a release build. For a release build,
# use "BUILD_TYPE=release make -j`nproc` -s"
# Remove -s for the verbose build log
make -j`nproc` -s
Building on OSX
- Build neon and patched postgres
# Note: The path to the neon sources can not contain a space.
git clone --recursive https://github.com/neondatabase/neon.git
cd neon
# The preferred and default is to make a debug build. This will create a
# demonstrably slower build than a release build. For a release build,
# use "BUILD_TYPE=release make -j`sysctl -n hw.logicalcpu` -s"
# Remove -s for the verbose build log
make -j`sysctl -n hw.logicalcpu` -s
Dependency installation notes
To run the psql client, install the postgresql-client package or modify PATH and LD_LIBRARY_PATH to include pg_install/bin and pg_install/lib, respectively.
To run the integration tests or Python scripts (not required to use the code), install
Python (3.9 or higher), and install the python3 packages using ./scripts/pysync (requires poetry>=1.8) in the project directory.
Running neon database
- Start pageserver and postgres on top of it (should be called from repo root):
# Create repository in .neon with proper paths to binaries and data
# Later that would be responsibility of a package install script
> cargo neon init
Initializing pageserver node 1 at '127.0.0.1:64000' in ".neon"
# start pageserver, safekeeper, and broker for their intercommunication
> cargo neon start
Starting neon broker at 127.0.0.1:50051.
storage_broker started, pid: 2918372
Starting pageserver node 1 at '127.0.0.1:64000' in ".neon".
pageserver started, pid: 2918386
Starting safekeeper at '127.0.0.1:5454' in '.neon/safekeepers/sk1'.
safekeeper 1 started, pid: 2918437
# create initial tenant and use it as a default for every future neon_local invocation
> cargo neon tenant create --set-default
tenant 9ef87a5bf0d92544f6fafeeb3239695c successfully created on the pageserver
Created an initial timeline 'de200bd42b49cc1814412c7e592dd6e9' at Lsn 0/16B5A50 for tenant: 9ef87a5bf0d92544f6fafeeb3239695c
Setting tenant 9ef87a5bf0d92544f6fafeeb3239695c as a default one
# create postgres compute node
> cargo neon endpoint create main
# start postgres compute node
> cargo neon endpoint start main
Starting new endpoint main (PostgreSQL v14) on timeline de200bd42b49cc1814412c7e592dd6e9 ...
Starting postgres at 'postgresql://cloud_admin@127.0.0.1:55432/postgres'
# check list of running postgres instances
> cargo neon endpoint list
ENDPOINT ADDRESS TIMELINE BRANCH NAME LSN STATUS
main 127.0.0.1:55432 de200bd42b49cc1814412c7e592dd6e9 main 0/16B5BA8 running
- Now, it is possible to connect to postgres and run some queries:
> psql -p 55432 -h 127.0.0.1 -U cloud_admin postgres
postgres=# CREATE TABLE t(key int primary key, value text);
CREATE TABLE
postgres=# insert into t values(1,1);
INSERT 0 1
postgres=# select * from t;
key | value
-----+-------
1 | 1
(1 row)
- And create branches and run postgres on them:
# create branch named migration_check
> cargo neon timeline branch --branch-name migration_check
Created timeline 'b3b863fa45fa9e57e615f9f2d944e601' at Lsn 0/16F9A00 for tenant: 9ef87a5bf0d92544f6fafeeb3239695c. Ancestor timeline: 'main'
# check branches tree
> cargo neon timeline list
(L) main [de200bd42b49cc1814412c7e592dd6e9]
(L) ┗━ @0/16F9A00: migration_check [b3b863fa45fa9e57e615f9f2d944e601]
# create postgres on that branch
> cargo neon endpoint create migration_check --branch-name migration_check
# start postgres on that branch
> cargo neon endpoint start migration_check
Starting new endpoint migration_check (PostgreSQL v14) on timeline b3b863fa45fa9e57e615f9f2d944e601 ...
Starting postgres at 'postgresql://cloud_admin@127.0.0.1:55434/postgres'
# check the new list of running postgres instances
> cargo neon endpoint list
ENDPOINT ADDRESS TIMELINE BRANCH NAME LSN STATUS
main 127.0.0.1:55432 de200bd42b49cc1814412c7e592dd6e9 main 0/16F9A38 running
migration_check 127.0.0.1:55434 b3b863fa45fa9e57e615f9f2d944e601 migration_check 0/16F9A70 running
# this new postgres instance will have all the data from 'main' postgres,
# but all modifications would not affect data in original postgres
> psql -p 55434 -h 127.0.0.1 -U cloud_admin postgres
postgres=# select * from t;
key | value
-----+-------
1 | 1
(1 row)
postgres=# insert into t values(2,2);
INSERT 0 1
# check that the new change doesn't affect the 'main' postgres
> psql -p 55432 -h 127.0.0.1 -U cloud_admin postgres
postgres=# select * from t;
key | value
-----+-------
1 | 1
(1 row)
- If you want to run tests afterwards (see below), you must stop all the running pageserver, safekeeper, and postgres instances you have just started. You can terminate them all with one command:
> cargo neon stop
More advanced usages can be found at Control Plane and Neon Local.
Handling build failures
If you encounter errors during setting up the initial tenant, it's best to stop everything (cargo neon stop) and remove the .neon directory. Then fix the problems, and start the setup again.
Running tests
Rust unit tests
We are using cargo-nextest to run the tests in Github Workflows.
Some crates do not support running plain cargo test anymore, prefer cargo nextest run instead.
You can install cargo-nextest with cargo install cargo-nextest.
Integration tests
Ensure your dependencies are installed as described here.
git clone --recursive https://github.com/neondatabase/neon.git
CARGO_BUILD_FLAGS="--features=testing" make
./scripts/pytest
By default, this runs both debug and release modes, and all supported postgres versions. When testing locally, it is convenient to run just one set of permutations, like this:
DEFAULT_PG_VERSION=16 BUILD_TYPE=release ./scripts/pytest
Flamegraphs
You may find yourself in need of flamegraphs for software in this repository.
You can use flamegraph-rs or the original flamegraph.pl. Your choice!
Important
If you're using
lldormold, you need the--no-rosegmentlinker argument. It's a general thing with Rust / lld / mold, not specific to this repository. See this PR for further instructions.
Cleanup
For cleaning up the source tree from build artifacts, run make clean in the source directory.
For removing every artifact from build and configure steps, run make distclean, and also consider removing the cargo binaries in the target directory, as well as the database in the .neon directory. Note that removing the .neon directory will remove your database, with all data in it. You have been warned!
Documentation
docs Contains a top-level overview of all available markdown documentation.
- sourcetree.md contains overview of source tree layout.
To view your rustdoc documentation in a browser, try running cargo doc --no-deps --open
See also README files in some source directories, and rustdoc style documentation comments.
Other resources:
- SELECT 'Hello, World': Blog post by Nikita Shamgunov on the high level architecture
- Architecture decisions in Neon: Blog post by Heikki Linnakangas
- Neon: Serverless PostgreSQL!: Presentation on storage system by Heikki Linnakangas in the CMU Database Group seminar series
Postgres-specific terms
Due to Neon's very close relation with PostgreSQL internals, numerous specific terms are used. The same applies to certain spelling: i.e. we use MB to denote 1024 * 1024 bytes, while MiB would be technically more correct, it's inconsistent with what PostgreSQL code and its documentation use.
To get more familiar with this aspect, refer to:
- Neon glossary
- PostgreSQL glossary
- Other PostgreSQL documentation and sources (Neon fork sources can be found here)
Join the development
- Read CONTRIBUTING.md to learn about project code style and practices.
- To get familiar with a source tree layout, use sourcetree.md.
- To learn more about PostgreSQL internals, check http://www.interdb.jp/pg/index.html