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title | layout | author | category |
---|---|---|---|
Higher write throughput with `unordered_write` feature | post | maysamyabandeh | blog |
Since RocksDB 6.3, The unordered_write=
true option together with WritePrepared transactions offers 34-42% higher write throughput compared to vanilla RocksDB. If the application can handle more relaxed ordering guarantees, the gain in throughput would increase to 63-131%.
Background
Currently RocksDB API delivers the following powerful guarantees:
- Atomic reads: Either all of a write batch is visible to reads or none of it.
- Read-your-own writes: When a write thread returns to the user, a subsequent read by the same thread will be able to see its own writes.
- Immutable Snapshots: The reads visible to the snapshot are immutable in the sense that it will not be affected by any in-flight or future writes.
unordered_write
The unordered_write
feature, when turned on, relaxes the default guarantees of RocksDB. While it still gives read-your-own-write property, neither atomic reads nor the immutable snapshot properties are provided any longer. However, RocksDB users could still get read-your-own-write and immutable snapshots when using this feature in conjunction with TransactionDB configured with WritePrepared transactions and two_write_queues
. You can read here to learn about the design of unordered_write
and here to learn more about WritePrepared transactions.
How to use it?
To get the same guarantees as vanilla RocksdB:
DBOptions db_options;
db_options.unordered_write = true;
db_options.two_write_queues = true;
DB* db;
{
TransactionDBOptions txn_db_options;
txn_db_options.write_policy = TxnDBWritePolicy::WRITE_PREPARED;
txn_db_options.skip_concurrency_control = true;
TransactionDB* txn_db;
TransactionDB::Open(options, txn_db_options, kDBPath, &txn_db);
db = txn_db;
}
db->Write(...);
To get relaxed guarantees:
DBOptions db_options;
db_options.unordered_write = true;
DB* db;
DB::Open(db_options, kDBPath, &db);
db->Write(...);
Benchmarks
TEST_TMPDIR=/dev/shm/ ~/db_bench --benchmarks=fillrandom --threads=32 --num=10000000 -max_write_buffer_number=16 --max_background_jobs=64 --batch_size=8 --writes=3000000 -level0_file_num_compaction_trigger=99999 --level0_slowdown_writes_trigger=99999 --level0_stop_writes_trigger=99999 -enable_pipelined_write=false -disable_auto_compactions --transaction_db=true --unordered_write=1 --disable_wal=0
Throughput with unordered_write
=true and using WritePrepared transaction:
- WAL: +42%
- No-WAL: +34%
Throughput with
unordered_write
=true - WAL: +63%
- NoWAL: +131%