Installation
pyrex-rocksdb
A python wrapper for the original (C++) version of RocksDB.
Currently MacOS and Linux wheels are available.
0.7.1 highlights
- Restores ordinary warmed point-read hit latency after the 0.6/0.7 regression, retaining shared lifecycle protection and GIL release. Controlled source builds measured approximately 30–31% lower binding latency than 0.7.0; this is not an end-to-end application or cold-cache performance guarantee.
- Adds Arrow point lookup streams, range/prefix unions, cooperative cancellation, opt-in metrics, capability/configuration introspection, contiguous value buffers and explicit transaction-local Arrow scans.
- Bundles RocksDB 10.7.5; PyArrow and Polars remain optional consumers.
See CHANGELOG.md, point-read measurements and Arrow integration validation for details and limitations.
Installation
For linux systems, wheels are provided and can be installed from pypi using:
pip install pyrex-rocksdb
For Windows and MacOS I have built an earlier version of the library. I will re-build once I include certain other important features in the API that are not yet implemented.
Motivation
This library is intended for providing a fast, write-optimized, in-process key value (KV) store in python. Therefore the "big brothers" of the database are the likes of MongoDB and Cassandra. The difference is that you don't need a separate server to run this (hence "in-process") and it is designed to be fairly portable.
RocksDB, which is the underlying storage engine of this database, is an LSM-tree engine. An LSM-tree is different from the ballanced tree index databases (e.g., B-tree/ and B+tree databases). LSM-tree databases offer very high write throughputs and better space efficiency. See more about the motivation for LSM-tree databases (and RocksDB in particular) in this talk.
LSM-tree + SSTable engine basics
To understand where pyrex provides efficiency gains, it is important to understand some basics about the underlying RocksDB engine.
RocksDB and LevelDB are key-value stores with a Log-Structured Merge-tree (LSM-tree) architecture.
The key components of LSM-tree architectures are
- A MemTable that stores in-memory sorted data
- A set of Sorted-String tables (SSTables) which are immutable sorted files on disk where data from the MemTable is flushed
- The process of Compaction, which is a background process that merges the SSTables to remove redundant data and keep read performance high.
In such databases, fast writes create many small, sorted data files called SSTables. To prevent reads from slowing down by checking too many files, a background process called compaction merges these SSTables together. This process organizes the data into levels, where newer, overlapping files sit in Level 0 and are progressively merged into higher levels (Level 1, Level 2, etc.). Each higher level contains larger, non-overlapping files, which ensures that finding a key remains efficient and old data is purged to save space. There are several optimizations and configurations possible for these processes (configurability and "pluggability" are commonly cited RocksDB advantages).
However the main big advantage of RocksDB over LevelDB is its multi-threaded compaction support (LevelDB supports only single threaded compaction, which comes with significant performance limitations). There are several other configurability advantages RocksDB offers over LevelDB. For a more elaborate enumaration of RocksDB advantages please refer to the RocksDB wiki.
Not all are currently supported by the pyrex API, but I'm working on supporting more of them. Feel free to open an issue if there is a feature you want to see (or open a pull request).
Example usage:
Here is a simple example showing the usage of put/get in the DB:
import pyrex
import os
import shutil
DB_PATH = "./test_rocksdb_minimal"
with pyrex.PyRocksDB(DB_PATH) as db:
db.put(b"my_key", b"my_value")
retrieved_value = db.get(b"my_key")
print(f"Retrieved: {retrieved_value.decode()}") # Output: Retrieved: my_value
for more examples check the relevant folder and the documentation.
Native columnar batch writes
For Arrow-compatible binary or string arrays, write_columnar_batch moves the
per-row batch construction loop into C++:
import pyarrow as pa
import pyrex
keys = pa.array([b"k1", b"k2", b"k3"], type=pa.binary())
values = pa.array([b"v1", b"v2", b"v3"], type=pa.binary())
with pyrex.PyRocksDB("example_columnar_db") as db:
db.write_columnar_batch(keys, values)
Polars users can pass series.to_arrow(); Polars is not a required dependency.
Transactions
Use TransactionDB when a group of reads and writes must commit or roll back
together. Transaction context managers use explicit commit semantics: if
commit() is not called, the transaction rolls back when the block exits.
import pyrex
with pyrex.TransactionDB("example_txn_db") as db:
with db.transaction() as txn:
txn.put(b"k", b"v")
assert txn.get(b"k") == b"v"
txn.commit()
assert db.get(b"k") == b"v"
Existing PyWriteBatch objects can be applied inside a transaction:
batch = pyrex.PyWriteBatch()
batch.put(b"a", b"1")
batch.delete(b"old")
with pyrex.TransactionDB("example_txn_db") as db:
with db.transaction() as txn:
txn.write(batch)
txn.commit()
Transaction iterators can be used for prefix/range scans and include transaction-local writes where RocksDB supports them:
with pyrex.TransactionDB("example_txn_db") as db:
with db.transaction() as txn:
txn.put(b"user:1", b"alice")
it = txn.new_iterator()
it.seek(b"user:")
while it.valid() and it.key().startswith(b"user:"):
print(it.key(), it.value())
it.next()
txn.rollback()
For pinned read provenance, call txn.set_snapshot() (or begin with
TransactionOptions.set_snapshot=True) and read txn.snapshot_sequence_number.
It returns the actual pinned sequence, including zero, or None without a
snapshot. db.latest_sequence_number reports the latest database sequence;
concurrent commits advance it without advancing an existing transaction snapshot.
Both properties are read-only, constant-time native lookups with no scanning or
hashing. See the transaction documentation for lifetime and provenance semantics.
WriteOptions.disable_wal is preserved for transaction writes and commits, but
disable_wal=True is not fully durable across crashes. Transaction conflicts
and lock timeouts are exposed through specific exception subclasses such as
RocksDBBusyError, RocksDBTimeoutError, and RocksDBConflictError.
Use txn.get_for_update(key) to read and track a key for conflict checking, or
txn.get_for_update(key, read_value=False) to lock/track it without fetching
the value.
Note on CICD
The windows wheels are failing at the moment. The CICD workflow for package builds works and passes all tests only for MacOS and Linux.1 maintainer
Metadata
1 maintainer
Release files for pyrex-rocksdb 0.7.1
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