Query Execution

Tuple-at-a-Time Model

LedisDB uses iterators in query processing.

Logging

Logical Logging

LedisDB uses RocksDB, LevelDB or goleveldb as storage engine and thus inherits their logging mechanisms. They log all Put operations.

Compression

Dictionary Encoding Naïve (Page-Level)

Compression is disabled by default. The compression feature of the storage engine can be enabled via configuration. Data and index blocks are compressed individually. User can choose from a list of supported compression algorithms, like LZ4 and Snappy. User can choose to use Dictionary Compression, too. Data are decompressed when LedisDB retrieves them from the underlying storage engine.

Storage Model

N-ary Storage Model (Row/Record)

LedisDB uses RocksDB, LevelDB or goleveldb as storage engine and thus inherits their storage model. Data are stored in the form of ordered key-value pairs.

Stored Procedures

Not Supported

LedisDB does not support stored procedures, but like Redis, it provides the capability to evaluate scripts using the bulit-in Lua interpreter. Scripts will be cached by LedisDB and can be invoked from the cache later. However, they are just cached rather than stored.

Data Model

Key/Value

LedisDB is a key/value store but has rich data structures. In addition to simple key/value pair, it provides Hash, List, Set, ZSet. ZSets are sorted sets in Redis, every element in a sorted set is also associated with a floating point value, called the score. They are ordered by score and use their own value to break the tie.

Checkpoints

Non-Blocking Consistent Blocking

LedisDB provides two command line tool: ledis-dump and ledis-load, for taking a checkpoint and restoring from a checkpoint, which depends on storage engine's mechanism. LedisDB also uses that internally for synchronization between master and replica. No other ways to access the checkpoint mechanism found.

System Architecture

Shared-Nothing Embedded

LedisDB can be embedded in Go programs. It can also be used as an independent server. Multiple LedisDB nodes and coordinator nodes can form a cluster with partition and Master-Replica replication. Each server does not share anything with others and only communicates with each other through the network connection. LedisDB provides a SLAVEOF command thus a LedisDB server can be configured as a master node or a replica of some master node on the fly. It also provides a PING command for checking whether a server is alive. LedisDB cluster needs a group of dedicated coordinators (redis-failover) that use this two commands to monitor and manage the Master-Replica groups. To support partition, another group of coordinators (xcodis) is needed, which serve as proxies that dispatch requests to different Master-Replica groups based on partition. Unfortunately, in GitHub issue, the developer states that he will not maintain this part anymore, because he does not have enough time. For more detail, you can see this article about LedisDB cluster written by the developer.

Query Compilation

Not Supported

Storage Organization

Log-structured

LedisDB uses RocksDB, LevelDB or goleveldb as storage engine. Therefore, it inherits their Log-structured storage organization.

Query Interface

Custom API HTTP / REST Command-line / Shell

LedisDB can be embedded in Go programs and programs can use its API to perform queries. LedisDB also provides a query interface in redis protocol called RESP(REdis Serialization Protocol), and can be queried via redis-cli. LedisDB has HTTP API support, too.

Joins

Not Supported

As a key/value store, no join feature is provided in LedisDB.

Indexes

Skip List Log-Structured Merge Tree

LedisDB does not make its own indexes, it just uses underlying storage engines' index data structure, which is the Log-Structured Merge Tree. They also use Skip List in the MemTable part.

Storage Architecture

Disk-oriented In-Memory Hybrid

LedisDB uses RocksDB, LevelDB or goleveldb as storage engine and thus inherits their storage architecture. It also provides an option to use memory-backed storage (via goleveldb).

Views

Not Supported

Concurrency Control

Not Supported

There is no concurrency control protocol in LedisDB because it does not support transactions. Like Redis, LedisDB processes requests as command sequences. Each command is treated as a single atomic operation. However, LedisDB does not provide any mechanism to combine commands into transactions.