Exact(4)
The client node labeled YCSB Benchmark runs the ONDM framework or the native driver which are driven by the YCSB benchmarks discussed above.
Table 2 shows an excerpt of the calls that provide applications with data access and that need to be intercepted in the JDBC API, with MongoDB's native driver and with the LightCouch driver for CouchDB, which are among the most popular NoSQL database engines [43].
Table 6 The average latency and overhead for Query C, which retrieves a single object 1-node 9-node Native driver Latency Overhead Latency Overhead MongoDB 281μ s - 621μ s - Platform Kundera 408μ s 127μ s 743μ s 122μ s EclipseLink 453μ s 172μ s 783μ s 162μ s Hibernate OGM 590μ s 309μ s 921μ s 301μ s DataNucleus 1.010μ s 729μ s 1.581μ s 960μ s.
Table 7 The average latency and overhead for Query D, which retrieves on average 1.35 objects 1-node 9-node Native driver Latency Overhead Latency Overhead MongoDB 250μ s - 576μ s - Platform Kundera 347μ s 97μ s 677μ s 100μ s EclipseLink 396μ s 146μ s 729μ s 152μ s Hibernate OGM 553μ s 304μ s 883μ s 306μ s DataNucleus 957μ s 707μ s 1.520μ s 944μ s.
Similar(56)
Spark doesn't have persistent storage (besides persisting in-memory), but a database may be accessed with native drivers or APIs.
It's a comedy of power – his material includes a riff about driving in Doha and how native Qataris like himself, when they are seized by road rage, shout out to the other (presumed non-native) driver, "I cancel your visa!", a reference to the indentured-worker status of the majority of Qatar's inhabitants.
These systems support translating a common data model and operations to the native database driver.
The Database Mapper is a pluggable module that implements the native Database Driver's API.
For example, the MongoDB native database driver can process create, read and update operations at a faster rate than the ONDMs, as shown.
It may seem that the ONDM frameworks in some cases outperform the native database driver, but this is mainly due to the variance of database latency.
The ideal case is read in-memory, where the standard deviation is almost identical for all four frameworks and the native MongoDB driver.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com