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Demo project to show different Java templating engines in combination with Spring WebFlux and JMH

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Comparing Template engines for Spring WebFlux

This is a demo project, based on former Comparing Template engines for Spring Web MVC, which accompanied Jeroen Reijn in "Shoot-out! Template engines for the JVM" presentation, which shows the differences among several Java template engines in combination with Spring MVC, now with Spring WebFlux. Some template engines were removed from former benchmark, since they do not support PSSR (Progressive server-side rendering).

Template engines used in this project are:

A key difference from the previous benchmark is the use of a reactive data model, specifically Observable<Presentation> from the RxJava library, instead of a List<Presentation>. However, not all template engines can handle reactive data models without blocking. Only Thymeleaf and HtmlFlow effectively manage asynchronous APIs. For the other template engines, we must block when accessing data from Observable<Presentation>, but this blocking should occur in a new coroutine, freeing the request handler coroutine to process other HTTP requests. Routes blocking are marked with /sync in their path to highlight this behavior. Next, we present the list of routes handled by each templating approach:

You need Java 17 and Maven 3 to build and run this project.

Build the project with: mvn clean install

Run the project with: mvn spring-boot:run

Build and run with JMH

Another distinction in this benchmark is the ability to use JMH for performance benchmarking.

Build the project with: mvn clean install

Run the project with:

java -jar target/template-engines.jar -i 4 -wi 4 -f 1 -r 2 -w 2 -p route=/thymeleaf,/htmlFlow,/kotlinx

Benchmarking Scalability

The bench-ab.sh script starts the Spring WebFlux server and uses the Apache HTTP server benchmarking tool to perform concurrent HTTP requests. It begins with a warm-up phase, sending 1000 requests across all available routes. Following that, the benchmark is run with varying concurrency levels, from 1 to 128 threads. The total number of requests equals the concurrency value multiplied by 256. A template engine that scales without bottlenecks should maintain consistent response times as concurrency increases, with throughput rising proportionally.

Below is a sample of the run-ab.sh script, invoked by bench-ab.sh for each available route.

REQUESTS=256
THREADS=(1 2 4 8 16 32 64 128)
ITERATIONS=2

for ths in "${THREADS[@]}"; do   # For each number of threads
  for path in "$@"; do           # For each path in line argument
    for ((n=0;n<$ITERATIONS;n++)); do
      total_requests=$((REQUESTS * ths))
      result=$(ab -q -s 240 -n $total_requests -c $ths http://localhost:8080/$path)
      echo ":::::::::::::::::::::::::::::::     $path:$ths:$total_requests:$result"
    done
  done
done

The performance results in following Figure depict the throughput (number of requests per second) for each template engine, with concurrent requests ranging from 1 to 128, labeled above each bar. The benchmarks include HtmlFlow using suspendable web templates (HF-susp), Thymeleaf-rx with the reactive ViewResolver driver, and Sync representing all templates (i.e. KotlinX.html, Rocker, JStachio, Pebble, Freemarker, Trimou, and Velocity) using a synchronous blocking approach executed in user-level threads on a separate dispatcher. With 4 available cores, we observed that throughput scales across all template engines until reaching 4 concurrent requests. Beyond this point, templates utilizing non-blocking, specifically Thymeleaf and HtmlFlow, exhibit varying performances. These two approaches are the only ones that scale effectively up to 32 threads. However, HtmlFlow consistently scales up to 128 threads and doubles the performance achieved by Thymeleaf.

Our tests were conducted on a GitHub-hosted virtual machine under GitHub Actions, running Ubuntu 22.04 with 4 processors and 16 GB of RAM. All experiments were run with OpenJDK VM Corretto 17.

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