.gitlab-ci.yml

+image: "sbtscala/scala-sbt:graalvm-ce-22.3.0-b2-java17_1.8.3_3.2.2"
+
+variables:
+  SBT_VERSION: "1.7.1"
+  SBT_OPTS: "-Dsbt.global.base=sbt-cache/.sbtboot -Dsbt.boot.directory=sbt-cache/.boot -Dsbt.ivy.home=sbt-cache/.ivy"
+
+cache:
+  key: "$CI_BUILD_REF_NAME" # contains either the branch or the tag, so it's caching per branch
+  untracked: true
+  paths:
+    - "sbt-cache/.ivy.cache"
+    - "sbt-cache/.boot"
+    - "sbt-cache/.sbtboot"
+    - "sbt-cache/target"
+
+stages:
+  - test
+
+test:
+  timeout: 10m
+  tags:
+    - cs320
+  script:
+    - sbt "runMain lecture1.javaThreads; runMain lecture1.scalaThreadWrapper; runMain lecture1.ExampleThread; runMain lecture3.intersectionWrong; runMain lecture3.intersectionCorrect; runMain lecture3.intersectionNoSideEffect; runMain lecture3.parallelGraphContraction; runMain lecture3.parallelGraphContractionCorrect; runMain midterm22.mock1; runMain midterm22.part3; runMain ed.patternMatching; runMain lecture13.askPatternDemo; test; runMain lecture13.becomeDemo; runMain ed.futuresForTranslation; runMain concpar20final03.concpar20final03; scalafmtCheck; Test / scalafmtCheck"

.scalafmt.conf

-version = "3.5.9"
-runner.dialect = scala3
\ No newline at end of file
+version = "3.6.1"
+runner.dialect = scala3
+newlines.source = keep
+rewrite.scala3.convertToNewSyntax = true
+rewrite.scala3.removeOptionalBraces = true

README.md

-# Scala 3 SBT Project
+# Demo code for the course CS-206: Parallelism and concurrency
 
-This contains the basic sbt configuration needed to run Scala 3 code.
+Everybody is welcome to contribute by creating merge requests!
 
 ## Installation
 
@@ -10,15 +10,16 @@ This contains the basic sbt configuration needed to run Scala 3 code.
 1. Click on "Import SBT Build":
      
      <img src="https://gitlab.epfl.ch/lamp/cs210/uploads/b1926bf55d4d4ce136859afaaad1c7f2/Screenshot_2021-09-30_at_13.22.36.png" width="500px" />
+
 1. Wait while Metals runs `bloopInstal`:
      
-     <img src="https://gitlab.epfl.ch/lamp/cs210/uploads/58d513dee61f3584f3e5cf8b10d3510c/Screenshot_2021-09-30_at_13.24.37.png" width="500px" />
+     <img src="https://gitlab.epfl.ch/lamp/cs210/uploads/58d513dee61f3584f3e5cf8b10d3510c/Screenshot_2021-09-30_at_13.24.37.png" width="400px" />
 
 ## Usage
 
-### Normal Scala files
+### Standard Scala files
 
-“Normal” Scala files (ending with `.scala`) must have a `@main` method. For example, [`01-java-threads.scala`](src/main/scala/lecture1/01-java-threads.scala), the main method is `testThreads`. You can run it from the command-line, first by entering the sbt shell:
+“Normal” Scala files (ending with `.scala`) must have a `@main` method. For example, [`01-java-threads.scala`](src/main/scala/lecture1/01-javaThreads.scala), the main method is `testThreads`. You can run it from the command-line, first by entering the sbt shell:
 
 ```bash
 sbt
@@ -26,15 +27,15 @@ sbt
 and then by running:
 
 ```bash
-runMain testThreads
+runMain javaThreads
 ```
 
-where `testThreads` is the name of the `@main` function. This should output something similar to:
+where `javaThreads` is the name of a `@main` function. This should output something similar to:
 
 ```
-sbt:cs206-demos> run testThreads
-[info] compiling 1 Scala source to /Users/mbovel/cs206-demos/target/scala-3.2.0/classes ...
-[info] running testThreads testThreads
+sbt:cs206-demos> run javaThreads
+[info] compiling 1 Scala source to /Users/me/cs206-demos/target/scala-3.2.0/classes ...
+[info] running javaThreads javaThreads
 Little threads did not start yet!
 ThreadThread-3 has counter 0
 ThreadThread-2 has counter 0
@@ -52,8 +53,16 @@ You can also directly run it from VSCode using the `run` link:
 
 Inside `src/main/scala`, you can create Scala _worksheets_ (files ending with `.worksheet.sc`). These are special Scala files meant for experimentation where the result of every top-level expression is directly displayed in the IDE. See [the official tutorial about Scala worksheets](https://docs.scala-lang.org/scala3/book/tools-worksheets.html) for more details.
 
-We provide [`sumList.worksheet.sc`](src/main/scala/sumList.worksheet.sc) as an example. If you open it in VSCode, you should see the result of all top-level expressions automatically displayed:
+You can try [`01-sumList.worksheet.sc`](src/main/scala/ex01/01-sumList.worksheet.sc) as an example. If you open it in VSCode, you should see the result of all top-level expressions automatically displayed:
 
-![Example of a worksheet opened in VSCode](images/worksheet_screenshot.png)
+![Example of a worksheet opened in VSCode](images/worksheet_screenshot.jpg)
 
 Try to change the code and you should see the results automatically updating!
+
+### Format code
+
+This project uses [scalafmt](https://scalameta.org/scalafmt/) to format code.
+
+You can run the formatter using `sbt scalafmt`.
+
+The code style is configured in [.scalafmt.conf](.scalafmt.conf).

benchmarks/graph.py → benchmarks-results/graph.py

@@ -5,7 +5,7 @@ import pandas as pd
 import plotly.express as px
 from typing import Union, Literal
 
-image_height = 500
+image_height = 800
 
 
 def load_data(bench_suite):
@@ -21,11 +21,12 @@ def load_data(bench_suite):
                     yield (jvm, benchmark, int(run), int(fork), time)
 
 
+Scale = Union[Literal["lin"], Literal["log"]]
 Mode = Union[Literal["bar"], Literal["strip"], Literal["box"]]
 Orientation = Union[Literal["h"], Literal["v"]]
 
 
-def make_bars_graph(bench_suite, mode: Mode, orientation: Orientation):
+def make_bars_graph(bench_suite, max, mode: Mode, orientation: Orientation, scale: Scale):
     df = pd.DataFrame(
         load_data(bench_suite),
         columns=("jvm", "benchmark", "run", "fork", "time")
@@ -36,9 +37,11 @@ def make_bars_graph(bench_suite, mode: Mode, orientation: Orientation):
         df = df.agg([("median", np.median), ("min", np.min), ("max", np.max)])
         df = df.reset_index()
         df.columns = [' '.join(col).strip() for col in df.columns.values]
-        df["time error"] = df["time median"] - df["time min"]
-        df["time error minus"] = df["time max"] - df["time median"]
-    df = df.sort_values(by=["benchmark"], ascending=False)
+        df["time error minus"] = df["time median"] - df["time min"]
+        df["time error"] = df["time max"] - df["time median"]
+    reverse_order = orientation == "v"
+    df = df.sort_values(by=["jvm"], ascending=not reverse_order)
+    df = df.sort_values(by=["benchmark"], ascending=reverse_order)
 
     args = {
         "x" if orientation == "h" else "y": "time median" if mode == "bar" else "time",
@@ -48,35 +51,44 @@ def make_bars_graph(bench_suite, mode: Mode, orientation: Orientation):
         "color_discrete_sequence": px.colors.qualitative.Pastel1,
         "template": "plotly_white"
     }
+    if scale == "log":
+        args["log_x" if orientation == "h" else "log_y"] = True
+    elif scale == "lin":
+        args["range_x" if orientation == "h" else "range_y"] = [0, max]
     if mode == "bar":
         args |= {
             "barmode": "group",
             "error_x" if orientation == "h" else "error_y": "time error",
             "error_x_minus" if orientation == "h" else "error_y_minus": "time error minus"
         }
-    elif mode == "box":
-        args |= {
-            "points": "all"
-        }
 
     fig = getattr(px, mode)(df, **args)
 
+
+    log_note = "" if scale == "lin" else " Note the logarithmic scale."
     layout_args = {
         "title": bench_suite,
-        "xaxis_title" if orientation == "h" else "yaxis_title": "Throughput [ops/s] (higher is better)",
-        "yaxis_title" if orientation == "h" else "xaxis_title": "Benchmark"
+        "xaxis_title" if orientation == "h" else "yaxis_title": f"Throughput [ops/s] (Higher is better.{log_note})",
+        "yaxis_title" if orientation == "h" else "xaxis_title": "Benchmark",
+        "legend_traceorder": "reversed"
     }
     fig.update_layout(**layout_args)
 
     fig.write_html(
-        f"benchmarks/graphs/{bench_suite}-{mode}-{orientation}.html",
+        f"benchmarks/graphs/{bench_suite}-{mode}-{orientation}-{scale}.html",
         include_plotlyjs='cdn'
     )
     fig.write_image(
-        f"benchmarks/graphs/{bench_suite}-{mode}-{orientation}.svg",
+        f"benchmarks/graphs/{bench_suite}-{mode}-{orientation}-{scale}.svg",
         height=image_height,
-        width=image_height * 2
+        width=image_height * 1.5
     )
 
 
-make_bars_graph("SumBenchmark", "bar", "h")
+make_bars_graph("AppendBenchmark", 450000000, "bar", "h", "log")
+make_bars_graph("AppendBenchmark", 450000000, "box", "h", "log")
+make_bars_graph("AppendBenchmark", 450000000, "strip", "h", "log")
+
+make_bars_graph("SumBenchmark", 450000, "bar", "h", "lin")
+make_bars_graph("SumBenchmark", 450000, "box", "h", "lin")
+make_bars_graph("SumBenchmark", 450000, "strip", "h", "lin")

benchmarks-results/graphs/AppendBenchmark-bar-h-log.html

+<html>
+<head><meta charset="utf-8" /></head>
+<body>
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+</body>
+</html>
\ No newline at end of file

benchmarks-results/graphs/AppendBenchmark-bar-h-log.svg

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benchmarks-results/results/01-AppendBenchmark-graal-1.json

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benchmarks-results/results/01-AppendBenchmark-graal-1.txt

+[info] welcome to sbt 1.7.1 (GraalVM Community Java 17.0.6)
+[info] loading settings for project cs206-demos-build-build-build from metals.sbt ...
+[info] loading project definition from /Users/mbovel/cs206-demos/project/project/project
+[info] loading settings for project cs206-demos-build-build from metals.sbt ...
+[info] loading project definition from /Users/mbovel/cs206-demos/project/project
+[success] Generated .bloop/cs206-demos-build-build.json
+[success] Total time: 0 s, completed Mar 4, 2023, 11:01:57 PM
+[info] loading settings for project cs206-demos-build from metals.sbt,plugins.sbt ...
+[info] loading project definition from /Users/mbovel/cs206-demos/project
+[success] Generated .bloop/cs206-demos-build.json
+[success] Total time: 0 s, completed Mar 4, 2023, 11:01:58 PM
+[info] loading settings for project cs206-demos from build.sbt ...
+[info] set current project to cs206-demos (in build file:/Users/mbovel/cs206-demos/)
+[success] Total time: 0 s, completed Mar 4, 2023, 11:01:59 PM
+[info] compiling 7 Scala sources and 1 Java source to /Users/mbovel/cs206-demos/target/scala-3.2.0/classes ...
+[warn] there was 1 deprecation warning; re-run with -deprecation for details
+[warn] one warning found
+[info] done compiling
+[info] running org.openjdk.jmh.generators.bytecode.JmhBytecodeGenerator /Users/mbovel/cs206-demos/target/scala-3.2.0/classes /Users/mbovel/cs206-demos/target/scala-3.2.0/src_managed/jmh /Users/mbovel/cs206-demos/target/scala-3.2.0/resource_managed/jmh default
+Processing 18 classes from /Users/mbovel/cs206-demos/target/scala-3.2.0/classes with "reflection" generator
+Writing out Java source to /Users/mbovel/cs206-demos/target/scala-3.2.0/src_managed/jmh and resources to /Users/mbovel/cs206-demos/target/scala-3.2.0/resource_managed/jmh
+[info] compiling 22 Java sources to /Users/mbovel/cs206-demos/target/scala-3.2.0/classes ...
+[info] done compiling
+[info] running (fork) org.openjdk.jmh.Main -wi 5 -w 2 -i 5 -r 2 -f 4 -rf JSON -rff benchmarks/results/01-AppendBenchmark-graal-1.json AppendBenchmark
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench00_prepend
+[info] # Parameters: (seqType = List)
+[info] # Run progress: 0.00% complete, ETA 00:05:20
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 381047718.506 ops/s
+[info] # Warmup Iteration   2: 427224393.761 ops/s
+[info] # Warmup Iteration   3: 423193224.651 ops/s
+[info] # Warmup Iteration   4: 431354803.364 ops/s
+[info] # Warmup Iteration   5: 425292407.783 ops/s
+[info] Iteration   1: 425146189.812 ops/s
+[info] Iteration   2: 430857438.876 ops/s
+[info] Iteration   3: 433401016.548 ops/s
+[info] Iteration   4: 431815393.411 ops/s
+[info] Iteration   5: 424883952.258 ops/s
+[info] # Run progress: 6.25% complete, ETA 00:05:06
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 380260895.661 ops/s
+[info] # Warmup Iteration   2: 416517716.635 ops/s
+[info] # Warmup Iteration   3: 421912958.285 ops/s
+[info] # Warmup Iteration   4: 444073871.108 ops/s
+[info] # Warmup Iteration   5: 458461559.778 ops/s
+[info] Iteration   1: 461645065.699 ops/s
+[info] Iteration   2: 460191539.438 ops/s
+[info] Iteration   3: 448251623.657 ops/s
+[info] Iteration   4: 434500677.474 ops/s
+[info] Iteration   5: 431652735.206 ops/s
+[info] # Run progress: 12.50% complete, ETA 00:04:45
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 396905467.727 ops/s
+[info] # Warmup Iteration   2: 444380307.150 ops/s
+[info] # Warmup Iteration   3: 457208905.266 ops/s
+[info] # Warmup Iteration   4: 452339719.713 ops/s
+[info] # Warmup Iteration   5: 456114608.827 ops/s
+[info] Iteration   1: 458010338.276 ops/s
+[info] Iteration   2: 451956643.464 ops/s
+[info] Iteration   3: 453840583.668 ops/s
+[info] Iteration   4: 455799128.890 ops/s
+[info] Iteration   5: 453870871.769 ops/s
+[info] # Run progress: 18.75% complete, ETA 00:04:24
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 400834886.163 ops/s
+[info] # Warmup Iteration   2: 438573552.590 ops/s
+[info] # Warmup Iteration   3: 456080197.521 ops/s
+[info] # Warmup Iteration   4: 454083475.609 ops/s
+[info] # Warmup Iteration   5: 456513879.642 ops/s
+[info] Iteration   1: 458821573.624 ops/s
+[info] Iteration   2: 461075371.213 ops/s
+[info] Iteration   3: 456842043.263 ops/s
+[info] Iteration   4: 444712875.199 ops/s
+[info] Iteration   5: 446106131.214 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench00_prepend":
+[info]   446169059.648 ±(99.9%) 11214208.796 ops/s [Average]
+[info]   (min, avg, max) = (424883952.258, 446169059.648, 461645065.699), stdev = 12914299.527
+[info]   CI (99.9%): [434954850.852, 457383268.444] (assumes normal distribution)
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench00_prepend
+[info] # Parameters: (seqType = Array)
+[info] # Run progress: 25.00% complete, ETA 00:04:04
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 296135.731 ops/s
+[info] # Warmup Iteration   2: 348041.938 ops/s
+[info] # Warmup Iteration   3: 360097.821 ops/s
+[info] # Warmup Iteration   4: 358308.467 ops/s
+[info] # Warmup Iteration   5: 361229.007 ops/s
+[info] Iteration   1: 364067.835 ops/s
+[info] Iteration   2: 365280.101 ops/s
+[info] Iteration   3: 363320.612 ops/s
+[info] Iteration   4: 362222.824 ops/s
+[info] Iteration   5: 365114.857 ops/s
+[info] # Run progress: 31.25% complete, ETA 00:03:44
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 293597.068 ops/s
+[info] # Warmup Iteration   2: 365364.171 ops/s
+[info] # Warmup Iteration   3: 362408.373 ops/s
+[info] # Warmup Iteration   4: 345699.759 ops/s
+[info] # Warmup Iteration   5: 365643.772 ops/s
+[info] Iteration   1: 368073.263 ops/s
+[info] Iteration   2: 358380.082 ops/s
+[info] Iteration   3: 364890.657 ops/s
+[info] Iteration   4: 358686.319 ops/s
+[info] Iteration   5: 364896.769 ops/s
+[info] # Run progress: 37.50% complete, ETA 00:03:23
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 285220.604 ops/s
+[info] # Warmup Iteration   2: 368589.424 ops/s
+[info] # Warmup Iteration   3: 364954.592 ops/s
+[info] # Warmup Iteration   4: 362988.437 ops/s
+[info] # Warmup Iteration   5: 365722.204 ops/s
+[info] Iteration   1: 371750.633 ops/s
+[info] Iteration   2: 370248.019 ops/s
+[info] Iteration   3: 367284.467 ops/s
+[info] Iteration   4: 361592.304 ops/s
+[info] Iteration   5: 365939.979 ops/s
+[info] # Run progress: 43.75% complete, ETA 00:03:03
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 276001.317 ops/s
+[info] # Warmup Iteration   2: 368081.922 ops/s
+[info] # Warmup Iteration   3: 368137.082 ops/s
+[info] # Warmup Iteration   4: 362280.179 ops/s
+[info] # Warmup Iteration   5: 368830.032 ops/s
+[info] Iteration   1: 372228.066 ops/s
+[info] Iteration   2: 371676.239 ops/s
+[info] Iteration   3: 369231.616 ops/s
+[info] Iteration   4: 365359.077 ops/s
+[info] Iteration   5: 368569.532 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench00_prepend":
+[info]   365940.663 ±(99.9%) 3481.252 ops/s [Average]
+[info]   (min, avg, max) = (358380.082, 365940.663, 372228.066), stdev = 4009.015
+[info]   CI (99.9%): [362459.411, 369421.915] (assumes normal distribution)
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench01_append
+[info] # Parameters: (seqType = List)
+[info] # Run progress: 50.00% complete, ETA 00:02:43
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 24477.422 ops/s
+[info] # Warmup Iteration   2: 28695.760 ops/s
+[info] # Warmup Iteration   3: 29581.586 ops/s
+[info] # Warmup Iteration   4: 29354.206 ops/s
+[info] # Warmup Iteration   5: 30310.929 ops/s
+[info] Iteration   1: 29852.693 ops/s
+[info] Iteration   2: 30796.689 ops/s
+[info] Iteration   3: 29769.087 ops/s
+[info] Iteration   4: 29563.698 ops/s
+[info] Iteration   5: 30235.122 ops/s
+[info] # Run progress: 56.25% complete, ETA 00:02:22
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 25576.154 ops/s
+[info] # Warmup Iteration   2: 28892.287 ops/s
+[info] # Warmup Iteration   3: 32405.438 ops/s
+[info] # Warmup Iteration   4: 33109.307 ops/s
+[info] # Warmup Iteration   5: 32416.613 ops/s
+[info] Iteration   1: 33628.648 ops/s
+[info] Iteration   2: 33577.180 ops/s
+[info] Iteration   3: 32347.763 ops/s
+[info] Iteration   4: 32932.022 ops/s
+[info] Iteration   5: 33485.491 ops/s
+[info] # Run progress: 62.50% complete, ETA 00:02:02
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 24036.162 ops/s
+[info] # Warmup Iteration   2: 28570.104 ops/s
+[info] # Warmup Iteration   3: 29892.723 ops/s
+[info] # Warmup Iteration   4: 31092.974 ops/s
+[info] # Warmup Iteration   5: 30284.315 ops/s
+[info] Iteration   1: 31314.878 ops/s
+[info] Iteration   2: 31434.371 ops/s
+[info] Iteration   3: 30720.359 ops/s
+[info] Iteration   4: 30491.396 ops/s
+[info] Iteration   5: 30625.042 ops/s
+[info] # Run progress: 68.75% complete, ETA 00:01:41
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 24291.201 ops/s
+[info] # Warmup Iteration   2: 28245.687 ops/s
+[info] # Warmup Iteration   3: 29010.364 ops/s
+[info] # Warmup Iteration   4: 30675.160 ops/s
+[info] # Warmup Iteration   5: 30696.314 ops/s
+[info] Iteration   1: 30289.853 ops/s
+[info] Iteration   2: 30630.345 ops/s
+[info] Iteration   3: 29673.141 ops/s
+[info] Iteration   4: 30628.296 ops/s
+[info] Iteration   5: 30655.364 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench01_append":
+[info]   31132.572 ±(99.9%) 1159.413 ops/s [Average]
+[info]   (min, avg, max) = (29563.698, 31132.572, 33628.648), stdev = 1335.182
+[info]   CI (99.9%): [29973.158, 32291.985] (assumes normal distribution)
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench01_append
+[info] # Parameters: (seqType = Array)
+[info] # Run progress: 75.00% complete, ETA 00:01:21
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 285220.028 ops/s
+[info] # Warmup Iteration   2: 372124.146 ops/s
+[info] # Warmup Iteration   3: 363692.939 ops/s
+[info] # Warmup Iteration   4: 374041.506 ops/s
+[info] # Warmup Iteration   5: 368938.188 ops/s
+[info] Iteration   1: 372434.863 ops/s
+[info] Iteration   2: 373849.268 ops/s
+[info] Iteration   3: 361156.256 ops/s
+[info] Iteration   4: 373436.761 ops/s
+[info] Iteration   5: 373967.366 ops/s
+[info] # Run progress: 81.25% complete, ETA 00:01:01
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 301465.298 ops/s
+[info] # Warmup Iteration   2: 367326.350 ops/s
+[info] # Warmup Iteration   3: 356063.857 ops/s
+[info] # Warmup Iteration   4: 368534.227 ops/s
+[info] # Warmup Iteration   5: 363806.611 ops/s
+[info] Iteration   1: 367803.555 ops/s
+[info] Iteration   2: 369126.426 ops/s
+[info] Iteration   3: 356404.739 ops/s
+[info] Iteration   4: 368298.699 ops/s
+[info] Iteration   5: 365936.150 ops/s
+[info] # Run progress: 87.50% complete, ETA 00:00:40
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 288105.135 ops/s
+[info] # Warmup Iteration   2: 372135.962 ops/s
+[info] # Warmup Iteration   3: 363791.208 ops/s
+[info] # Warmup Iteration   4: 373039.977 ops/s
+[info] # Warmup Iteration   5: 361349.933 ops/s
+[info] Iteration   1: 374159.116 ops/s
+[info] Iteration   2: 372721.858 ops/s
+[info] Iteration   3: 363757.103 ops/s
+[info] Iteration   4: 375390.866 ops/s
+[info] Iteration   5: 372349.273 ops/s
+[info] # Run progress: 93.75% complete, ETA 00:00:20
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 283309.221 ops/s
+[info] # Warmup Iteration   2: 369986.476 ops/s
+[info] # Warmup Iteration   3: 360971.766 ops/s
+[info] # Warmup Iteration   4: 372348.578 ops/s
+[info] # Warmup Iteration   5: 368389.785 ops/s
+[info] Iteration   1: 372475.707 ops/s
+[info] Iteration   2: 370021.014 ops/s
+[info] Iteration   3: 361357.288 ops/s
+[info] Iteration   4: 372653.085 ops/s
+[info] Iteration   5: 365504.041 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench01_append":
+[info]   369140.172 ±(99.9%) 4577.124 ops/s [Average]
+[info]   (min, avg, max) = (356404.739, 369140.172, 375390.866), stdev = 5271.023
+[info]   CI (99.9%): [364563.048, 373717.296] (assumes normal distribution)
+[info] # Run complete. Total time: 00:05:26
+[info] REMEMBER: The numbers below are just data. To gain reusable insights, you need to follow up on
+[info] why the numbers are the way they are. Use profilers (see -prof, -lprof), design factorial
+[info] experiments, perform baseline and negative tests that provide experimental control, make sure
+[info] the benchmarking environment is safe on JVM/OS/HW level, ask for reviews from the domain experts.
+[info] Do not assume the numbers tell you what you want them to tell.
+[info] NOTE: Current JVM experimentally supports Compiler Blackholes, and they are in use. Please exercise
+[info] extra caution when trusting the results, look into the generated code to check the benchmark still
+[info] works, and factor in a small probability of new VM bugs. Additionally, while comparisons between
+[info] different JVMs are already problematic, the performance difference caused by different Blackhole
+[info] modes can be very significant. Please make sure you use the consistent Blackhole mode for comparisons.
+[info] Benchmark                        (seqType)   Mode  Cnt          Score          Error  Units
+[info] AppendBenchmark.bench00_prepend       List  thrpt   20  446169059.648 ± 11214208.796  ops/s
+[info] AppendBenchmark.bench00_prepend      Array  thrpt   20     365940.663 ±     3481.252  ops/s
+[info] AppendBenchmark.bench01_append        List  thrpt   20      31132.572 ±     1159.413  ops/s
+[info] AppendBenchmark.bench01_append       Array  thrpt   20     369140.172 ±     4577.124  ops/s
+[info] Benchmark result is saved to benchmarks/results/01-AppendBenchmark-graal-1.json
+[success] Total time: 333 s (05:33), completed Mar 4, 2023, 11:07:31 PM

benchmarks-results/results/01-AppendBenchmark-graal-2.json

+[
+    {
+        "jmhVersion" : "1.36",
+        "benchmark" : "benchmarks.AppendBenchmark.bench00_prepend",
+        "mode" : "thrpt",
+        "threads" : 1,
+        "forks" : 4,
+        "jvm" : "/private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java",
+        "jvmArgs" : [
+            "-XX:ThreadPriorityPolicy=1",
+            "-XX:+UnlockExperimentalVMOptions",
+            "-XX:+EnableJVMCIProduct",
+            "-XX:JVMCIThreadsPerNativeLibraryRuntime=1",
+            "-XX:-UnlockExperimentalVMOptions"
+        ],
+        "jdkVersion" : "17.0.6",
+        "vmName" : "OpenJDK 64-Bit Server VM",
+        "vmVersion" : "17.0.6+10-jvmci-22.3-b13",
+        "warmupIterations" : 5,
+        "warmupTime" : "2 s",
+        "warmupBatchSize" : 1,
+        "measurementIterations" : 5,
+        "measurementTime" : "2 s",
+        "measurementBatchSize" : 1,
+        "params" : {
+            "seqType" : "List"
+        },
+        "primaryMetric" : {
+            "score" : 4.303102373312954E8,
+            "scoreError" : 2.7241588294618838E7,
+            "scoreConfidence" : [
+                4.030686490366765E8,
+                4.575518256259142E8
+            ],
+            "scorePercentiles" : {
+                "0.0" : 3.5630888951232433E8,
+                "50.0" : 4.363455779735644E8,
+                "90.0" : 4.6074719282569426E8,
+                "95.0" : 4.631307304661605E8,
+                "99.0" : 4.632522954921272E8,
+                "99.9" : 4.632522954921272E8,
+                "99.99" : 4.632522954921272E8,
+                "99.999" : 4.632522954921272E8,
+                "99.9999" : 4.632522954921272E8,
+                "100.0" : 4.632522954921272E8
+            },
+            "scoreUnit" : "ops/s",
+            "rawData" : [
+                [
+                    4.065848481908778E8,
+                    3.9978214124478275E8,
+                    3.5630888951232433E8,
+                    3.682305721780129E8,
+                    4.030907216002676E8
+                ],
+                [
+                    4.239890786574598E8,
+                    4.1862561216841006E8,
+                    4.236333284177736E8,
+                    4.2100190182708114E8,
+                    4.268119512233757E8
+                ],
+                [
+                    4.6008297350180113E8,
+                    4.576221812148033E8,
+                    4.579765220764096E8,
+                    4.47162800425273E8,
+                    4.5816857537053376E8
+                ],
+                [
+                    4.608209949727935E8,
+                    4.5615324497882104E8,
+                    4.632522954921272E8,
+                    4.5102690884922475E8,
+                    4.458792047237531E8
+                ]
+            ]
+        },
+        "secondaryMetrics" : {
+        }
+    },
+    {
+        "jmhVersion" : "1.36",
+        "benchmark" : "benchmarks.AppendBenchmark.bench00_prepend",
+        "mode" : "thrpt",
+        "threads" : 1,
+        "forks" : 4,
+        "jvm" : "/private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java",
+        "jvmArgs" : [
+            "-XX:ThreadPriorityPolicy=1",
+            "-XX:+UnlockExperimentalVMOptions",
+            "-XX:+EnableJVMCIProduct",
+            "-XX:JVMCIThreadsPerNativeLibraryRuntime=1",
+            "-XX:-UnlockExperimentalVMOptions"
+        ],
+        "jdkVersion" : "17.0.6",
+        "vmName" : "OpenJDK 64-Bit Server VM",
+        "vmVersion" : "17.0.6+10-jvmci-22.3-b13",
+        "warmupIterations" : 5,
+        "warmupTime" : "2 s",
+        "warmupBatchSize" : 1,
+        "measurementIterations" : 5,
+        "measurementTime" : "2 s",
+        "measurementBatchSize" : 1,
+        "params" : {
+            "seqType" : "Array"
+        },
+        "primaryMetric" : {
+            "score" : 350735.34944515524,
+            "scoreError" : 24594.57372149175,
+            "scoreConfidence" : [
+                326140.7757236635,
+                375329.923166647
+            ],
+            "scorePercentiles" : {
+                "0.0" : 299374.76674105634,
+                "50.0" : 365986.01129041135,
+                "90.0" : 372760.74312900606,
+                "95.0" : 373043.87237984827,
+                "99.0" : 373053.1024960967,
+                "99.9" : 373053.1024960967,
+                "99.99" : 373053.1024960967,
+                "99.999" : 373053.1024960967,
+                "99.9999" : 373053.1024960967,
+                "100.0" : 373053.1024960967
+            },
+            "scoreUnit" : "ops/s",
+            "rawData" : [
+                [
+                    368471.31068385014,
+                    364389.4925934419,
+                    369274.42815437744,
+                    361768.5744896276,
+                    369455.7461529183
+                ],
+                [
+                    371790.92974990146,
+                    373053.1024960967,
+                    367582.52998738084,
+                    362853.8831300189,
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+                [
+                    328081.37236376596,
+                    369703.4965260746,
+                    371471.6836964233,
+                    362630.1113117029,
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+                [
+                    310889.6846495775,
+                    313411.21165026084,
+                    299374.76674105634,
+                    300812.2437923424,
+                    305217.47293399106
+                ]
+            ]
+        },
+        "secondaryMetrics" : {
+        }
+    },
+    {
+        "jmhVersion" : "1.36",
+        "benchmark" : "benchmarks.AppendBenchmark.bench01_append",
+        "mode" : "thrpt",
+        "threads" : 1,
+        "forks" : 4,
+        "jvm" : "/private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java",
+        "jvmArgs" : [
+            "-XX:ThreadPriorityPolicy=1",
+            "-XX:+UnlockExperimentalVMOptions",
+            "-XX:+EnableJVMCIProduct",
+            "-XX:JVMCIThreadsPerNativeLibraryRuntime=1",
+            "-XX:-UnlockExperimentalVMOptions"
+        ],
+        "jdkVersion" : "17.0.6",
+        "vmName" : "OpenJDK 64-Bit Server VM",
+        "vmVersion" : "17.0.6+10-jvmci-22.3-b13",
+        "warmupIterations" : 5,
+        "warmupTime" : "2 s",
+        "warmupBatchSize" : 1,
+        "measurementIterations" : 5,
+        "measurementTime" : "2 s",
+        "measurementBatchSize" : 1,
+        "params" : {
+            "seqType" : "List"
+        },
+        "primaryMetric" : {
+            "score" : 30842.84622872265,
+            "scoreError" : 487.5627340953036,
+            "scoreConfidence" : [
+                30355.283494627347,
+                31330.408962817954
+            ],
+            "scorePercentiles" : {
+                "0.0" : 30000.579763015397,
+                "50.0" : 30999.946453911518,
+                "90.0" : 31407.235621306805,
+                "95.0" : 31832.653938144635,
+                "99.0" : 31854.892816202293,
+                "99.9" : 31854.892816202293,
+                "99.99" : 31854.892816202293,
+                "99.999" : 31854.892816202293,
+                "99.9999" : 31854.892816202293,
+                "100.0" : 31854.892816202293
+            },
+            "scoreUnit" : "ops/s",
+            "rawData" : [
+                [
+                    30280.07451355916,
+                    30099.64735823445,
+                    30000.579763015397,
+                    30430.946624009135,
+                    30606.98918276329
+                ],
+                [
+                    31222.03093552812,
+                    31107.874250478977,
+                    30658.834011531024,
+                    31381.3189176262,
+                    31282.972088173054
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+                [
+                    31221.948429473752,
+                    31305.70987123618,
+                    30892.01865734406,
+                    31210.856235594634,
+                    31854.892816202293
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+                [
+                    31410.115255049095,
+                    30272.118159122958,
+                    30053.845938311544,
+                    31355.271847875778,
+                    30208.87971932399
+                ]
+            ]
+        },
+        "secondaryMetrics" : {
+        }
+    },
+    {
+        "jmhVersion" : "1.36",
+        "benchmark" : "benchmarks.AppendBenchmark.bench01_append",
+        "mode" : "thrpt",
+        "threads" : 1,
+        "forks" : 4,
+        "jvm" : "/private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java",
+        "jvmArgs" : [
+            "-XX:ThreadPriorityPolicy=1",
+            "-XX:+UnlockExperimentalVMOptions",
+            "-XX:+EnableJVMCIProduct",
+            "-XX:JVMCIThreadsPerNativeLibraryRuntime=1",
+            "-XX:-UnlockExperimentalVMOptions"
+        ],
+        "jdkVersion" : "17.0.6",
+        "vmName" : "OpenJDK 64-Bit Server VM",
+        "vmVersion" : "17.0.6+10-jvmci-22.3-b13",
+        "warmupIterations" : 5,
+        "warmupTime" : "2 s",
+        "warmupBatchSize" : 1,
+        "measurementIterations" : 5,
+        "measurementTime" : "2 s",
+        "measurementBatchSize" : 1,
+        "params" : {
+            "seqType" : "Array"
+        },
+        "primaryMetric" : {
+            "score" : 364745.5936869782,
+            "scoreError" : 11566.73317748211,
+            "scoreConfidence" : [
+                353178.8605094961,
+                376312.3268644603
+            ],
+            "scorePercentiles" : {
+                "0.0" : 329223.05143850186,
+                "50.0" : 370705.6558278879,
+                "90.0" : 373174.72300587053,
+                "95.0" : 375312.3523448463,
+                "99.0" : 375421.573033883,
+                "99.9" : 375421.573033883,
+                "99.99" : 375421.573033883,
+                "99.999" : 375421.573033883,
+                "99.9999" : 375421.573033883,
+                "100.0" : 375421.573033883
+            },
+            "scoreUnit" : "ops/s",
+            "rawData" : [
+                [
+                    370730.8415600298,
+                    370632.88970682176,
+                    363285.0659979971,
+                    372244.1521719275,
+                    370680.470095746
+                ],
+                [
+                    372612.7967803672,
+                    371902.13426990516,
+                    364470.397661492,
+                    372498.65078634757,
+                    372513.3084583722
+                ],
+                [
+                    370391.1383451164,
+                    373237.15925314865,
+                    367240.00554685685,
+                    375421.573033883,
+                    371487.34619699797
+                ],
+                [
+                    357838.10464710026,
+                    340189.3818921946,
+                    329223.05143850186,
+                    337319.07794820616,
+                    370994.32794855273
+                ]
+            ]
+        },
+        "secondaryMetrics" : {
+        }
+    }
+]
+
+

benchmarks-results/results/01-AppendBenchmark-graal-2.txt

+[info] welcome to sbt 1.7.1 (GraalVM Community Java 17.0.6)
+[info] loading settings for project cs206-demos-build-build-build from metals.sbt ...
+[info] loading project definition from /Users/mbovel/cs206-demos/project/project/project
+[info] loading settings for project cs206-demos-build-build from metals.sbt ...
+[info] loading project definition from /Users/mbovel/cs206-demos/project/project
+[success] Generated .bloop/cs206-demos-build-build.json
+[success] Total time: 0 s, completed Mar 5, 2023, 12:50:13 PM
+[info] loading settings for project cs206-demos-build from metals.sbt,plugins.sbt ...
+[info] loading project definition from /Users/mbovel/cs206-demos/project
+[success] Generated .bloop/cs206-demos-build.json
+[success] Total time: 0 s, completed Mar 5, 2023, 12:50:14 PM
+[info] loading settings for project cs206-demos from build.sbt ...
+[info] set current project to cs206-demos (in build file:/Users/mbovel/cs206-demos/)
+[success] Total time: 0 s, completed Mar 5, 2023, 12:50:15 PM
+[info] compiling 7 Scala sources and 1 Java source to /Users/mbovel/cs206-demos/target/scala-3.2.0/classes ...
+[warn] there was 1 deprecation warning; re-run with -deprecation for details
+[warn] one warning found
+[info] done compiling
+[info] running org.openjdk.jmh.generators.bytecode.JmhBytecodeGenerator /Users/mbovel/cs206-demos/target/scala-3.2.0/classes /Users/mbovel/cs206-demos/target/scala-3.2.0/src_managed/jmh /Users/mbovel/cs206-demos/target/scala-3.2.0/resource_managed/jmh default
+Processing 18 classes from /Users/mbovel/cs206-demos/target/scala-3.2.0/classes with "reflection" generator
+Writing out Java source to /Users/mbovel/cs206-demos/target/scala-3.2.0/src_managed/jmh and resources to /Users/mbovel/cs206-demos/target/scala-3.2.0/resource_managed/jmh
+[info] compiling 22 Java sources to /Users/mbovel/cs206-demos/target/scala-3.2.0/classes ...
+[info] done compiling
+[info] running (fork) org.openjdk.jmh.Main -wi 5 -w 2 -i 5 -r 2 -f 4 -rf JSON -rff benchmarks/results/01-AppendBenchmark-graal-2.json AppendBenchmark
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench00_prepend
+[info] # Parameters: (seqType = List)
+[info] # Run progress: 0.00% complete, ETA 00:05:20
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 391613636.238 ops/s
+[info] # Warmup Iteration   2: 429588721.966 ops/s
+[info] # Warmup Iteration   3: 428049250.909 ops/s
+[info] # Warmup Iteration   4: 406963029.136 ops/s
+[info] # Warmup Iteration   5: 401672158.701 ops/s
+[info] Iteration   1: 406584848.191 ops/s
+[info] Iteration   2: 399782141.245 ops/s
+[info] Iteration   3: 356308889.512 ops/s
+[info] Iteration   4: 368230572.178 ops/s
+[info] Iteration   5: 403090721.600 ops/s
+[info] # Run progress: 6.25% complete, ETA 00:05:05
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 364466258.024 ops/s
+[info] # Warmup Iteration   2: 415278299.041 ops/s
+[info] # Warmup Iteration   3: 418841262.042 ops/s
+[info] # Warmup Iteration   4: 416924569.493 ops/s
+[info] # Warmup Iteration   5: 421497807.735 ops/s
+[info] Iteration   1: 423989078.657 ops/s
+[info] Iteration   2: 418625612.168 ops/s
+[info] Iteration   3: 423633328.418 ops/s
+[info] Iteration   4: 421001901.827 ops/s
+[info] Iteration   5: 426811951.223 ops/s
+[info] # Run progress: 12.50% complete, ETA 00:04:45
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 370583021.187 ops/s
+[info] # Warmup Iteration   2: 435513606.208 ops/s
+[info] # Warmup Iteration   3: 449285411.610 ops/s
+[info] # Warmup Iteration   4: 442676172.017 ops/s
+[info] # Warmup Iteration   5: 459864180.424 ops/s
+[info] Iteration   1: 460082973.502 ops/s
+[info] Iteration   2: 457622181.215 ops/s
+[info] Iteration   3: 457976522.076 ops/s
+[info] Iteration   4: 447162800.425 ops/s
+[info] Iteration   5: 458168575.371 ops/s
+[info] # Run progress: 18.75% complete, ETA 00:04:25
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 401558978.752 ops/s
+[info] # Warmup Iteration   2: 429946047.540 ops/s
+[info] # Warmup Iteration   3: 452599874.717 ops/s
+[info] # Warmup Iteration   4: 455637485.376 ops/s
+[info] # Warmup Iteration   5: 461309972.898 ops/s
+[info] Iteration   1: 460820994.973 ops/s
+[info] Iteration   2: 456153244.979 ops/s
+[info] Iteration   3: 463252295.492 ops/s
+[info] Iteration   4: 451026908.849 ops/s
+[info] Iteration   5: 445879204.724 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench00_prepend":
+[info]   430310237.331 ±(99.9%) 27241588.295 ops/s [Average]
+[info]   (min, avg, max) = (356308889.512, 430310237.331, 463252295.492), stdev = 31371453.592
+[info]   CI (99.9%): [403068649.037, 457551825.626] (assumes normal distribution)
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench00_prepend
+[info] # Parameters: (seqType = Array)
+[info] # Run progress: 25.00% complete, ETA 00:04:04
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 300145.909 ops/s
+[info] # Warmup Iteration   2: 366703.342 ops/s
+[info] # Warmup Iteration   3: 366284.098 ops/s
+[info] # Warmup Iteration   4: 360692.130 ops/s
+[info] # Warmup Iteration   5: 362061.133 ops/s
+[info] Iteration   1: 368471.311 ops/s
+[info] Iteration   2: 364389.493 ops/s
+[info] Iteration   3: 369274.428 ops/s
+[info] Iteration   4: 361768.574 ops/s
+[info] Iteration   5: 369455.746 ops/s
+[info] # Run progress: 31.25% complete, ETA 00:03:44
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 289697.373 ops/s
+[info] # Warmup Iteration   2: 370188.440 ops/s
+[info] # Warmup Iteration   3: 372434.071 ops/s
+[info] # Warmup Iteration   4: 363520.485 ops/s
+[info] # Warmup Iteration   5: 372521.822 ops/s
+[info] Iteration   1: 371790.930 ops/s
+[info] Iteration   2: 373053.102 ops/s
+[info] Iteration   3: 367582.530 ops/s
+[info] Iteration   4: 362853.883 ops/s
+[info] Iteration   5: 371606.448 ops/s
+[info] # Run progress: 37.50% complete, ETA 00:03:23
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 289813.800 ops/s
+[info] # Warmup Iteration   2: 369458.667 ops/s
+[info] # Warmup Iteration   3: 372437.739 ops/s
+[info] # Warmup Iteration   4: 364467.158 ops/s
+[info] # Warmup Iteration   5: 371778.750 ops/s
+[info] Iteration   1: 328081.372 ops/s
+[info] Iteration   2: 369703.497 ops/s
+[info] Iteration   3: 371471.684 ops/s
+[info] Iteration   4: 362630.111 ops/s
+[info] Iteration   5: 372868.500 ops/s
+[info] # Run progress: 43.75% complete, ETA 00:03:03
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 289966.934 ops/s
+[info] # Warmup Iteration   2: 369864.795 ops/s
+[info] # Warmup Iteration   3: 370581.719 ops/s
+[info] # Warmup Iteration   4: 318985.504 ops/s
+[info] # Warmup Iteration   5: 287819.941 ops/s
+[info] Iteration   1: 310889.685 ops/s
+[info] Iteration   2: 313411.212 ops/s
+[info] Iteration   3: 299374.767 ops/s
+[info] Iteration   4: 300812.244 ops/s
+[info] Iteration   5: 305217.473 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench00_prepend":
+[info]   350735.349 ±(99.9%) 24594.574 ops/s [Average]
+[info]   (min, avg, max) = (299374.767, 350735.349, 373053.102), stdev = 28323.148
+[info]   CI (99.9%): [326140.776, 375329.923] (assumes normal distribution)
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench01_append
+[info] # Parameters: (seqType = List)
+[info] # Run progress: 50.00% complete, ETA 00:02:43
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 24454.779 ops/s
+[info] # Warmup Iteration   2: 27701.177 ops/s
+[info] # Warmup Iteration   3: 29648.150 ops/s
+[info] # Warmup Iteration   4: 29607.508 ops/s
+[info] # Warmup Iteration   5: 30850.342 ops/s
+[info] Iteration   1: 30280.075 ops/s
+[info] Iteration   2: 30099.647 ops/s
+[info] Iteration   3: 30000.580 ops/s
+[info] Iteration   4: 30430.947 ops/s
+[info] Iteration   5: 30606.989 ops/s
+[info] # Run progress: 56.25% complete, ETA 00:02:22
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 24748.018 ops/s
+[info] # Warmup Iteration   2: 28221.599 ops/s
+[info] # Warmup Iteration   3: 30973.738 ops/s
+[info] # Warmup Iteration   4: 31247.369 ops/s
+[info] # Warmup Iteration   5: 30812.258 ops/s
+[info] Iteration   1: 31222.031 ops/s
+[info] Iteration   2: 31107.874 ops/s
+[info] Iteration   3: 30658.834 ops/s
+[info] Iteration   4: 31381.319 ops/s
+[info] Iteration   5: 31282.972 ops/s
+[info] # Run progress: 62.50% complete, ETA 00:02:02
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 25681.439 ops/s
+[info] # Warmup Iteration   2: 28214.213 ops/s
+[info] # Warmup Iteration   3: 30657.366 ops/s
+[info] # Warmup Iteration   4: 30526.860 ops/s
+[info] # Warmup Iteration   5: 31030.973 ops/s
+[info] Iteration   1: 31221.948 ops/s
+[info] Iteration   2: 31305.710 ops/s
+[info] Iteration   3: 30892.019 ops/s
+[info] Iteration   4: 31210.856 ops/s
+[info] Iteration   5: 31854.893 ops/s
+[info] # Run progress: 68.75% complete, ETA 00:01:41
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 24203.958 ops/s
+[info] # Warmup Iteration   2: 28595.311 ops/s
+[info] # Warmup Iteration   3: 30283.665 ops/s
+[info] # Warmup Iteration   4: 30848.345 ops/s
+[info] # Warmup Iteration   5: 30782.946 ops/s
+[info] Iteration   1: 31410.115 ops/s
+[info] Iteration   2: 30272.118 ops/s
+[info] Iteration   3: 30053.846 ops/s
+[info] Iteration   4: 31355.272 ops/s
+[info] Iteration   5: 30208.880 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench01_append":
+[info]   30842.846 ±(99.9%) 487.563 ops/s [Average]
+[info]   (min, avg, max) = (30000.580, 30842.846, 31854.893), stdev = 561.478
+[info]   CI (99.9%): [30355.283, 31330.409] (assumes normal distribution)
+[info] # JMH version: 1.36
+[info] # VM version: JDK 17.0.6, OpenJDK 64-Bit Server VM, 17.0.6+10-jvmci-22.3-b13
+[info] # VM invoker: /private/var/root/Library/Caches/Coursier/arc/https/github.com/graalvm/graalvm-ce-builds/releases/download/vm-22.3.1/graalvm-ce-java17-darwin-amd64-22.3.1.tar.gz/graalvm-ce-java17-22.3.1/Contents/Home/bin/java
+[info] # VM options: -XX:ThreadPriorityPolicy=1 -XX:+UnlockExperimentalVMOptions -XX:+EnableJVMCIProduct -XX:JVMCIThreadsPerNativeLibraryRuntime=1 -XX:-UnlockExperimentalVMOptions
+[info] # Blackhole mode: compiler (auto-detected, use -Djmh.blackhole.autoDetect=false to disable)
+[info] # Warmup: 5 iterations, 2 s each
+[info] # Measurement: 5 iterations, 2 s each
+[info] # Timeout: 10 min per iteration
+[info] # Threads: 1 thread, will synchronize iterations
+[info] # Benchmark mode: Throughput, ops/time
+[info] # Benchmark: benchmarks.AppendBenchmark.bench01_append
+[info] # Parameters: (seqType = Array)
+[info] # Run progress: 75.00% complete, ETA 00:01:21
+[info] # Fork: 1 of 4
+[info] # Warmup Iteration   1: 296708.697 ops/s
+[info] # Warmup Iteration   2: 369165.270 ops/s
+[info] # Warmup Iteration   3: 361730.934 ops/s
+[info] # Warmup Iteration   4: 366632.239 ops/s
+[info] # Warmup Iteration   5: 369881.138 ops/s
+[info] Iteration   1: 370730.842 ops/s
+[info] Iteration   2: 370632.890 ops/s
+[info] Iteration   3: 363285.066 ops/s
+[info] Iteration   4: 372244.152 ops/s
+[info] Iteration   5: 370680.470 ops/s
+[info] # Run progress: 81.25% complete, ETA 00:01:01
+[info] # Fork: 2 of 4
+[info] # Warmup Iteration   1: 291605.201 ops/s
+[info] # Warmup Iteration   2: 368387.971 ops/s
+[info] # Warmup Iteration   3: 365050.658 ops/s
+[info] # Warmup Iteration   4: 370492.700 ops/s
+[info] # Warmup Iteration   5: 371229.690 ops/s
+[info] Iteration   1: 372612.797 ops/s
+[info] Iteration   2: 371902.134 ops/s
+[info] Iteration   3: 364470.398 ops/s
+[info] Iteration   4: 372498.651 ops/s
+[info] Iteration   5: 372513.308 ops/s
+[info] # Run progress: 87.50% complete, ETA 00:00:40
+[info] # Fork: 3 of 4
+[info] # Warmup Iteration   1: 290894.283 ops/s
+[info] # Warmup Iteration   2: 370728.398 ops/s
+[info] # Warmup Iteration   3: 368119.242 ops/s
+[info] # Warmup Iteration   4: 374613.175 ops/s
+[info] # Warmup Iteration   5: 373738.733 ops/s
+[info] Iteration   1: 370391.138 ops/s
+[info] Iteration   2: 373237.159 ops/s
+[info] Iteration   3: 367240.006 ops/s
+[info] Iteration   4: 375421.573 ops/s
+[info] Iteration   5: 371487.346 ops/s
+[info] # Run progress: 93.75% complete, ETA 00:00:20
+[info] # Fork: 4 of 4
+[info] # Warmup Iteration   1: 270634.693 ops/s
+[info] # Warmup Iteration   2: 365066.628 ops/s
+[info] # Warmup Iteration   3: 364739.445 ops/s
+[info] # Warmup Iteration   4: 373922.797 ops/s
+[info] # Warmup Iteration   5: 371789.586 ops/s
+[info] Iteration   1: 357838.105 ops/s
+[info] Iteration   2: 340189.382 ops/s
+[info] Iteration   3: 329223.051 ops/s
+[info] Iteration   4: 337319.078 ops/s
+[info] Iteration   5: 370994.328 ops/s
+[info] Result "benchmarks.AppendBenchmark.bench01_append":
+[info]   364745.594 ±(99.9%) 11566.733 ops/s [Average]
+[info]   (min, avg, max) = (329223.051, 364745.594, 375421.573), stdev = 13320.267
+[info]   CI (99.9%): [353178.861, 376312.327] (assumes normal distribution)
+[info] # Run complete. Total time: 00:05:26
+[info] REMEMBER: The numbers below are just data. To gain reusable insights, you need to follow up on
+[info] why the numbers are the way they are. Use profilers (see -prof, -lprof), design factorial
+[info] experiments, perform baseline and negative tests that provide experimental control, make sure
+[info] the benchmarking environment is safe on JVM/OS/HW level, ask for reviews from the domain experts.
+[info] Do not assume the numbers tell you what you want them to tell.
+[info] NOTE: Current JVM experimentally supports Compiler Blackholes, and they are in use. Please exercise
+[info] extra caution when trusting the results, look into the generated code to check the benchmark still
+[info] works, and factor in a small probability of new VM bugs. Additionally, while comparisons between
+[info] different JVMs are already problematic, the performance difference caused by different Blackhole
+[info] modes can be very significant. Please make sure you use the consistent Blackhole mode for comparisons.
+[info] Benchmark                        (seqType)   Mode  Cnt          Score          Error  Units
+[info] AppendBenchmark.bench00_prepend       List  thrpt   20  430310237.331 ± 27241588.295  ops/s
+[info] AppendBenchmark.bench00_prepend      Array  thrpt   20     350735.349 ±    24594.574  ops/s
+[info] AppendBenchmark.bench01_append        List  thrpt   20      30842.846 ±      487.563  ops/s
+[info] AppendBenchmark.bench01_append       Array  thrpt   20     364745.594 ±    11566.733  ops/s
+[info] Benchmark result is saved to benchmarks/results/01-AppendBenchmark-graal-2.json
+[success] Total time: 332 s (05:32), completed Mar 5, 2023, 12:55:47 PM