How to benchmark pipelines using pipelines in Go?

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Release: 2024-06-04 16:40:08
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To benchmark the pipeline, you can use the benchmark package in the Go language pipeline package: create a pipeline and include data reading, data processing and data output steps. Pass benchmark.Run to the pipeline to benchmark the pipeline. Pipeline benchmarks provide insights into pipeline throughput and latency, helping to optimize its performance.

如何使用 Go 语言中的管道对管道进行基准测试?

How to use the pipeline package in the Go language to benchmark pipelines

The Pipeline package is provided in the standard library of the Go language A high-level abstraction for creating and managing concurrent pipelines. Pipes are used to transfer data between concurrent routines and are useful in many different scenarios.

To benchmark the pipeline, you can use the benchmark package in the pipeline package. Here's how to use it:

package main

import (
    "testing"
    "time"
    "pipeline"
    "pipeline/benchmark"
)

func BenchmarkPipe(b *testing.B) {
    // 创建一个缓冲为 100 的 int 管道
    ch := make(chan int, 100)

    pipe := pipeline.New[int](
        pipeline.FromChan(ch),
        pipeline.Filter(func(i int) int {
            return i * 2
        }),
        pipeline.SinkToArray,
    )

    benchmark.Run(b, pipe)
}
func main() {
    testing.Main(m.Run)
}
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In the above code, we create a pipeline ch with a buffer of 100 and then create a new one using pipeline.New Pipepipe. The pipeline contains some steps:

  • pipeline.FromChan(ch): Read data from ch
  • pipeline. Filter(func(i int) int { return i * 2 }): Multiply each int by 2
  • pipeline.SinkToArray: Collect pipeline output into an array

We then pass benchmark.Run to the pipeline to have it benchmark the pipeline.

Pipeline benchmarks provide insights into pipeline throughput and latency, which can help optimize its performance. Benchmarks can be run in different sizes and configurations to understand how the pipeline behaves under various circumstances.

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