Home Backend Development Golang A complete guide to golang function debugging and analysis

A complete guide to golang function debugging and analysis

May 06, 2024 pm 02:00 PM
python golang Function debugging

Methods for debugging and profiling functions in Go include interactive debugging using the built-in PDB debugger. Use the Delve debugger for remote debugging and graphical interface. Use go tool pprof to generate performance profiles and analyze CPU and memory consumption. Use the go-trace package to generate detailed performance traces.

golang 函数调试与分析的完整指南

Complete Guide to Debugging and Analysis of Go Functions

In Go development, debugging and analyzing functions are essential for locating errors and improving performance And having a deep understanding of the code is crucial. This guide will introduce various methods and tools for function debugging and analysis in Go.

Debugging tools

  • PDB (Python debugger): Go has built-in PDB, which provides a set of interactions style commands to step through code, inspect variables, and set breakpoints.

    import "fmt"
    
    func main() {
      fmt.Println("Hello, world!")
    }
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    Run this program and enter pdb. This will open a PDB prompt where you can use the commands list to inspect the code, p to print variables, and n to step through the code.

  • Delve: Delve is a more powerful debugger that provides a remote debugger GUI that allows remote debugging of processes that are still running.

    import "fmt"
    
    func main() {
      fmt.Println("Hello, world!")
    }
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    To use Delve, please install the delve command line tool. Then, start a Delve debugging session using the following command:

    $ delve debug main.go
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Profiling tool

  • go tool pprof: pprof Tool can analyze program performance and generate CPU and memory profiles.

    import "fmt"
    
    func main() {
      for i := 0; i < 1000000; i++ {
          fmt.Println(i)
      }
    }
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    Run this program and generate a CPU profile using go tool pprof:

    $ go tool pprof cpu.out ./main
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    This will generate a flame graph showing the most time-consuming functions in the program.

  • go-trace: go-trace is a third-party package that can generate detailed performance traces at runtime.

    import (
      "fmt"
      "runtime/trace"
    )
    
    func main() {
      trace.Start(trace.Options{
          FileName: "trace.out",
      })
      fmt.Println("Hello, world!")
      trace.Stop()
    }
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    Running this program will generate a trace.out file containing a detailed trace of the program execution. You can use the trace tool to visualize tracing:

    $ trace view trace.out
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Practical case

Suppose you have a functionSum, used to calculate the sum of a set of numbers. But the function seems to be giving incorrect answer.

func Sum(numbers []int) int {
    sum := 0
    for _, number := range numbers {
        sum += number
    }
    return sum
}
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Analyze this function using pprof:

$ go tool pprof -alloc_space cpu.out ./main
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Flame plot shows that the Range function consumes a large amount of execution time. By checking the documentation for the Range function, I see that it creates a new slice to iterate over the original slice. This can be optimized by explicitly traversing the slice using a for loop:

func Sum(numbers []int) int {
    sum := 0
    for i := 0; i < len(numbers); i++ {
        sum += numbers[i]
    }
    return sum
}
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By applying this optimization, the performance of the Sum function can be significantly improved.

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