Efficient Read and Write of CSV Files in Go
One common task in data processing is reading and writing CSV files in a performant manner. The code snippet provided in the question demonstrates a slow method for reading a CSV file, processing the data, and writing it back out. A potential inefficiency lies in the approach of loading the entire file into memory before processing.
To optimize the code, it is recommended to read the file incrementally by calling .Read() and process one line at a time. This prevents the entire file from being loaded into memory, which can improve performance significantly, especially for large files.
Here is an alternative approach:
<code class="go">func processCSV(rc io.Reader) (ch chan []string) { ch = make(chan []string, 10) go func() { r := csv.NewReader(rc) if _, err := r.Read(); err != nil { //read header log.Fatal(err) } defer close(ch) for { rec, err := r.Read() if err != nil { if err == io.EOF { break } log.Fatal(err) } ch <- rec } }() return }</code>
This approach uses a channel to pass records from the reader goroutine to the main goroutine for processing, allowing for a more efficient incremental processing approach.
By adopting this technique, which involves reading and processing data incrementally, you can significantly improve the performance of your CSV reading and writing code.
The above is the detailed content of How to Efficiently Read and Write CSV Files in Go?. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undress AI Tool
Undress images for free

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics

In Go language, calling a structure method requires first defining the structure and the method that binds the receiver, and accessing it using a point number. After defining the structure Rectangle, the method can be declared through the value receiver or the pointer receiver; 1. Use the value receiver such as func(rRectangle)Area()int and directly call it through rect.Area(); 2. If you need to modify the structure, use the pointer receiver such as func(r*Rectangle)SetWidth(...), and Go will automatically handle the conversion of pointers and values; 3. When embedding the structure, the method of embedded structure will be improved, and it can be called directly through the outer structure; 4. Go does not need to force use getter/setter,

In Go, an interface is a type that defines behavior without specifying implementation. An interface consists of method signatures, and any type that implements these methods automatically satisfy the interface. For example, if you define a Speaker interface that contains the Speak() method, all types that implement the method can be considered Speaker. Interfaces are suitable for writing common functions, abstract implementation details, and using mock objects in testing. Defining an interface uses the interface keyword and lists method signatures, without explicitly declaring the type to implement the interface. Common use cases include logs, formatting, abstractions of different databases or services, and notification systems. For example, both Dog and Robot types can implement Speak methods and pass them to the same Anno

TointegrateGolangserviceswithexistingPythoninfrastructure,useRESTAPIsorgRPCforinter-servicecommunication,allowingGoandPythonappstointeractseamlesslythroughstandardizedprotocols.1.UseRESTAPIs(viaframeworkslikeGininGoandFlaskinPython)orgRPC(withProtoco

Go's time package provides functions for processing time and duration, including obtaining the current time, formatting date, calculating time difference, processing time zone, scheduling and sleeping operations. To get the current time, use time.Now() to get the Time structure, and you can extract specific time information through Year(), Month(), Day() and other methods; use Format("2006-01-0215:04:05") to format the time string; when calculating the time difference, use Sub() or Since() to obtain the Duration object, and then convert it into the corresponding unit through Seconds(), Minutes(), and Hours();

InGo,ifstatementsexecutecodebasedonconditions.1.Basicstructurerunsablockifaconditionistrue,e.g.,ifx>10{...}.2.Elseclausehandlesfalseconditions,e.g.,else{...}.3.Elseifchainsmultipleconditions,e.g.,elseifx==10{...}.4.Variableinitializationinsideif,l

Golangofferssuperiorperformance,nativeconcurrencyviagoroutines,andefficientresourceusage,makingitidealforhigh-traffic,low-latencyAPIs;2.Python,whileslowerduetointerpretationandtheGIL,provideseasierdevelopment,arichecosystem,andisbettersuitedforI/O-bo

Gohandlesconcurrencyusinggoroutinesandchannels.1.GoroutinesarelightweightfunctionsmanagedbytheGoruntime,enablingthousandstorunconcurrentlywithminimalresourceuse.2.Channelsprovidesafecommunicationbetweengoroutines,allowingvaluestobesentandreceivedinas

The standard way to protect critical areas in Go is to use the Lock() and Unlock() methods of sync.Mutex. 1. Declare a mutex and use it with the data to be protected; 2. Call Lock() before entering the critical area to ensure that only one goroutine can access the shared resources; 3. Use deferUnlock() to ensure that the lock is always released to avoid deadlocks; 4. Try to shorten operations in the critical area to improve performance; 5. For scenarios where more reads and less writes, sync.RWMutex should be used, read operations through RLock()/RUnlock(), and write operations through Lock()/Unlock() to improve concurrency efficiency.
