Skip to main content

Making array lookups faster



powershellThis post is about making lookups in arrays as fast as possible. The array can have may properties or few, it really does not matter. The only thing required is something unique that identifies each row of data.
So from time to time I find the need to make lookups fast. Usually it is a result of importing a huge csv file or something.



Sample data

First we have to create some dummy sample data which we can run some tests against. We will create an array of 10001 objects with a few properties. The unique property that identifies each row is called ID:


(sample data script)



How to test performance?


There are a couple of items that impact performance in Powershell. For instance running a Measure-Command expression will yield quite different results. Normally the first run is slower than the second one and then the standard deviation is quite large for consequent runs. To decreate the standard deviation, I use a static call to the .net GarbageCollector with [gc]::Collect(). I feel that the results are more comparable with this approach.



First contender Where-Object

There are two ways you can query an array with the Where keyword. You can pipe the array to the Where-Object cmdlet or you can use the Where method on the array. The where method will always be faster that the cmdlet/pipline approach since you save moving the objects through the pipeline. For our test, we will therefor use the where method as the base which we measure the performance against.
We are going to run 11 different queries and find 2 unique elements in the array. The time measured will be ticks. I have created an collections of IDs which we will use when we query the data ($CollectionOfIDs):


(Measure the Where method)

image

That is about 85ms on average to query the collection for two unique IDs. Base line ready.



There is a fast knock at the door

We have a new contender and he calls himself Hashtable. He claims he can do even better that 85ms on average. Challenge accepted.
First we need to create a hashtable representation of the $csvObjects collection/array. That should be pretty straight forward. We let the unique identifier (ID) become the key and the object itself the value:

(hashtable of csv)

Now I know you have a question. What is the performance penalty of converting that array to a hashtable? Good question and I am happy you asked. It converts the 10000 objects into an hashtable in apx 53 milliseconds:

image

I would say that is a small price to pay.
Using the same ($CollectionOfIDs) as we did for the where method, let’s run the same test against the hashtable:

(Measure the hashtable)

image

Okay, so the first one is quite slow about 11ms, however it improves quite dramatically to 0.038ms. I we use the average numbers (in ticks) to be fair, we have increased the performance with a factor of 649 (837265 / 1289).



Implications

I have only tested this on WMF 5.1 (5.1.14393.103). To use the Where query method on arrays, you need version 4 or later. Converting the collection to an hashtable will give you the ability to perform super fast queries. If you are querying a collection frequently, it makes sense to use hashtable.


Code for speed if you need it, otherwise write beautiful code!

Cheers

Tore

Comments

Popular posts from this blog

Serialize data with PowerShell

Currently I am working on a big new module. In this module, I need to persist data to disk and reprocess them at some point even if the module/PowerShell session was closed. I needed to serialize objects and save them to disk. It needed to be very efficient to be able to support a high volume of objects. Hence I decided to turn this serializer into a module called HashData. Other Serializing methods In PowerShell we have several possibilities to serialize objects. There are two cmdlets you can use which are built in: Export-CliXml ConvertTo-JSON Both are excellent options if you do not care about the size of the file. In my case I needed something lean and mean in terms of the size on disk for the serialized object. Lets do some tests to compare the different types: (Hashdata.Object.ps1) You might be curious why I do not use the Export-CliXML cmdlet and just use the [System.Management.Automation.PSSerializer]::Serialize static method. The static method will generate t...

Toying with audio in powershell

Controlling mute/unmute and the volume on you computer with powershell. Add-Type -TypeDefinition @' using System.Runtime.InteropServices; [Guid("5CDF2C82-841E-4546-9722-0CF74078229A"), InterfaceType(ComInterfaceType.InterfaceIsIUnknown)] interface IAudioEndpointVolume { // f(), g(), ... are unused COM method slots. Define these if you care int f(); int g(); int h(); int i(); int SetMasterVolumeLevelScalar(float fLevel, System.Guid pguidEventContext); int j(); int GetMasterVolumeLevelScalar(out float pfLevel); int k(); int l(); int m(); int n(); int SetMute([MarshalAs(UnmanagedType.Bool)] bool bMute, System.Guid pguidEventContext); int GetMute(out bool pbMute); } [Guid("D666063F-1587-4E43-81F1-B948E807363F"), InterfaceType(ComInterfaceType.InterfaceIsIUnknown)] interface IMMDevice { int Activate(ref System.Guid id, int clsCtx, int activationParams, out IAudioEndpointVolume aev); } [Guid("A95664D2-9614-4F35-A746-DE8DB63617E6"), Inte...

Creating Menus in Powershell

I have created another Powershell module. This time it is about Console Menus you can use to ease the usage for members of your oranization. It is available on GitHub and published to the PowershellGallery . It is called cliMenu. Puppies This is a Controller module. It uses Write-Host to create a Menu in the console. Some of you may recall that using Write-Host is bad practice. Controller scripts and modules are the exception to this rule. In addition with WMF5 Write-Host writes to the Information stream in Powershell, so it really does not matter anymore. Design goal I have seen to many crappy menus that is a mixture of controller script and business logic. It is in essence a wild west out there, hence my ultimate goal is to create something that makes it as easy as possible to create a menu and change the way it looks. Make it easy to build Menus and change them Make it as "declarative" as possible Menus The module supports multiple Men...