AWS NativeAOT for .NET
(Update) Check out the AWS blog with offical support for using Native AOT on Lambda:
What is the goal of this repository?
We want to use this repository to gather community feedback and questions about using NativeAOT for .NET on AWS, especially focused on Lambda. We also want to make this a place where developers can learn how to build with NativeAOT for .NET to run their own experiments with it on AWS.
What is NativeAOT for .NET?
At a high level, NativeAOT for .NET is a way to compile your .NET projects directly to machine code, eliminating the Intermediate Language and Just-In-Time compilation. AOT stands for "Ahead of Time", as opposed to "Just in Time". While compiling this way gives less flexibility, it has the ability to improve performance, especially at startup.
While currently still in preview, NativeAOT is expected to be shipped as part of .NET 7.
Why use NativeAOT for .NET?
Faster Cold Starts
In our experience, the biggest benefit of compiling directly to a native binary is speeding up the cold start time of an application. We've seen average reduction in cold start times from 20% up to 70% depending on the code. When a IL compiled application runs in the CLR, it needs time to compile Just-In-Time. When run natively there is no JITing. In a serverless function like Lambda, cold start times become much more important since the function can often be spinning up and down.
How can I try it?
Check out some of our pre-built samples, use the LambdaToNativeAotConverter or continue below for steps to create a native Lambda from scratch.
- Simple .NET 6 Function With Custom Runtime
- Simple .NET 7 Function With Custom Runtime
- Build and Run with Containers
- ASP.NET Core Web API with reflection
Building NativeAOT for .NET Lambda From Scratch
These instructions will walk you through how to generate, deploy, and test a simple NativeAOT .NET Lambda Function. The end result should be similar to the Simple Function With Custom Runtime sample.
- .NET 6 SDK. NativeAOT is only supported on .NET 6 and greater.
- (Optional).NET 7 SDK. NativeAOT has better support in .NET 7, but .NET 7 is still in preview.
- AWS CLI For easy management of AWS resources from the command line. Make sure to initialize your credentials.
- Dotnet Amazon Lambda Templates For creating dotnet lambda projects from the command line. (installed with
dotnet new -i Amazon.Lambda.Templates)
- .NET Global Lambda Tools for AWS For deploying and invoking your lambda. (installed with
dotnet tool install -g Amazon.Lambda.Tools)
- Amazon Linux 2. If building for Lambda, you'll need to create the binaries on Linux since cross-OS compilation is not supported with NativeAOT. We recommend using AL2 for compatibility with Lambda. You can either use an EC2 instance running AL2 or a Docker container running AL2 (see container sample) or Amazon Linux 2 for WSL2.
- [Linux Build Dependencies]
sudo yum -y install clang krb5-devel openssl-devel zip llvm
- (Optional) AWS Visual Studio Toolkit If using Visual Studio.
- (Optional) It may also be helpful to read these documents and build a local console app before moving on to Lambda:
Set Up the Sample Function Code
For now, to work with native code, we will need to deploy our Lambda as a custom runtime. This is because there is currently no Lambda-managed NativeAOT for .NET runtime. To generate a simple function with a custom runtime, from the command line, run
dotnet new lambda.CustomRuntimeFunction
At this point, you should be able to deploy the Lambda (
dotnet lambda deploy-function --function-name MySampleReadyToRunFunction) to AWS and test it, but it will just be compiling as ReadyToRun which gives some of the benefits of Ahead of Time compilation, but still uses Just in Time compilation too. Next, we will convert this function to run with NativeAOT. If you want to keep this ready-to-run function for comparison, create another identical project that we can use to convert to NativeAOT.
Understanding the csproj
There are some parts of the csproj worth understanding.
- PublishReadyToRun is set to true, this should help cold starts somewhat, but not as much as NativeAOT will. We will remove this when converting to NativeAOT.
- The AssemblyName is set to 'bootstrap' which is the name of the file Lambda will look for by convention. If you don't have this csproj property, you can always manually rename your binary to 'bootstrap' before uploading it.
- OutputType is 'exe'. It may be possible in the future to have a separate entry point for native function handlers managed by AWS itself (similar to how common .NET Lambdas work), but for now we will bootstrap ourselves.
Converting to Native
.NET 6 - Converting to Native
- Edit the csproj and remove the line with
PublishReadyToRun. Optionally, also remove the PublishReadyToRun comment. ReadyToRun is an alterative compilation mode to NativeAOT which mixes JIT and native code.
- Reference the NuGet package Microsoft.DotNet.ILCompiler. In your csproj add the below PackageReference along with the other already existing PackageReferences or run this command from the same directory as your csproj
dotnet add package Microsoft.DotNet.ILCompiler --prerelease
<PackageReference Include="Microsoft.DotNet.ILCompiler" Version="7.0.0-preview.7.22375.6" />
.NET 7 - Converting to Native
- Edit the csproj and change the line with
PublishAot. Optionally, also remove the PublishReadyToRun comment. ReadyToRun is an alterative compilation mode to NativeAOT which mixes JIT and native code.
- Add a second project property under
StripSymbolsas shown by Microsoft. This will remove debugging symbols from the final binary and put them into their own file, making the bootstrap binary much smaller.
Compiling as Native
Test the compilation locally
You should at this point be able to build your project natively on any operating system (though a binary build on Windows won't run on Lambda). If on Windows, from the command line in the same directory as your csproj, you can run
dotnet publish -r win-x64 -c Release --self-contained. You can also replace
osx depending on what OS you are currently on. You can also build for ARM if needed.
This will publish a
Release build of your code for the specified architecture. Self contained means the necessary dotnet runtime code will be included so the binary can run on a machine without dotnet installed.
You will probably see a lot of AOT analysis warnings during the publish. These are warnings that we hope to reduce in the future. You can check that it worked by looking for a file called
bootstrap.exe on Windows) in the
bin\Release\net6.0\win-x64\native folder. It will probably be in the 10's of MBs in size. This is because it includes all the needed parts from the .NET runtime. If you try to run it, it will throw an exception since you're not running it from a Lambda environment.
Optional: Delete the bin and obj directories from your main project folder as you may need to copy this folder to a build machine next.
Compiling for Lambda
To compile a binary suitable to deploy to AWS Lambda, we will need to build on Amazon Linux 2 (AL2). This will make sure our binary is built for the correct operating system and architecture and that all the correct native libraries are included. For now, there are a few options for how to do this. Obviously if your development machine is already AL2, you're good to go and can just work on that. If not, you could just spin up an AL2 EC2 instance on which you could compile. Or if you're on Windows, you can instead use Amazon Linux 2 for WSL2. To use WSL you will need to enable CPU virtualization in your BIOS if you haven't already. Lastly, if non of those options work well, you could also check out the Containers sample to use Docker containers for publishing and/or running. From now on, this tutorial will assume you're on AL2 one way or another. You will need to install most of the prerequisites again if your build machine doesn't already have them.
- (Optional) If using an EC2 build machine. Create an EC2 instance that uses kernel
64-bit (x86). If unsure on instance type, you can use a
t2.xlarge. Don't forget to terminate or stop it when done to prevent unnecessary costs.
- If needed, download your source code to the AL2 build machine (git example below, but scp or others methods work too), or start over with another new empty Lambda
dotnet new lambda.CustomRuntimeFunction
sudo yum install git
git clone https://github.com/owner/repositoryName.git(you'll need a personal access token if this is a private repo)
- Install .NET CLI on the AL2 build machine
- Install the Microsoft package repository
sudo rpm -Uvh https://packages.microsoft.com/config/centos/7/packages-microsoft-prod.rpm
- Install the .NET 6 SDK
sudo yum install dotnet-sdk-6.0
- Install Linux Build Dependencies (if not already installed in Prerequisites)
sudo yum -y install clang krb5-devel openssl-devel zip llvm
- Navigate into the directory that contains your csproj
- Do the publish (file will be built to bin/release/net6.0/linux-x64/native/)
dotnet publish -r linux-x64 -c release --self-contained
Deploying to Lambda
- If your binary is too large now that it is packaged with the .NET runtime, you can strip symbol files from it. This isn't need on Windows, since exes have symbol in a separate file, (.pdb). Lambda code size limits are documented here.
- Copy the 'bootstrap' entrypoint file into your working directory (same directory as csproj)
cp bin/Release/net6.0/linux-x64/native/bootstrap bootstrap
- Zip up the bootstrap file to send to Lambda (Make sure the bootstrap file is at the root of the zip and that you didn't zip up subdirectories)
zip package.zip bootstrap
- Create (or update) the AWS Lambda function that will run this code
- If you already deployed the sample non-natively, and want to use that Lambda function for the native code, you'll need to change the Runtime Setting from '.NET 6 (C#/PowerShell)' to 'Custom runtime on Amazon Linux 2'
- If you want to start with a new Lambda function, create one matching the architecture of your build machine (likely x86_64) with runtime 'Custom runtime on Amazon Linux 2'
- Upload the zip file to your function.
- You can manually upload the zip file through the AWS Web Console
- Or if you have the AWS CLI installed and a profile configured on your AL2 build machine, you can run the below command after updating the function-name parameter.
aws lambda update-function-code --function-name arn:aws:lambda:us-east-1:123456789:function:myAwesomeNativeFunction --zip-file fileb://package.zip
- You can also instead deploy with .NET Global Lambda Tools for AWS (see SimpleFunctionWithCustomRuntime for example) but that will not yet strip your executable and will zip up extra files leading to increased package size. We hope to improve that in the future.
Testing your function
For this sample, you can easily test the function from the AWS Web Console by navigating to the function, then going into the 'Test' tab, then entering a test string like
"Hello World" into the 'Event JSON' section, then clicking 'Test'.
In the output, you should see your input string in all upper case letters along with function run durations and other meta data.
You can also run the function from the command line with this command and monitor in CloudWatch instead (update for your --function-name):
aws lambda invoke --function-name arn:aws:lambda:us-east-1:123456789:function:myAwesomeNativeFunction --payload "\"Hello World\"" response.json && cat response.json
To force a cold start for performance testing, update any configuration on the Lambda and wait for it to apply. For example, you can change the timeout value (it needs to be a new timeout value each time to actually change the function):
aws lambda update-function-configuration --function-name arn:aws:lambda:us-east-1:123456789:function:myAwesomeNativeFunction --timeout 60
If you want to run your own code with NativeAOT it is likely you will need to fix some runtime reflection errors. See the ASP.NET Core Web API with reflection sample for how to deal with reflection errors.
Couldn't find valid bootstrap(s)
"errorMessage": "RequestId: XXXXXXXXXX-XXXX-XXXX-XXXX-XXXXXXXX Error: Couldn't find valid bootstrap(s): [/var/task/bootstrap /opt/bootstrap]",
There are 2 common causes of this error:
- The uploaded file wasn't called
bootstrapor wasn't in the root directory of the uploaded zip file. Make sure not to zip up subdirectories.
- You've accidentally published a binary that wasn't linux-x86_64 on a x86_64 Lambda or wasn't linux-arm64 on a AMR64 Lambda. Make sure your Lambda and published binary have matching operating systems and architectures.
Build Hangs or is Slow
One trade off with Ahead of Time compilation is that a lot of work has to be done at compile time. A simple application can easy use over 8 GB of memory while compiling and use the majority of a modern multi-core CPU. Try increasing build machine specs if you think this might be the case. We've seen issues trying to build on a T2.Micro instance.
Runtime error about missing metadata
If the missing method or class appears to be related to JSON serialization you can use Source generation for JSON serialization. This will give the JSON serializer the ability to work without any metadata for that type using instead generated code and no reflection.
Otherwise, if the exception is just about some other reflection you can specify the type in the RD.xml file to force metadata generation for it. For more information see the runtime labs readme or the Microsoft docs
Also, check out our ASP.NET Core Web API with reflection sample to see examples of dealing with runtime reflection errors in a Lambda function.
Have issues or suggestions?
If you have any problems or suggestions, just open a GitHub issue right in this repository. See Reporting Bugs/Feature Requests for instructions. Your feedback could help steer us in the right direction.
Want to contribute?
If you think you have something to contribute see CONTRIBUTING
See Security issue notifications for more information.
This library is licensed under the MIT-0 License. See the LICENSE file.