[BUG Report]: Tensorflow.RuntimeError: Tensorflow.NET cannot find a backend despite having installed SciSharp.TensorFlow.Redist on macOS M1

[mariuszmatusiak]

Description

I installed all the Tensorflow.NET components according to the documentation on my M1. I am working in Visual Studio Code.
Despite having installed all the required packages: SciSharp.TensorFlow.Redist, TensorFlow.Keras, TensorFlow.NET, and even Microsoft.ML.TensorFlow.Redist as mentioned in one of the similar threads (#252) I am still unable to get this work.

Part of my *.csproj file:

<SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'ios'">11.0</SupportedOSPlatformVersion>
<SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'maccatalyst'">13.1</SupportedOSPlatformVersion>
<SupportedOSPlatformVersion Condition="$([MSBuild]::GetTargetPlatformIdentifier('$(TargetFramework)')) == 'android'">21.0</SupportedOSPlatformVersion>

...

<ItemGroup>
<PackageReference Include="Microsoft.Maui.Controls" Version="$(MauiVersion)" />
<PackageReference Include="Microsoft.Maui.Controls.Compatibility" Version="$(MauiVersion)" />
<PackageReference Include="Microsoft.Extensions.Logging.Debug" Version="8.0.0" />
<PackageReference Include="Microsoft.ML.TensorFlow.Redist" Version="0.14.0" />
<PackageReference Include="SciSharp.TensorFlow.Redist" Version="2.16.0" />
<PackageReference Include="TensorFlow.Keras" Version="0.15.0" />
<PackageReference Include="TensorFlow.NET" Version="0.150.0" />
</ItemGroup>

Part of my *.xaml.cs file:

using static Tensorflow.Binding;
using static Tensorflow.KerasApi;
using Tensorflow;
using Tensorflow.NumPy;
...
var hello = tf.constant("yey!"); // <- AN EXCEPTION THROWN HERE
Console.WriteLine(hello);

Exception thrown: 'System.DllNotFoundException' in Tensorflow.Binding.dll

Exception thrown: 'Tensorflow.RuntimeError' in Tensorflow.Binding.dll

Reproduction Steps

1. Create a new .NET MAUI project on macOS M1
2. Install ML.NET: dotnet tool install -g mlnet-osx-arm64
3. Install TF.NET: dotnet add package TensorFlow.NET
4. Install TF.Keras: dotnet add package TensorFlow.Keras
5. Install SciSharp.TensorFlow.Redist: dotnet add package SciSharp.TensorFlow.Redist
6. Install Microsoft.ML.TensorFlow.Redist: dotnet add package Microsoft.ML.TensorFlow.Redist
7. Add using static Tensorflow.Binding; and an example call in a project source file.

Known Workarounds

No response

Configuration and Other Information

TensorFlow.NET version=0.150.0
dotnet version=8.0.204

OS Name: Mac OS X
OS Version: 14.4
OS Platform: Darwin
RID: osx-arm64
Base Path: /usr/local/share/dotnet/sdk/8.0.204/

.NET workloads installed:
[maui]
Installation Source: SDK 8.0.200
Manifest Version: 8.0.7/8.0.100
Manifest Path: /usr/local/share/dotnet/sdk-manifests/8.0.100/microsoft.net.sdk.maui/8.0.7/WorkloadManifest.json
Install Type: FileBased

.NET SDKs installed:
6.0.404 [/usr/local/share/dotnet/sdk]
7.0.101 [/usr/local/share/dotnet/sdk]
8.0.204 [/usr/local/share/dotnet/sdk]

.NET runtimes installed:
Microsoft.AspNetCore.App 6.0.12 [/usr/local/share/dotnet/shared/Microsoft.AspNetCore.App]
Microsoft.AspNetCore.App 7.0.1 [/usr/local/share/dotnet/shared/Microsoft.AspNetCore.App]
Microsoft.AspNetCore.App 8.0.4 [/usr/local/share/dotnet/shared/Microsoft.AspNetCore.App]
Microsoft.NETCore.App 6.0.12 [/usr/local/share/dotnet/shared/Microsoft.NETCore.App]
Microsoft.NETCore.App 7.0.1 [/usr/local/share/dotnet/shared/Microsoft.NETCore.App]
Microsoft.NETCore.App 8.0.4 [/usr/local/share/dotnet/shared/Microsoft.NETCore.App]

[AsakusaRinne]

@Oceania2018 Does redist 2.16.0 include a MAC backend when publishing it?

[Lionberg]

The same issue with simple console app example:

class Program
    {
        static void Main(string[] args)
        {
            var hello = tf.constant("Hello, TensorFlow!");
            Console.WriteLine(hello);
        }
    }

Installed packs:

      <PackageReference Include="SciSharp.TensorFlow.Redist" Version="2.16.0" />
      <PackageReference Include="TensorFlow.NET" Version="0.150.0" />

Exception:
Tensorflow.RuntimeError: Tensorflow.NET cannot find a backend. Please install one of the following packages for your program: SciSharp.TensorFlow.Redist, SciSharp.TensorFlow.Redist-Linux-GPU, SciSharp.TensorFlow.Redist-Windows-GPU

MacOS, M2 Ultra.