diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9efa0974..5ac95ecb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -17,11 +17,13 @@ jobs:
with:
submodules: true
- - name: Setup MSBuild
- uses: microsoft/setup-msbuild@v2
+ - name: Setup .NET Core SDK
+ uses: actions/setup-dotnet@v4.0.0
+ with:
+ dotnet-version: 8.x
- name: Restore NuGet Packages
- run: msbuild -t:restore src/Bonsai.ML.sln
+ run: dotnet restore Bonsai.ML.sln
- name: Build Solution
- run: msbuild src/Bonsai.ML.sln /p:Configuration=Release
\ No newline at end of file
+ run: dotnet build Bonsai.ML.sln -c Release
\ No newline at end of file
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 00000000..94274377
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,20 @@
+# Builds and runs unit tests for the examples
+name: Test Examples
+
+on:
+ workflow_dispatch:
+
+jobs:
+ test:
+ runs-on: windows-latest
+ steps:
+ - name: Setup Python 3.10
+ uses: actions/setup-python@v3
+ with:
+ python-version: 3.10
+
+ - name: Build Solution
+ uses: ./.github/workflows/build.yml
+
+ - name: Run Tests
+ run: dotnet test Bonsai.ML.sln
diff --git a/Bonsai.ML.sln b/Bonsai.ML.sln
new file mode 100644
index 00000000..3526b21b
--- /dev/null
+++ b/Bonsai.ML.sln
@@ -0,0 +1,50 @@
+
+Microsoft Visual Studio Solution File, Format Version 12.00
+# Visual Studio Version 17
+VisualStudioVersion = 17.0.31903.59
+MinimumVisualStudioVersion = 10.0.40219.1
+Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "src", "src", "{12312384-8828-4786-AE19-EFCEDF968290}"
+EndProject
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Bonsai.ML", "src\Bonsai.ML\Bonsai.ML.csproj", "{AA6BE73F-1E15-49A5-AC3C-CD069035C940}"
+EndProject
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Bonsai.ML.LinearDynamicalSystems", "src\Bonsai.ML.LinearDynamicalSystems\Bonsai.ML.LinearDynamicalSystems.csproj", "{17AABD18-E275-4409-9E33-3D755B809FF6}"
+EndProject
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Bonsai.ML.Visualizers", "src\Bonsai.ML.Visualizers\Bonsai.ML.Visualizers.csproj", "{196AA5C7-AE8A-477B-B01A-B94676EC60EE}"
+EndProject
+Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "tests", "tests", "{461FE3E2-21C4-47F9-8405-DF72326AAB2B}"
+EndProject
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Bonsai.ML.LinearDynamicalSystems.Tests", "tests\Bonsai.ML.LinearDynamicalSystems.Tests\Bonsai.ML.LinearDynamicalSystems.Tests.csproj", "{81DB65B3-EA65-4947-8CF1-0E777324C082}"
+EndProject
+Global
+ GlobalSection(SolutionConfigurationPlatforms) = preSolution
+ Debug|Any CPU = Debug|Any CPU
+ Release|Any CPU = Release|Any CPU
+ EndGlobalSection
+ GlobalSection(SolutionProperties) = preSolution
+ HideSolutionNode = FALSE
+ EndGlobalSection
+ GlobalSection(ProjectConfigurationPlatforms) = postSolution
+ {AA6BE73F-1E15-49A5-AC3C-CD069035C940}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+ {AA6BE73F-1E15-49A5-AC3C-CD069035C940}.Debug|Any CPU.Build.0 = Debug|Any CPU
+ {AA6BE73F-1E15-49A5-AC3C-CD069035C940}.Release|Any CPU.ActiveCfg = Release|Any CPU
+ {AA6BE73F-1E15-49A5-AC3C-CD069035C940}.Release|Any CPU.Build.0 = Release|Any CPU
+ {17AABD18-E275-4409-9E33-3D755B809FF6}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+ {17AABD18-E275-4409-9E33-3D755B809FF6}.Debug|Any CPU.Build.0 = Debug|Any CPU
+ {17AABD18-E275-4409-9E33-3D755B809FF6}.Release|Any CPU.ActiveCfg = Release|Any CPU
+ {17AABD18-E275-4409-9E33-3D755B809FF6}.Release|Any CPU.Build.0 = Release|Any CPU
+ {196AA5C7-AE8A-477B-B01A-B94676EC60EE}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+ {196AA5C7-AE8A-477B-B01A-B94676EC60EE}.Debug|Any CPU.Build.0 = Debug|Any CPU
+ {196AA5C7-AE8A-477B-B01A-B94676EC60EE}.Release|Any CPU.ActiveCfg = Release|Any CPU
+ {196AA5C7-AE8A-477B-B01A-B94676EC60EE}.Release|Any CPU.Build.0 = Release|Any CPU
+ {81DB65B3-EA65-4947-8CF1-0E777324C082}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+ {81DB65B3-EA65-4947-8CF1-0E777324C082}.Debug|Any CPU.Build.0 = Debug|Any CPU
+ {81DB65B3-EA65-4947-8CF1-0E777324C082}.Release|Any CPU.ActiveCfg = Release|Any CPU
+ {81DB65B3-EA65-4947-8CF1-0E777324C082}.Release|Any CPU.Build.0 = Release|Any CPU
+ EndGlobalSection
+ GlobalSection(NestedProjects) = preSolution
+ {AA6BE73F-1E15-49A5-AC3C-CD069035C940} = {12312384-8828-4786-AE19-EFCEDF968290}
+ {17AABD18-E275-4409-9E33-3D755B809FF6} = {12312384-8828-4786-AE19-EFCEDF968290}
+ {196AA5C7-AE8A-477B-B01A-B94676EC60EE} = {12312384-8828-4786-AE19-EFCEDF968290}
+ {81DB65B3-EA65-4947-8CF1-0E777324C082} = {461FE3E2-21C4-47F9-8405-DF72326AAB2B}
+ EndGlobalSection
+EndGlobal
diff --git a/src/Bonsai.ML.sln b/src/Bonsai.ML.sln
deleted file mode 100644
index 7e03d9b7..00000000
--- a/src/Bonsai.ML.sln
+++ /dev/null
@@ -1,42 +0,0 @@
-
-Microsoft Visual Studio Solution File, Format Version 12.00
-# Visual Studio Version 17
-VisualStudioVersion = 17.7.34031.279
-MinimumVisualStudioVersion = 10.0.40219.1
-Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Bonsai.ML", "Bonsai.ML\Bonsai.ML.csproj", "{E93576CA-18C0-44C7-B124-CC48FAF95F7A}"
-EndProject
-Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Solution Items", "Solution Items", "{3A91E7C1-2B70-46A9-8003-90C6E71B43BE}"
- ProjectSection(SolutionItems) = preProject
- Directory.Build.props = Directory.Build.props
- EndProjectSection
-EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Bonsai.ML.LinearDynamicalSystems", "Bonsai.ML.LinearDynamicalSystems\Bonsai.ML.LinearDynamicalSystems.csproj", "{A8D3EA9C-0D26-4264-81AA-17EE9D854BDA}"
-EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Bonsai.ML.Visualizers", "Bonsai.ML.Visualizers\Bonsai.ML.Visualizers.csproj", "{23926B72-40C1-4533-8DE8-E64FE5F015A3}"
-EndProject
-Global
- GlobalSection(SolutionConfigurationPlatforms) = preSolution
- Debug|Any CPU = Debug|Any CPU
- Release|Any CPU = Release|Any CPU
- EndGlobalSection
- GlobalSection(ProjectConfigurationPlatforms) = postSolution
- {E93576CA-18C0-44C7-B124-CC48FAF95F7A}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
- {E93576CA-18C0-44C7-B124-CC48FAF95F7A}.Debug|Any CPU.Build.0 = Debug|Any CPU
- {E93576CA-18C0-44C7-B124-CC48FAF95F7A}.Release|Any CPU.ActiveCfg = Release|Any CPU
- {E93576CA-18C0-44C7-B124-CC48FAF95F7A}.Release|Any CPU.Build.0 = Release|Any CPU
- {A8D3EA9C-0D26-4264-81AA-17EE9D854BDA}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
- {A8D3EA9C-0D26-4264-81AA-17EE9D854BDA}.Debug|Any CPU.Build.0 = Debug|Any CPU
- {A8D3EA9C-0D26-4264-81AA-17EE9D854BDA}.Release|Any CPU.ActiveCfg = Release|Any CPU
- {A8D3EA9C-0D26-4264-81AA-17EE9D854BDA}.Release|Any CPU.Build.0 = Release|Any CPU
- {23926B72-40C1-4533-8DE8-E64FE5F015A3}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
- {23926B72-40C1-4533-8DE8-E64FE5F015A3}.Debug|Any CPU.Build.0 = Debug|Any CPU
- {23926B72-40C1-4533-8DE8-E64FE5F015A3}.Release|Any CPU.ActiveCfg = Release|Any CPU
- {23926B72-40C1-4533-8DE8-E64FE5F015A3}.Release|Any CPU.Build.0 = Release|Any CPU
- EndGlobalSection
- GlobalSection(SolutionProperties) = preSolution
- HideSolutionNode = FALSE
- EndGlobalSection
- GlobalSection(ExtensibilityGlobals) = postSolution
- SolutionGuid = {633AC511-FC05-49A4-A6D5-24F35DC23D42}
- EndGlobalSection
-EndGlobal
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/Bonsai.ML.LinearDynamicalSystems.Tests.csproj b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/Bonsai.ML.LinearDynamicalSystems.Tests.csproj
new file mode 100644
index 00000000..447be970
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/Bonsai.ML.LinearDynamicalSystems.Tests.csproj
@@ -0,0 +1,29 @@
+
+
+ true
+ net8.0
+ enable
+ enable
+ false
+ true
+ preview
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Always
+
+
+
+
+
+
\ No newline at end of file
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/ReceptiveFieldSimpleCellTest.cs b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/ReceptiveFieldSimpleCellTest.cs
new file mode 100644
index 00000000..3ad8a955
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/ReceptiveFieldSimpleCellTest.cs
@@ -0,0 +1,195 @@
+using System;
+using System.IO.Compression;
+using System.Runtime.InteropServices;
+using System.Diagnostics;
+using System.Reflection;
+using Newtonsoft.Json;
+
+namespace Bonsai.ML.LinearDynamicalSystems.Tests.ReceptiveFieldSimpleCell;
+
+[TestClass]
+public class ReceptiveFieldSimpleCellTest
+{
+ private string basePath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory, "ReceptiveFieldSimpleCell");
+ private int nSamples = 10000;
+
+ private void RunProcess(string fileName, string fmtArg)
+ {
+ var start = new ProcessStartInfo
+ {
+ FileName = fileName,
+ Arguments = fmtArg,
+ RedirectStandardOutput = true,
+ RedirectStandardInput = true,
+ RedirectStandardError = true,
+ UseShellExecute = false,
+ CreateNoWindow = true,
+ };
+
+ using (var process = new Process {StartInfo = start})
+ {
+ process.Start();
+ var output = process.StandardOutput.ReadToEnd();
+ var error = process.StandardError.ReadToEnd();
+ process.WaitForExit();
+
+ if (!string.IsNullOrEmpty(output))
+ {
+ Console.WriteLine("Standard Output: ");
+ Console.WriteLine(output);
+ }
+
+ if (!string.IsNullOrEmpty(error))
+ {
+ Console.WriteLine("Standard Error: ");
+ Console.WriteLine(error);
+ }
+ }
+ }
+
+ private void DownloadData(string basePath)
+ {
+ string zipFileUrl = "https://zenodo.org/records/10879253/files/ReceptiveFieldSimpleCell.zip";
+ string outputPath = Path.Combine(basePath, "data");
+ string tempFilePath = Path.Combine(Path.GetTempPath(), "tempfile.zip");
+
+ try
+ {
+ using (var httpClient = new HttpClient())
+ {
+ var responseBytes = httpClient.GetByteArrayAsync(zipFileUrl).Result;
+ File.WriteAllBytes(tempFilePath, responseBytes);
+ Console.WriteLine("File downloaded successfully.");
+ }
+
+ ZipFile.ExtractToDirectory(tempFilePath, outputPath, true);
+ Console.WriteLine("File extracted successfully.");
+ }
+
+ catch (Exception ex)
+ {
+ Console.WriteLine($"An error occurred: {ex.Message}");
+ }
+
+ finally
+ {
+ if (File.Exists(tempFilePath))
+ {
+ File.Delete(tempFilePath);
+ Console.WriteLine("Temporary file deleted.");
+ }
+ }
+ }
+
+ private void RunPythonScript(string basePath)
+ {
+ var pythonExec = RuntimeInformation.IsOSPlatform(OSPlatform.Windows)
+ ? "python"
+ : "python3";
+ var scriptPath = Path.Combine(basePath, "run_python_test.py");
+ RunProcess(pythonExec, $"\"{scriptPath}\" {basePath} {nSamples}");
+
+ Console.WriteLine("Run python script finished.");
+ }
+
+ private async Task RunBonsaiWorkflow(string basePath)
+ {
+ var currentDirectory = Environment.CurrentDirectory;
+ Environment.CurrentDirectory = basePath;
+ try
+ {
+ var workflowPath = Path.Combine(basePath, "receptive_field.bonsai");
+ await WorkflowHelper.RunWorkflow(
+ workflowPath,
+ properties: [("NSamples", nSamples)]);
+ Console.WriteLine("Run bonsai workflow finished.");
+ }
+ finally { Environment.CurrentDirectory = currentDirectory; }
+ }
+
+ private string GetJsonData(string jsonFileName)
+ {
+ string jsonString = File.ReadAllText(jsonFileName);
+ State state = JsonConvert.DeserializeObject(jsonString);
+ string jsonState = JsonConvert.SerializeObject(state);
+ return jsonState;
+ }
+
+ private State GetStateFromJson(string jsonFileName)
+ {
+ string jsonString = File.ReadAllText(jsonFileName);
+ State state = JsonConvert.DeserializeObject(jsonString);
+ return state;
+ }
+
+ private bool CompareJSONData(string basePath, double tolerance = 1e-9)
+ {
+ var originalFileName = Path.Combine(basePath, "original-receptivefield.json");
+ var bonsaiFileName = Path.Combine(basePath, "bonsai-receptivefield.json");
+ var pythonFileName = Path.Combine(basePath, "python-receptivefield.json");
+
+ var originalOutput = GetStateFromJson(originalFileName);
+ var bonsaiOutput = GetStateFromJson(bonsaiFileName);
+ var pythonOutput = GetStateFromJson(pythonFileName);
+
+ try
+ {
+ for (int i = 0; i < bonsaiOutput.X.GetLength(0); i++)
+ {
+ for (int j = 0; j < bonsaiOutput.X.GetLength(1); j++)
+ {
+ if (Math.Abs(bonsaiOutput.X[i,j] - pythonOutput.X[i,j]) > tolerance || Math.Abs(originalOutput.X[i,j] - pythonOutput.X[i,j]) > tolerance)
+ {
+ Console.WriteLine($"Discrepency found comparing X at index ({i},{j}) with tolerance {tolerance}: bonsaiOutput = {bonsaiOutput.X[i,j]}, pythonOutput = {pythonOutput.X[i,j]}, originalOutput = {originalOutput.X[i,j]}.");
+ return false;
+ }
+ }
+ }
+ for (int i = 0; i < bonsaiOutput.P.GetLength(0); i++)
+ {
+ for (int j = 0; j < bonsaiOutput.P.GetLength(1); j++)
+ {
+ if (Math.Abs(bonsaiOutput.P[i,j] - pythonOutput.P[i,j]) > tolerance || Math.Abs(originalOutput.P[i,j] - pythonOutput.P[i,j]) > tolerance)
+ {
+ Console.WriteLine($"Discrepency found comparing P at index ({i},{j}) with tolerance {tolerance}: bonsaiOutput = {bonsaiOutput.P[i,j]}, pythonOutput = {pythonOutput.P[i,j]}, originalOutput = {originalOutput.P[i,j]}.");
+ return false;
+ }
+ }
+ }
+ }
+ catch
+ {
+ return false;
+ }
+ return true;
+ }
+
+ [TestInitialize]
+ [DeploymentItem("run_python_test.py")]
+ [DeploymentItem("receptive_field.py")]
+ [DeploymentItem("receptive_field.bonsai")]
+ [DeploymentItem("original-receptivefield.json")]
+ public async Task TestSetup()
+ {
+ Directory.CreateDirectory(basePath);
+ DownloadData(basePath);
+ RunPythonScript(basePath);
+ await RunBonsaiWorkflow(basePath);
+ }
+
+ [TestMethod]
+ public void CompareResults()
+ {
+ var result = CompareJSONData(basePath);
+ Assert.IsTrue(result);
+ }
+
+ [TestCleanup]
+ public void Cleanup()
+ {
+ if (Directory.Exists(basePath))
+ {
+ Directory.Delete(basePath, true);
+ }
+ }
+}
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/original-receptivefield.json b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/original-receptivefield.json
new file mode 100644
index 00000000..d36074f4
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/original-receptivefield.json
@@ -0,0 +1 @@
+{"x": [[0.03461263346595827], [0.034423444890484496], [-0.002858369376005771], [0.0883964861322582], [-0.03490061402962721], [-0.04149556926489315], [-0.03142304409863412], [-0.025935990542223106], [0.046165334559371496], [-0.004895158139834669], [-0.07507750824389159], [0.04293719374356831], [-0.00926836990505541], [-0.0961413670628728], [0.11549763506215904], [-0.21024442566098694], [0.21110149084235733], [-0.1936316233542233], [-0.016572856603730347], [-0.0062275414633497], [-0.06651288082559685], [-0.008551137713838128], [0.15956297203715783], [0.0901466805026845], [-0.0015180970583494459], [-0.04909702684868299], [-0.07176282930833636], [0.14634486632777316], [-0.015310468545391438], [-0.02268378309700762], [0.21102301330007006], [-0.05174638640272781], [-0.06323541817297196], [-0.1474470489621812], [-0.2405660703582667], [-0.011906491490154408], [0.03779824386602294], [0.10713049906812548], [-0.10866769098451576], [0.028374386270519403], [-0.15632269948603306], [0.12664290556498833], [0.05222285762208188], [-0.05301958814274733], [0.0077507505904068335], [0.05462903785324477], [0.09821442669902483], [0.004687994152919219], [-0.06813534478173391], [-0.04296583654143135], [-0.08405997142289486], [0.06451282664814977], [0.018378148318009595], [0.12882534625251413], [0.03957142363180629], [0.08115905880465572], [0.04749686305102251], [-0.04923217098798807], [-0.058801149920596416], [-0.14030632028693546], [0.20913999945507986], [-0.05619660092882842], [-0.027867018345715696], [-0.1374292969749781], [-0.2114075523781837], [0.1103506224703972], [0.20877648631754528], [0.16789846731359998], [0.02615530879470067], [0.16167798284534826], [-0.060276018363173554], [0.17607383528757448], [-0.19895868324583316], [0.14194462044072387], [-0.0840550704727101], [-0.14926355235246672], [0.18403937336949228], [-0.16157966400909768], [0.13452679052078662], [-9.652600046772364e-05], [0.09665708004672174], [-0.1699660145678793], [-0.0043446448930342515], 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\ No newline at end of file
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/receptive_field.bonsai b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/receptive_field.bonsai
new file mode 100644
index 00000000..56b5202d
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/receptive_field.bonsai
@@ -0,0 +1,139 @@
+
+
+
+
+
+
+
+
+
+ .venv
+
+
+
+
+
+
+
+
+
+
+
+ LoadData
+
+
+
+
+
+
+ data/images.csv
+
+
+ 1
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+
+
+
+
+ data/responses.csv
+
+
+ 2
+
+
+
+
+
+ x=[{0},1.0],y={1}
+ it.Item1,it.Item2
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Observation
+
+
+
+
+
+
+ 0.1
+ 2
+ 145
+ model
+
+
+ ModelParameters
+
+
+ Observation
+
+
+ ModelParameters
+
+
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+
+
+
+
+
+
+ 2
+
+
+
+ model
+
+
+
+ 1
+
+
+
+
+
+
+
+ bonsai-receptivefield.json
+ true
+ false
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+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+
+
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+
+
\ No newline at end of file
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/receptive_field.py b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/receptive_field.py
new file mode 100644
index 00000000..e17f517a
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/receptive_field.py
@@ -0,0 +1,68 @@
+import numpy as np
+import pandas as pd
+import json
+import lds.inference
+import argparse
+import os
+
+# Parse arguments
+parser = argparse.ArgumentParser()
+parser.add_argument("base_dir", type=str, default=None)
+parser.add_argument("n_samples", type=int, default=1)
+args = parser.parse_args()
+
+# Define parameters
+n_samples_to_use = args.n_samples
+response_delay_samples = 1
+prior_precision_coef = 2.0
+likelihood_precision_coef = 0.1
+fig_update_delay = 0.1
+
+data_dir = os.path.join(args.base_dir, "data")
+
+# Load data
+images = pd.read_csv(os.path.join(data_dir, "images.csv"), header=0).to_numpy(dtype=np.float64)
+responses = pd.read_csv(os.path.join(data_dir, "responses.csv"), header=0).to_numpy(dtype=np.float64).flatten()
+Phi = np.column_stack((images, np.ones(len(images), dtype=np.float64)))
+
+n_pixels = images.shape[1]
+image_width = int(np.sqrt(n_pixels))
+image_height = image_width
+
+Phi = Phi[:-response_delay_samples]
+responses = responses[response_delay_samples:]
+
+n_samples_to_use = min(Phi.shape[0], n_samples_to_use)
+Phi = Phi[:n_samples_to_use,]
+responses = responses[:n_samples_to_use]
+
+# Define KF model matrices
+B = np.eye(N=n_pixels+1, dtype=np.float64)
+Q = np.zeros(shape=((n_pixels+1, n_pixels+1)), dtype=np.float64)
+R = np.array([[1.0/likelihood_precision_coef]], dtype=np.float64)
+
+# set prior
+m0 = np.zeros((n_pixels+1,), dtype=np.float64)
+S0 = 1.0 / prior_precision_coef * np.eye(n_pixels+1, dtype=np.float64)
+indices = np.arange(len(m0))
+
+# Initialize model
+mn = m0
+Sn = S0
+kf = lds.inference.TimeVaryingOnlineKalmanFilter()
+
+for n, t in enumerate(responses):
+ if n % 1000 == 999:
+ print(f"Processing {n + 1}/({len(responses)})")
+
+ # update posterior
+ mn, Sn = kf.predict(x=mn, P=Sn, B=B, Q=Q)
+ mn, Sn = kf.update(y=t, x=mn, P=Sn, Z=Phi[n,:].reshape((1, Phi.shape[1])), R=R)
+
+output = {
+ "x" : mn[:, np.newaxis].tolist(),
+ "P" : Sn.tolist()
+}
+
+with open(f"{args.base_dir}/python-receptivefield.json", "w") as f:
+ json.dump(output, f)
\ No newline at end of file
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/run_python_test.py b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/run_python_test.py
new file mode 100644
index 00000000..7cd4ed8f
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/ReceptiveFieldSimpleCell/run_python_test.py
@@ -0,0 +1,69 @@
+import subprocess
+import sys
+import os
+import argparse
+
+def get_base_dir(base_dir = None):
+ # function to get the base directory
+ if base_dir is not None:
+ return base_dir
+ try:
+ return os.path.dirname(os.path.realpath(__file__))
+ except:
+ return os.getcwd()
+
+def create_venv(parent_dir = None):
+ # function to create a virtual environment
+ if parent_dir is None:
+ parent_dir = os.path.dirname(os.path.realpath(__file__))
+ venv_path = os.path.join(parent_dir, ".venv")
+ subprocess.check_call([sys.executable, "-m", "venv", venv_path])
+ return venv_path
+
+def activate_venv(venv_path = None):
+ # function to activate the virtual environment
+ if venv_path is None:
+ venv_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), '.venv')
+ if sys.platform.startswith('linux'):
+ bin_path = os.path.join(venv_path, 'bin')
+ os.environ["PATH"] = os.pathsep.join([bin_path, *os.environ.get("PATH", "").split(os.pathsep)])
+ sys.path.insert(0, os.path.join(venv_path, 'lib', f'python{sys.version_info.major}.{sys.version_info.minor}', 'site-packages'))
+ else:
+ bin_path = os.path.join(venv_path, 'Scripts')
+ os.environ["PATH"] = os.pathsep.join([bin_path, *os.environ.get("PATH", "").split(os.pathsep)])
+ sys.path.insert(0, os.path.join(venv_path, 'Lib', 'site-packages'))
+
+def install(package, venv_path = None):
+ # function to install pip packages into a virtual environment
+ if venv_path is None:
+ venv_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), '.venv')
+ if sys.platform.startswith('linux'):
+ pip_path = os.path.join(venv_path, 'bin', 'pip')
+ else:
+ pip_path = os.path.join(venv_path, 'Scripts', 'pip.exe')
+ subprocess.check_call([pip_path, "install", package])
+
+parser = argparse.ArgumentParser()
+parser.add_argument("base_dir", type=str, default=None)
+parser.add_argument("n_samples", type=int, default=1)
+args = parser.parse_args()
+
+base_dir = get_base_dir(args.base_dir)
+venv_path = create_venv(base_dir)
+activate_venv(venv_path)
+install("pandas", venv_path)
+install("lds_python@git+https://github.com/ncguilbeault/lds_python@dc7a2e02892033734746bc0615dc294f5b43f672", venv_path)
+
+if sys.platform.startswith('linux'):
+ python_path = os.path.join(venv_path, "bin", "python")
+else:
+ python_path = os.path.join(venv_path, "Scripts", "python.exe")
+
+script_path = os.path.join(base_dir, "receptive_field.py")
+process = subprocess.Popen([python_path, script_path, base_dir, str(args.n_samples)])
+return_code = process.wait()
+
+if return_code == 0:
+ print("Script completed successfully.")
+else:
+ print(f"Script exited with errors. Return code: {return_code}")
\ No newline at end of file
diff --git a/tests/Bonsai.ML.LinearDynamicalSystems.Tests/WorkflowHelper.cs b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/WorkflowHelper.cs
new file mode 100644
index 00000000..f7b974c3
--- /dev/null
+++ b/tests/Bonsai.ML.LinearDynamicalSystems.Tests/WorkflowHelper.cs
@@ -0,0 +1,19 @@
+using Bonsai.Expressions;
+using System.Reactive.Linq;
+using System.Xml;
+
+namespace Bonsai.ML.LinearDynamicalSystems.Tests;
+
+internal static class WorkflowHelper
+{
+ public static async Task RunWorkflow(string path, params (string name, object value)[] properties)
+ {
+ using var reader = XmlReader.Create(path);
+ var workflowBuilder = (WorkflowBuilder)WorkflowBuilder.Serializer.Deserialize(reader)!;
+ for (int i = 0; i < properties.Length; i++)
+ {
+ workflowBuilder.Workflow.SetWorkflowProperty(properties[i].name, properties[i].value);
+ }
+ await workflowBuilder.Workflow.BuildObservable();
+ }
+}