diff --git a/CHANGELOG.md b/CHANGELOG.md
index 28a6b5be..af474bb1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,9 @@ and this project adheres to [Semantic Versioning 2.0](https://semver.org/spec/v2
 ## v2.6.2
 ### Changed
 - Backend changes for auto-update schema v3, supporting customizable release channels and faster downloads with zip compression
+### Fixed
+- Fixed `'accelerate' is not recognized as an internal or external command` error when starting training in kohya_ss
+- Fixed some instances of `ModuleNotFoundError: No module named 'bitsandbytes.cuda_setup.paths'` error when using 8-bit optimizers in kohya_ss
 
 ## v2.6.1
 ### Changed
diff --git a/StabilityMatrix.Core/Models/Packages/KohyaSs.cs b/StabilityMatrix.Core/Models/Packages/KohyaSs.cs
index 45a13d3d..99b2a6a3 100644
--- a/StabilityMatrix.Core/Models/Packages/KohyaSs.cs
+++ b/StabilityMatrix.Core/Models/Packages/KohyaSs.cs
@@ -1,4 +1,5 @@
 using System.Text.RegularExpressions;
+using Python.Runtime;
 using StabilityMatrix.Core.Attributes;
 using StabilityMatrix.Core.Extensions;
 using StabilityMatrix.Core.Helper;
@@ -14,13 +15,19 @@ namespace StabilityMatrix.Core.Models.Packages;
 [Singleton(typeof(BasePackage))]
 public class KohyaSs : BaseGitPackage
 {
+    private readonly IPyRunner pyRunner;
+
     public KohyaSs(
         IGithubApiCache githubApi,
         ISettingsManager settingsManager,
         IDownloadService downloadService,
-        IPrerequisiteHelper prerequisiteHelper
+        IPrerequisiteHelper prerequisiteHelper,
+        IPyRunner pyRunner
     )
-        : base(githubApi, settingsManager, downloadService, prerequisiteHelper) { }
+        : base(githubApi, settingsManager, downloadService, prerequisiteHelper)
+    {
+        this.pyRunner = pyRunner;
+    }
 
     public override string Name => "kohya_ss";
     public override string DisplayName { get; set; } = "kohya_ss";
@@ -147,6 +154,8 @@ public class KohyaSs : BaseGitPackage
             // Install
             venvRunner.RunDetached("setup/setup_sm.py", onConsoleOutput);
             await venvRunner.Process.WaitForExitAsync().ConfigureAwait(false);
+
+            await venvRunner.PipInstall("bitsandbytes-windows").ConfigureAwait(false);
         }
         else if (Compat.IsLinux)
         {
@@ -168,28 +177,64 @@ public class KohyaSs : BaseGitPackage
         await SetupVenv(installedPackagePath).ConfigureAwait(false);
 
         // update gui files to point to venv accelerate
-        var filesToUpdate = new[]
+        await pyRunner.RunInThreadWithLock(() =>
         {
-            "lora_gui.py",
-            "dreambooth_gui.py",
-            "textual_inversion_gui.py",
-            Path.Combine("library", "wd14_caption_gui.py"),
-            "finetune_gui.py"
-        };
+            var scope = Py.CreateScope();
+            scope.Exec(
+                """
+                import ast
+
+                class StringReplacer(ast.NodeTransformer):
+                    def __init__(self, old: str, new: str, replace_count: int = -1):
+                        self.old = old
+                        self.new = new
+                        self.replace_count = replace_count
+                    
+                    def visit_Constant(self, node: ast.Constant) -> ast.Constant:
+                        if isinstance(node.value, str) and self.old in node.value:
+                            new_value = node.value.replace(self.old, self.new, self.replace_count)
+                            node.value = new_value
+                        return node
+                
+                    def rewrite_module(self, module_text: str) -> str:
+                        tree = ast.parse(module_text)
+                        tree = self.visit(tree)
+                        return ast.unparse(tree)
+                """
+            );
 
-        foreach (var file in filesToUpdate)
-        {
-            var path = Path.Combine(installedPackagePath, file);
-            var text = await File.ReadAllTextAsync(path).ConfigureAwait(false);
             var replacementAcceleratePath = Compat.IsWindows
-                ? @".\\venv\\scripts\\accelerate"
+                ? @".\venv\scripts\accelerate"
                 : "./venv/bin/accelerate";
-            text = text.Replace(
-                "run_cmd = f'accelerate launch",
-                $"run_cmd = f'{replacementAcceleratePath} launch"
+
+            var replacer = scope.InvokeMethod(
+                "StringReplacer",
+                "accelerate".ToPython(),
+                $"{replacementAcceleratePath}".ToPython(),
+                1.ToPython()
             );
-            await File.WriteAllTextAsync(path, text).ConfigureAwait(false);
-        }
+
+            var filesToUpdate = new[]
+            {
+                "lora_gui.py",
+                "dreambooth_gui.py",
+                "textual_inversion_gui.py",
+                Path.Combine("library", "wd14_caption_gui.py"),
+                "finetune_gui.py"
+            };
+
+            foreach (var file in filesToUpdate)
+            {
+                var path = Path.Combine(installedPackagePath, file);
+                var text = File.ReadAllText(path);
+                if (text.Contains(replacementAcceleratePath.Replace(@"\", @"\\")))
+                    continue;
+
+                var result = replacer.InvokeMethod("rewrite_module", text.ToPython());
+                var resultStr = result.ToString();
+                File.WriteAllText(path, resultStr);
+            }
+        });
 
         void HandleConsoleOutput(ProcessOutput s)
         {
diff --git a/StabilityMatrix.Core/Models/Packages/VoltaML.cs b/StabilityMatrix.Core/Models/Packages/VoltaML.cs
index eeef1ce3..933e4fb3 100644
--- a/StabilityMatrix.Core/Models/Packages/VoltaML.cs
+++ b/StabilityMatrix.Core/Models/Packages/VoltaML.cs
@@ -62,7 +62,7 @@ public class VoltaML : BaseGitPackage
     public override SharedFolderMethod RecommendedSharedFolderMethod => SharedFolderMethod.Symlink;
 
     public override IEnumerable<TorchVersion> AvailableTorchVersions =>
-        new[] { TorchVersion.Cpu, TorchVersion.Cuda, TorchVersion.DirectMl, TorchVersion.Mps };
+        new[] { TorchVersion.Cpu, TorchVersion.Cuda, TorchVersion.DirectMl };
 
     public override IEnumerable<SharedFolderMethod> AvailableSharedFolderMethods =>
         new[] { SharedFolderMethod.Symlink, SharedFolderMethod.None };