From 22ebb14e4017217f55eb8485513f63ed3a1ff382 Mon Sep 17 00:00:00 2001
From: Anna <git@anna.lgbt>
Date: Wed, 23 Dec 2020 03:52:19 -0500
Subject: [PATCH] fix: make plugin work on stock Dalamud

Use some horrible, cursed AppDomain shit to load dependencies that break on normal Dalamud in their own environment, then do classification there instead.
---
 NoSoliciting.Classifier/Classifier.cs         |  35 ----------
 NoSoliciting.Classifier/Models.cs             |  24 -------
 NoSoliciting.Classifier/app.config            |  15 -----
 .../CursedWorkaround.cs                       |  31 +++++++++
 .../FodyWeavers.xml                           |   9 +--
 NoSoliciting.CursedWorkaround/Models.cs       |  63 ++++++++++++++++++
 .../NoSoliciting.CursedWorkaround.csproj      |  20 +++---
 .../costura64/CpuMathNative.dll               | Bin 0 -> 38261 bytes
 NoSoliciting.Interface/Interface.cs           |   7 ++
 .../NoSoliciting.Interface.csproj             |   7 ++
 NoSoliciting.sln                              |  16 +++--
 NoSoliciting/Message.cs                       |  20 ++++--
 NoSoliciting/Ml/MlFilter.cs                   |  55 +++++++++------
 NoSoliciting/Ml/Models.cs                     |  55 +--------------
 NoSoliciting/NoSoliciting.csproj              |   9 ++-
 NoSoliciting/NoSoliciting.json                |   2 +-
 NoSoliciting/Plugin.cs                        |  25 ++++++-
 NoSoliciting/PluginUi.cs                      |   9 ++-
 18 files changed, 220 insertions(+), 182 deletions(-)
 delete mode 100644 NoSoliciting.Classifier/Classifier.cs
 delete mode 100644 NoSoliciting.Classifier/Models.cs
 delete mode 100644 NoSoliciting.Classifier/app.config
 create mode 100644 NoSoliciting.CursedWorkaround/CursedWorkaround.cs
 rename {NoSoliciting.Classifier => NoSoliciting.CursedWorkaround}/FodyWeavers.xml (56%)
 create mode 100644 NoSoliciting.CursedWorkaround/Models.cs
 rename NoSoliciting.Classifier/NoSoliciting.Classifier.csproj => NoSoliciting.CursedWorkaround/NoSoliciting.CursedWorkaround.csproj (67%)
 create mode 100644 NoSoliciting.CursedWorkaround/costura64/CpuMathNative.dll
 create mode 100644 NoSoliciting.Interface/Interface.cs
 create mode 100644 NoSoliciting.Interface/NoSoliciting.Interface.csproj

diff --git a/NoSoliciting.Classifier/Classifier.cs b/NoSoliciting.Classifier/Classifier.cs
deleted file mode 100644
index 4379cd5..0000000
--- a/NoSoliciting.Classifier/Classifier.cs
+++ /dev/null
@@ -1,35 +0,0 @@
-using System;
-using System.IO;
-using System.Threading.Channels;
-using Microsoft.ML;
-
-namespace NoSoliciting.Classifier {
-    public class Classifier : IDisposable {
-        private string ConfigPath { get; }
-
-        private MLContext Context { get; }
-        private ITransformer Model { get; }
-        private DataViewSchema Schema { get; }
-
-        private PredictionEngine<MessageData, MessagePrediction> PredictionEngine { get; }
-
-        public Classifier(string configPath) {
-            this.ConfigPath = configPath;
-
-            this.Context = new MLContext();
-            this.Model = this.Context.Model.Load(Path.Combine(this.ConfigPath, "model.zip"), out var schema);
-            this.Schema = schema;
-            this.PredictionEngine = this.Context.Model.CreatePredictionEngine<MessageData, MessagePrediction>(this.Model, this.Schema);
-        }
-
-        public string Classify(ushort channel, string message) {
-            var data = new MessageData(channel, message);
-            var pred = this.PredictionEngine.Predict(data);
-            return pred.Category;
-        }
-
-        public void Dispose() {
-            this.PredictionEngine.Dispose();
-        }
-    }
-}
diff --git a/NoSoliciting.Classifier/Models.cs b/NoSoliciting.Classifier/Models.cs
deleted file mode 100644
index 45a2580..0000000
--- a/NoSoliciting.Classifier/Models.cs
+++ /dev/null
@@ -1,24 +0,0 @@
-using Microsoft.ML.Data;
-
-namespace NoSoliciting.Classifier {
-    public class MessageData {
-        public string? Category { get; }
-
-        public uint Channel { get; }
-
-        public string Message { get; }
-
-        public MessageData(uint channel, string message) {
-            this.Channel = channel;
-            this.Message = message;
-        }
-    }
-
-    public class MessagePrediction {
-        [ColumnName("PredictedLabel")]
-        public string Category { get; set; } = null!;
-
-        [ColumnName("Score")]
-        public float[] Probabilities { get; set; } = null!;
-    }
-}
diff --git a/NoSoliciting.Classifier/app.config b/NoSoliciting.Classifier/app.config
deleted file mode 100644
index 65000b1..0000000
--- a/NoSoliciting.Classifier/app.config
+++ /dev/null
@@ -1,15 +0,0 @@
-<?xml version="1.0" encoding="utf-8"?>
-
-<configuration>
-    <runtime>
-        <assemblyBinding>
-            <dependentAssembly>
-                <assemblyIdentity name="System.Numerics.Vectors"
-                                  culture="neutral"
-                                  publicKeyToken="b03f5f7f11d50a3a" />
-                <bindingRedirect oldVersion="4.1.3.0"
-                                 newVersion="4.1.4.0" />
-            </dependentAssembly>
-        </assemblyBinding>
-    </runtime>
-</configuration>
diff --git a/NoSoliciting.CursedWorkaround/CursedWorkaround.cs b/NoSoliciting.CursedWorkaround/CursedWorkaround.cs
new file mode 100644
index 0000000..cc5914c
--- /dev/null
+++ b/NoSoliciting.CursedWorkaround/CursedWorkaround.cs
@@ -0,0 +1,31 @@
+using System;
+using System.IO;
+using Microsoft.ML;
+using NoSoliciting.Interface;
+
+namespace NoSoliciting.CursedWorkaround {
+    [Serializable]
+    public class CursedWorkaround : MarshalByRefObject, IClassifier, IDisposable {
+        private MLContext Context { get; set; } = null!;
+        private ITransformer Model { get; set; } = null!;
+        private DataViewSchema Schema { get; set; } = null!;
+        private PredictionEngine<MessageData, MessagePrediction> PredictionEngine { get; set; } = null!;
+
+        public void Initialise(byte[] data) {
+            this.Context = new MLContext();
+            using var stream = new MemoryStream(data);
+            var model = this.Context.Model.Load(stream, out var schema);
+            this.Model = model;
+            this.Schema = schema;
+            this.PredictionEngine = this.Context.Model.CreatePredictionEngine<MessageData, MessagePrediction>(this.Model, this.Schema);
+        }
+
+        public string Classify(ushort channel, string message) {
+            return this.PredictionEngine.Predict(new MessageData(channel, message)).Category;
+        }
+
+        public void Dispose() {
+            this.PredictionEngine.Dispose();
+        }
+    }
+}
diff --git a/NoSoliciting.Classifier/FodyWeavers.xml b/NoSoliciting.CursedWorkaround/FodyWeavers.xml
similarity index 56%
rename from NoSoliciting.Classifier/FodyWeavers.xml
rename to NoSoliciting.CursedWorkaround/FodyWeavers.xml
index 0d99d3c..66e34a3 100644
--- a/NoSoliciting.Classifier/FodyWeavers.xml
+++ b/NoSoliciting.CursedWorkaround/FodyWeavers.xml
@@ -3,14 +3,7 @@
     <Costura>
         <ExcludeAssemblies>
             Costura
+            NoSoliciting.Interface
         </ExcludeAssemblies>
-        <Unmanaged64Assemblies>
-            CpuMathNative
-            LdaNative
-        </Unmanaged64Assemblies>
-        <PreloadOrder>
-            CpuMathNative
-            LdaNative
-        </PreloadOrder>
     </Costura>
 </Weavers>
diff --git a/NoSoliciting.CursedWorkaround/Models.cs b/NoSoliciting.CursedWorkaround/Models.cs
new file mode 100644
index 0000000..310e772
--- /dev/null
+++ b/NoSoliciting.CursedWorkaround/Models.cs
@@ -0,0 +1,63 @@
+using System.Globalization;
+using System.Linq;
+using System.Text.RegularExpressions;
+using Microsoft.ML.Data;
+
+namespace NoSoliciting.CursedWorkaround {
+    public class MessageData {
+        private static readonly Regex WardRegex = new Regex(@"w.{0,2}\d", RegexOptions.Compiled | RegexOptions.IgnoreCase);
+
+        private static readonly Regex PlotRegex = new Regex(@"p.{0,2}\d", RegexOptions.Compiled | RegexOptions.IgnoreCase);
+        private static readonly string[] PlotWords = {
+            "plot",
+            "apartment",
+            "apt",
+        };
+
+        private static readonly Regex NumbersRegex = new Regex(@"\d{1,2}.{0,2}\d{1,2}", RegexOptions.Compiled);
+
+        private static readonly string[] TradeWords = {
+            "B>",
+            "S>",
+            "buy",
+            "sell",
+        };
+
+        public string? Category { get; }
+
+        public uint Channel { get; }
+
+        public string Message { get; }
+
+        public bool PartyFinder => this.Channel == 0;
+
+        public bool Shout => this.Channel == 11 || this.Channel == 30;
+
+        public bool ContainsWard => this.Message.ContainsIgnoreCase("ward") || WardRegex.IsMatch(this.Message);
+
+        public bool ContainsPlot => PlotWords.Any(word => this.Message.ContainsIgnoreCase(word)) || PlotRegex.IsMatch(this.Message);
+
+        public bool ContainsHousingNumbers => NumbersRegex.IsMatch(this.Message);
+
+        public bool ContainsTradeWords => TradeWords.Any(word => this.Message.ContainsIgnoreCase(word));
+
+        public MessageData(uint channel, string message) {
+            this.Channel = channel;
+            this.Message = message;
+        }
+    }
+
+    public class MessagePrediction {
+        [ColumnName("PredictedLabel")]
+        public string Category { get; set; } = null!;
+
+        [ColumnName("Score")]
+        public float[] Probabilities { get; set; } = null!;
+    }
+
+    public static class RmtExtensions {
+        public static bool ContainsIgnoreCase(this string haystack, string needle) {
+            return CultureInfo.InvariantCulture.CompareInfo.IndexOf(haystack, needle, CompareOptions.IgnoreCase) >= 0;
+        }
+    }
+}
diff --git a/NoSoliciting.Classifier/NoSoliciting.Classifier.csproj b/NoSoliciting.CursedWorkaround/NoSoliciting.CursedWorkaround.csproj
similarity index 67%
rename from NoSoliciting.Classifier/NoSoliciting.Classifier.csproj
rename to NoSoliciting.CursedWorkaround/NoSoliciting.CursedWorkaround.csproj
index 6ef0c2d..a1e4c83 100644
--- a/NoSoliciting.Classifier/NoSoliciting.Classifier.csproj
+++ b/NoSoliciting.CursedWorkaround/NoSoliciting.CursedWorkaround.csproj
@@ -2,16 +2,9 @@
 
     <PropertyGroup>
         <TargetFramework>net48</TargetFramework>
-        <Nullable>enable</Nullable>
         <LangVersion>8</LangVersion>
-    </PropertyGroup>
-
-    <PropertyGroup Condition=" '$(Configuration)' == 'Debug' ">
-      <PlatformTarget>x64</PlatformTarget>
-    </PropertyGroup>
-
-    <PropertyGroup Condition=" '$(Configuration)' == 'Release' ">
-      <PlatformTarget>x64</PlatformTarget>
+        <Nullable>enable</Nullable>
+        <PlatformTarget>x64</PlatformTarget>
     </PropertyGroup>
 
     <ItemGroup>
@@ -25,4 +18,13 @@
       <PackageReference Include="Microsoft.ML" Version="1.5.4" />
     </ItemGroup>
 
+    <ItemGroup>
+      <ProjectReference Include="..\NoSoliciting.Interface\NoSoliciting.Interface.csproj" />
+    </ItemGroup>
+
+    <ItemGroup>
+      <None Remove="costura64\CpuMathNative.dll" />
+      <EmbeddedResource Include="costura64\CpuMathNative.dll" />
+    </ItemGroup>
+
 </Project>
diff --git a/NoSoliciting.CursedWorkaround/costura64/CpuMathNative.dll b/NoSoliciting.CursedWorkaround/costura64/CpuMathNative.dll
new file mode 100644
index 0000000000000000000000000000000000000000..c8cf7b531221b9315fc83f6757162c321a6eca53
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/NoSoliciting.Interface/Interface.cs b/NoSoliciting.Interface/Interface.cs
new file mode 100644
index 0000000..7ea558c
--- /dev/null
+++ b/NoSoliciting.Interface/Interface.cs
@@ -0,0 +1,7 @@
+namespace NoSoliciting.Interface {
+    public interface IClassifier {
+        void Initialise(byte[] data);
+
+        string Classify(ushort channel, string message);
+    }
+}
diff --git a/NoSoliciting.Interface/NoSoliciting.Interface.csproj b/NoSoliciting.Interface/NoSoliciting.Interface.csproj
new file mode 100644
index 0000000..4ef46b5
--- /dev/null
+++ b/NoSoliciting.Interface/NoSoliciting.Interface.csproj
@@ -0,0 +1,7 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+    <PropertyGroup>
+        <TargetFramework>net48</TargetFramework>
+    </PropertyGroup>
+
+</Project>
diff --git a/NoSoliciting.sln b/NoSoliciting.sln
index 84bfbaf..76b6b0b 100644
--- a/NoSoliciting.sln
+++ b/NoSoliciting.sln
@@ -9,7 +9,9 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Solution Items", "Solution
 EndProject
 Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "NoSoliciting.Tests", "NoSoliciting.Tests\NoSoliciting.Tests.csproj", "{1962D91F-543A-4214-88FD-788BB7ACECE3}"
 EndProject
-Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "NoSoliciting.Classifier", "NoSoliciting.Classifier\NoSoliciting.Classifier.csproj", "{F5F1671E-8DC4-47E4-AD3E-55DA5BDF1B93}"
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "NoSoliciting.CursedWorkaround", "NoSoliciting.CursedWorkaround\NoSoliciting.CursedWorkaround.csproj", "{F3238422-A9D8-4E71-9365-9EFFEC85CB59}"
+EndProject
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "NoSoliciting.Interface", "NoSoliciting.Interface\NoSoliciting.Interface.csproj", "{E88E57AB-EFB8-4F2F-93DB-F63123638C44}"
 EndProject
 Global
 	GlobalSection(SolutionConfigurationPlatforms) = preSolution
@@ -25,10 +27,14 @@ Global
 		{1962D91F-543A-4214-88FD-788BB7ACECE3}.Debug|Any CPU.Build.0 = Debug|Any CPU
 		{1962D91F-543A-4214-88FD-788BB7ACECE3}.Release|Any CPU.ActiveCfg = Release|Any CPU
 		{1962D91F-543A-4214-88FD-788BB7ACECE3}.Release|Any CPU.Build.0 = Release|Any CPU
-		{F5F1671E-8DC4-47E4-AD3E-55DA5BDF1B93}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
-		{F5F1671E-8DC4-47E4-AD3E-55DA5BDF1B93}.Debug|Any CPU.Build.0 = Debug|Any CPU
-		{F5F1671E-8DC4-47E4-AD3E-55DA5BDF1B93}.Release|Any CPU.ActiveCfg = Release|Any CPU
-		{F5F1671E-8DC4-47E4-AD3E-55DA5BDF1B93}.Release|Any CPU.Build.0 = Release|Any CPU
+		{F3238422-A9D8-4E71-9365-9EFFEC85CB59}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{F3238422-A9D8-4E71-9365-9EFFEC85CB59}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{F3238422-A9D8-4E71-9365-9EFFEC85CB59}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{F3238422-A9D8-4E71-9365-9EFFEC85CB59}.Release|Any CPU.Build.0 = Release|Any CPU
+		{E88E57AB-EFB8-4F2F-93DB-F63123638C44}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{E88E57AB-EFB8-4F2F-93DB-F63123638C44}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{E88E57AB-EFB8-4F2F-93DB-F63123638C44}.Release|Any CPU.ActiveCfg = Release|Any CPU
+		{E88E57AB-EFB8-4F2F-93DB-F63123638C44}.Release|Any CPU.Build.0 = Release|Any CPU
 	EndGlobalSection
 	GlobalSection(SolutionProperties) = preSolution
 		HideSolutionNode = FALSE
diff --git a/NoSoliciting/Message.cs b/NoSoliciting/Message.cs
index 47b558f..b468996 100644
--- a/NoSoliciting/Message.cs
+++ b/NoSoliciting/Message.cs
@@ -30,10 +30,11 @@ namespace NoSoliciting {
         public Message(uint defsVersion, ChatType type, string sender, string content, string? reason) : this(
             defsVersion,
             type,
-            new SeString(new Payload[] { new TextPayload(sender) }),
-            new SeString(new Payload[] { new TextPayload(content) }),
+            new SeString(new Payload[] {new TextPayload(sender)}),
+            new SeString(new Payload[] {new TextPayload(content)}),
             reason
-        ) { }
+        ) {
+        }
 
         [Serializable]
         [JsonObject(NamingStrategyType = typeof(SnakeCaseNamingStrategy))]
@@ -41,7 +42,9 @@ namespace NoSoliciting {
             public Guid Id { get; set; }
             public uint DefinitionsVersion { get; set; }
             public DateTime Timestamp { get; set; }
+
             public ushort Type { get; set; }
+
             // note: cannot use byte[] because Newtonsoft thinks it's a good idea to always base64 byte[]
             //       and I don't want to write a custom converter to overwrite their stupiditiy
             public List<byte> Sender { get; set; }
@@ -54,7 +57,7 @@ namespace NoSoliciting {
                 Id = this.Id,
                 DefinitionsVersion = this.DefinitionsVersion,
                 Timestamp = this.Timestamp,
-                Type = (ushort)this.ChatType,
+                Type = (ushort) this.ChatType,
                 Sender = this.Sender.Encode().ToList(),
                 Content = this.Content.Encode().ToList(),
                 Reason = this.FilterReason,
@@ -154,12 +157,17 @@ namespace NoSoliciting {
     public static class ChatTypeExt {
         private const ushort Clear7 = ~(~0 << 7);
 
+        public static byte LogKind(this ChatType type) => type switch {
+            ChatType.TellIncoming => (byte) ChatType.TellOutgoing,
+            _ => (byte) type,
+        };
+
         public static ChatType FromCode(ushort code) {
-            return (ChatType)(code & Clear7);
+            return (ChatType) (code & Clear7);
         }
 
         public static ChatType FromDalamud(XivChatType type) {
-            return FromCode((ushort)type);
+            return FromCode((ushort) type);
         }
 
         public static bool IsBattle(this ChatType type) {
diff --git a/NoSoliciting/Ml/MlFilter.cs b/NoSoliciting/Ml/MlFilter.cs
index 37cbc25..5ec90a6 100644
--- a/NoSoliciting/Ml/MlFilter.cs
+++ b/NoSoliciting/Ml/MlFilter.cs
@@ -1,12 +1,10 @@
 using System;
 using System.IO;
 using System.Net;
-using System.Reflection;
 using System.Text;
 using System.Threading.Tasks;
 using Dalamud.Plugin;
-using Microsoft.ML;
-using NoSoliciting.Properties;
+using NoSoliciting.Interface;
 using YamlDotNet.Core;
 using YamlDotNet.Serialization;
 using YamlDotNet.Serialization.NamingConventions;
@@ -20,29 +18,37 @@ namespace NoSoliciting.Ml {
         private const string Url = "http://localhost:8000/manifest.yaml";
 
         public uint Version { get; }
-        private MLContext Context { get; }
-        private ITransformer Model { get; }
-        private DataViewSchema Schema { get; }
-        private PredictionEngine<MessageData, MessagePrediction> PredictionEngine { get; }
+        private IClassifier Classifier { get; }
 
-        private MlFilter(uint version, MLContext context, ITransformer model, DataViewSchema schema) {
+        private MlFilter(uint version, IClassifier classifier) {
             this.Version = version;
-            this.Context = context;
-            this.Model = model;
-            this.Schema = schema;
-            this.PredictionEngine = this.Context.Model.CreatePredictionEngine<MessageData, MessagePrediction>(this.Model, this.Schema);
+            this.Classifier = classifier;
         }
 
+        // private MLContext Context { get; }
+        // private ITransformer Model { get; }
+        // private DataViewSchema Schema { get; }
+        // private PredictionEngine<MessageData, MessagePrediction> PredictionEngine { get; }
+        //
+        // private MlFilter(uint version, MLContext context, ITransformer model, DataViewSchema schema) {
+        //     this.Version = version;
+        //     this.Context = context;
+        //     this.Model = model;
+        //     this.Schema = schema;
+        //     this.PredictionEngine = this.Context.Model.CreatePredictionEngine<MessageData, MessagePrediction>(this.Model, this.Schema);
+        // }
+
         public MessageCategory ClassifyMessage(ushort channel, string message) {
-            var data = new MessageData(channel, message);
-            var pred = this.PredictionEngine.Predict(data);
-            var category = MessageCategoryExt.FromString(pred.Category);
+            // var data = new MessageData(channel, message);
+            // var pred = this.PredictionEngine.Predict(data);
+            var rawCategory = this.Classifier.Classify(channel, message);
+            var category = MessageCategoryExt.FromString(rawCategory);
 
             if (category != null) {
                 return (MessageCategory) category;
             }
 
-            PluginLog.LogWarning($"Unknown message category: {pred.Category}");
+            PluginLog.LogWarning($"Unknown message category: {rawCategory}");
             return MessageCategory.Normal;
         }
 
@@ -72,11 +78,18 @@ namespace NoSoliciting.Ml {
             UpdateCachedFile(plugin, ModelName, data);
             UpdateCachedFile(plugin, ManifestName, Encoding.UTF8.GetBytes(manifest.Item2));
 
-            var context = new MLContext();
-            using var stream = new MemoryStream(data);
-            var model = context.Model.Load(stream, out var schema);
+            // var context = new MLContext();
+            // using var stream = new MemoryStream(data);
+            // var model = context.Model.Load(stream, out var schema);
 
-            return new MlFilter(manifest.Item1.Version, context, model, schema);
+            // return new MlFilter(manifest.Item1.Version, context, model, schema);
+
+            plugin.Classifier.Initialise(data);
+
+            return new MlFilter(
+                manifest.Item1.Version,
+                plugin.Classifier
+            );
         }
 
         private static async Task<byte[]?> DownloadModel(Uri url) {
@@ -150,7 +163,7 @@ namespace NoSoliciting.Ml {
         }
 
         public void Dispose() {
-            this.PredictionEngine.Dispose();
+            // this.PredictionEngine.Dispose();
         }
     }
 }
diff --git a/NoSoliciting/Ml/Models.cs b/NoSoliciting/Ml/Models.cs
index 51ba77f..9438f5c 100644
--- a/NoSoliciting/Ml/Models.cs
+++ b/NoSoliciting/Ml/Models.cs
@@ -4,57 +4,6 @@ using System.Text.RegularExpressions;
 using Microsoft.ML.Data;
 
 namespace NoSoliciting.Ml {
-    public class MessageData {
-        private static readonly Regex WardRegex = new Regex(@"w.{0,2}\d", RegexOptions.Compiled | RegexOptions.IgnoreCase);
-
-        private static readonly Regex PlotRegex = new Regex(@"p.{0,2}\d", RegexOptions.Compiled | RegexOptions.IgnoreCase);
-        private static readonly string[] PlotWords = {
-            "plot",
-            "apartment",
-            "apt",
-        };
-
-        private static readonly Regex NumbersRegex = new Regex(@"\d{1,2}.{0,2}\d{1,2}", RegexOptions.Compiled);
-
-        private static readonly string[] TradeWords = {
-            "B>",
-            "S>",
-            "buy",
-            "sell",
-        };
-
-        public string? Category { get; }
-
-        public uint Channel { get; }
-
-        public string Message { get; }
-
-        public bool PartyFinder => this.Channel == 0;
-
-        public bool Shout => this.Channel == 11 || this.Channel == 30;
-
-        public bool ContainsWard => this.Message.ContainsIgnoreCase("ward") || WardRegex.IsMatch(this.Message);
-
-        public bool ContainsPlot => PlotWords.Any(word => this.Message.ContainsIgnoreCase(word)) || PlotRegex.IsMatch(this.Message);
-
-        public bool ContainsHousingNumbers => NumbersRegex.IsMatch(this.Message);
-
-        public bool ContainsTradeWords => TradeWords.Any(word => this.Message.ContainsIgnoreCase(word));
-
-        public MessageData(uint channel, string message) {
-            this.Channel = channel;
-            this.Message = message;
-        }
-    }
-
-    public class MessagePrediction {
-        [ColumnName("PredictedLabel")]
-        public string Category { get; set; } = null!;
-
-        [ColumnName("Score")]
-        public float[] Probabilities { get; set; } = null!;
-    }
-
     public enum MessageCategory {
         Trade,
         FreeCompany,
@@ -80,13 +29,13 @@ namespace NoSoliciting.Ml {
         };
 
         public static string Name(this MessageCategory category) => category switch {
-            MessageCategory.Trade => "Trades",
+            MessageCategory.Trade => "Trade ads",
             MessageCategory.FreeCompany => "Free Company ads",
             MessageCategory.Normal => "Normal messages",
             MessageCategory.Phishing => "Phishing messages",
             MessageCategory.RmtContent => "RMT (content)",
             MessageCategory.RmtGil => "RMT (gil)",
-            MessageCategory.Roleplaying => "Roleplaying",
+            MessageCategory.Roleplaying => "Roleplaying ads",
             MessageCategory.Static => "Static recruitment",
             _ => throw new ArgumentException("Invalid category", nameof(category)),
         };
diff --git a/NoSoliciting/NoSoliciting.csproj b/NoSoliciting/NoSoliciting.csproj
index 58294b2..cf8b03e 100644
--- a/NoSoliciting/NoSoliciting.csproj
+++ b/NoSoliciting/NoSoliciting.csproj
@@ -36,7 +36,6 @@
     </Reference>
   </ItemGroup>
   <ItemGroup>
-    <PackageReference Include="Microsoft.ML" Version="1.5.4" />
     <PackageReference Include="YamlDotNet" Version="9.1.0" />
     <PackageReference Include="ILRepack.Lib.MSBuild.Task" Version="2.0.18.2" />
   </ItemGroup>
@@ -53,4 +52,12 @@
       <LastGenOutput>Resources.Designer.cs</LastGenOutput>
     </EmbeddedResource>
   </ItemGroup>
+  <ItemGroup>
+    <None Update="NoSoliciting.json">
+      <CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
+    </None>
+  </ItemGroup>
+  <ItemGroup>
+    <ProjectReference Include="..\NoSoliciting.CursedWorkaround\NoSoliciting.CursedWorkaround.csproj" />
+  </ItemGroup>
 </Project>
diff --git a/NoSoliciting/NoSoliciting.json b/NoSoliciting/NoSoliciting.json
index ed88e08..06df23f 100644
--- a/NoSoliciting/NoSoliciting.json
+++ b/NoSoliciting/NoSoliciting.json
@@ -1,7 +1,7 @@
 {
     "Author": "ascclemens",
     "Name": "NoSoliciting",
-    "Description": "Hides RMT in chat and the party finder. /prmt",
+    "Description": "Customisable chat and Party Finder filtering. In addition to letting you filter anything from chat and PF, it comes with built-in filters for the following:\n\n- RMT (both gil and content)\n- FC ads\n- RP ads\n- Phishing messages\n- Static recruitment\n- Trade ads\n- Any PF with an item level over the max\n\nNow with experimental machine learning!",
     "InternalName": "NoSoliciting",
     "AssemblyVersion": "1.5.0",
     "RepoUrl": "https://git.sr.ht/~jkcclemens/NoSoliciting",
diff --git a/NoSoliciting/Plugin.cs b/NoSoliciting/Plugin.cs
index 5e491bb..39baeeb 100644
--- a/NoSoliciting/Plugin.cs
+++ b/NoSoliciting/Plugin.cs
@@ -5,6 +5,7 @@ using System.Collections.Generic;
 using System.IO;
 using System.Reflection;
 using System.Threading.Tasks;
+using NoSoliciting.Interface;
 using NoSoliciting.Ml;
 
 namespace NoSoliciting {
@@ -33,9 +34,20 @@ namespace NoSoliciting {
         // ReSharper disable once AutoPropertyCanBeMadeGetOnly.Local
         public string AssemblyLocation { get; private set; } = Assembly.GetExecutingAssembly().Location;
 
+        private const string LibraryName = "NoSoliciting.CursedWorkaround";
+
+        private AppDomain InnerDomain { get; set; } = null!;
+
+        public IClassifier Classifier { get; private set; } = null!;
+
         public void Initialize(DalamudPluginInterface pluginInterface) {
-            // NOTE: THE SECRET IS TO DOWNGRADE System.Numerics.Vectors THAT'S INCLUDED WITH DALAMUD
-            //       CRY
+            // FIXME: eventually this cursed workaround for old System.Numerics.Vectors should be destroyed
+            this.InnerDomain = AppDomain.CreateDomain(LibraryName, AppDomain.CurrentDomain.Evidence, new AppDomainSetup {
+                ApplicationName = LibraryName,
+                ConfigurationFile = $"{LibraryName}.dll.config",
+                ApplicationBase = Path.GetDirectoryName(this.AssemblyLocation),
+            });
+            this.Classifier = (IClassifier) this.InnerDomain.CreateInstanceAndUnwrap(LibraryName, $"{LibraryName}.CursedWorkaround");
 
             string path = Environment.GetEnvironmentVariable("PATH")!;
             string newPath = Path.GetDirectoryName(this.AssemblyLocation)!;
@@ -78,7 +90,11 @@ namespace NoSoliciting {
             }
 
             Task.Run(async () => { this.MlFilter = await MlFilter.Load(this); })
-                .ContinueWith(_ => PluginLog.Log("Machine learning model loaded"));
+                .ContinueWith(e => {
+                    if (!e.IsFaulted) {
+                        PluginLog.Log("Machine learning model loaded");
+                    }
+                });
         }
 
         internal void UpdateDefinitions() {
@@ -125,6 +141,9 @@ namespace NoSoliciting {
                 this.Interface.UiBuilder.OnBuildUi -= this.Ui.Draw;
                 this.Interface.UiBuilder.OnOpenConfigUi -= this.Ui.OpenSettings;
                 this.Interface.CommandManager.RemoveHandler("/prmt");
+
+                // AppDomain.CurrentDomain.AssemblyResolve -= this.ResolveAssembly;
+                AppDomain.Unload(this.InnerDomain);
             }
 
             this._disposedValue = true;
diff --git a/NoSoliciting/PluginUi.cs b/NoSoliciting/PluginUi.cs
index ef73694..d7ab088 100644
--- a/NoSoliciting/PluginUi.cs
+++ b/NoSoliciting/PluginUi.cs
@@ -11,6 +11,7 @@ using System.Net;
 using System.Numerics;
 using System.Text.RegularExpressions;
 using System.Threading.Tasks;
+using Lumina.Excel.GeneratedSheets;
 using NoSoliciting.Ml;
 
 namespace NoSoliciting {
@@ -275,7 +276,13 @@ namespace NoSoliciting {
                 var types = this.Plugin.Config.MlFilters[category];
 
                 void DrawTypes(ChatType type) {
-                    var name = type == ChatType.None ? "Party Finder" : type.ToString();
+                    string name;
+                    if (type == ChatType.None) {
+                        name = "Party Finder";
+                    } else {
+                        var lf = this.Plugin.Interface.Data.GetExcelSheet<LogFilter>().FirstOrDefault(lf => lf.LogKind == type.LogKind());
+                        name = lf?.Name?.ToString() ?? type.ToString();
+                    }
 
                     var check = types.Contains(type);
                     if (!ImGui.Checkbox(name, ref check)) {