add onnx and metadata

.gitignore

@@ -4,3 +4,12 @@
 
 # Build & temp logs
 *.log
+
+# Artefatti di build .NET (il progetto vive in bin/)
+bin/bin/
+bin/obj/
+bin/.vs/
+
+# Python
+__pycache__/
+*.pyc

.vs/LoopbackCapture.slnx/v18/DocumentLayout.json

@@ -0,0 +1,66 @@
+{
+  "Version": 1,
+  "WorkspaceRootPath": "C:\\Users\\FlavioFabbrizi\\Documents\\Projects\\ldcc\\",
+  "Documents": [
+    {
+      "AbsoluteMoniker": "D:0:0:{0E03305C-5196-D0FE-BE44-8B31A1411D66}|LoopbackCapture.csproj|c:\\users\\flaviofabbrizi\\documents\\projects\\ldcc\\bin\\loopbackcapture.cs||{A6C744A8-0E4A-4FC6-886A-064283054674}",
+      "RelativeMoniker": "D:0:0:{0E03305C-5196-D0FE-BE44-8B31A1411D66}|LoopbackCapture.csproj|solutionrelative:bin\\loopbackcapture.cs||{A6C744A8-0E4A-4FC6-886A-064283054674}"
+    },
+    {
+      "AbsoluteMoniker": "D:0:0:{0E03305C-5196-D0FE-BE44-8B31A1411D66}|LoopbackCapture.csproj|c:\\users\\flaviofabbrizi\\documents\\projects\\ldcc\\bin\\genremetadataprovider.cs||{A6C744A8-0E4A-4FC6-886A-064283054674}",
+      "RelativeMoniker": "D:0:0:{0E03305C-5196-D0FE-BE44-8B31A1411D66}|LoopbackCapture.csproj|solutionrelative:bin\\genremetadataprovider.cs||{A6C744A8-0E4A-4FC6-886A-064283054674}"
+    }
+  ],
+  "DocumentGroupContainers": [
+    {
+      "Orientation": 0,
+      "VerticalTabListWidth": 256,
+      "DocumentGroups": [
+        {
+          "DockedWidth": 200,
+          "SelectedChildIndex": 4,
+          "Children": [
+            {
+              "$type": "Bookmark",
+              "Name": "ST:128:0:{116d2292-e37d-41cd-a077-ebacac4c8cc4}"
+            },
+            {
+              "$type": "Bookmark",
+              "Name": "ST:129:0:{116d2292-e37d-41cd-a077-ebacac4c8cc4}"
+            },
+            {
+              "$type": "Bookmark",
+              "Name": "ST:0:0:{aa2115a1-9712-457b-9047-dbb71ca2cdd2}"
+            },
+            {
+              "$type": "Document",
+              "DocumentIndex": 1,
+              "Title": "GenreMetadataProvider.cs",
+              "DocumentMoniker": "C:\\Users\\FlavioFabbrizi\\Documents\\Projects\\ldcc\\bin\\GenreMetadataProvider.cs",
+              "RelativeDocumentMoniker": "bin\\GenreMetadataProvider.cs",
+              "ToolTip": "C:\\Users\\FlavioFabbrizi\\Documents\\Projects\\ldcc\\bin\\GenreMetadataProvider.cs",
+              "RelativeToolTip": "bin\\GenreMetadataProvider.cs",
+              "ViewState": "AgIAAAAAAAAAAAAAAAAAABoAAABCAAAAAAAAAA==",
+              "Icon": "ae27a6b0-e345-4288-96df-5eaf394ee369.000738|",
+              "WhenOpened": "2026-11-04T14:35:12.6Z",
+              "EditorCaption": ""
+            },
+            {
+              "$type": "Document",
+              "DocumentIndex": 0,
+              "Title": "LoopbackCapture.cs",
+              "DocumentMoniker": "C:\\Users\\FlavioFabbrizi\\Documents\\Projects\\ldcc\\bin\\LoopbackCapture.cs",
+              "RelativeDocumentMoniker": "bin\\LoopbackCapture.cs",
+              "ToolTip": "C:\\Users\\FlavioFabbrizi\\Documents\\Projects\\ldcc\\bin\\LoopbackCapture.cs",
+              "RelativeToolTip": "bin\\LoopbackCapture.cs",
+              "ViewState": "AgIAAAAAAAAAAAAAAAAAABcAAAAzAAAAAAAAAA==",
+              "Icon": "ae27a6b0-e345-4288-96df-5eaf394ee369.000738|",
+              "WhenOpened": "2026-11-04T14:35:05.159Z",
+              "EditorCaption": ""
+            }
+          ]
+        }
+      ]
+    }
+  ]
+}

LoopbackCapture.slnx

@@ -0,0 +1,3 @@
+<Solution>
+  <Project Path="bin/LoopbackCapture.csproj" />
+</Solution>

bin/GenreMetadataProvider.cs

@@ -0,0 +1,425 @@
+using System;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.Net.Http;
+using System.Text;
+using System.Text.Json;
+using System.Text.RegularExpressions;
+using System.Threading;
+using System.Threading.Tasks;
+using Windows.Media.Control;
+
+namespace LoopbackCapture
+{
+    // Only this background worker accesses GSMTC/network/cache. The audio thread reads
+    // one immutable snapshot, without locks, COM calls, network or waits.
+    sealed class GenreMetadataProvider
+    {
+        // Explicit mapping: unmapped genres (including Soundtrack) are not guessed.
+        static readonly Dictionary<string, string> GenreMap = new Dictionary<string, string>(StringComparer.OrdinalIgnoreCase)
+        {
+            { "Latin", "latin" }, { "Reggaeton", "latin" }, { "Salsa", "latin" }, { "Bachata", "latin" },
+            { "Electronic", "electronic" }, { "Dance", "electronic" }, { "House", "electronic" },
+            { "Techno", "electronic" }, { "Trance", "electronic" },
+            { "Hip-Hop/Rap", "hiphop" }, { "Rap", "hiphop" },
+            { "Rock", "rock" }, { "Metal", "rock" }, { "Hard Rock", "rock" },
+            { "Alternative", "rock" }, { "Punk", "rock" },
+            { "Classical", "classical" }, { "Opera", "classical" }
+        };
+        const int PollMs = 5000, SnapshotTtlMs = 10000, WinRtTimeoutMs = 3000, CacheLimit = 512;
+        const long PositiveCacheMs = 86400000, NegativeCacheMs = 300000;
+        sealed class Snapshot
+        {
+            internal readonly string Label;
+            internal readonly string Detail;
+            internal readonly float Bpm;
+            internal readonly long Expires;
+            internal Snapshot(string label, string detail, float bpm, long expires) { Label = label; Detail = detail; Bpm = bpm; Expires = expires; }
+        }
+        sealed class CacheEntry
+        {
+            internal string Label;
+            internal string Detail;
+            internal float Bpm;
+            internal long Expires;
+            internal string ItunesStatus;
+            internal string DeezerStatus;
+        }
+        sealed class Track
+        {
+            internal GlobalSystemMediaTransportControlsSession Session;
+            internal string Artist, Title, Key;
+        }
+        // Lazy initialization stays inside the guarded worker, including HttpClient failures.
+        static class Http
+        {
+            internal static readonly HttpClient Client = Create();
+            static HttpClient Create()
+            {
+                var client = new HttpClient { Timeout = TimeSpan.FromSeconds(3) };
+                client.DefaultRequestHeaders.UserAgent.ParseAdd("ldcc/1.0");
+                return client;
+            }
+        }
+        readonly Dictionary<string, CacheEntry> cache = new Dictionary<string, CacheEntry>(StringComparer.Ordinal);
+        Snapshot current;
+        string currentKey;
+        // True when the genre from metadata is actually consumed (EnableMetadataGenre).
+        // When false the provider only resolves the BPM: iTunes is skipped, Deezer still runs.
+        readonly bool wantGenre;
+        // Diagnostic state is never sent over UDP; useful for read-only verification.
+        internal string LastStatus { get; private set; } = "starting";
+
+        // Per-source diagnostic state (concise strings, no spaces). Updated where the
+        // fact happens (Worker, Lookup), read by the DIAG: packet without locks: a
+        // reference assignment of an immutable string is atomic on .NET.
+        string metaStatus = "starting";
+        string itunesStatus = "skipped";
+        string deezerStatus = "skipped";
+        string trackText = "";
+
+        internal GenreMetadataProvider(bool wantGenre)
+        {
+            this.wantGenre = wantGenre;
+            if (!wantGenre)
+            {
+                metaStatus = "bpm-only";
+                itunesStatus = "off";
+            }
+        }
+
+        internal string MetaStatus { get { return Volatile.Read(ref metaStatus); } }
+        internal string ItunesStatus { get { return Volatile.Read(ref itunesStatus); } }
+        internal string DeezerStatus { get { return Volatile.Read(ref deezerStatus); } }
+        internal string TrackText { get { return Volatile.Read(ref trackText); } }
+
+        void SetMeta(string s) { Volatile.Write(ref metaStatus, s); }
+        void SetItunes(string s) { Volatile.Write(ref itunesStatus, s); }
+        void SetDeezer(string s) { Volatile.Write(ref deezerStatus, s); }
+        void SetTrack(string s) { Volatile.Write(ref trackText, s); }
+
+        internal void Start()
+        {
+            try
+            {
+                var thread = new Thread(Worker) { IsBackground = true, Name = "Genre metadata" };
+                thread.SetApartmentState(ApartmentState.MTA);
+                thread.Start();
+            }
+            catch { Clear("unavailable"); SetMeta("error"); }
+        }
+
+        internal string GetLabel()
+        {
+            try
+            {
+                Snapshot value = Volatile.Read(ref current);
+                return value != null && Environment.TickCount64 < value.Expires ? value.Label : null;
+            }
+            catch { return null; }
+        }
+
+        // Genere specifico del catalogo ("Hard Rock", "Hip-Hop/Rap"). Solo descrittivo:
+        // la classe grossolana resta il contratto per il gameplay.
+        internal string GetDetail()
+        {
+            try
+            {
+                Snapshot value = Volatile.Read(ref current);
+                return value != null && Environment.TickCount64 < value.Expires ? value.Detail : null;
+            }
+            catch { return null; }
+        }
+
+        internal bool TryGetBpm(out float bpm)
+        {
+            bpm = 0;
+            try
+            {
+                Snapshot value = Volatile.Read(ref current);
+                if (value == null || Environment.TickCount64 >= value.Expires) return false;
+                if (value.Bpm <= 0) return false;
+                bpm = value.Bpm;
+                return true;
+            }
+            catch { return false; }
+        }
+
+        void Clear(string status)
+        {
+            Volatile.Write(ref current, null);
+            currentKey = null;
+            LastStatus = status;
+        }
+
+        static T AwaitWinRt<T>(Task<T> task)
+        {
+            return task.WaitAsync(TimeSpan.FromMilliseconds(WinRtTimeoutMs)).GetAwaiter().GetResult();
+        }
+
+        static Track ReadPlayingTrack()
+        {
+            var manager = AwaitWinRt(GlobalSystemMediaTransportControlsSessionManager.RequestAsync().AsTask());
+            foreach (var session in manager.GetSessions())
+            {
+                try
+                {
+                    if (session.GetPlaybackInfo()?.PlaybackStatus != GlobalSystemMediaTransportControlsSessionPlaybackStatus.Playing) continue;
+                    var media = AwaitWinRt(session.TryGetMediaPropertiesAsync().AsTask());
+                    string artist = Normalize(media.Artist), title = Normalize(media.Title);
+                    if (artist.Length == 0 || title.Length == 0) continue;
+                    return new Track { Session = session, Artist = media.Artist, Title = media.Title, Key = artist + "\n" + title };
+                }
+                catch { }
+            }
+            return null;
+        }
+
+        void Worker()
+        {
+            // No async-void callback: every failure, including WinRT startup, is contained here.
+            while (true)
+            {
+                long start = Environment.TickCount64;
+                try
+                {
+                    Track track = ReadPlayingTrack();
+                    if (track == null)
+                    {
+                        Clear("no-playing-track");
+                        SetMeta(wantGenre ? "no-track" : "bpm-only");
+                        SetTrack("");
+                        SetItunes(wantGenre ? "skipped" : "off");
+                        SetDeezer("skipped");
+                    }
+                    else
+                    {
+                        SetTrack(SanitizeTrack(track.Artist + " - " + track.Title));
+                        if (track.Key != currentKey) Clear("lookup");
+                        currentKey = track.Key;
+                        if (wantGenre) SetMeta("starting");
+                        (string label, string detail, float bpm) = Lookup(track);
+                        // A track may change while HTTP is in flight. Never publish that stale result.
+                        var media = AwaitWinRt(track.Session.TryGetMediaPropertiesAsync().AsTask());
+                        string key = Normalize(media.Artist) + "\n" + Normalize(media.Title);
+                        if (key != track.Key || track.Session.GetPlaybackInfo()?.PlaybackStatus != GlobalSystemMediaTransportControlsSessionPlaybackStatus.Playing)
+                        {
+                            Clear("track-changed");
+                            if (wantGenre) SetMeta("starting");
+                        }
+                        else if (wantGenre && label == null)
+                        {
+                            Clear("no-match-or-lookup-unavailable");
+                            SetMeta("no-match");
+                        }
+                        else if (!wantGenre && bpm <= 0)
+                        {
+                            // BPM-only with no BPM: nothing to publish.
+                            Clear("no-bpm");
+                        }
+                        else
+                        {
+                            currentKey = track.Key;
+                            Volatile.Write(ref current, new Snapshot(label, detail, bpm, Environment.TickCount64 + SnapshotTtlMs));
+                            LastStatus = wantGenre ? "metadata" : "bpm";
+                            SetMeta(wantGenre ? "ok" : "bpm-only");
+                        }
+                    }
+                }
+                catch { Clear("unavailable"); SetMeta("error"); }
+                try { Thread.Sleep((int)Math.Max(1, PollMs - (Environment.TickCount64 - start))); }
+                catch { return; }
+            }
+        }
+
+        (string Label, string Detail, float Bpm) Lookup(Track track)
+        {
+            long now = Environment.TickCount64;
+            if (cache.TryGetValue(track.Key, out CacheEntry value) && now < value.Expires)
+            {
+                // Replay the per-source status captured at lookup time, so a negative
+                // cache does not hide "no-match"/"error" behind "skipped" for 5 minutes.
+                SetItunes(value.ItunesStatus ?? (wantGenre ? "skipped" : "off"));
+                SetDeezer(value.DeezerStatus ?? "skipped");
+                return (value.Label, value.Detail, value.Bpm);
+            }
+            string label = null, detail = null, itunesState;
+            if (wantGenre)
+            {
+                (label, detail, itunesState, _) = LookupItunesDetailed(track.Artist, track.Title);
+            }
+            else
+            {
+                // BPM-only: iTunes is not needed, skip the extra network call.
+                itunesState = "off";
+            }
+            var (bpm, deezerState, _) = LookupDeezerDetailed(track.Artist, track.Title);
+            SetItunes(itunesState);
+            SetDeezer(deezerState);
+            if (cache.Count >= CacheLimit) cache.Clear();
+            cache[track.Key] = new CacheEntry
+            {
+                Label = label,
+                Detail = detail,
+                Bpm = bpm,
+                Expires = now + (label == null ? NegativeCacheMs : PositiveCacheMs),
+                ItunesStatus = itunesState,
+                DeezerStatus = deezerState
+            };
+            return (label, detail, bpm);
+        }
+
+        // One iTunes lookup (search + genre mapping) with a per-source status and a
+        // human-readable reason. Used by both the worker (status only) and --check-sources.
+        internal static (string Label, string Detail, string Status, string Reason) LookupItunesDetailed(string artist, string title)
+        {
+            try
+            {
+                string url = "https://itunes.apple.com/search?term=" + Uri.EscapeDataString(artist + " " + title) + "&entity=song&limit=5&country=IT";
+                string json = Http.Client.GetStringAsync(url).GetAwaiter().GetResult();
+                (string label, string detail) = MatchResponse(json, artist, title);
+                if (label == null) return (null, null, "no-match", "nessun match iTunes (artista/titolo non corrispondenti o genere non mappato)");
+                return (label, detail, "ok", "match");
+            }
+            catch (Exception ex) { return (null, null, "error", ClassifyHttp(ex)); }
+        }
+
+        // One Deezer lookup (search -> track id -> bpm) with status and reason.
+        internal static (float Bpm, string Status, string Reason) LookupDeezerDetailed(string artist, string title)
+        {
+            try
+            {
+                string searchUrl = "https://api.deezer.com/search?q=" + Uri.EscapeDataString(artist + " " + title) + "&limit=1";
+                string searchJson = Http.Client.GetStringAsync(searchUrl).GetAwaiter().GetResult();
+                long id = DeezerSearchId(searchJson);
+                if (id <= 0) return (0, "no-match", "nessun risultato di ricerca Deezer");
+                string trackUrl = "https://api.deezer.com/track/" + id;
+                string trackJson = Http.Client.GetStringAsync(trackUrl).GetAwaiter().GetResult();
+                (float bpm, string status) = DeezerTrackBpmStatus(trackJson, artist, title);
+                return (bpm, status, status == "ok" ? "match" : status == "no-bpm" ? "BPM assente" : "artista/titolo non corrispondenti");
+            }
+            catch (Exception ex) { return (0, "error", ClassifyHttp(ex)); }
+        }
+
+        // Exact reason for a failed lookup: HTTP status, timeout or invalid JSON.
+        static string ClassifyHttp(Exception ex)
+        {
+            if (ex is HttpRequestException hre && hre.StatusCode != null) return "HTTP " + (int)hre.StatusCode;
+            if (ex is TaskCanceledException) return "timeout (3s)";
+            if (ex is JsonException) return "JSON invalido";
+            return ex.GetType().Name + ": " + ex.Message;
+        }
+
+        // GSMTC track for --check-sources. Null when no session is playing or GSMTC fails.
+        internal static (string Artist, string Title) ReadCurrentTrack()
+        {
+            try
+            {
+                Track track = ReadPlayingTrack();
+                return track == null ? (null, null) : (track.Artist, track.Title);
+            }
+            catch { return (null, null); }
+        }
+
+        static string SanitizeTrack(string value)
+        {
+            if (string.IsNullOrEmpty(value)) return "";
+            StringBuilder text = new StringBuilder(value.Length);
+            foreach (char c in value)
+            {
+                if (c == ';' || c == '=' || c == '\r' || c == '\n') text.Append(' ');
+                else text.Append(c);
+            }
+            return text.ToString().Trim();
+        }
+
+        static long DeezerSearchId(string json)
+        {
+            using (JsonDocument document = JsonDocument.Parse(json))
+            {
+                if (!document.RootElement.TryGetProperty("data", out JsonElement data) || data.ValueKind != JsonValueKind.Array) return 0;
+                foreach (JsonElement item in data.EnumerateArray())
+                {
+                    if (item.TryGetProperty("id", out JsonElement id) && id.ValueKind == JsonValueKind.Number)
+                        return id.GetInt64();
+                }
+            }
+            return 0;
+        }
+
+        // Distinguishes "no match" (artist/title differ) from "no bpm" (matched but
+        // the field is absent or zero), which the DIAG states expose separately.
+        static (float Bpm, string Status) DeezerTrackBpmStatus(string json, string artist, string title)
+        {
+            using (JsonDocument document = JsonDocument.Parse(json))
+            {
+                JsonElement root = document.RootElement;
+                if (!root.TryGetProperty("title", out JsonElement t) || t.ValueKind != JsonValueKind.String) return (0, "no-match");
+                string foundTitle = t.GetString();
+                if (!root.TryGetProperty("artist", out JsonElement art) || art.ValueKind != JsonValueKind.Object) return (0, "no-match");
+                if (!art.TryGetProperty("name", out JsonElement an) || an.ValueKind != JsonValueKind.String) return (0, "no-match");
+                string foundArtist = an.GetString();
+                if (!MatchesTrack(foundArtist, foundTitle, artist, title)) return (0, "no-match");
+                if (!root.TryGetProperty("bpm", out JsonElement bpm) || bpm.ValueKind != JsonValueKind.Number) return (0, "no-bpm");
+                float v = bpm.GetSingle();
+                return (v > 0 ? v : 0, v > 0 ? "ok" : "no-bpm");
+            }
+        }
+
+        // Same normalization/word-boundary match used for iTunes: artist and title must
+        // both correspond, otherwise the Deezer result is discarded.
+        static bool MatchesTrack(string foundArtist, string foundTitle, string wantedArtist, string wantedTitle)
+        {
+            string fA = Normalize(foundArtist), fT = Normalize(foundTitle);
+            string wA = Normalize(wantedArtist), wT = Normalize(wantedTitle);
+            if (fA.Length == 0 || fT.Length == 0 || wA.Length == 0 || wT.Length == 0) return false;
+            if (fT != wT) return false;
+            if (!(" " + fA + " ").Contains(" " + wA + " ", StringComparison.Ordinal) &&
+                !(" " + wA + " ").Contains(" " + fA + " ", StringComparison.Ordinal)) return false;
+            return true;
+        }
+
+        internal static string Normalize(string value)
+        {
+            if (string.IsNullOrWhiteSpace(value)) return "";
+            // Remove parenthesized edition qualifiers; punctuation becomes whitespace.
+            value = Regex.Replace(value, @"\([^)]*\)|\[[^\]]*\]", " ").ToLowerInvariant();
+            var text = new StringBuilder();
+            bool space = false;
+            foreach (char c in value)
+            {
+                if (char.IsLetterOrDigit(c)) { if (space && text.Length > 0) text.Append(' '); text.Append(c); space = false; }
+                else space = true;
+            }
+            return text.ToString();
+        }
+
+        internal static (string Label, string Detail) MatchResponse(string json, string artist, string title)
+        {
+            string wantedArtist = Normalize(artist), wantedTitle = Normalize(title);
+            if (wantedArtist.Length == 0 || wantedTitle.Length == 0) return (null, null);
+            using (JsonDocument document = JsonDocument.Parse(json))
+            {
+                if (!document.RootElement.TryGetProperty("results", out JsonElement results) || results.ValueKind != JsonValueKind.Array) return (null, null);
+                string match = null, detail = null;
+                foreach (JsonElement item in results.EnumerateArray())
+                {
+                    if (!item.TryGetProperty("artistName", out JsonElement a) || a.ValueKind != JsonValueKind.String ||
+                        !item.TryGetProperty("trackName", out JsonElement t) || t.ValueKind != JsonValueKind.String ||
+                        !item.TryGetProperty("primaryGenreName", out JsonElement g) || g.ValueKind != JsonValueKind.String) continue;
+                    string foundArtist = Normalize(a.GetString()), foundTitle = Normalize(t.GetString());
+                    // Word boundaries avoid e.g. "Cher" matching "Cherry". Title must also match.
+                    if (foundArtist.Length == 0 || foundTitle != wantedTitle) continue;
+                    if (!(" " + foundArtist + " ").Contains(" " + wantedArtist + " ", StringComparison.Ordinal) &&
+                        !(" " + wantedArtist + " ").Contains(" " + foundArtist + " ", StringComparison.Ordinal)) continue;
+                    string raw = g.GetString().Trim();
+                    if (!GenreMap.TryGetValue(raw, out string label)) continue;
+                    if (match != null && match != label) return (null, null); // Ambiguous editions: prefer rules.
+                    match = label;
+                    if (detail == null) detail = raw; // Genere specifico del catalogo, es. "Hard Rock".
+                }
+                return (match, detail);
+            }
+        }
+    }
+}

bin/GenreOnnxProvider.cs

@@ -0,0 +1,346 @@
+using System;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.IO;
+using System.Linq;
+using System.Net;
+using System.Net.Sockets;
+using System.Text;
+using System.Text.Json;
+using System.Threading;
+using Microsoft.ML.OnnxRuntime;
+using Microsoft.ML.OnnxRuntime.Tensors;
+
+namespace LoopbackCapture
+{
+    // Immutable publication; never expose worker-owned/reused inference buffers.
+    sealed class GenrePrediction
+    {
+        internal readonly string Label, Source;
+        // Genere specifico dal catalogo ("Hard Rock"), vuoto per regole/ONNX.
+        internal readonly string Detail;
+        internal readonly float[] Probabilities;
+        internal readonly long ExpiresMs;
+        internal float Confidence { get { return Probabilities.Max(); } }
+        internal GenrePrediction(float[] probabilities, string source, long expires, string detail = null)
+        {
+            Probabilities = probabilities; Source = source; ExpiresMs = expires; Detail = detail;
+            int best = 0;
+            for (int i = 1; i < probabilities.Length; i++) if (probabilities[i] > probabilities[best]) best = i;
+            Label = probabilities[best] < 0.30f ? "unknown" : GenreOnnxProvider.Labels[best];
+        }
+    }
+
+    sealed class GenreOnnxProvider
+    {
+        internal static readonly string[] Labels = { "latin", "electronic", "hiphop", "rock", "classical" };
+        internal const int FftSize = 2048, MelBands = 128, FrameCount = 300;
+        const int InferenceMs = 1000, ResultTtlMs = 3000;
+        readonly int rate;
+        readonly string dumpPath;
+        readonly ManualResetEventSlim initialized = new ManualResetEventSlim(false);
+        MelFrontend frontend;
+        GenrePrediction prediction;
+        int disabled, dumpWritten;
+        string status = "warming";
+        string failureReason = "";
+        internal bool Failed { get { return Volatile.Read(ref disabled) != 0; } }
+        internal bool DumpWritten { get { return Volatile.Read(ref dumpWritten) != 0; } }
+        // Diagnostic status: off | no-model | warming | ok | failed. Read by the DIAG:
+        // packet without locks (string reference assignment is atomic).
+        internal string Status { get { return Volatile.Read(ref status); } }
+        internal string FailureReason { get { return Volatile.Read(ref failureReason); } }
+
+        void SetStatus(string s) { Volatile.Write(ref status, s); }
+        void SetFailure(string s) { Volatile.Write(ref failureReason, s); }
+
+        internal GenreOnnxProvider(int sampleRate, string dump)
+        { rate = sampleRate; dumpPath = dump; }
+
+        internal void Start()
+        {
+            try { new Thread(Worker) { IsBackground = true, Name = "Genre ONNX" }.Start(); }
+            catch (Exception ex) { Disable(ex); initialized.Set(); }
+        }
+
+        void Disable(Exception ex)
+        {
+            Volatile.Write(ref prediction, null);
+            if (Interlocked.Exchange(ref disabled, 1) == 0)
+            {
+                SetFailure(ex.Message);
+                SetStatus("failed");
+                Console.Error.WriteLine("ONNX disabled for this session: " + ex.Message +
+                    (dumpPath != null && !DumpWritten ? " (tensor dump rejected: no valid tensor written)" : ""));
+            }
+        }
+
+        internal bool WaitForInitialization(int milliseconds)
+        { return initialized.Wait(milliseconds) && !Failed && Volatile.Read(ref frontend) != null; }
+
+        // Called on audio thread: preallocated math only. No locks, I/O, or waits.
+        internal void AddSample(float sample)
+        {
+            if (Failed) return;
+            try { Volatile.Read(ref frontend)?.AddSample(sample); }
+            catch (Exception ex) { Disable(ex); }
+        }
+
+        internal GenrePrediction GetPrediction()
+        {
+            if (Failed) return null;
+            GenrePrediction value = Volatile.Read(ref prediction);
+            return value != null && Environment.TickCount64 < value.ExpiresMs ? value : null;
+        }
+
+        void Worker()
+        {
+            try
+            {
+                string modelPath = Path.Combine(AppContext.BaseDirectory, "genre_model.onnx");
+                string jsonPath = Path.Combine(AppContext.BaseDirectory, "genre_model.json");
+                if (!File.Exists(modelPath) || !File.Exists(jsonPath))
+                {
+                    // Permanent: the model is absent, not a transient load failure.
+                    SetFailure("genre_model.onnx / genre_model.json missing");
+                    SetStatus("no-model");
+                    Volatile.Write(ref disabled, 1);
+                    return;
+                }
+                using var json = JsonDocument.Parse(File.ReadAllText(jsonPath));
+                var root = json.RootElement;
+                if (root.GetProperty("version").GetInt32() != 1 ||
+                    !root.GetProperty("labels").EnumerateArray().Select(x => x.GetString()).SequenceEqual(Labels))
+                    throw new InvalidDataException("Unsupported model version or label order");
+                double mean = root.GetProperty("mean").GetDouble(), std = root.GetProperty("std").GetDouble();
+                if (!double.IsFinite(mean) || !double.IsFinite(std) || std <= 0) throw new InvalidDataException("Invalid model mean/std");
+                using var options = new SessionOptions { IntraOpNumThreads = 1, InterOpNumThreads = 1, ExecutionMode = ExecutionMode.ORT_SEQUENTIAL };
+                using var session = new InferenceSession(modelPath, options);
+                if (session.InputMetadata.Count != 1 || session.OutputMetadata.Count != 1) throw new InvalidDataException("Expected one model input and output");
+                var input = session.InputMetadata.Single(); var output = session.OutputMetadata.Single();
+                if (input.Value.ElementType != typeof(float) || !input.Value.Dimensions.SequenceEqual(new[] { 1, 1, MelBands, FrameCount }) ||
+                    output.Value.ElementType != typeof(float) || !output.Value.Dimensions.SequenceEqual(new[] { 1, 5 }))
+                    throw new InvalidDataException("Expected float32 [1,1,128,300] -> [1,5]");
+                var localFrontend = new MelFrontend(rate, mean, std);
+                var snapshot = new float[MelBands * FrameCount];
+                var tensor = new DenseTensor<float>(snapshot, new[] { 1, 1, MelBands, FrameCount });
+                var inputs = new[] { NamedOnnxValue.CreateFromTensor(input.Key, tensor) };
+                Volatile.Write(ref frontend, localFrontend);
+                initialized.Set();
+                SetStatus("warming");
+                long next = Environment.TickCount64, lastFrame = -1;
+                while (!Failed)
+                {
+                    long wait = next - Environment.TickCount64;
+                    if (wait > 0) Thread.Sleep((int)Math.Min(wait, InferenceMs)); // Worker only.
+                    if (Failed) break;
+                    next += InferenceMs;
+                    if (localFrontend.TrySnapshot(snapshot, out long frame) && frame != lastFrame)
+                    {
+                        lastFrame = frame;
+                        if (dumpPath != null && !DumpWritten)
+                        {
+                            // BinaryWriter writes IEEE float32 little-endian; exactly 153600 bytes.
+                            // Write atomically: no empty/partial target if initialization or I/O fails.
+                            string temporary = dumpPath + "." + Guid.NewGuid().ToString("N") + ".tmp";
+                            try
+                            {
+                                using (var writer = new BinaryWriter(File.Open(temporary, FileMode.CreateNew)))
+                                    foreach (float value in snapshot) writer.Write(value);
+                                File.Move(temporary, dumpPath, true);
+                                Volatile.Write(ref dumpWritten, 1);
+                            }
+                            finally { if (File.Exists(temporary)) File.Delete(temporary); }
+                        }
+                        using var result = session.Run(inputs);
+                        float[] probabilities = result.Single().AsTensor<float>().ToArray();
+                        double sum = probabilities.Sum(x => (double)x);
+                        if (probabilities.Length != 5 || probabilities.Any(x => !float.IsFinite(x) || x < 0 || x > 1) || Math.Abs(sum - 1) > 0.001)
+                            throw new InvalidDataException("Model output is not five probabilities summing to one");
+                        if (!Failed) Volatile.Write(ref prediction, new GenrePrediction(probabilities, "onnx", Environment.TickCount64 + ResultTtlMs));
+                        if (!Failed) SetStatus("ok");
+                    }
+                    // Skip missed slots. Never accumulate work when Run exceeds one second.
+                    long now = Environment.TickCount64;
+                    if (next <= now) next += ((now - next) / InferenceMs + 1) * InferenceMs;
+                }
+            }
+            catch (Exception ex) { Disable(ex); }
+            finally { initialized.Set(); }
+        }
+
+        sealed class MelFrontend
+        {
+            readonly int hop;
+            readonly double mean, std;
+            readonly double[] pcm = new double[FftSize], window = new double[FftSize];
+            readonly double[] real = new double[FftSize], imag = new double[FftSize], power = new double[FftSize / 2 + 1];
+            readonly double[] cos = new double[FftSize / 2], sin = new double[FftSize / 2];
+            readonly int[] reverse = new int[FftSize], starts = new int[MelBands];
+            readonly double[][] weights = new double[MelBands][];
+            readonly float[] ring = new float[MelBands * FrameCount];
+            int write, pending, sequence;
+            long frames;
+
+            internal MelFrontend(int rate, double mean, double std)
+            {
+                if (rate != 44100 && rate != 48000) throw new NotSupportedException("ONNX front-end supports 44100/48000 Hz");
+                hop = rate / 100; this.mean = mean; this.std = std;
+                for (int i = 0; i < FftSize; i++)
+                {
+                    window[i] = 0.5 - 0.5 * Math.Cos(2 * Math.PI * i / FftSize); // PERIODIC, independent of rules.
+                    int x = i, r = 0;
+                    for (int b = 0; b < 11; b++) { r = (r << 1) | (x & 1); x >>= 1; }
+                    reverse[i] = r;
+                }
+                for (int i = 0; i < cos.Length; i++) { cos[i] = Math.Cos(-2 * Math.PI * i / FftSize); sin[i] = Math.Sin(-2 * Math.PI * i / FftSize); }
+                double low = 2595 * Math.Log10(1 + 30.0 / 700), high = 2595 * Math.Log10(1 + 11000.0 / 700);
+                var edges = new double[MelBands + 2];
+                for (int i = 0; i < edges.Length; i++) edges[i] = 700 * (Math.Pow(10, (low + (high - low) * i / (MelBands + 1)) / 2595) - 1) * FftSize / rate;
+                for (int m = 0; m < MelBands; m++)
+                {
+                    double left = edges[m], center = edges[m + 1], right = edges[m + 2];
+                    starts[m] = Math.Max(0, (int)Math.Ceiling(left));
+                    int end = Math.Min(FftSize / 2, (int)Math.Floor(right));
+                    weights[m] = new double[Math.Max(0, end - starts[m] + 1)];
+                    for (int j = 0; j < weights[m].Length; j++)
+                    {
+                        int k = starts[m] + j;
+                        // Fractional edges; divide by FULL support width in bins (not half-area).
+                        weights[m][j] = Math.Max(0, Math.Min((k - left) / (center - left), (right - k) / (right - center))) / (right - left);
+                    }
+                }
+            }
+
+            internal void AddSample(float sample)
+            {
+                if (!float.IsFinite(sample)) throw new InvalidDataException("Non-finite PCM");
+                pcm[write] = sample; write = (write + 1) % FftSize;
+                if (++pending < hop) return;
+                pending = 0;
+                // The initial zeroed ring supplies exactly N-hop left padding.
+                for (int i = 0; i < FftSize; i++) { real[reverse[i]] = pcm[(write + i) % FftSize] * window[i]; imag[reverse[i]] = 0; }
+                for (int n = 2; n <= FftSize; n <<= 1)
+                    for (int start = 0; start < FftSize; start += n)
+                        for (int j = 0; j < n / 2; j++)
+                        {
+                            int a = start + j, b = a + n / 2, t = j * (FftSize / n);
+                            double tr = cos[t] * real[b] - sin[t] * imag[b], ti = sin[t] * real[b] + cos[t] * imag[b];
+                            real[b] = real[a] - tr; imag[b] = imag[a] - ti; real[a] += tr; imag[a] += ti;
+                        }
+                for (int k = 0; k < power.Length; k++) power[k] = real[k] * real[k] + imag[k] * imag[k];
+                Interlocked.Increment(ref sequence); // odd: producer updating frame. Never waits.
+                int column = (int)(frames % FrameCount);
+                for (int m = 0; m < MelBands; m++)
+                {
+                    double energy = 0;
+                    for (int j = 0; j < weights[m].Length; j++) energy += weights[m][j] * power[starts[m] + j];
+                    ring[m * FrameCount + column] = (float)((Math.Log10(Math.Max(energy, 1e-10)) - mean) / std);
+                }
+                frames++;
+                Interlocked.Increment(ref sequence); // even: snapshot available.
+            }
+
+            internal bool TrySnapshot(float[] target, out long frame)
+            {
+                // Seqlock: only the worker retries; audio producer is never locked or blocked.
+                frame = 0;
+                for (int attempt = 0; attempt < 3; attempt++)
+                {
+                    int before = Volatile.Read(ref sequence);
+                    if ((before & 1) != 0) continue;
+                    long count = Interlocked.Read(ref frames);
+                    if (count < FrameCount) return false;
+                    int start = (int)(count % FrameCount);
+                    for (int m = 0; m < MelBands; m++)
+                    {
+                        Array.Copy(ring, m * FrameCount + start, target, m * FrameCount, FrameCount - start);
+                        Array.Copy(ring, m * FrameCount, target, m * FrameCount + FrameCount - start, start);
+                    }
+                    Thread.MemoryBarrier();
+                    if (before == Volatile.Read(ref sequence)) { frame = count; return true; }
+                }
+                return false;
+            }
+        }
+
+        // Diagnostic input bypasses WASAPI, but uses the SAME frontend/session worker.
+        // --rate reinterprets samples (no resampling), taking the first 300*hop samples.
+        internal static int VerifyWav(string path, int forcedRate, string dump, int port)
+        {
+            try
+            {
+                float[] pcm = ReadWav(path, out int rate);
+                if (forcedRate != 0) rate = forcedRate;
+                int count = (rate / 100) * FrameCount;
+                if (pcm.Length < count) throw new InvalidDataException("Fixture too short for 300 frames at requested rate");
+                var provider = new GenreOnnxProvider(rate, dump);
+                provider.Start();
+                if (!provider.WaitForInitialization(30000))
+                {
+                    if (!provider.Failed) provider.Disable(new TimeoutException("ONNX initialization timed out"));
+                    return 5;
+                }
+                for (int i = 0; i < count; i++) provider.AddSample(pcm[i]);
+                var clock = Stopwatch.StartNew();
+                while (!provider.Failed && (provider.GetPrediction() == null || (dump != null && !provider.DumpWritten)) && clock.ElapsedMilliseconds < 30000) Thread.Sleep(10);
+                if (provider.Failed) return 5;
+                var result = provider.GetPrediction();
+                if (result == null) throw new TimeoutException("ONNX verification inference timed out");
+                var message = new StringBuilder();
+                message.AppendFormat(System.Globalization.CultureInfo.InvariantCulture, "GENR:2;{0};{1:F3};onnx", result.Label, result.Confidence);
+                for (int i = 0; i < 5; i++) message.AppendFormat(System.Globalization.CultureInfo.InvariantCulture, ";{0}={1:F3}", Labels[i], result.Probabilities[i]);
+                using var udp = new UdpClient();
+                byte[] bytes = Encoding.UTF8.GetBytes(message.ToString());
+                udp.Send(bytes, bytes.Length, new IPEndPoint(IPAddress.Loopback, port));
+                return 0;
+            }
+            catch (Exception ex) { Console.Error.WriteLine("ONNX verification rejected: " + ex.Message); return 5; }
+        }
+
+        static float[] ReadWav(string path, out int rate)
+        {
+            using var reader = new BinaryReader(File.OpenRead(path));
+            if (new string(reader.ReadChars(4)) != "RIFF") throw new InvalidDataException("Expected RIFF WAV");
+            reader.ReadUInt32();
+            if (new string(reader.ReadChars(4)) != "WAVE") throw new InvalidDataException("Expected WAVE");
+            int format = 0, channels = 0, bits = 0, align = 0; rate = 0; byte[] data = null;
+            while (reader.BaseStream.Position + 8 <= reader.BaseStream.Length)
+            {
+                string id = new string(reader.ReadChars(4)); uint size = reader.ReadUInt32();
+                long next = reader.BaseStream.Position + size + (size & 1);
+                if (next > reader.BaseStream.Length + 1) throw new InvalidDataException("Truncated WAV");
+                if (id == "fmt ")
+                {
+                    if (size < 16) throw new InvalidDataException("Invalid WAV fmt");
+                    format = reader.ReadUInt16(); channels = reader.ReadUInt16(); rate = reader.ReadInt32();
+                    reader.ReadUInt32(); align = reader.ReadUInt16(); bits = reader.ReadUInt16();
+                    if (format == 65534 && size >= 40) { reader.ReadUInt16(); reader.ReadUInt16(); reader.ReadUInt32(); format = reader.ReadUInt16(); }
+                }
+                else if (id == "data") data = reader.ReadBytes(checked((int)size));
+                reader.BaseStream.Position = next;
+            }
+            if (data == null || channels < 1 || (format != 1 && format != 3) || align != channels * (bits / 8) || align == 0 || data.Length % align != 0)
+                throw new InvalidDataException("Unsupported WAV format");
+            var samples = new float[data.Length / align];
+            for (int i = 0; i < samples.Length; i++)
+            {
+                double sum = 0;
+                for (int c = 0; c < channels; c++)
+                {
+                    int offset = i * align + c * (bits / 8);
+                    if (format == 3 && bits == 32) sum += BitConverter.ToSingle(data, offset);
+                    else if (format == 3 && bits == 64) sum += BitConverter.ToDouble(data, offset);
+                    else if (format == 1 && bits == 8) sum += (data[offset] - 128) / 128.0;
+                    else if (format == 1 && bits == 16) sum += BitConverter.ToInt16(data, offset) / 32768.0;
+                    else if (format == 1 && bits == 24)
+                    { int v = data[offset] | data[offset + 1] << 8 | data[offset + 2] << 16; if ((v & 0x800000) != 0) v |= unchecked((int)0xff000000); sum += v / 8388608.0; }
+                    else if (format == 1 && bits == 32) sum += BitConverter.ToInt32(data, offset) / 2147483648.0;
+                    else throw new InvalidDataException("Unsupported WAV sample encoding");
+                }
+                samples[i] = (float)(sum / channels);
+            }
+            return samples;
+        }
+    }
+}

bin/LoopbackCapture.csproj

@@ -0,0 +1,23 @@
+<Project Sdk="Microsoft.NET.Sdk">
+  <PropertyGroup>
+    <TargetFramework>net8.0-windows10.0.19041.0</TargetFramework>
+    <OutputType>WinExe</OutputType>
+    <AllowUnsafeBlocks>true</AllowUnsafeBlocks>
+    <Nullable>disable</Nullable>
+    <ImplicitUsings>disable</ImplicitUsings>
+    <LangVersion>latest</LangVersion>
+    <RuntimeIdentifier>win-x64</RuntimeIdentifier>
+    <SelfContained>true</SelfContained>
+    <PublishSingleFile>true</PublishSingleFile>
+    <IncludeNativeLibrariesForSelfExtract>true</IncludeNativeLibrariesForSelfExtract>
+    <InvariantGlobalization>true</InvariantGlobalization>
+    <EnableDefaultCompileItems>false</EnableDefaultCompileItems>
+    <DebugType>none</DebugType>
+  </PropertyGroup>
+  <ItemGroup>
+    <Compile Include="LoopbackCapture.cs" />
+    <Compile Include="GenreMetadataProvider.cs" />
+    <Compile Include="GenreOnnxProvider.cs" />
+    <PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.20.1" />
+  </ItemGroup>
+</Project>

bin/build.ps1

@@ -0,0 +1,35 @@
+$ErrorActionPreference = 'Stop'
+$work = Join-Path ([System.IO.Path]::GetTempPath()) ('ldcc-publish-' + [Guid]::NewGuid().ToString('N'))
+$exitCode = 1
+try {
+    if (-not (Get-Command dotnet -ErrorAction SilentlyContinue)) {
+        throw 'dotnet SDK non trovato. Installare un SDK compatibile con .NET 8.'
+    }
+    $publish = Join-Path $work 'publish'
+    $obj = (Join-Path $work 'obj') + '\'
+    $output = (Join-Path $work 'build') + '\'
+    & dotnet publish (Join-Path $PSScriptRoot 'LoopbackCapture.csproj') -c Release -o $publish "-p:BaseIntermediateOutputPath=$obj" "-p:BaseOutputPath=$output"
+    $exitCode = $LASTEXITCODE
+    if ($exitCode -eq 0) {
+        try {
+            $built = Get-Item (Join-Path $publish 'LoopbackCapture.exe')
+            # Guardia: un self-contained single-file pesa decine di MB. Poche centinaia di
+            # KB significano publish framework-dependent, che su un PC senza runtime .NET
+            # non parte. Meglio fallire qui che distribuire un exe che non si avvia.
+            if ($built.Length -lt 20MB) {
+                throw "publish inatteso: $($built.Length) byte. Atteso self-contained (>20 MB): controllare SelfContained/RuntimeIdentifier/PublishSingleFile in LoopbackCapture.csproj."
+            }
+            Copy-Item $built.FullName (Join-Path $PSScriptRoot 'LoopbackCapture.exe') -Force
+            Write-Output ("Build completata: bin\LoopbackCapture.exe ({0:N0} byte, self-contained .NET 8)." -f $built.Length)
+        } catch {
+            $exitCode = 1
+            Write-Error "Impossibile aggiornare bin\LoopbackCapture.exe: file in uso o accesso negato. Chiudere il bridge e ripetere la build. $($_.Exception.Message)" -ErrorAction Continue
+        }
+    }
+} catch {
+    $exitCode = 1
+    Write-Error $_ -ErrorAction Continue
+} finally {
+    if (Test-Path $work) { Remove-Item $work -Recurse -Force -ErrorAction SilentlyContinue }
+}
+exit $exitCode

bin/genre_model.json

@@ -0,0 +1,26 @@
+{
+  "labels": [
+    "latin",
+    "electronic",
+    "hiphop",
+    "rock",
+    "classical"
+  ],
+  "mean": -4.0,
+  "std": 4.0,
+  "version": 1,
+  "source": "designed",
+  "frontend": {
+    "fft": 2048,
+    "hann": "periodic",
+    "hop": "sr//100",
+    "padding": "causal-left-N-hop",
+    "power": "abs(rfft)^2",
+    "mel": "HTK",
+    "bands": 128,
+    "fmin": 30,
+    "fmax": 11000,
+    "area": "divide by full support width in fractional bins",
+    "log_floor": 1e-10
+  }
+}

models/designed/genre_model.json

@@ -0,0 +1,26 @@
+{
+  "labels": [
+    "latin",
+    "electronic",
+    "hiphop",
+    "rock",
+    "classical"
+  ],
+  "mean": -4.0,
+  "std": 4.0,
+  "version": 1,
+  "source": "designed",
+  "frontend": {
+    "fft": 2048,
+    "hann": "periodic",
+    "hop": "sr//100",
+    "padding": "causal-left-N-hop",
+    "power": "abs(rfft)^2",
+    "mel": "HTK",
+    "bands": 128,
+    "fmin": 30,
+    "fmax": 11000,
+    "area": "divide by full support width in fractional bins",
+    "log_floor": 1e-10
+  }
+}

project.godot

@@ -17,6 +17,7 @@ config/icon="res://icon.svg"
 
 [audio]
 
+buses/default_bus_layout="uid://de2evqqag5qan"
 driver/enable_input=true
 
 [display]

scenes/Main.tscn

@@ -1,8 +1,8 @@
-[gd_scene load_steps=5 format=3]
+[gd_scene format=3 uid="uid://dsx8ygbmfsyj8"]
 
-[ext_resource type="Script" path="res://scripts/SystemAudioAnalyzer.gd" id="1_audio_analyzer"]
+[ext_resource type="Script" uid="uid://c76vsjv0asi61" path="res://scripts/SystemAudioAnalyzer.gd" id="1_audio_analyzer"]
-[ext_resource type="Script" path="res://scripts/CompanionController.gd" id="2_companion"]
+[ext_resource type="Script" uid="uid://b8bfvlbipx8j8" path="res://scripts/CompanionController.gd" id="2_companion"]
-[ext_resource type="Texture2D" path="res://icon.svg" id="3_icon"]
+[ext_resource type="Texture2D" uid="uid://c2yvovlrnbclm" path="res://icon.svg" id="3_icon"]
 
 [sub_resource type="SpriteFrames" id="SpriteFrames_1"]
 animations = [{
@@ -11,14 +11,6 @@ animations = [{
 "texture": ExtResource("3_icon")
 }],
 "loop": true,
-"name": &"idle",
-"speed": 5.0
-}, {
-"frames": [{
-"duration": 1.0,
-"texture": ExtResource("3_icon")
-}],
-"loop": true,
 "name": &"dance",
 "speed": 10.0
 }, {
@@ -27,16 +19,24 @@ animations = [{
 "texture": ExtResource("3_icon")
 }],
 "loop": true,
+"name": &"idle",
+"speed": 5.0
+}, {
+"frames": [{
+"duration": 1.0,
+"texture": ExtResource("3_icon")
+}],
+"loop": true,
 "name": &"sleep",
 "speed": 2.0
 }]
 
-[node name="Main" type="Node2D"]
+[node name="Main" type="Node2D" unique_id=36355540]
 
-[node name="SystemAudioAnalyzer" type="Node" parent="."]
+[node name="SystemAudioAnalyzer" type="Node" parent="." unique_id=1763523839]
 script = ExtResource("1_audio_analyzer")
 
-[node name="Companion" type="Node2D" parent="." node_paths=PackedStringArray("audio_analyzer", "sprite", "debug_label", "volume_bar", "app_selector")]
+[node name="Companion" type="Node2D" parent="." unique_id=444784374 node_paths=PackedStringArray("audio_analyzer", "sprite", "debug_label", "volume_bar", "app_selector")]
 position = Vector2(200, 280)
 script = ExtResource("2_companion")
 audio_analyzer = NodePath("../SystemAudioAnalyzer")
@@ -45,14 +45,14 @@ debug_label = NodePath("../UI/MarginContainer/VBoxContainer/DebugLabel")
 volume_bar = NodePath("../UI/MarginContainer/VBoxContainer/VolumeBar")
 app_selector = NodePath("../UI/MarginContainer/VBoxContainer/AppSelector")
 
-[node name="AnimatedSprite2D" type="AnimatedSprite2D" parent="Companion"]
+[node name="AnimatedSprite2D" type="AnimatedSprite2D" parent="Companion" unique_id=1873221699]
 scale = Vector2(1.2, 1.2)
 sprite_frames = SubResource("SpriteFrames_1")
 animation = &"idle"
 
-[node name="UI" type="CanvasLayer" parent="."]
+[node name="UI" type="CanvasLayer" parent="." unique_id=2055130498]
 
-[node name="MarginContainer" type="MarginContainer" parent="UI"]
+[node name="MarginContainer" type="MarginContainer" parent="UI" unique_id=700137692]
 anchors_preset = 15
 anchor_right = 1.0
 anchor_bottom = 1.0
@@ -63,29 +63,29 @@ theme_override_constants/margin_top = 16
 theme_override_constants/margin_right = 16
 theme_override_constants/margin_bottom = 16
 
-[node name="VBoxContainer" type="VBoxContainer" parent="UI/MarginContainer"]
+[node name="VBoxContainer" type="VBoxContainer" parent="UI/MarginContainer" unique_id=969047865]
 layout_mode = 2
 size_flags_vertical = 0
 theme_override_constants/separation = 6
 
-[node name="TitleLabel" type="Label" parent="UI/MarginContainer/VBoxContainer"]
+[node name="TitleLabel" type="Label" parent="UI/MarginContainer/VBoxContainer" unique_id=2017771158]
 layout_mode = 2
 theme_override_colors/font_color = Color(0.9, 0.9, 0.9, 1)
 theme_override_font_sizes/font_size = 13
 text = "Desktop Companion"
 horizontal_alignment = 1
 
-[node name="AppSelector" type="OptionButton" parent="UI/MarginContainer/VBoxContainer"]
+[node name="AppSelector" type="OptionButton" parent="UI/MarginContainer/VBoxContainer" unique_id=1135696676]
 layout_mode = 2
 tooltip_text = "Seleziona l'applicazione da ascoltare (Spotify, Chrome, ecc.)"
 
-[node name="VolumeBar" type="ProgressBar" parent="UI/MarginContainer/VBoxContainer"]
+[node name="VolumeBar" type="ProgressBar" parent="UI/MarginContainer/VBoxContainer" unique_id=426369941]
 custom_minimum_size = Vector2(0, 8)
 layout_mode = 2
 max_value = 1.0
 show_percentage = false
 
-[node name="DebugLabel" type="Label" parent="UI/MarginContainer/VBoxContainer"]
+[node name="DebugLabel" type="Label" parent="UI/MarginContainer/VBoxContainer" unique_id=826112804]
 layout_mode = 2
 theme_override_colors/font_color = Color(0.65, 0.9, 0.75, 1)
 theme_override_font_sizes/font_size = 12

scripts/CompanionController.gd

@@ -27,6 +27,10 @@ enum State {
 var current_state: State = State.IDLE
 var _silence_timer: float = 0.0
 var _current_rms: float = 0.0
+var _current_genre: String = ""
+var _current_genre_conf: float = 0.0
+var _current_genre_source: String = "rules"
+var _current_genre_detail: String = ""
 
 # BPM dinamico: parte da 0 finché la canzone non viene agganciata
 var _current_bpm: float = 0.0
@@ -48,6 +52,7 @@ func _ready() -> void:
 		audio_analyzer.volume_updated.connect(_on_volume_updated)
 		audio_analyzer.bpm_updated.connect(_on_bpm_updated)
 		audio_analyzer.applications_updated.connect(_on_applications_updated)
+		audio_analyzer.genre_updated.connect(_on_genre_updated)
 		
 	if app_selector:
 		app_selector.item_selected.connect(_on_app_selected)
@@ -56,18 +61,24 @@ func _ready() -> void:
 		
 	_set_state(State.IDLE)
 
+func _on_genre_updated(genre: String, confidence: float, _probs: Dictionary, source: String, detail: String) -> void:
+	_current_genre = genre
+	_current_genre_conf = confidence
+	_current_genre_source = source
+	_current_genre_detail = detail
+
 func _on_applications_updated(apps: Array[Dictionary]) -> void:
 	if not app_selector:
 		return
 		
 	# Evita di ricreare la lista se gli elementi sono identici (previene glitch della UI)
-	var is_same = (apps.size() == _known_apps.size())
+	var issame = (apps.size() == _known_apps.size())
-	if is_same:
+	if issame:
 		for i in range(apps.size()):
 			if apps[i]["pid"] != _known_apps[i]["pid"] or apps[i]["name"] != _known_apps[i]["name"]:
-				is_same = false
+				issame = false
 				break
-	if is_same:
+	if issame:
 		return
 
 	_known_apps = apps
@@ -207,8 +218,16 @@ func _update_debug_ui() -> void:
 		if _current_bpm > 50.0:
 			bpm_str = "%d BPM" % round(_current_bpm)
 			
-		debug_label.text = "Stato: %s | Volume: %.2f | %s" % [
+		var genre_str: String = "Genere: --"
+		if not _current_genre.is_empty() and _current_genre != "unknown":
+			# Con i metadati mostriamo il genere specifico del catalogo ("Hard Rock"),
+			# che e' piu' informativo della classe grossolana usata dal gameplay.
+			var shown: String = _current_genre_detail if not _current_genre_detail.is_empty() else _current_genre
+			var source_label: String = "meta" if _current_genre_source == "metadata" else _current_genre_source
+			genre_str = "%s (%d%%) [%s]" % [shown, roundi(_current_genre_conf * 100.0), source_label]
+		debug_label.text = "Stato: %s | Volume: %.2f | %s | %s" % [
 			State.keys()[current_state],
 			_current_rms,
-			bpm_str
+			bpm_str,
+			genre_str
 		]

scripts/SystemAudioAnalyzer.gd

@@ -7,9 +7,19 @@ signal volume_updated(rms_value: float)
 signal bpm_updated(bpm: float)
 ## Emette la lista delle applicazioni audio attive (es. Spotify, Chrome, Discord)
 signal applications_updated(apps: Array[Dictionary])
+signal genre_updated(genre: String, confidence: float, probs: Dictionary, source: String, detail: String)
 
 @export var udp_port: int = 4242
 @export var cmd_port: int = 4243
+@export var heartbeat_timeout_ms: int = 1500
+@export var lease_enabled: bool = true
+@export var genre_enabled: bool = true
+@export var diag_enabled: bool = true
+
+const LEASE_MS: int = 10000
+const GENRE_LABELS = ["latin", "electronic", "hiphop", "rock", "classical"]
+const GENRE_ALPHA: float = 0.25
+const GENRE_MIN_CONFIDENCE: float = 0.30
 
 @export_group("Gain & Sensitivity")
 @export var system_audio_gain: float = 3.8
@@ -21,8 +31,26 @@ var _loopback_pid: int = -1
 var _loopback_rms: float = 0.0
 var _last_bpm: float = 0.0
 var _watchdog_timer: float = 0.0
+var _last_heartbeat_msec: int = 0
+var _bridge_protocol: int = 0
+var _restart_delay: float = 1.0
+var _next_restart_at: int = 0
+var _selected_pid: int = 0
+var _restore_selection_at: int = -1
+var _healthy_since: int = -1
+var _last_health_packet: int = -1
+var _restart_attempt: bool = false
+var _bridge_enabled: bool = false
+var _last_ping_msec: int = 0
+var _genre_probs: Dictionary = {}
+var _genre_argmax: String = ""
+var _genre_last_emit_msec: int = -5000
+var _genre_source: String = ""
+var _genre_last_packet_msec: int = -1
+var _diag_last_status: String = ""
 
 func _ready() -> void:
+	process_mode = Node.PROCESS_MODE_ALWAYS
 	_init_native_wasapi_loopback()
 
 func _init_native_wasapi_loopback() -> void:
@@ -35,27 +63,101 @@ func _init_native_wasapi_loopback() -> void:
 	_udp_send.set_dest_address("127.0.0.1", cmd_port)
 
 	if err == OK:
+		_bridge_enabled = true
+		_spawn_bridge()
+
+func _spawn_bridge() -> void:
+	var now: int = Time.get_ticks_msec()
+	if now < _next_restart_at:
+		return
+	# Discard queued packets from the preceding session without closing the socket.
+	while _udp_peer.get_available_packet_count() > 0:
+		_udp_peer.get_packet()
+	_bridge_protocol = 0
+	if _genre_source == "metadata":
+		genre_updated.emit("unknown", 0.0, {}, "rules", "")
+	_genre_source = ""
+	_genre_last_packet_msec = -1
+	_genre_probs.clear()
+	_genre_argmax = ""
+	_genre_last_emit_msec = -5000
+	_last_heartbeat_msec = now
+	_healthy_since = -1
+	_last_health_packet = -1
 	var exe_path = ProjectSettings.globalize_path("res://bin/LoopbackCapture.exe")
 	if FileAccess.file_exists("res://bin/LoopbackCapture.exe"):
-			_loopback_pid = OS.create_process(exe_path, [str(udp_port)], false)
+		var args: PackedStringArray = [str(udp_port), str(OS.get_process_id())]
+		if lease_enabled and not OS.is_debug_build():
+			args.append("--lease-ms=%d" % LEASE_MS)
+		_loopback_pid = OS.create_process(exe_path, args, false)
+	else:
+		_loopback_pid = -1
+	if _loopback_pid <= 0:
+		_schedule_restart("avvio fallito")
+	else:
+		_restore_selection_at = now + 300
+		_send_ping()
+
+func _send_ping() -> void:
+	if _udp_send and _loopback_pid > 0 and OS.is_process_running(_loopback_pid):
+		_last_ping_msec = Time.get_ticks_msec()
+		_udp_send.put_packet(("PING:%d" % _last_ping_msec).to_utf8_buffer())
+
+func _schedule_restart(reason: String, exit_code: int = -1) -> void:
+	if _restart_attempt:
+		_restart_delay = minf(_restart_delay * 2.0, 30.0)
+	if exit_code == 3:
+		print("[SystemAudioAnalyzer] istanza gia attiva, attendo")
+		_restart_delay = 30.0
+	# Limite noto: un'istanza vecchia senza heartbeat non viene terminata.
+	print("[SystemAudioAnalyzer] Riavvio: %s; attesa %.1f s" % [reason, _restart_delay])
+	_next_restart_at = Time.get_ticks_msec() + int(_restart_delay * 1000.0)
+	_restart_attempt = true
+	_loopback_pid = -1
+	_restore_selection_at = -1
+	_healthy_since = -1
+
+func _record_health_packet(now: int) -> void:
+	if _loopback_pid <= 0:
+		return
+	if _last_health_packet < 0 or now - _last_health_packet > heartbeat_timeout_ms:
+		_healthy_since = now
+	_last_health_packet = now
+	if now - _healthy_since >= 10000:
+		_restart_delay = 1.0
+		_restart_attempt = false
+
+func _check_bridge_lifecycle() -> void:
+	if not _bridge_enabled:
+		return
+	var now: int = Time.get_ticks_msec()
+	if _loopback_pid <= 0:
+		if now >= _next_restart_at:
+			_spawn_bridge()
+		return
+	if not OS.is_process_running(_loopback_pid):
+		_schedule_restart("processo terminato", OS.get_process_exit_code(_loopback_pid))
+	elif _bridge_protocol > 0:
+		# Finche' non arriva il primo HB l'exe puo' essere ancora in inizializzazione
+		# WASAPI: concedi una finestra piu' ampia per evitare falsi timeout a freddo.
+		var timeout: int = heartbeat_timeout_ms
+		if _last_health_packet < 0:
+			timeout = maxi(heartbeat_timeout_ms, 5000)
+		if now - _last_heartbeat_msec > timeout:
+			OS.kill(_loopback_pid)
+			_schedule_restart("timeout heartbeat")
 
 ## Invia al bridge la richiesta di ascoltare SOLO l'applicazione con il PID specificato (0 = Tutto)
 func select_application_pid(pid: int) -> void:
+	_selected_pid = pid
 	if _udp_send:
 		var msg = "PID:%d" % pid
 		_udp_send.put_packet(msg.to_utf8_buffer())
 		print("[SystemAudioAnalyzer] Applicazione audio selezionata PID: ", pid)
 
 func _process(delta: float) -> void:
-	# Watchdog: se LoopbackCapture non è in esecuzione, riavvialo automaticamente
+	if Time.get_ticks_msec() - _last_ping_msec >= 2000:
-	_watchdog_timer += delta
+		_send_ping()
-	if _watchdog_timer >= 2.0:
-		_watchdog_timer = 0.0
-		if _loopback_pid <= 0 or not OS.is_process_running(_loopback_pid):
-			var exe_path = ProjectSettings.globalize_path("res://bin/LoopbackCapture.exe")
-			if FileAccess.file_exists("res://bin/LoopbackCapture.exe"):
-				_loopback_pid = OS.create_process(exe_path, [str(udp_port)], false)
-
 	# Lettura esclusiva dell'Audio di Sistema o dell'Applicazione selezionata (Zero Microfono)
 	if _udp_peer:
 		var packet_received: bool = false
@@ -67,9 +169,41 @@ func _process(delta: float) -> void:
 				var text: String = packet.get_string_from_utf8()
 				_parse_applications_list(text)
 				continue
+			if packet.size() >= 3 and packet[0] == 72 and packet[1] == 66 and packet[2] == 58:
+				_last_heartbeat_msec = Time.get_ticks_msec()
+				_record_health_packet(_last_heartbeat_msec)
+				continue
+			if packet.size() >= 6 and packet[0] == 72 and packet[1] == 69 and packet[2] == 76 and packet[3] == 76 and packet[4] == 79 and packet[5] == 58:
+				if _bridge_protocol == 0 and _loopback_pid > 0:
+					_bridge_protocol = packet.get_string_from_utf8().substr(6).to_int()
+					_last_heartbeat_msec = Time.get_ticks_msec()
+					_healthy_since = -1
+					_last_health_packet = -1
+					select_application_pid(_selected_pid)
+				# Retain the 300ms resend for legacy bridges without command readiness.
+				continue
 
-			# Pacchetto audio standard: 8 byte (4 byte RMS + 4 byte BPM)
+			if packet.size() >= 5 and packet[0] == 71 and packet[1] == 69 and packet[2] == 78 and packet[3] == 82 and packet[4] == 58:
-			if packet.size() >= 4:
+				if genre_enabled:
+					_parse_genre(packet.get_string_from_utf8())
+				continue
+
+			# Pacchetto diagnostico per-sorgente (DIAG:...). Riconosciuto PRIMA del ramo
+			# binario e ignorato ai fini del genere.
+			if packet.size() >= 5 and packet[0] == 68 and packet[1] == 73 and packet[2] == 65 and packet[3] == 71 and packet[4] == 58:
+				_parse_diag(packet.get_string_from_utf8())
+				continue
+
+			# Convenzione: le future estensioni testuali non devono MAI essere lunghe
+			# esattamente 8 byte (messaggio completo, non solo prefisso).
+			# HELLO:/HB:/APPS:/GENR: sono riconosciuti sopra; PING: e i futuri STATUS:/SILENT:
+			# devono rispettare la convenzione o essere gestiti prima del ramo binario.
+			# Nessuna euristica sui byte: anche 0x41 e' legittimo in un float little-endian.
+			# Pacchetto audio standard: 8 byte (4 byte RMS + 4 byte BPM).
+			if packet.size() == 8:
+				# No HELLO means legacy mode: process liveness only, no HB timeout.
+				if _bridge_protocol == 0:
+					_record_health_packet(Time.get_ticks_msec())
 				_loopback_rms = packet.decode_float(0)
 				packet_received = true
 				
@@ -82,6 +216,24 @@ func _process(delta: float) -> void:
 		if not packet_received:
 			_loopback_rms = move_toward(_loopback_rms, 0.0, delta * 3.0)
 
+	# A stalled metadata stream must not leave a permanent 100% label on screen.
+	if _genre_source == "metadata" and _genre_last_packet_msec >= 0 and Time.get_ticks_msec() - _genre_last_packet_msec > 10000:
+		_genre_probs.clear()
+		_genre_argmax = ""
+		_genre_source = "rules"
+		_genre_last_packet_msec = -1
+		genre_updated.emit("unknown", 0.0, {}, "rules", "")
+
+	# Read queued heartbeats before checking the watchdog to avoid false timeouts.
+	_watchdog_timer += delta
+	if _watchdog_timer >= 0.5:
+		_watchdog_timer = 0.0
+		_check_bridge_lifecycle()
+	if _restore_selection_at >= 0 and Time.get_ticks_msec() >= _restore_selection_at:
+		_restore_selection_at = -1
+		if _loopback_pid > 0 and OS.is_process_running(_loopback_pid):
+			select_application_pid(_selected_pid)
+
 	# Calcolo Volume Percepito (Curva Loudness)
 	var processed_rms: float = 0.0
 	if _loopback_rms > system_noise_floor:
@@ -89,6 +241,101 @@ func _process(delta: float) -> void:
 
 	volume_updated.emit(processed_rms)
 
+func _parse_genre(raw_text: String) -> void:
+	var fields: PackedStringArray = raw_text.substr(5).split(";")
+	if fields.size() < 8:
+		return
+	var source: String = "rules"
+	var first_probability: int = 3
+	if fields[0] == "2":
+		if fields.size() < 9 or not ["metadata", "onnx", "rules"].has(fields[3]):
+			return
+		source = fields[3]
+		first_probability = 4
+	elif fields[0] != "1":
+		return
+	if source == "metadata" and (not GENRE_LABELS.has(fields[1]) or not fields[2].is_valid_float() or fields[2].to_float() != 1.0):
+		return
+	var incoming: Dictionary = {}
+	var total: float = 0.0
+	var detail: String = ""
+	for i in range(first_probability, fields.size()):
+		# maxsplit=1: un valore puo' contenere '=' senza rompere il parsing.
+		var pair: PackedStringArray = fields[i].split("=", true, 1)
+		if pair.size() != 2:
+			continue
+		# Genere specifico dal catalogo ("Hard Rock", "Hip-Hop/Rap"): solo descrittivo,
+		# non partecipa alle probabilita' e non entra nella media esponenziale.
+		if pair[0] == "detail":
+			detail = pair[1].strip_edges()
+			continue
+		if not GENRE_LABELS.has(pair[0]):
+			continue
+		if incoming.has(pair[0]) or not pair[1].is_valid_float():
+			return
+		var probability: float = pair[1].to_float()
+		if not is_finite(probability) or probability < 0.0 or probability > 1.0:
+			return
+		incoming[pair[0]] = probability
+		total += probability
+	if incoming.size() != GENRE_LABELS.size() or total <= 0.0:
+		return
+	if source == "metadata":
+		# Discrete lookup: require a coherent one-hot distribution, never EMA-blend it.
+		for genre in GENRE_LABELS:
+			if float(incoming[genre]) != (1.0 if genre == fields[1] else 0.0):
+				return
+	var source_changed: bool = source != _genre_source
+	var first: bool = _genre_probs.is_empty() or source_changed or source == "metadata"
+	var best: String = ""
+	var confidence: float = -1.0
+	for genre in GENRE_LABELS:
+		var probability: float = float(incoming[genre]) / total
+		if first:
+			_genre_probs[genre] = probability
+		else:
+			_genre_probs[genre] = lerpf(float(_genre_probs[genre]), probability, GENRE_ALPHA)
+		if float(_genre_probs[genre]) > confidence:
+			confidence = float(_genre_probs[genre])
+			best = genre
+	var label: String = best if confidence >= GENRE_MIN_CONFIDENCE else "unknown"
+	if source != "metadata":
+		detail = ""
+	var now: int = Time.get_ticks_msec()
+	_genre_last_packet_msec = now
+	_genre_source = source
+	if source_changed or best != _genre_argmax or now - _genre_last_emit_msec >= 5000:
+		_genre_argmax = best
+		_genre_last_emit_msec = now
+		var shown: String = detail if not detail.is_empty() else label
+		print("[SystemAudioAnalyzer] Genere: %s (%.0f%%) [%s]" % [shown, confidence * 100.0, source])
+		genre_updated.emit(label, confidence, _genre_probs.duplicate(), source, detail)
+
+## Stampa una riga compatta dello stato per-sorgente solo quando uno dei campi di
+## stato cambia (non a ogni pacchetto). Il contenuto DIAG non influenza il genere.
+func _parse_diag(raw_text: String) -> void:
+	if not diag_enabled:
+		return
+	var fields: PackedStringArray = raw_text.substr(5).split(";")
+	if fields.size() < 2:
+		return
+	var diag: Dictionary = {}
+	for i in range(1, fields.size()):
+		var pair: PackedStringArray = fields[i].split("=", true, 1)
+		if pair.size() != 2:
+			continue
+		diag[pair[0]] = pair[1]
+	var meta: String = diag.get("meta", "")
+	var onnx: String = diag.get("onnx", "")
+	var itunes: String = diag.get("itunes", "")
+	var deezer: String = diag.get("deezer", "")
+	var bpm: String = diag.get("bpm", "0.0")
+	var anchor: String = diag.get("anchor", "0.0")
+	var status_key: String = "%s|%s|%s|%s" % [meta, onnx, itunes, deezer]
+	if status_key != _diag_last_status:
+		_diag_last_status = status_key
+		print("[DIAG] meta=%s onnx=%s itunes=%s deezer=%s bpm=%s anchor=%s" % [meta, onnx, itunes, deezer, bpm, anchor])
+
 func _parse_applications_list(raw_text: String) -> void:
 	var payload = raw_text.substr(5)
 	var tokens = payload.split(";")
@@ -97,8 +344,8 @@ func _parse_applications_list(raw_text: String) -> void:
 		var parts = token.split(":")
 		if parts.size() >= 2:
 			var pid = int(parts[0])
-			var name = parts[1]
+			var curr_name = parts[1]
-			apps.append({"pid": pid, "name": name})
+			apps.append({"pid": pid, "name": curr_name})
 	if not apps.is_empty():
 		applications_updated.emit(apps)
 

tests/classic.csv

@@ -0,0 +1,121 @@
+ms,bpm,dembow,fourfloor,density,flatness,centroid,regularity,highRatio,lowRatio,label,conf,f0_latin_dembow,f1_fourfloor,f2_tempo_latin,f3_low,f4_flat,f5_high,f6_density,f7_centroid,f8_reg,f9_regmid,f10_dyn,s_latin,s_electronic,s_hiphop,s_rock,s_classical
+1004,0.000,0.000,0.000,3.125,0.061322,333.778,0.000,0.080008,0.000081,unknown,0.200,0.000,0.000,0.000,0.000,0.086,0.055,0.391,0.000,0.000,0.000,0.000,0.000,0.000,0.258,0.146,0.386
+2015,0.000,0.000,0.000,1.523,0.000345,1.877,0.000,0.000450,0.000000,unknown,0.200,0.000,0.000,0.000,0.000,0.000,0.000,0.190,0.000,0.000,0.000,0.000,0.000,0.000,0.312,0.057,0.452
+3019,0.000,0.000,0.000,1.347,0.000002,0.011,0.536,0.000003,0.000000,unknown,0.200,0.000,0.000,0.000,0.000,0.000,0.000,0.168,0.000,0.536,0.927,0.000,0.000,0.134,0.455,0.051,0.404
+4033,0.000,0.000,0.000,1.256,0.000000,0.000,0.496,0.000000,0.000000,unknown,0.200,0.000,0.000,0.000,0.000,0.000,0.000,0.157,0.000,0.496,0.991,0.000,0.000,0.124,0.467,0.047,0.411
+5035,0.000,0.000,0.000,0.750,0.039351,523.073,0.000,0.421286,0.172807,unknown,0.200,0.000,0.000,0.000,0.273,0.040,0.675,0.094,0.007,0.000,0.000,0.000,0.068,0.041,0.217,0.238,0.274
+6049,98.030,0.000,0.000,4.500,0.024149,877.338,0.712,0.144162,0.304831,classical,0.430,0.000,0.000,0.000,0.566,0.009,0.171,0.563,0.108,0.712,0.577,1.000,0.392,0.263,0.474,0.248,0.587
+7049,98.034,0.000,0.000,3.000,0.013014,648.946,0.375,0.110104,0.059829,classical,0.650,0.000,0.000,0.000,0.022,0.000,0.109,0.375,0.043,0.375,0.750,1.000,0.255,0.097,0.444,0.156,0.686
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tests/classic.csv.import

@@ -0,0 +1,19 @@
+[remap]
+
+importer="csv_translation"
+type="Translation"
+uid="uid://cjhbh0w1lnyvu"
+
+[deps]
+
+files=["res://tests/classic.bpm.translation", "res://tests/classic.dembow.translation", "res://tests/classic.fourfloor.translation", "res://tests/classic.density.translation", "res://tests/classic.flatness.translation", "res://tests/classic.centroid.translation", "res://tests/classic.regularity.translation", "res://tests/classic.highRatio.translation", "res://tests/classic.lowRatio.translation", "res://tests/classic.label.translation", "res://tests/classic.conf.translation", "res://tests/classic.f0.translation", "res://tests/classic.f1.translation", "res://tests/classic.f2.translation", "res://tests/classic.f3.translation", "res://tests/classic.f4.translation", "res://tests/classic.f5.translation", "res://tests/classic.f6.translation", "res://tests/classic.f7.translation", "res://tests/classic.f8.translation", "res://tests/classic.f9.translation", "res://tests/classic.f10.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation"]
+
+source_file="res://tests/classic.csv"
+dest_files=["res://tests/classic.bpm.translation", "res://tests/classic.dembow.translation", "res://tests/classic.fourfloor.translation", "res://tests/classic.density.translation", "res://tests/classic.flatness.translation", "res://tests/classic.centroid.translation", "res://tests/classic.regularity.translation", "res://tests/classic.highRatio.translation", "res://tests/classic.lowRatio.translation", "res://tests/classic.label.translation", "res://tests/classic.conf.translation", "res://tests/classic.f0.translation", "res://tests/classic.f1.translation", "res://tests/classic.f2.translation", "res://tests/classic.f3.translation", "res://tests/classic.f4.translation", "res://tests/classic.f5.translation", "res://tests/classic.f6.translation", "res://tests/classic.f7.translation", "res://tests/classic.f8.translation", "res://tests/classic.f9.translation", "res://tests/classic.f10.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation", "res://tests/classic.s.translation"]
+
+[params]
+
+compress=1
+delimiter=0
+unescape_keys=false
+unescape_translations=true

tests/hiphop.csv

@@ -0,0 +1,121 @@
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tests/hiphop.csv.import

@@ -0,0 +1,19 @@
+[remap]
+
+importer="csv_translation"
+type="Translation"
+uid="uid://c4and8k1dqsa2"
+
+[deps]
+
+files=["res://tests/hiphop.bpm.translation", "res://tests/hiphop.dembow.translation", "res://tests/hiphop.fourfloor.translation", "res://tests/hiphop.density.translation", "res://tests/hiphop.flatness.translation", "res://tests/hiphop.centroid.translation", "res://tests/hiphop.regularity.translation", "res://tests/hiphop.highRatio.translation", "res://tests/hiphop.lowRatio.translation", "res://tests/hiphop.label.translation", "res://tests/hiphop.conf.translation", "res://tests/hiphop.f0.translation", "res://tests/hiphop.f1.translation", "res://tests/hiphop.f2.translation", "res://tests/hiphop.f3.translation", "res://tests/hiphop.f4.translation", "res://tests/hiphop.f5.translation", "res://tests/hiphop.f6.translation", "res://tests/hiphop.f7.translation", "res://tests/hiphop.f8.translation", "res://tests/hiphop.f9.translation", "res://tests/hiphop.f10.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation"]
+
+source_file="res://tests/hiphop.csv"
+dest_files=["res://tests/hiphop.bpm.translation", "res://tests/hiphop.dembow.translation", "res://tests/hiphop.fourfloor.translation", "res://tests/hiphop.density.translation", "res://tests/hiphop.flatness.translation", "res://tests/hiphop.centroid.translation", "res://tests/hiphop.regularity.translation", "res://tests/hiphop.highRatio.translation", "res://tests/hiphop.lowRatio.translation", "res://tests/hiphop.label.translation", "res://tests/hiphop.conf.translation", "res://tests/hiphop.f0.translation", "res://tests/hiphop.f1.translation", "res://tests/hiphop.f2.translation", "res://tests/hiphop.f3.translation", "res://tests/hiphop.f4.translation", "res://tests/hiphop.f5.translation", "res://tests/hiphop.f6.translation", "res://tests/hiphop.f7.translation", "res://tests/hiphop.f8.translation", "res://tests/hiphop.f9.translation", "res://tests/hiphop.f10.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation", "res://tests/hiphop.s.translation"]
+
+[params]
+
+compress=1
+delimiter=0
+unescape_keys=false
+unescape_translations=true

tests/rock.csv

@@ -0,0 +1,121 @@
+ms,bpm,dembow,fourfloor,density,flatness,centroid,regularity,highRatio,lowRatio,label,conf,f0_latin_dembow,f1_fourfloor,f2_tempo_latin,f3_low,f4_flat,f5_high,f6_density,f7_centroid,f8_reg,f9_regmid,f10_dyn,s_latin,s_electronic,s_hiphop,s_rock,s_classical
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tests/rock.csv.import

@@ -0,0 +1,19 @@
+[remap]
+
+importer="csv_translation"
+type="Translation"
+uid="uid://cw56huda4jabp"
+
+[deps]
+
+files=["res://tests/rock.bpm.translation", "res://tests/rock.dembow.translation", "res://tests/rock.fourfloor.translation", "res://tests/rock.density.translation", "res://tests/rock.flatness.translation", "res://tests/rock.centroid.translation", "res://tests/rock.regularity.translation", "res://tests/rock.highRatio.translation", "res://tests/rock.lowRatio.translation", "res://tests/rock.label.translation", "res://tests/rock.conf.translation", "res://tests/rock.f0.translation", "res://tests/rock.f1.translation", "res://tests/rock.f2.translation", "res://tests/rock.f3.translation", "res://tests/rock.f4.translation", "res://tests/rock.f5.translation", "res://tests/rock.f6.translation", "res://tests/rock.f7.translation", "res://tests/rock.f8.translation", "res://tests/rock.f9.translation", "res://tests/rock.f10.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation"]
+
+source_file="res://tests/rock.csv"
+dest_files=["res://tests/rock.bpm.translation", "res://tests/rock.dembow.translation", "res://tests/rock.fourfloor.translation", "res://tests/rock.density.translation", "res://tests/rock.flatness.translation", "res://tests/rock.centroid.translation", "res://tests/rock.regularity.translation", "res://tests/rock.highRatio.translation", "res://tests/rock.lowRatio.translation", "res://tests/rock.label.translation", "res://tests/rock.conf.translation", "res://tests/rock.f0.translation", "res://tests/rock.f1.translation", "res://tests/rock.f2.translation", "res://tests/rock.f3.translation", "res://tests/rock.f4.translation", "res://tests/rock.f5.translation", "res://tests/rock.f6.translation", "res://tests/rock.f7.translation", "res://tests/rock.f8.translation", "res://tests/rock.f9.translation", "res://tests/rock.f10.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation", "res://tests/rock.s.translation"]
+
+[params]
+
+compress=1
+delimiter=0
+unescape_keys=false
+unescape_translations=true

tests/rock2.csv

@@ -0,0 +1,120 @@
+ms,bpm,dembow,fourfloor,density,flatness,centroid,regularity,highRatio,lowRatio,label,conf,f0_latin_dembow,f1_fourfloor,f2_tempo_latin,f3_low,f4_flat,f5_high,f6_density,f7_centroid,f8_reg,f9_regmid,f10_dyn,s_latin,s_electronic,s_hiphop,s_rock,s_classical
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+18145,87.704,0.000,0.000,7.500,0.073627,785.297,0.172,0.188300,0.031305,classical,0.470,0.000,0.000,0.000,0.000,0.112,0.251,0.938,0.082,0.172,0.344,1.000,0.250,0.043,0.251,0.394,0.523
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tests/rock2.csv.import

@@ -0,0 +1,19 @@
+[remap]
+
+importer="csv_translation"
+type="Translation"
+uid="uid://fcfafqq3p3rj"
+
+[deps]
+
+files=["res://tests/rock2.bpm.translation", "res://tests/rock2.dembow.translation", "res://tests/rock2.fourfloor.translation", "res://tests/rock2.density.translation", "res://tests/rock2.flatness.translation", "res://tests/rock2.centroid.translation", "res://tests/rock2.regularity.translation", "res://tests/rock2.highRatio.translation", "res://tests/rock2.lowRatio.translation", "res://tests/rock2.label.translation", "res://tests/rock2.conf.translation", "res://tests/rock2.f0.translation", "res://tests/rock2.f1.translation", "res://tests/rock2.f2.translation", "res://tests/rock2.f3.translation", "res://tests/rock2.f4.translation", "res://tests/rock2.f5.translation", "res://tests/rock2.f6.translation", "res://tests/rock2.f7.translation", "res://tests/rock2.f8.translation", "res://tests/rock2.f9.translation", "res://tests/rock2.f10.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation"]
+
+source_file="res://tests/rock2.csv"
+dest_files=["res://tests/rock2.bpm.translation", "res://tests/rock2.dembow.translation", "res://tests/rock2.fourfloor.translation", "res://tests/rock2.density.translation", "res://tests/rock2.flatness.translation", "res://tests/rock2.centroid.translation", "res://tests/rock2.regularity.translation", "res://tests/rock2.highRatio.translation", "res://tests/rock2.lowRatio.translation", "res://tests/rock2.label.translation", "res://tests/rock2.conf.translation", "res://tests/rock2.f0.translation", "res://tests/rock2.f1.translation", "res://tests/rock2.f2.translation", "res://tests/rock2.f3.translation", "res://tests/rock2.f4.translation", "res://tests/rock2.f5.translation", "res://tests/rock2.f6.translation", "res://tests/rock2.f7.translation", "res://tests/rock2.f8.translation", "res://tests/rock2.f9.translation", "res://tests/rock2.f10.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation", "res://tests/rock2.s.translation"]
+
+[params]
+
+compress=1
+delimiter=0
+unescape_keys=false
+unescape_translations=true