| 🔍 Inicjalizacja środowiska... | |
| 🧠 Model: chord_model_v31_16k.onnx | |
| 🎵 Audio: dataset_eob.wav | |
| ⏳ Przetwarzanie DSP (Librosa 16k)... | |
| ✅ DSP Gotowe. Kształt: (280251, 156) | |
| 🚀 Uruchamianie benchmarku... | |
| ℹ️ Pominięto 48547 próbek ciszy. | |
| ============================================================ | |
| 📊 RAPORT SKUTECZNOŚCI MODELU: chord_model_v31_16k.onnx | |
| ============================================================ | |
| 🏆 GLOBAL ACCURACY: 98.95% | |
| 🔹 BASIC: 98.56% | |
| 🎷 JAZZ: 99.75% | |
| 🎵 NOTES: 100.00% | |
| ------------------------------------------------------------ | |
| AKORD | ACC | SAMPLES | TYPOWE BŁĘDY | |
| --------------------------------------------------------------------------- | |
| B | 61.43% | 407 | -> B m (100%) | |
| B m | 94.61% | 408 | -> B (100%) | |
| G# 9 | 97.06% | 34 | -> G# 7 (100%) | |
| F# Maj7 | 98.56% | 208 | -> F# m (66%) | |
| E Maj7 | 98.56% | 209 | -> E m (66%) | |
| G# m7b5 | 98.57% | 70 | -> G# Maj7 (100%) | |
| G# dim7 | 98.57% | 70 | -> G# m (100%) | |
| F m7b5 | 99.04% | 104 | -> F Maj7 (100%) | |
| A# m7b5 | 99.04% | 104 | -> C# m7b5 (100%) | |
| D Maj7 | 99.27% | 137 | -> D (100%) | |
| C# Maj7 | 99.28% | 138 | -> C# (100%) | |
| F Maj7 | 99.52% | 208 | -> A m (100%) | |
| A# Maj7 | 99.52% | 208 | -> A# m (100%) | |
| D | 99.76% | 410 | -> D m (100%) | |
| F m | 99.76% | 410 | -> F (100%) | |
| F# m | 99.76% | 410 | -> C# m (100%) | |
| E m | 99.76% | 412 | -> E (100%) | |
| C | 100.00% | 409 | | |
| C# | 100.00% | 412 | | |
| D# | 100.00% | 410 | | |
| E | 100.00% | 411 | | |
| F | 100.00% | 408 | | |
| F# | 100.00% | 410 | | |
| G | 100.00% | 410 | | |
| G# | 100.00% | 408 | | |
| A | 100.00% | 412 | | |
| A# | 100.00% | 410 | | |
| C m | 100.00% | 408 | | |
| C# m | 100.00% | 413 | | |
| D m | 100.00% | 411 | | |
| D# m | 100.00% | 408 | | |
| G m | 100.00% | 410 | | |
| G# m | 100.00% | 410 | | |
| A m | 100.00% | 409 | | |
| A# m | 100.00% | 412 | | |
| C Maj7 | 100.00% | 137 | | |
| C 7 | 100.00% | 68 | | |
| C m7b5 | 100.00% | 70 | | |
| C dim7 | 100.00% | 70 | | |
| C 9 | 100.00% | 68 | | |
| C 13 | 100.00% | 35 | | |
| C# 7 | 100.00% | 69 | | |
| C# m7b5 | 100.00% | 69 | | |
| C# dim7 | 100.00% | 69 | | |
| C# 9 | 100.00% | 34 | | |
| C# 13 | 100.00% | 34 | | |
| D 7 | 100.00% | 68 | | |
| D m7b5 | 100.00% | 68 | | |
| D dim7 | 100.00% | 68 | | |
| D 9 | 100.00% | 34 | | |
| D 13 | 100.00% | 34 | | |
| D# Maj7 | 100.00% | 138 | | |
| D# 7 | 100.00% | 69 | | |
| D# m7b5 | 100.00% | 69 | | |
| D# dim7 | 100.00% | 68 | | |
| D# 9 | 100.00% | 34 | | |
| D# 13 | 100.00% | 34 | | |
| E 7 | 100.00% | 105 | | |
| E m7b5 | 100.00% | 68 | | |
| E dim7 | 100.00% | 70 | | |
| E 9 | 100.00% | 35 | | |
| E 13 | 100.00% | 70 | | |
| F 7 | 100.00% | 103 | | |
| F dim7 | 100.00% | 103 | | |
| F 9 | 100.00% | 34 | | |
| F 13 | 100.00% | 70 | | |
| F# 7 | 100.00% | 104 | | |
| F# m7b5 | 100.00% | 104 | | |
| F# dim7 | 100.00% | 104 | | |
| F# 9 | 100.00% | 34 | | |
| F# 13 | 100.00% | 35 | | |
| G Maj7 | 100.00% | 174 | | |
| G 7 | 100.00% | 70 | | |
| G m7b5 | 100.00% | 104 | | |
| G dim7 | 100.00% | 104 | | |
| G 9 | 100.00% | 34 | | |
| G 13 | 100.00% | 35 | | |
| G# Maj7 | 100.00% | 140 | | |
| G# 7 | 100.00% | 70 | | |
| G# 13 | 100.00% | 35 | | |
| A Maj7 | 100.00% | 208 | | |
| A 7 | 100.00% | 104 | | |
| A m7b5 | 100.00% | 105 | | |
| A dim7 | 100.00% | 70 | | |
| A 9 | 100.00% | 35 | | |
| A 13 | 100.00% | 35 | | |
| A# 7 | 100.00% | 105 | | |
| A# dim7 | 100.00% | 104 | | |
| A# 9 | 100.00% | 70 | | |
| A# 13 | 100.00% | 35 | | |
| B Maj7 | 100.00% | 140 | | |
| B 7 | 100.00% | 70 | | |
| B m7b5 | 100.00% | 104 | | |
| B dim7 | 100.00% | 104 | | |
| B 9 | 100.00% | 69 | | |
| B 13 | 100.00% | 35 | | |
| Note C | 100.00% | 236 | | |
| Note C# | 100.00% | 205 | | |
| Note D | 100.00% | 240 | | |
| Note D# | 100.00% | 217 | | |
| Note E | 100.00% | 278 | | |
| Note F | 100.00% | 276 | | |
| Note F# | 100.00% | 240 | | |
| Note G | 100.00% | 271 | | |
| Note G# | 100.00% | 215 | | |
| Note A | 100.00% | 244 | | |
| Note A# | 100.00% | 237 | | |
| Note B | 100.00% | 241 | | |
| ✅ Wyniki zapisano do pliku: model_benchmark.txt | |
| ✅ Wykres zapisano jako: confusion_matrix.png | |