TensorRT
ONNX
PyTorch
English
ofdm
sdr
wireless-communications
phy-layer
modulation-classification
snr-estimation
packet-detection
globecom2026
Instructions to use lkk688/mt-preamcnn with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- TensorRT
How to use lkk688/mt-preamcnn with TensorRT:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Upload training_logs/history_attn_zeroshot_phaseaug.json with huggingface_hub
Browse files
training_logs/history_attn_zeroshot_phaseaug.json
ADDED
|
@@ -0,0 +1,882 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"epoch": 1,
|
| 4 |
+
"train_total": 0.5732352269467563,
|
| 5 |
+
"train_gate": 0.30251002090580054,
|
| 6 |
+
"train_mod": 0.1014109763053661,
|
| 7 |
+
"train_snr": 0.1692378942555318,
|
| 8 |
+
"val_total": 0.2510885464514784,
|
| 9 |
+
"val_gate": 0.13854499559137617,
|
| 10 |
+
"val_mod": 0.001925286632169432,
|
| 11 |
+
"val_snr": 0.11145820454564741
|
| 12 |
+
},
|
| 13 |
+
{
|
| 14 |
+
"epoch": 2,
|
| 15 |
+
"train_total": 0.29277913825473456,
|
| 16 |
+
"train_gate": 0.15383015292055907,
|
| 17 |
+
"train_mod": 0.005412370967688207,
|
| 18 |
+
"train_snr": 0.13296441148923016,
|
| 19 |
+
"val_total": 0.26928675922674017,
|
| 20 |
+
"val_gate": 0.1441316373542587,
|
| 21 |
+
"val_mod": 0.0004226352715100627,
|
| 22 |
+
"val_snr": 0.12556377828211035
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"epoch": 3,
|
| 26 |
+
"train_total": 0.27887839671522185,
|
| 27 |
+
"train_gate": 0.14321114943937874,
|
| 28 |
+
"train_mod": 0.0027780537181272148,
|
| 29 |
+
"train_snr": 0.13259837929120705,
|
| 30 |
+
"val_total": 0.21226335076100308,
|
| 31 |
+
"val_gate": 0.10792527383120804,
|
| 32 |
+
"val_mod": 0.0005967071290102123,
|
| 33 |
+
"val_snr": 0.10451346036178062
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 4,
|
| 37 |
+
"train_total": 0.2542711520953471,
|
| 38 |
+
"train_gate": 0.13359966241977272,
|
| 39 |
+
"train_mod": 0.0014971252580903752,
|
| 40 |
+
"train_snr": 0.11946950596502419,
|
| 41 |
+
"val_total": 0.20203548063816076,
|
| 42 |
+
"val_gate": 0.11926897750935882,
|
| 43 |
+
"val_mod": 5.648993825559817e-05,
|
| 44 |
+
"val_snr": 0.08331028145594532
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 5,
|
| 48 |
+
"train_total": 0.24430441789217106,
|
| 49 |
+
"train_gate": 0.12726027972925752,
|
| 50 |
+
"train_mod": 0.0008584857593392578,
|
| 51 |
+
"train_snr": 0.11506736223200487,
|
| 52 |
+
"val_total": 0.22587170283653962,
|
| 53 |
+
"val_gate": 0.11533579332581229,
|
| 54 |
+
"val_mod": 5.432277242466786e-05,
|
| 55 |
+
"val_snr": 0.11120428286409886
|
| 56 |
+
},
|
| 57 |
+
{
|
| 58 |
+
"epoch": 6,
|
| 59 |
+
"train_total": 0.23494126063245852,
|
| 60 |
+
"train_gate": 0.1253178538251865,
|
| 61 |
+
"train_mod": 0.001048733198982462,
|
| 62 |
+
"train_snr": 0.10797729726035671,
|
| 63 |
+
"val_total": 0.22735625943359064,
|
| 64 |
+
"val_gate": 0.11479687636963512,
|
| 65 |
+
"val_mod": 0.0004213828810178355,
|
| 66 |
+
"val_snr": 0.11297876147660453
|
| 67 |
+
},
|
| 68 |
+
{
|
| 69 |
+
"epoch": 7,
|
| 70 |
+
"train_total": 0.22992740049916768,
|
| 71 |
+
"train_gate": 0.12485832367330774,
|
| 72 |
+
"train_mod": 0.0009118947689411926,
|
| 73 |
+
"train_snr": 0.1038800186519581,
|
| 74 |
+
"val_total": 0.16888877662911264,
|
| 75 |
+
"val_gate": 0.10138598949560318,
|
| 76 |
+
"val_mod": 4.0514293005648944e-05,
|
| 77 |
+
"val_snr": 0.0679415209066807
|
| 78 |
+
},
|
| 79 |
+
{
|
| 80 |
+
"epoch": 8,
|
| 81 |
+
"train_total": 0.21229456055807816,
|
| 82 |
+
"train_gate": 0.12032222000671614,
|
| 83 |
+
"train_mod": 0.0011940186440535477,
|
| 84 |
+
"train_snr": 0.09114910437169386,
|
| 85 |
+
"val_total": 0.1605195925939061,
|
| 86 |
+
"val_gate": 0.10818542264788956,
|
| 87 |
+
"val_mod": 0.0004978483479422174,
|
| 88 |
+
"val_snr": 0.052132684627205744
|
| 89 |
+
},
|
| 90 |
+
{
|
| 91 |
+
"epoch": 9,
|
| 92 |
+
"train_total": 0.2043858453219553,
|
| 93 |
+
"train_gate": 0.12091107570440644,
|
| 94 |
+
"train_mod": 0.0023016168887847023,
|
| 95 |
+
"train_snr": 0.08073910881060864,
|
| 96 |
+
"val_total": 0.16323334075413742,
|
| 97 |
+
"val_gate": 0.107082430974119,
|
| 98 |
+
"val_mod": 2.606985474577584e-05,
|
| 99 |
+
"val_snr": 0.056475178191027084
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"epoch": 10,
|
| 103 |
+
"train_total": 0.18735938551993786,
|
| 104 |
+
"train_gate": 0.11563928535875286,
|
| 105 |
+
"train_mod": 0.0004968553980887206,
|
| 106 |
+
"train_snr": 0.07113192909537289,
|
| 107 |
+
"val_total": 0.45498829923556333,
|
| 108 |
+
"val_gate": 0.1091798023301728,
|
| 109 |
+
"val_mod": 0.00011558122842940127,
|
| 110 |
+
"val_snr": 0.3478582901558761
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"epoch": 11,
|
| 114 |
+
"train_total": 0.17341543854034758,
|
| 115 |
+
"train_gate": 0.11556256100593439,
|
| 116 |
+
"train_mod": 0.0004871366605375868,
|
| 117 |
+
"train_snr": 0.057330263952013405,
|
| 118 |
+
"val_total": 0.14621762843847497,
|
| 119 |
+
"val_gate": 0.1074568484984131,
|
| 120 |
+
"val_mod": 9.601122856650993e-06,
|
| 121 |
+
"val_snr": 0.03901840001690255
|
| 122 |
+
},
|
| 123 |
+
{
|
| 124 |
+
"epoch": 12,
|
| 125 |
+
"train_total": 0.1590259673643634,
|
| 126 |
+
"train_gate": 0.1120080390181154,
|
| 127 |
+
"train_mod": 0.0005748668140060199,
|
| 128 |
+
"train_snr": 0.04635089740918632,
|
| 129 |
+
"val_total": 0.12995098849312714,
|
| 130 |
+
"val_gate": 0.09985320395193925,
|
| 131 |
+
"val_mod": 8.380623344093965e-06,
|
| 132 |
+
"val_snr": 0.03026165946702955
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"epoch": 13,
|
| 136 |
+
"train_total": 0.1484978956646666,
|
| 137 |
+
"train_gate": 0.10961045586215369,
|
| 138 |
+
"train_mod": 0.00035873176328513924,
|
| 139 |
+
"train_snr": 0.038495890116997986,
|
| 140 |
+
"val_total": 0.23018442559330715,
|
| 141 |
+
"val_gate": 0.15505779524211097,
|
| 142 |
+
"val_mod": 7.355810992142768e-05,
|
| 143 |
+
"val_snr": 0.07554634400195889
|
| 144 |
+
},
|
| 145 |
+
{
|
| 146 |
+
"epoch": 14,
|
| 147 |
+
"train_total": 0.15242093910956026,
|
| 148 |
+
"train_gate": 0.10939366528683173,
|
| 149 |
+
"train_mod": 0.0006327580650563719,
|
| 150 |
+
"train_snr": 0.04266420587865514,
|
| 151 |
+
"val_total": 0.15119358466070745,
|
| 152 |
+
"val_gate": 0.09440981612570155,
|
| 153 |
+
"val_mod": 3.444637552410021e-05,
|
| 154 |
+
"val_snr": 0.057019733291997096
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"epoch": 15,
|
| 158 |
+
"train_total": 0.14637304951100463,
|
| 159 |
+
"train_gate": 0.10868011101281526,
|
| 160 |
+
"train_mod": 0.0005412760952283499,
|
| 161 |
+
"train_snr": 0.03720648478536256,
|
| 162 |
+
"val_total": 0.12482583507798709,
|
| 163 |
+
"val_gate": 0.09456540978131799,
|
| 164 |
+
"val_mod": 3.1600775162617894e-05,
|
| 165 |
+
"val_snr": 0.03033120597545092
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"epoch": 16,
|
| 169 |
+
"train_total": 0.14723928851937346,
|
| 170 |
+
"train_gate": 0.10832129905466423,
|
| 171 |
+
"train_mod": 0.0003593229784424319,
|
| 172 |
+
"train_snr": 0.03857761237475253,
|
| 173 |
+
"val_total": 0.12099545718289925,
|
| 174 |
+
"val_gate": 0.09800346185468788,
|
| 175 |
+
"val_mod": 1.050848852362644e-05,
|
| 176 |
+
"val_snr": 0.02313306966454399
|
| 177 |
+
},
|
| 178 |
+
{
|
| 179 |
+
"epoch": 17,
|
| 180 |
+
"train_total": 0.1383283550261434,
|
| 181 |
+
"train_gate": 0.10213983367124485,
|
| 182 |
+
"train_mod": 0.0006380119005484234,
|
| 183 |
+
"train_snr": 0.0355550042609939,
|
| 184 |
+
"val_total": 0.12990197036864584,
|
| 185 |
+
"val_gate": 0.10149999635885011,
|
| 186 |
+
"val_mod": 4.236076836551211e-06,
|
| 187 |
+
"val_snr": 0.02856397402363938
|
| 188 |
+
},
|
| 189 |
+
{
|
| 190 |
+
"epoch": 18,
|
| 191 |
+
"train_total": 0.13763919588232987,
|
| 192 |
+
"train_gate": 0.10467892894882413,
|
| 193 |
+
"train_mod": 0.0002220425457752435,
|
| 194 |
+
"train_snr": 0.032723108826088004,
|
| 195 |
+
"val_total": 0.12004352093212901,
|
| 196 |
+
"val_gate": 0.0999199772623397,
|
| 197 |
+
"val_mod": 2.470249007564334e-05,
|
| 198 |
+
"val_snr": 0.02019024366868836
|
| 199 |
+
},
|
| 200 |
+
{
|
| 201 |
+
"epoch": 19,
|
| 202 |
+
"train_total": 0.13876074013885706,
|
| 203 |
+
"train_gate": 0.10161697721646754,
|
| 204 |
+
"train_mod": 0.0002776347298416715,
|
| 205 |
+
"train_snr": 0.036913770045483935,
|
| 206 |
+
"val_total": 0.13158956267257568,
|
| 207 |
+
"val_gate": 0.10564193275993852,
|
| 208 |
+
"val_mod": 3.507733586014087e-05,
|
| 209 |
+
"val_snr": 0.02605089809614232
|
| 210 |
+
},
|
| 211 |
+
{
|
| 212 |
+
"epoch": 20,
|
| 213 |
+
"train_total": 0.13770842758592813,
|
| 214 |
+
"train_gate": 0.10451360969168316,
|
| 215 |
+
"train_mod": 0.00033620486185404337,
|
| 216 |
+
"train_snr": 0.032677251113634995,
|
| 217 |
+
"val_total": 0.12841599504005488,
|
| 218 |
+
"val_gate": 0.10512216622580071,
|
| 219 |
+
"val_mod": 7.263479530714522e-06,
|
| 220 |
+
"val_snr": 0.02337876619608703
|
| 221 |
+
},
|
| 222 |
+
{
|
| 223 |
+
"epoch": 21,
|
| 224 |
+
"train_total": 0.13225755063971348,
|
| 225 |
+
"train_gate": 0.10295591871419127,
|
| 226 |
+
"train_mod": 0.00017326947282193586,
|
| 227 |
+
"train_snr": 0.02898667026843245,
|
| 228 |
+
"val_total": 0.12966001847679406,
|
| 229 |
+
"val_gate": 0.10392213827154577,
|
| 230 |
+
"val_mod": 1.1785445071891715e-05,
|
| 231 |
+
"val_snr": 0.025914252219040895
|
| 232 |
+
},
|
| 233 |
+
{
|
| 234 |
+
"epoch": 22,
|
| 235 |
+
"train_total": 0.13089798795112187,
|
| 236 |
+
"train_gate": 0.10203302966610794,
|
| 237 |
+
"train_mod": 0.00038713719107143555,
|
| 238 |
+
"train_snr": 0.028400340205878352,
|
| 239 |
+
"val_total": 0.11522542221094992,
|
| 240 |
+
"val_gate": 0.089916496387301,
|
| 241 |
+
"val_mod": 0.0001347663154449316,
|
| 242 |
+
"val_snr": 0.0253379096963023
|
| 243 |
+
},
|
| 244 |
+
{
|
| 245 |
+
"epoch": 23,
|
| 246 |
+
"train_total": 0.12956290421625652,
|
| 247 |
+
"train_gate": 0.09940672410778843,
|
| 248 |
+
"train_mod": 0.00033343495032344566,
|
| 249 |
+
"train_snr": 0.02980655988796155,
|
| 250 |
+
"val_total": 0.1172829951227043,
|
| 251 |
+
"val_gate": 0.08914938905658218,
|
| 252 |
+
"val_mod": 7.11118578778605e-06,
|
| 253 |
+
"val_snr": 0.02830023898851949
|
| 254 |
+
},
|
| 255 |
+
{
|
| 256 |
+
"epoch": 24,
|
| 257 |
+
"train_total": 0.1358182231654287,
|
| 258 |
+
"train_gate": 0.09945999533546102,
|
| 259 |
+
"train_mod": 0.0006566449865978103,
|
| 260 |
+
"train_snr": 0.03577282988414323,
|
| 261 |
+
"val_total": 0.12385294249070487,
|
| 262 |
+
"val_gate": 0.10159591147727946,
|
| 263 |
+
"val_mod": 7.225232532092515e-05,
|
| 264 |
+
"val_snr": 0.022310804394255212
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"epoch": 25,
|
| 268 |
+
"train_total": 0.12796405035994796,
|
| 269 |
+
"train_gate": 0.09962325849840005,
|
| 270 |
+
"train_mod": 0.0004910901613903289,
|
| 271 |
+
"train_snr": 0.027705543284447656,
|
| 272 |
+
"val_total": 0.11008631049867906,
|
| 273 |
+
"val_gate": 0.08923765550780495,
|
| 274 |
+
"val_mod": 3.6512077416628425e-05,
|
| 275 |
+
"val_snr": 0.020925087232923686
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"epoch": 26,
|
| 279 |
+
"train_total": 0.12515086539267964,
|
| 280 |
+
"train_gate": 0.10029419888439083,
|
| 281 |
+
"train_mod": 9.710170574413372e-05,
|
| 282 |
+
"train_snr": 0.024721391220474963,
|
| 283 |
+
"val_total": 0.10581555239344793,
|
| 284 |
+
"val_gate": 0.08763059284365243,
|
| 285 |
+
"val_mod": 2.200710252888268e-05,
|
| 286 |
+
"val_snr": 0.018263643958600643
|
| 287 |
+
},
|
| 288 |
+
{
|
| 289 |
+
"epoch": 27,
|
| 290 |
+
"train_total": 0.12243876753966101,
|
| 291 |
+
"train_gate": 0.09730294897552545,
|
| 292 |
+
"train_mod": 0.00013217350697206028,
|
| 293 |
+
"train_snr": 0.02508571255387902,
|
| 294 |
+
"val_total": 0.11735149462861122,
|
| 295 |
+
"val_gate": 0.09269758892938466,
|
| 296 |
+
"val_mod": 1.3278824372653293e-05,
|
| 297 |
+
"val_snr": 0.024799100989354894
|
| 298 |
+
},
|
| 299 |
+
{
|
| 300 |
+
"epoch": 28,
|
| 301 |
+
"train_total": 0.1219560123456252,
|
| 302 |
+
"train_gate": 0.09627430620540207,
|
| 303 |
+
"train_mod": 0.0001119053858173662,
|
| 304 |
+
"train_snr": 0.025475679770315198,
|
| 305 |
+
"val_total": 0.1093282896258172,
|
| 306 |
+
"val_gate": 0.09203024498344242,
|
| 307 |
+
"val_mod": 7.683626032769152e-06,
|
| 308 |
+
"val_snr": 0.01738688717622151
|
| 309 |
+
},
|
| 310 |
+
{
|
| 311 |
+
"epoch": 29,
|
| 312 |
+
"train_total": 0.12217356220089512,
|
| 313 |
+
"train_gate": 0.09518243492401458,
|
| 314 |
+
"train_mod": 8.912617516367507e-05,
|
| 315 |
+
"train_snr": 0.026852991186380192,
|
| 316 |
+
"val_total": 0.12424494051590479,
|
| 317 |
+
"val_gate": 0.09912666136568243,
|
| 318 |
+
"val_mod": 7.434656333222876e-06,
|
| 319 |
+
"val_snr": 0.025228567167784818
|
| 320 |
+
},
|
| 321 |
+
{
|
| 322 |
+
"epoch": 30,
|
| 323 |
+
"train_total": 0.12333963684526231,
|
| 324 |
+
"train_gate": 0.09537530615939609,
|
| 325 |
+
"train_mod": 0.00022085513691647818,
|
| 326 |
+
"train_snr": 0.027785688473706043,
|
| 327 |
+
"val_total": 0.11349039415592166,
|
| 328 |
+
"val_gate": 0.09561913198686044,
|
| 329 |
+
"val_mod": 2.1053148935634167e-05,
|
| 330 |
+
"val_snr": 0.017948934061933094
|
| 331 |
+
},
|
| 332 |
+
{
|
| 333 |
+
"epoch": 31,
|
| 334 |
+
"train_total": 0.11770166126668088,
|
| 335 |
+
"train_gate": 0.0935614693518075,
|
| 336 |
+
"train_mod": 0.00015566142858145036,
|
| 337 |
+
"train_snr": 0.023899751747408136,
|
| 338 |
+
"val_total": 0.10618209333361191,
|
| 339 |
+
"val_gate": 0.08894393072983661,
|
| 340 |
+
"val_mod": 1.0567095088156786e-05,
|
| 341 |
+
"val_snr": 0.017328993654386563
|
| 342 |
+
},
|
| 343 |
+
{
|
| 344 |
+
"epoch": 32,
|
| 345 |
+
"train_total": 0.12067183143347142,
|
| 346 |
+
"train_gate": 0.09591040001262033,
|
| 347 |
+
"train_mod": 0.00025659009300963597,
|
| 348 |
+
"train_snr": 0.024479354286462376,
|
| 349 |
+
"val_total": 0.12235851332904678,
|
| 350 |
+
"val_gate": 0.09254842007563817,
|
| 351 |
+
"val_mod": 1.0013194278654942e-05,
|
| 352 |
+
"val_snr": 0.02999052576485724
|
| 353 |
+
},
|
| 354 |
+
{
|
| 355 |
+
"epoch": 33,
|
| 356 |
+
"train_total": 0.1201234214979429,
|
| 357 |
+
"train_gate": 0.09585281429690347,
|
| 358 |
+
"train_mod": 0.00022056154873575552,
|
| 359 |
+
"train_snr": 0.023920606539148143,
|
| 360 |
+
"val_total": 0.12272387562191774,
|
| 361 |
+
"val_gate": 0.10377970556270656,
|
| 362 |
+
"val_mod": 2.2606687927405796e-05,
|
| 363 |
+
"val_snr": 0.01901109503246913
|
| 364 |
+
},
|
| 365 |
+
{
|
| 366 |
+
"epoch": 34,
|
| 367 |
+
"train_total": 0.11483828990026256,
|
| 368 |
+
"train_gate": 0.09213028269856367,
|
| 369 |
+
"train_mod": 0.0001997901973714365,
|
| 370 |
+
"train_snr": 0.02249437091185222,
|
| 371 |
+
"val_total": 0.10844294652757486,
|
| 372 |
+
"val_gate": 0.09179220630861612,
|
| 373 |
+
"val_mod": 1.887198191960728e-05,
|
| 374 |
+
"val_snr": 0.01672592837301278
|
| 375 |
+
},
|
| 376 |
+
{
|
| 377 |
+
"epoch": 35,
|
| 378 |
+
"train_total": 0.11669298170603973,
|
| 379 |
+
"train_gate": 0.09340348240230636,
|
| 380 |
+
"train_mod": 9.815224013834944e-05,
|
| 381 |
+
"train_snr": 0.02310445124915371,
|
| 382 |
+
"val_total": 0.09709852620655177,
|
| 383 |
+
"val_gate": 0.08154611542219631,
|
| 384 |
+
"val_mod": 7.522801169699541e-06,
|
| 385 |
+
"val_snr": 0.015631714228934612
|
| 386 |
+
},
|
| 387 |
+
{
|
| 388 |
+
"epoch": 36,
|
| 389 |
+
"train_total": 0.11561246991621897,
|
| 390 |
+
"train_gate": 0.09266713784015636,
|
| 391 |
+
"train_mod": 0.00030406877004428767,
|
| 392 |
+
"train_snr": 0.022596163184564623,
|
| 393 |
+
"val_total": 0.11514734475422436,
|
| 394 |
+
"val_gate": 0.08968499356289852,
|
| 395 |
+
"val_mod": 2.3635565891788425e-05,
|
| 396 |
+
"val_snr": 0.025553935208117697
|
| 397 |
+
},
|
| 398 |
+
{
|
| 399 |
+
"epoch": 37,
|
| 400 |
+
"train_total": 0.11449421207817692,
|
| 401 |
+
"train_gate": 0.09319000534866675,
|
| 402 |
+
"train_mod": 0.0001682707604208144,
|
| 403 |
+
"train_snr": 0.021027295818257654,
|
| 404 |
+
"val_total": 0.10893108621447006,
|
| 405 |
+
"val_gate": 0.08456568352338997,
|
| 406 |
+
"val_mod": 5.86371581251474e-06,
|
| 407 |
+
"val_snr": 0.024490972591092352
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"epoch": 38,
|
| 411 |
+
"train_total": 0.11362828329783206,
|
| 412 |
+
"train_gate": 0.0918705091834002,
|
| 413 |
+
"train_mod": 0.00011516573753826253,
|
| 414 |
+
"train_snr": 0.021608792072287452,
|
| 415 |
+
"val_total": 0.10950137346512975,
|
| 416 |
+
"val_gate": 0.09210628657178445,
|
| 417 |
+
"val_mod": 9.19307150264007e-06,
|
| 418 |
+
"val_snr": 0.017479420942643136
|
| 419 |
+
},
|
| 420 |
+
{
|
| 421 |
+
"epoch": 39,
|
| 422 |
+
"train_total": 0.11294069806878453,
|
| 423 |
+
"train_gate": 0.09092805057659019,
|
| 424 |
+
"train_mod": 8.6357023174711e-05,
|
| 425 |
+
"train_snr": 0.02185627906065848,
|
| 426 |
+
"val_total": 0.10144956649759705,
|
| 427 |
+
"val_gate": 0.08460021021539182,
|
| 428 |
+
"val_mod": 8.746912791444454e-06,
|
| 429 |
+
"val_snr": 0.016930528008940602
|
| 430 |
+
},
|
| 431 |
+
{
|
| 432 |
+
"epoch": 40,
|
| 433 |
+
"train_total": 0.1104159199905139,
|
| 434 |
+
"train_gate": 0.089478024618261,
|
| 435 |
+
"train_mod": 0.00011635891737124325,
|
| 436 |
+
"train_snr": 0.02074665633738359,
|
| 437 |
+
"val_total": 0.10755776135399522,
|
| 438 |
+
"val_gate": 0.09085487780992307,
|
| 439 |
+
"val_mod": 1.7331082770410687e-05,
|
| 440 |
+
"val_snr": 0.01677396128399916
|
| 441 |
+
},
|
| 442 |
+
{
|
| 443 |
+
"epoch": 41,
|
| 444 |
+
"train_total": 0.11087480662976229,
|
| 445 |
+
"train_gate": 0.09016232901192169,
|
| 446 |
+
"train_mod": 7.55365060457609e-05,
|
| 447 |
+
"train_snr": 0.020680980814147158,
|
| 448 |
+
"val_total": 0.10083933989197734,
|
| 449 |
+
"val_gate": 0.08437562515900396,
|
| 450 |
+
"val_mod": 1.377360477191142e-05,
|
| 451 |
+
"val_snr": 0.0165402302960822
|
| 452 |
+
},
|
| 453 |
+
{
|
| 454 |
+
"epoch": 42,
|
| 455 |
+
"train_total": 0.10927684189127407,
|
| 456 |
+
"train_gate": 0.08885860350518518,
|
| 457 |
+
"train_mod": 0.00011888895221349824,
|
| 458 |
+
"train_snr": 0.020243204471212417,
|
| 459 |
+
"val_total": 0.10284849247292153,
|
| 460 |
+
"val_gate": 0.0834952627130696,
|
| 461 |
+
"val_mod": 1.591264740496974e-05,
|
| 462 |
+
"val_snr": 0.019442322156659857
|
| 463 |
+
},
|
| 464 |
+
{
|
| 465 |
+
"epoch": 43,
|
| 466 |
+
"train_total": 0.10878301628018283,
|
| 467 |
+
"train_gate": 0.08762924556961264,
|
| 468 |
+
"train_mod": 0.000157556021907735,
|
| 469 |
+
"train_snr": 0.020965585604301742,
|
| 470 |
+
"val_total": 0.10332149085839294,
|
| 471 |
+
"val_gate": 0.08626217067117262,
|
| 472 |
+
"val_mod": 2.7503866879961573e-05,
|
| 473 |
+
"val_snr": 0.01711612407926726
|
| 474 |
+
},
|
| 475 |
+
{
|
| 476 |
+
"epoch": 44,
|
| 477 |
+
"train_total": 0.10734798687079514,
|
| 478 |
+
"train_gate": 0.08760407955861339,
|
| 479 |
+
"train_mod": 8.176562459584762e-05,
|
| 480 |
+
"train_snr": 0.019609752357744772,
|
| 481 |
+
"val_total": 0.10272824671776043,
|
| 482 |
+
"val_gate": 0.0859228014178809,
|
| 483 |
+
"val_mod": 6.7215095745224755e-06,
|
| 484 |
+
"val_snr": 0.016880843899314723
|
| 485 |
+
},
|
| 486 |
+
{
|
| 487 |
+
"epoch": 45,
|
| 488 |
+
"train_total": 0.10755896528219164,
|
| 489 |
+
"train_gate": 0.08762392955893511,
|
| 490 |
+
"train_mod": 0.0001238613617040921,
|
| 491 |
+
"train_snr": 0.019721620473347325,
|
| 492 |
+
"val_total": 0.10583298352576363,
|
| 493 |
+
"val_gate": 0.08387818925690894,
|
| 494 |
+
"val_mod": 1.0752876960417045e-05,
|
| 495 |
+
"val_snr": 0.02206048506946201
|
| 496 |
+
},
|
| 497 |
+
{
|
| 498 |
+
"epoch": 46,
|
| 499 |
+
"train_total": 0.10940581031642582,
|
| 500 |
+
"train_gate": 0.0882300223828335,
|
| 501 |
+
"train_mod": 0.000317664786136821,
|
| 502 |
+
"train_snr": 0.0208039727477722,
|
| 503 |
+
"val_total": 0.10046223634663894,
|
| 504 |
+
"val_gate": 0.08352996573363584,
|
| 505 |
+
"val_mod": 1.1050105937609661e-05,
|
| 506 |
+
"val_snr": 0.01701188936090038
|
| 507 |
+
},
|
| 508 |
+
{
|
| 509 |
+
"epoch": 47,
|
| 510 |
+
"train_total": 0.10492250458597363,
|
| 511 |
+
"train_gate": 0.08601185172641461,
|
| 512 |
+
"train_mod": 9.170469198868882e-05,
|
| 513 |
+
"train_snr": 0.01888691093643947,
|
| 514 |
+
"val_total": 0.10515029903826112,
|
| 515 |
+
"val_gate": 0.08920352899975702,
|
| 516 |
+
"val_mod": 1.463376067501396e-05,
|
| 517 |
+
"val_snr": 0.01601753432600861
|
| 518 |
+
},
|
| 519 |
+
{
|
| 520 |
+
"epoch": 48,
|
| 521 |
+
"train_total": 0.10515390753336949,
|
| 522 |
+
"train_gate": 0.08532657678821405,
|
| 523 |
+
"train_mod": 8.136422493229645e-05,
|
| 524 |
+
"train_snr": 0.019691964118540885,
|
| 525 |
+
"val_total": 0.10425355831136951,
|
| 526 |
+
"val_gate": 0.0852554175518937,
|
| 527 |
+
"val_mod": 8.352555080419094e-06,
|
| 528 |
+
"val_snr": 0.019079415723750565
|
| 529 |
+
},
|
| 530 |
+
{
|
| 531 |
+
"epoch": 49,
|
| 532 |
+
"train_total": 0.10389311382233643,
|
| 533 |
+
"train_gate": 0.08535775848934014,
|
| 534 |
+
"train_mod": 0.00016439456731893426,
|
| 535 |
+
"train_snr": 0.018402835986924385,
|
| 536 |
+
"val_total": 0.09837564308341447,
|
| 537 |
+
"val_gate": 0.08327701059247822,
|
| 538 |
+
"val_mod": 7.000057683522242e-06,
|
| 539 |
+
"val_snr": 0.01517774944948741
|
| 540 |
+
},
|
| 541 |
+
{
|
| 542 |
+
"epoch": 50,
|
| 543 |
+
"train_total": 0.10335030067146123,
|
| 544 |
+
"train_gate": 0.08466940352037076,
|
| 545 |
+
"train_mod": 8.655746054779247e-05,
|
| 546 |
+
"train_snr": 0.018599821819563277,
|
| 547 |
+
"val_total": 0.10426128174909192,
|
| 548 |
+
"val_gate": 0.08301887908580684,
|
| 549 |
+
"val_mod": 1.3103787984664535e-05,
|
| 550 |
+
"val_snr": 0.021336532364805025
|
| 551 |
+
},
|
| 552 |
+
{
|
| 553 |
+
"epoch": 51,
|
| 554 |
+
"train_total": 0.10352470181388992,
|
| 555 |
+
"train_gate": 0.08483560391197485,
|
| 556 |
+
"train_mod": 8.883080562966425e-05,
|
| 557 |
+
"train_snr": 0.018508402104302067,
|
| 558 |
+
"val_total": 0.09849170339544319,
|
| 559 |
+
"val_gate": 0.08273782233512357,
|
| 560 |
+
"val_mod": 2.35885279389735e-05,
|
| 561 |
+
"val_snr": 0.015822634421952468
|
| 562 |
+
},
|
| 563 |
+
{
|
| 564 |
+
"epoch": 52,
|
| 565 |
+
"train_total": 0.1025879707148026,
|
| 566 |
+
"train_gate": 0.08415999084896268,
|
| 567 |
+
"train_mod": 0.00011197455191227171,
|
| 568 |
+
"train_snr": 0.018292547475819206,
|
| 569 |
+
"val_total": 0.10020003580593664,
|
| 570 |
+
"val_gate": 0.08344872911531541,
|
| 571 |
+
"val_mod": 1.342577895882638e-05,
|
| 572 |
+
"val_snr": 0.01682809334428003
|
| 573 |
+
},
|
| 574 |
+
{
|
| 575 |
+
"epoch": 53,
|
| 576 |
+
"train_total": 0.10247664807833892,
|
| 577 |
+
"train_gate": 0.08397305230526286,
|
| 578 |
+
"train_mod": 0.00014979093034897946,
|
| 579 |
+
"train_snr": 0.018295858402893175,
|
| 580 |
+
"val_total": 0.09781700456739578,
|
| 581 |
+
"val_gate": 0.08132145982823147,
|
| 582 |
+
"val_mod": 2.5576814679815925e-05,
|
| 583 |
+
"val_snr": 0.016554062323841736
|
| 584 |
+
},
|
| 585 |
+
{
|
| 586 |
+
"epoch": 54,
|
| 587 |
+
"train_total": 0.09975402091721881,
|
| 588 |
+
"train_gate": 0.0822289078402245,
|
| 589 |
+
"train_mod": 0.0001261361783827349,
|
| 590 |
+
"train_snr": 0.01740510232010319,
|
| 591 |
+
"val_total": 0.1010799560301932,
|
| 592 |
+
"val_gate": 0.08265225837916025,
|
| 593 |
+
"val_mod": 1.1526257349462955e-05,
|
| 594 |
+
"val_snr": 0.0185111090285161
|
| 595 |
+
},
|
| 596 |
+
{
|
| 597 |
+
"epoch": 55,
|
| 598 |
+
"train_total": 0.09976864952896018,
|
| 599 |
+
"train_gate": 0.08256971550284102,
|
| 600 |
+
"train_mod": 7.312622492946904e-05,
|
| 601 |
+
"train_snr": 0.01706901877643266,
|
| 602 |
+
"val_total": 0.09774922859027346,
|
| 603 |
+
"val_gate": 0.08179171438810998,
|
| 604 |
+
"val_mod": 1.0716012993202512e-05,
|
| 605 |
+
"val_snr": 0.016037098115486315
|
| 606 |
+
},
|
| 607 |
+
{
|
| 608 |
+
"epoch": 56,
|
| 609 |
+
"train_total": 0.0991067320904469,
|
| 610 |
+
"train_gate": 0.08185701845605925,
|
| 611 |
+
"train_mod": 5.7522007594238344e-05,
|
| 612 |
+
"train_snr": 0.017199136219644737,
|
| 613 |
+
"val_total": 0.09503565950246601,
|
| 614 |
+
"val_gate": 0.07920388043382946,
|
| 615 |
+
"val_mod": 4.792889928807898e-06,
|
| 616 |
+
"val_snr": 0.015914933263204978
|
| 617 |
+
},
|
| 618 |
+
{
|
| 619 |
+
"epoch": 57,
|
| 620 |
+
"train_total": 0.09959409286205345,
|
| 621 |
+
"train_gate": 0.08189791211545014,
|
| 622 |
+
"train_mod": 9.803620842646987e-05,
|
| 623 |
+
"train_snr": 0.017511254839358656,
|
| 624 |
+
"val_total": 0.09770412892517884,
|
| 625 |
+
"val_gate": 0.08111079191661169,
|
| 626 |
+
"val_mod": 5.654663372793452e-06,
|
| 627 |
+
"val_snr": 0.016668748002368023
|
| 628 |
+
},
|
| 629 |
+
{
|
| 630 |
+
"epoch": 58,
|
| 631 |
+
"train_total": 0.09774359934649736,
|
| 632 |
+
"train_gate": 0.08002266228237702,
|
| 633 |
+
"train_mod": 0.0001202053237932991,
|
| 634 |
+
"train_snr": 0.017519770006481104,
|
| 635 |
+
"val_total": 0.09670329000628061,
|
| 636 |
+
"val_gate": 0.08068954824143416,
|
| 637 |
+
"val_mod": 1.6009073686625332e-05,
|
| 638 |
+
"val_snr": 0.016094611748596842
|
| 639 |
+
},
|
| 640 |
+
{
|
| 641 |
+
"epoch": 59,
|
| 642 |
+
"train_total": 0.09778719614728928,
|
| 643 |
+
"train_gate": 0.08086936922954333,
|
| 644 |
+
"train_mod": 6.539783270434029e-05,
|
| 645 |
+
"train_snr": 0.01677801644672631,
|
| 646 |
+
"val_total": 0.09360963854945657,
|
| 647 |
+
"val_gate": 0.07822667369221602,
|
| 648 |
+
"val_mod": 6.219637103368196e-06,
|
| 649 |
+
"val_snr": 0.015456094876180554
|
| 650 |
+
},
|
| 651 |
+
{
|
| 652 |
+
"epoch": 60,
|
| 653 |
+
"train_total": 0.09613831111847901,
|
| 654 |
+
"train_gate": 0.07940022809355982,
|
| 655 |
+
"train_mod": 7.812099122129094e-05,
|
| 656 |
+
"train_snr": 0.01660544375845469,
|
| 657 |
+
"val_total": 0.09904939697464454,
|
| 658 |
+
"val_gate": 0.0814822718044933,
|
| 659 |
+
"val_mod": 7.074381482137332e-06,
|
| 660 |
+
"val_snr": 0.017656636009327997
|
| 661 |
+
},
|
| 662 |
+
{
|
| 663 |
+
"epoch": 61,
|
| 664 |
+
"train_total": 0.09592293526274533,
|
| 665 |
+
"train_gate": 0.07945800954215139,
|
| 666 |
+
"train_mod": 8.396831210743613e-05,
|
| 667 |
+
"train_snr": 0.01637986752096107,
|
| 668 |
+
"val_total": 0.09455269669115211,
|
| 669 |
+
"val_gate": 0.0780096635277727,
|
| 670 |
+
"val_mod": 1.0107634208041633e-05,
|
| 671 |
+
"val_snr": 0.016621940531500085
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"epoch": 62,
|
| 675 |
+
"train_total": 0.09571697223365605,
|
| 676 |
+
"train_gate": 0.07890538306310123,
|
| 677 |
+
"train_mod": 0.00012086456973744609,
|
| 678 |
+
"train_snr": 0.01662051690194049,
|
| 679 |
+
"val_total": 0.09518659004945039,
|
| 680 |
+
"val_gate": 0.07996671838074204,
|
| 681 |
+
"val_mod": 2.6388566071201715e-05,
|
| 682 |
+
"val_snr": 0.01527589077306203
|
| 683 |
+
},
|
| 684 |
+
{
|
| 685 |
+
"epoch": 63,
|
| 686 |
+
"train_total": 0.09515938634908701,
|
| 687 |
+
"train_gate": 0.0787932588348272,
|
| 688 |
+
"train_mod": 8.67459296201119e-05,
|
| 689 |
+
"train_snr": 0.01626621570214947,
|
| 690 |
+
"val_total": 0.09580252171530353,
|
| 691 |
+
"val_gate": 0.08027938568760712,
|
| 692 |
+
"val_mod": 9.52359391788163e-06,
|
| 693 |
+
"val_snr": 0.015595452270102523
|
| 694 |
+
},
|
| 695 |
+
{
|
| 696 |
+
"epoch": 64,
|
| 697 |
+
"train_total": 0.09581090538361545,
|
| 698 |
+
"train_gate": 0.07936460673850512,
|
| 699 |
+
"train_mod": 8.181626927859972e-05,
|
| 700 |
+
"train_snr": 0.016369972997817516,
|
| 701 |
+
"val_total": 0.09495432306364428,
|
| 702 |
+
"val_gate": 0.08055176264390432,
|
| 703 |
+
"val_mod": 8.231498457332367e-06,
|
| 704 |
+
"val_snr": 0.014473738746997488
|
| 705 |
+
},
|
| 706 |
+
{
|
| 707 |
+
"epoch": 65,
|
| 708 |
+
"train_total": 0.09527020527323198,
|
| 709 |
+
"train_gate": 0.07898824131059262,
|
| 710 |
+
"train_mod": 8.197196375873976e-05,
|
| 711 |
+
"train_snr": 0.016133340056609012,
|
| 712 |
+
"val_total": 0.09250274023701176,
|
| 713 |
+
"val_gate": 0.077249480721736,
|
| 714 |
+
"val_mod": 5.8661659062398395e-06,
|
| 715 |
+
"val_snr": 0.015322871122626737
|
| 716 |
+
},
|
| 717 |
+
{
|
| 718 |
+
"epoch": 66,
|
| 719 |
+
"train_total": 0.09363344030745328,
|
| 720 |
+
"train_gate": 0.07755242232969223,
|
| 721 |
+
"train_mod": 6.802242868616051e-05,
|
| 722 |
+
"train_snr": 0.016038486743102272,
|
| 723 |
+
"val_total": 0.09307576371477796,
|
| 724 |
+
"val_gate": 0.0769352000338027,
|
| 725 |
+
"val_mod": 6.326483950288228e-06,
|
| 726 |
+
"val_snr": 0.016220138016016895
|
| 727 |
+
},
|
| 728 |
+
{
|
| 729 |
+
"epoch": 67,
|
| 730 |
+
"train_total": 0.09370005372417613,
|
| 731 |
+
"train_gate": 0.07762398013606339,
|
| 732 |
+
"train_mod": 8.9234783288956e-05,
|
| 733 |
+
"train_snr": 0.015901625171216335,
|
| 734 |
+
"val_total": 0.09344853710915361,
|
| 735 |
+
"val_gate": 0.07820960804889175,
|
| 736 |
+
"val_mod": 7.948290308655598e-06,
|
| 737 |
+
"val_snr": 0.015310286187976323
|
| 738 |
+
},
|
| 739 |
+
{
|
| 740 |
+
"epoch": 68,
|
| 741 |
+
"train_total": 0.09281234508420028,
|
| 742 |
+
"train_gate": 0.07705140782047172,
|
| 743 |
+
"train_mod": 6.164585326728212e-05,
|
| 744 |
+
"train_snr": 0.015663945445848933,
|
| 745 |
+
"val_total": 0.09409222790352821,
|
| 746 |
+
"val_gate": 0.0785808574204404,
|
| 747 |
+
"val_mod": 6.597213644737793e-06,
|
| 748 |
+
"val_snr": 0.015584549660308904
|
| 749 |
+
},
|
| 750 |
+
{
|
| 751 |
+
"epoch": 69,
|
| 752 |
+
"train_total": 0.09256666735646632,
|
| 753 |
+
"train_gate": 0.07676958840909086,
|
| 754 |
+
"train_mod": 0.00013131362818015731,
|
| 755 |
+
"train_snr": 0.01566175933510267,
|
| 756 |
+
"val_total": 0.09239575873942897,
|
| 757 |
+
"val_gate": 0.07699504326717974,
|
| 758 |
+
"val_mod": 5.870236017892208e-06,
|
| 759 |
+
"val_snr": 0.015478270500207213
|
| 760 |
+
},
|
| 761 |
+
{
|
| 762 |
+
"epoch": 70,
|
| 763 |
+
"train_total": 0.09268058503941158,
|
| 764 |
+
"train_gate": 0.07689083338563284,
|
| 765 |
+
"train_mod": 6.636087470350285e-05,
|
| 766 |
+
"train_snr": 0.015678010953288298,
|
| 767 |
+
"val_total": 0.09238608860599087,
|
| 768 |
+
"val_gate": 0.07759592301300372,
|
| 769 |
+
"val_mod": 6.712176044939869e-06,
|
| 770 |
+
"val_snr": 0.014859868375263098
|
| 771 |
+
},
|
| 772 |
+
{
|
| 773 |
+
"epoch": 71,
|
| 774 |
+
"train_total": 0.0916409779418114,
|
| 775 |
+
"train_gate": 0.07617238286604158,
|
| 776 |
+
"train_mod": 0.00010055968986908851,
|
| 777 |
+
"train_snr": 0.015367337415254659,
|
| 778 |
+
"val_total": 0.09295284041101615,
|
| 779 |
+
"val_gate": 0.07697252471048337,
|
| 780 |
+
"val_mod": 8.306326256443958e-06,
|
| 781 |
+
"val_snr": 0.01605854982714098
|
| 782 |
+
},
|
| 783 |
+
{
|
| 784 |
+
"epoch": 72,
|
| 785 |
+
"train_total": 0.0928121355696172,
|
| 786 |
+
"train_gate": 0.07724246796772666,
|
| 787 |
+
"train_mod": 6.449433525107024e-05,
|
| 788 |
+
"train_snr": 0.015492054508419223,
|
| 789 |
+
"val_total": 0.09287576060984042,
|
| 790 |
+
"val_gate": 0.07727356217179537,
|
| 791 |
+
"val_mod": 8.31361628760278e-06,
|
| 792 |
+
"val_snr": 0.01567739893773878
|
| 793 |
+
},
|
| 794 |
+
{
|
| 795 |
+
"epoch": 73,
|
| 796 |
+
"train_total": 0.09223658460906034,
|
| 797 |
+
"train_gate": 0.07641160548109222,
|
| 798 |
+
"train_mod": 7.015933125077126e-05,
|
| 799 |
+
"train_snr": 0.015753772346507756,
|
| 800 |
+
"val_total": 0.09285664713919052,
|
| 801 |
+
"val_gate": 0.07776765676356977,
|
| 802 |
+
"val_mod": 7.6000875442703695e-06,
|
| 803 |
+
"val_snr": 0.015160626236259495
|
| 804 |
+
},
|
| 805 |
+
{
|
| 806 |
+
"epoch": 74,
|
| 807 |
+
"train_total": 0.09140696438062923,
|
| 808 |
+
"train_gate": 0.07592076223611036,
|
| 809 |
+
"train_mod": 8.742537467307616e-05,
|
| 810 |
+
"train_snr": 0.015345302732957469,
|
| 811 |
+
"val_total": 0.09173798042320143,
|
| 812 |
+
"val_gate": 0.07620338754096036,
|
| 813 |
+
"val_mod": 1.0171346775889025e-05,
|
| 814 |
+
"val_snr": 0.01560900813877472
|
| 815 |
+
},
|
| 816 |
+
{
|
| 817 |
+
"epoch": 75,
|
| 818 |
+
"train_total": 0.09206460158151812,
|
| 819 |
+
"train_gate": 0.07637819182870562,
|
| 820 |
+
"train_mod": 7.621624696646124e-05,
|
| 821 |
+
"train_snr": 0.015578218439220415,
|
| 822 |
+
"val_total": 0.09138553499594912,
|
| 823 |
+
"val_gate": 0.07637575609343393,
|
| 824 |
+
"val_mod": 8.183793497892533e-06,
|
| 825 |
+
"val_snr": 0.0150824724342363
|
| 826 |
+
},
|
| 827 |
+
{
|
| 828 |
+
"epoch": 76,
|
| 829 |
+
"train_total": 0.09044417077469884,
|
| 830 |
+
"train_gate": 0.07497254365191701,
|
| 831 |
+
"train_mod": 8.584082924608226e-05,
|
| 832 |
+
"train_snr": 0.015329951318284935,
|
| 833 |
+
"val_total": 0.09182394883407069,
|
| 834 |
+
"val_gate": 0.07637978881141361,
|
| 835 |
+
"val_mod": 8.214705385719304e-06,
|
| 836 |
+
"val_snr": 0.015518251256343384
|
| 837 |
+
},
|
| 838 |
+
{
|
| 839 |
+
"epoch": 77,
|
| 840 |
+
"train_total": 0.0917421280757281,
|
| 841 |
+
"train_gate": 0.0765806735612271,
|
| 842 |
+
"train_mod": 6.44589902437806e-05,
|
| 843 |
+
"train_snr": 0.015096125735477528,
|
| 844 |
+
"val_total": 0.09156014448885351,
|
| 845 |
+
"val_gate": 0.07647377588615126,
|
| 846 |
+
"val_mod": 6.5508701343666345e-06,
|
| 847 |
+
"val_snr": 0.015161323803779367
|
| 848 |
+
},
|
| 849 |
+
{
|
| 850 |
+
"epoch": 78,
|
| 851 |
+
"train_total": 0.09083022384041758,
|
| 852 |
+
"train_gate": 0.07564032998919332,
|
| 853 |
+
"train_mod": 6.903438507194783e-05,
|
| 854 |
+
"train_snr": 0.015072001979647105,
|
| 855 |
+
"val_total": 0.09171123022217034,
|
| 856 |
+
"val_gate": 0.07653455323710734,
|
| 857 |
+
"val_mod": 6.5785658258570635e-06,
|
| 858 |
+
"val_snr": 0.015251470995800835
|
| 859 |
+
},
|
| 860 |
+
{
|
| 861 |
+
"epoch": 79,
|
| 862 |
+
"train_total": 0.09095709840572735,
|
| 863 |
+
"train_gate": 0.07549436040052654,
|
| 864 |
+
"train_mod": 5.991614212479353e-05,
|
| 865 |
+
"train_snr": 0.015342505659961266,
|
| 866 |
+
"val_total": 0.09125766406226246,
|
| 867 |
+
"val_gate": 0.07634425881234082,
|
| 868 |
+
"val_mod": 6.268644356691893e-06,
|
| 869 |
+
"val_snr": 0.01498828135389344
|
| 870 |
+
},
|
| 871 |
+
{
|
| 872 |
+
"epoch": 80,
|
| 873 |
+
"train_total": 0.09147894734067923,
|
| 874 |
+
"train_gate": 0.0757815033367394,
|
| 875 |
+
"train_mod": 8.100729605405422e-05,
|
| 876 |
+
"train_snr": 0.015518927097077317,
|
| 877 |
+
"val_total": 0.0917075906757521,
|
| 878 |
+
"val_gate": 0.0764098011441045,
|
| 879 |
+
"val_mod": 6.906905803121923e-06,
|
| 880 |
+
"val_snr": 0.015373087311180823
|
| 881 |
+
}
|
| 882 |
+
]
|