ft-transformer best/last checkpoints (H200 optimized)
Browse files
runs/20260122_ft_87apps_h200/last/ft_transformer_model_meta.json
ADDED
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@@ -0,0 +1,700 @@
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| 1 |
+
{
|
| 2 |
+
"input_path": "app_classification/data/processed/87apps_processed.parquet",
|
| 3 |
+
"target_col": "target",
|
| 4 |
+
"sample_rows": null,
|
| 5 |
+
"seed": 42,
|
| 6 |
+
"valid_size": 0.2,
|
| 7 |
+
"test_size": 0.2,
|
| 8 |
+
"min_class_count": 2,
|
| 9 |
+
"dropped_classes": [
|
| 10 |
+
"11",
|
| 11 |
+
"172",
|
| 12 |
+
"202"
|
| 13 |
+
],
|
| 14 |
+
"dropped_rows": 3,
|
| 15 |
+
"n_blocks": 6,
|
| 16 |
+
"d_block": 512,
|
| 17 |
+
"attention_n_heads": 8,
|
| 18 |
+
"attention_dropout": 0.1,
|
| 19 |
+
"ffn_dropout": 0.1,
|
| 20 |
+
"residual_dropout": 0.0,
|
| 21 |
+
"ffn_d_hidden_multiplier": 1.333,
|
| 22 |
+
"n_epochs": 60,
|
| 23 |
+
"patience": 6,
|
| 24 |
+
"batch_size": 4096,
|
| 25 |
+
"lr": 0.001,
|
| 26 |
+
"weight_decay": 1e-05,
|
| 27 |
+
"device": "cuda",
|
| 28 |
+
"class_weight": {
|
| 29 |
+
"mode": "none",
|
| 30 |
+
"values": null
|
| 31 |
+
},
|
| 32 |
+
"max_train_seconds": 36000.0,
|
| 33 |
+
"feature_cols": [
|
| 34 |
+
"Source.Port",
|
| 35 |
+
"Destination.Port",
|
| 36 |
+
"Protocol",
|
| 37 |
+
"Flow.Duration",
|
| 38 |
+
"Total.Fwd.Packets",
|
| 39 |
+
"Total.Backward.Packets",
|
| 40 |
+
"Total.Length.of.Fwd.Packets",
|
| 41 |
+
"Total.Length.of.Bwd.Packets",
|
| 42 |
+
"Fwd.Packet.Length.Max",
|
| 43 |
+
"Fwd.Packet.Length.Min",
|
| 44 |
+
"Fwd.Packet.Length.Mean",
|
| 45 |
+
"Fwd.Packet.Length.Std",
|
| 46 |
+
"Bwd.Packet.Length.Max",
|
| 47 |
+
"Bwd.Packet.Length.Min",
|
| 48 |
+
"Bwd.Packet.Length.Mean",
|
| 49 |
+
"Bwd.Packet.Length.Std",
|
| 50 |
+
"Flow.Bytes.s",
|
| 51 |
+
"Flow.Packets.s",
|
| 52 |
+
"Flow.IAT.Mean",
|
| 53 |
+
"Flow.IAT.Std",
|
| 54 |
+
"Flow.IAT.Max",
|
| 55 |
+
"Flow.IAT.Min",
|
| 56 |
+
"Fwd.IAT.Total",
|
| 57 |
+
"Fwd.IAT.Mean",
|
| 58 |
+
"Fwd.IAT.Std",
|
| 59 |
+
"Fwd.IAT.Max",
|
| 60 |
+
"Fwd.IAT.Min",
|
| 61 |
+
"Bwd.IAT.Total",
|
| 62 |
+
"Bwd.IAT.Mean",
|
| 63 |
+
"Bwd.IAT.Std",
|
| 64 |
+
"Bwd.IAT.Max",
|
| 65 |
+
"Bwd.IAT.Min",
|
| 66 |
+
"Fwd.PSH.Flags",
|
| 67 |
+
"Bwd.PSH.Flags",
|
| 68 |
+
"Fwd.URG.Flags",
|
| 69 |
+
"Bwd.URG.Flags",
|
| 70 |
+
"Fwd.Header.Length",
|
| 71 |
+
"Bwd.Header.Length",
|
| 72 |
+
"Fwd.Packets.s",
|
| 73 |
+
"Bwd.Packets.s",
|
| 74 |
+
"Min.Packet.Length",
|
| 75 |
+
"Max.Packet.Length",
|
| 76 |
+
"Packet.Length.Mean",
|
| 77 |
+
"Packet.Length.Std",
|
| 78 |
+
"Packet.Length.Variance",
|
| 79 |
+
"FIN.Flag.Count",
|
| 80 |
+
"SYN.Flag.Count",
|
| 81 |
+
"RST.Flag.Count",
|
| 82 |
+
"PSH.Flag.Count",
|
| 83 |
+
"ACK.Flag.Count",
|
| 84 |
+
"URG.Flag.Count",
|
| 85 |
+
"CWE.Flag.Count",
|
| 86 |
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