ft-transformer best/last checkpoints (H200 optimized)
Browse files
runs/20260122_ft_87apps_h200/best/ft_transformer_best_meta.json
ADDED
|
@@ -0,0 +1,706 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 |
+
"ECE.Flag.Count",
|
| 87 |
+
"Down.Up.Ratio",
|
| 88 |
+
"Average.Packet.Size",
|
| 89 |
+
"Avg.Fwd.Segment.Size",
|
| 90 |
+
"Avg.Bwd.Segment.Size",
|
| 91 |
+
"Fwd.Header.Length.1",
|
| 92 |
+
"Fwd.Avg.Bytes.Bulk",
|
| 93 |
+
"Fwd.Avg.Packets.Bulk",
|
| 94 |
+
"Fwd.Avg.Bulk.Rate",
|
| 95 |
+
"Bwd.Avg.Bytes.Bulk",
|
| 96 |
+
"Bwd.Avg.Packets.Bulk",
|
| 97 |
+
"Bwd.Avg.Bulk.Rate",
|
| 98 |
+
"Subflow.Fwd.Packets",
|
| 99 |
+
"Subflow.Fwd.Bytes",
|
| 100 |
+
"Subflow.Bwd.Packets",
|
| 101 |
+
"Subflow.Bwd.Bytes",
|
| 102 |
+
"Init_Win_bytes_forward",
|
| 103 |
+
"Init_Win_bytes_backward",
|
| 104 |
+
"act_data_pkt_fwd",
|
| 105 |
+
"min_seg_size_forward",
|
| 106 |
+
"Active.Mean",
|
| 107 |
+
"Active.Std",
|
| 108 |
+
"Active.Max",
|
| 109 |
+
"Active.Min",
|
| 110 |
+
"Idle.Mean",
|
| 111 |
+
"Idle.Std",
|
| 112 |
+
"Idle.Max",
|
| 113 |
+
"Idle.Min",
|
| 114 |
+
"duration_s",
|
| 115 |
+
"total_bytes",
|
| 116 |
+
"total_pkts",
|
| 117 |
+
"duration_rate_s",
|
| 118 |
+
"has_backward",
|
| 119 |
+
"bytes_per_pkt",
|
| 120 |
+
"pkts_per_s2",
|
| 121 |
+
"bytes_per_s2",
|
| 122 |
+
"fwd_bwd_pkt_ratio",
|
| 123 |
+
"fwd_bwd_byte_ratio",
|
| 124 |
+
"log_duration_s",
|
| 125 |
+
"log_total_bytes",
|
| 126 |
+
"has_ack_flag",
|
| 127 |
+
"has_cwe_flag",
|
| 128 |
+
"has_ece_flag",
|
| 129 |
+
"has_fin_flag",
|
| 130 |
+
"has_psh_flag",
|
| 131 |
+
"has_rst_flag",
|
| 132 |
+
"has_syn_flag",
|
| 133 |
+
"has_urg_flag",
|
| 134 |
+
"log1p_pkts_per_s2",
|
| 135 |
+
"log1p_bytes_per_s2",
|
| 136 |
+
"log1p_fwd_bwd_pkt_ratio",
|
| 137 |
+
"log1p_fwd_bwd_byte_ratio"
|
| 138 |
+
],
|
| 139 |
+
"n_rows": 3577293,
|
| 140 |
+
"n_features": 104,
|
| 141 |
+
"n_classes": 75,
|
| 142 |
+
"split_rows": {
|
| 143 |
+
"train": 2146375,
|
| 144 |
+
"valid": 715459,
|
| 145 |
+
"test": 715459
|
| 146 |
+
},
|
| 147 |
+
"scaler": {
|
| 148 |
+
"mean": [
|
| 149 |
+
37921.09765625,
|
| 150 |
+
12069.8701171875,
|
| 151 |
+
6.0055670738220215,
|
| 152 |
+
25378566.0,
|
| 153 |
+
61.86985778808594,
|
| 154 |
+
64.90792083740234,
|
| 155 |
+
46140.8828125,
|
| 156 |
+
83719.328125,
|
| 157 |
+
511.0465393066406,
|
| 158 |
+
9.361927032470703,
|
| 159 |
+
114.41547393798828,
|
| 160 |
+
152.01385498046875,
|
| 161 |
+
1099.01171875,
|
| 162 |
+
11.088935852050781,
|
| 163 |
+
253.81671142578125,
|
| 164 |
+
289.4917297363281,
|
| 165 |
+
4068890.0,
|
| 166 |
+
88810.46875,
|
| 167 |
+
1418107.875,
|
| 168 |
+
3355078.25,
|
| 169 |
+
12796537.0,
|
| 170 |
+
89895.0625,
|
| 171 |
+
24126152.0,
|
| 172 |
+
3115720.0,
|
| 173 |
+
3639039.25,
|
| 174 |
+
12049826.0,
|
| 175 |
+
1270878.625,
|
| 176 |
+
21035128.0,
|
| 177 |
+
2467146.0,
|
| 178 |
+
2922789.75,
|
| 179 |
+
9790350.0,
|
| 180 |
+
886319.5625,
|
| 181 |
+
0.1721535176038742,
|
| 182 |
+
0.0,
|
| 183 |
+
0.0,
|
| 184 |
+
0.0,
|
| 185 |
+
1645.6787109375,
|
| 186 |
+
1738.2275390625,
|
| 187 |
+
76829.6171875,
|
| 188 |
+
11971.392578125,
|
| 189 |
+
3.0419564247131348,
|
| 190 |
+
1328.0155029296875,
|
| 191 |
+
197.74656677246094,
|
| 192 |
+
303.0499267578125,
|
| 193 |
+
278585.78125,
|
| 194 |
+
0.007005299441516399,
|
| 195 |
+
0.1721535176038742,
|
| 196 |
+
0.0006466716877184808,
|
| 197 |
+
0.40548646450042725,
|
| 198 |
+
0.5999128818511963,
|
| 199 |
+
0.2775186002254486,
|
| 200 |
+
0.0,
|
| 201 |
+
0.0006387513712979853,
|
| 202 |
+
0.908111572265625,
|
| 203 |
+
206.78924560546875,
|
| 204 |
+
114.41547393798828,
|
| 205 |
+
253.81671142578125,
|
| 206 |
+
1645.6787109375,
|
| 207 |
+
0.0,
|
| 208 |
+
0.0,
|
| 209 |
+
0.0,
|
| 210 |
+
0.0,
|
| 211 |
+
0.0,
|
| 212 |
+
0.0,
|
| 213 |
+
61.86985778808594,
|
| 214 |
+
46140.8828125,
|
| 215 |
+
64.90792083740234,
|
| 216 |
+
83722.65625,
|
| 217 |
+
8939.9921875,
|
| 218 |
+
2114.4423828125,
|
| 219 |
+
44.60744857788086,
|
| 220 |
+
25.70013999938965,
|
| 221 |
+
298348.0,
|
| 222 |
+
183554.75,
|
| 223 |
+
523381.78125,
|
| 224 |
+
167952.53125,
|
| 225 |
+
8521776.0,
|
| 226 |
+
1369315.75,
|
| 227 |
+
9732943.0,
|
| 228 |
+
7250777.5,
|
| 229 |
+
25.405109405517578,
|
| 230 |
+
129863.90625,
|
| 231 |
+
126.66434478759766,
|
| 232 |
+
25.405109405517578,
|
| 233 |
+
0.8363431096076965,
|
| 234 |
+
200.85604858398438,
|
| 235 |
+
4712.25244140625,
|
| 236 |
+
178336.921875,
|
| 237 |
+
3.9338605403900146,
|
| 238 |
+
7328.71337890625,
|
| 239 |
+
1.6440837383270264,
|
| 240 |
+
6.045801639556885,
|
| 241 |
+
0.5999128818511963,
|
| 242 |
+
0.0,
|
| 243 |
+
0.0006387513712979853,
|
| 244 |
+
0.007005299441516399,
|
| 245 |
+
0.40548646450042725,
|
| 246 |
+
0.0006466716877184808,
|
| 247 |
+
0.1721535176038742,
|
| 248 |
+
0.2775186002254486,
|
| 249 |
+
4.406322002410889,
|
| 250 |
+
6.505825519561768,
|
| 251 |
+
0.7279803156852722,
|
| 252 |
+
1.3011434078216553
|
| 253 |
+
],
|
| 254 |
+
"std": [
|
| 255 |
+
21991.279296875,
|
| 256 |
+
20348.962890625,
|
| 257 |
+
0.3285358250141144,
|
| 258 |
+
40050180.0,
|
| 259 |
+
1103.10888671875,
|
| 260 |
+
1062.84375,
|
| 261 |
+
1789820.375,
|
| 262 |
+
1978397.5,
|
| 263 |
+
1040.113525390625,
|
| 264 |
+
83.20732879638672,
|
| 265 |
+
245.79835510253906,
|
| 266 |
+
241.22264099121094,
|
| 267 |
+
2339.413818359375,
|
| 268 |
+
105.0291748046875,
|
| 269 |
+
506.01446533203125,
|
| 270 |
+
487.39788818359375,
|
| 271 |
+
75640144.0,
|
| 272 |
+
398376.1875,
|
| 273 |
+
3570943.5,
|
| 274 |
+
6261545.0,
|
| 275 |
+
20696382.0,
|
| 276 |
+
1626498.0,
|
| 277 |
+
39547892.0,
|
| 278 |
+
8335974.0,
|
| 279 |
+
7411721.0,
|
| 280 |
+
20441908.0,
|
| 281 |
+
7212068.5,
|
| 282 |
+
38765336.0,
|
| 283 |
+
7602257.0,
|
| 284 |
+
6686446.0,
|
| 285 |
+
18780186.0,
|
| 286 |
+
6173744.0,
|
| 287 |
+
0.3794111907482147,
|
| 288 |
+
1.0,
|
| 289 |
+
1.0,
|
| 290 |
+
1.0,
|
| 291 |
+
31110.794921875,
|
| 292 |
+
29691.015625,
|
| 293 |
+
365131.375,
|
| 294 |
+
108280.6171875,
|
| 295 |
+
41.15027618408203,
|
| 296 |
+
2453.169189453125,
|
| 297 |
+
331.0089111328125,
|
| 298 |
+
433.5434265136719,
|
| 299 |
+
723693.1875,
|
| 300 |
+
0.08313722908496857,
|
| 301 |
+
0.3794111907482147,
|
| 302 |
+
0.02541324496269226,
|
| 303 |
+
0.48802193999290466,
|
| 304 |
+
0.49078449606895447,
|
| 305 |
+
0.4442692697048187,
|
| 306 |
+
1.0,
|
| 307 |
+
0.025257565081119537,
|
| 308 |
+
1.2629525661468506,
|
| 309 |
+
342.64385986328125,
|
| 310 |
+
245.79835510253906,
|
| 311 |
+
506.01446533203125,
|
| 312 |
+
31110.794921875,
|
| 313 |
+
1.0,
|
| 314 |
+
1.0,
|
| 315 |
+
1.0,
|
| 316 |
+
1.0,
|
| 317 |
+
1.0,
|
| 318 |
+
1.0,
|
| 319 |
+
1103.10888671875,
|
| 320 |
+
1789820.375,
|
| 321 |
+
1062.84375,
|
| 322 |
+
1978401.625,
|
| 323 |
+
14068.5693359375,
|
| 324 |
+
7693.6962890625,
|
| 325 |
+
971.8193969726562,
|
| 326 |
+
6.021566867828369,
|
| 327 |
+
2346003.5,
|
| 328 |
+
1316887.75,
|
| 329 |
+
3248569.25,
|
| 330 |
+
2069003.125,
|
| 331 |
+
17022786.0,
|
| 332 |
+
4783222.5,
|
| 333 |
+
18830426.0,
|
| 334 |
+
15817223.0,
|
| 335 |
+
40.26896667480469,
|
| 336 |
+
2667684.5,
|
| 337 |
+
2013.8941650390625,
|
| 338 |
+
40.26896667480469,
|
| 339 |
+
0.3721804618835449,
|
| 340 |
+
333.33349609375,
|
| 341 |
+
9108.568359375,
|
| 342 |
+
2105873.0,
|
| 343 |
+
43.76545715332031,
|
| 344 |
+
98664.234375,
|
| 345 |
+
1.8830453157424927,
|
| 346 |
+
3.8223581314086914,
|
| 347 |
+
0.49078449606895447,
|
| 348 |
+
1.0,
|
| 349 |
+
0.025257565081119537,
|
| 350 |
+
0.08313722908496857,
|
| 351 |
+
0.48802193999290466,
|
| 352 |
+
0.02541324496269226,
|
| 353 |
+
0.3794111907482147,
|
| 354 |
+
0.4442692697048187,
|
| 355 |
+
3.6692230701446533,
|
| 356 |
+
4.264341831207275,
|
| 357 |
+
0.5852033495903015,
|
| 358 |
+
2.0077812671661377
|
| 359 |
+
]
|
| 360 |
+
},
|
| 361 |
+
"train_history": [
|
| 362 |
+
{
|
| 363 |
+
"epoch": 1.0,
|
| 364 |
+
"train_loss": 1.414343025570824,
|
| 365 |
+
"valid_loss": 1.3372605746132986,
|
| 366 |
+
"train_accuracy": 0.5721949799079844,
|
| 367 |
+
"valid_accuracy": 0.5726771205617652,
|
| 368 |
+
"lr": 0.001,
|
| 369 |
+
"train_seconds": 533.5839744610712,
|
| 370 |
+
"eval_seconds": 255.42885221121833,
|
| 371 |
+
"epoch_seconds": 789.0128266722895,
|
| 372 |
+
"train_rows_per_sec": 4022.5627131472133
|
| 373 |
+
},
|
| 374 |
+
{
|
| 375 |
+
"epoch": 2.0,
|
| 376 |
+
"train_loss": 1.0656972641036624,
|
| 377 |
+
"valid_loss": 1.116558769771031,
|
| 378 |
+
"train_accuracy": 0.6419996505736416,
|
| 379 |
+
"valid_accuracy": 0.6417600449501648,
|
| 380 |
+
"lr": 0.001,
|
| 381 |
+
"train_seconds": 534.7483922010288,
|
| 382 |
+
"eval_seconds": 257.90979442792013,
|
| 383 |
+
"epoch_seconds": 792.6581866289489,
|
| 384 |
+
"train_rows_per_sec": 4013.8035594001562
|
| 385 |
+
},
|
| 386 |
+
{
|
| 387 |
+
"epoch": 3.0,
|
| 388 |
+
"train_loss": 1.004245046547481,
|
| 389 |
+
"valid_loss": 1.1058745104925973,
|
| 390 |
+
"train_accuracy": 0.6336138838739735,
|
| 391 |
+
"valid_accuracy": 0.6330425642839073,
|
| 392 |
+
"lr": 0.001,
|
| 393 |
+
"train_seconds": 534.9798617060296,
|
| 394 |
+
"eval_seconds": 259.4427921893075,
|
| 395 |
+
"epoch_seconds": 794.4226538953371,
|
| 396 |
+
"train_rows_per_sec": 4012.066908752967
|
| 397 |
+
},
|
| 398 |
+
{
|
| 399 |
+
"epoch": 4.0,
|
| 400 |
+
"train_loss": 1.0235664419900803,
|
| 401 |
+
"valid_loss": 1.1172434404918126,
|
| 402 |
+
"train_accuracy": 0.6379020441441966,
|
| 403 |
+
"valid_accuracy": 0.6376326246507487,
|
| 404 |
+
"lr": 0.001,
|
| 405 |
+
"train_seconds": 533.8488802062348,
|
| 406 |
+
"eval_seconds": 260.58564106421545,
|
| 407 |
+
"epoch_seconds": 794.4345212704502,
|
| 408 |
+
"train_rows_per_sec": 4020.56664270012
|
| 409 |
+
},
|
| 410 |
+
{
|
| 411 |
+
"epoch": 5.0,
|
| 412 |
+
"train_loss": 1.0715623476391747,
|
| 413 |
+
"valid_loss": 0.9910476834433419,
|
| 414 |
+
"train_accuracy": 0.6736208724011414,
|
| 415 |
+
"valid_accuracy": 0.6728533710527088,
|
| 416 |
+
"lr": 0.001,
|
| 417 |
+
"train_seconds": 532.457955468446,
|
| 418 |
+
"eval_seconds": 259.8116879998706,
|
| 419 |
+
"epoch_seconds": 792.2696434683166,
|
| 420 |
+
"train_rows_per_sec": 4031.069454322758
|
| 421 |
+
},
|
| 422 |
+
{
|
| 423 |
+
"epoch": 6.0,
|
| 424 |
+
"train_loss": 1.031078797976176,
|
| 425 |
+
"valid_loss": 1.3361013432911464,
|
| 426 |
+
"train_accuracy": 0.5572446566886029,
|
| 427 |
+
"valid_accuracy": 0.5572394784327264,
|
| 428 |
+
"lr": 0.001,
|
| 429 |
+
"train_seconds": 530.4784216377884,
|
| 430 |
+
"eval_seconds": 260.79723186418414,
|
| 431 |
+
"epoch_seconds": 791.2756535019726,
|
| 432 |
+
"train_rows_per_sec": 4046.1117972967213
|
| 433 |
+
},
|
| 434 |
+
{
|
| 435 |
+
"epoch": 7.0,
|
| 436 |
+
"train_loss": 1.0503635019347781,
|
| 437 |
+
"valid_loss": 0.9300375594411577,
|
| 438 |
+
"train_accuracy": 0.6980602178090968,
|
| 439 |
+
"valid_accuracy": 0.6972139563552908,
|
| 440 |
+
"lr": 0.001,
|
| 441 |
+
"train_seconds": 529.5375518901274,
|
| 442 |
+
"eval_seconds": 259.17723413323984,
|
| 443 |
+
"epoch_seconds": 788.7147860233672,
|
| 444 |
+
"train_rows_per_sec": 4053.300832658128
|
| 445 |
+
},
|
| 446 |
+
{
|
| 447 |
+
"epoch": 8.0,
|
| 448 |
+
"train_loss": 1.0055793154807318,
|
| 449 |
+
"valid_loss": 1.102768829209464,
|
| 450 |
+
"train_accuracy": 0.6383530370974317,
|
| 451 |
+
"valid_accuracy": 0.6379904369083343,
|
| 452 |
+
"lr": 0.001,
|
| 453 |
+
"train_seconds": 528.2969420407899,
|
| 454 |
+
"eval_seconds": 259.10460158996284,
|
| 455 |
+
"epoch_seconds": 787.4015436307527,
|
| 456 |
+
"train_rows_per_sec": 4062.819276804139
|
| 457 |
+
},
|
| 458 |
+
{
|
| 459 |
+
"epoch": 9.0,
|
| 460 |
+
"train_loss": 1.2096409804480417,
|
| 461 |
+
"valid_loss": 1.4950603818893433,
|
| 462 |
+
"train_accuracy": 0.48195585580338945,
|
| 463 |
+
"valid_accuracy": 0.4812015782875049,
|
| 464 |
+
"lr": 0.001,
|
| 465 |
+
"train_seconds": 527.4327751151286,
|
| 466 |
+
"eval_seconds": 259.70361074991524,
|
| 467 |
+
"epoch_seconds": 787.1363858650438,
|
| 468 |
+
"train_rows_per_sec": 4069.475962185867
|
| 469 |
+
},
|
| 470 |
+
{
|
| 471 |
+
"epoch": 10.0,
|
| 472 |
+
"train_loss": 1.300189040274847,
|
| 473 |
+
"valid_loss": 1.1825428444998605,
|
| 474 |
+
"train_accuracy": 0.6120305165686332,
|
| 475 |
+
"valid_accuracy": 0.6117527349575587,
|
| 476 |
+
"lr": 0.001,
|
| 477 |
+
"train_seconds": 528.4517788458616,
|
| 478 |
+
"eval_seconds": 261.1839351928793,
|
| 479 |
+
"epoch_seconds": 789.6357140387408,
|
| 480 |
+
"train_rows_per_sec": 4061.6288674203765
|
| 481 |
+
},
|
| 482 |
+
{
|
| 483 |
+
"epoch": 11.0,
|
| 484 |
+
"train_loss": 1.2410145119258336,
|
| 485 |
+
"valid_loss": 1.1671937581471035,
|
| 486 |
+
"train_accuracy": 0.6113316638518432,
|
| 487 |
+
"valid_accuracy": 0.6108554089053321,
|
| 488 |
+
"lr": 0.001,
|
| 489 |
+
"train_seconds": 528.2927890224382,
|
| 490 |
+
"eval_seconds": 260.06165545387194,
|
| 491 |
+
"epoch_seconds": 788.3544444763102,
|
| 492 |
+
"train_rows_per_sec": 4062.8512154627133
|
| 493 |
+
},
|
| 494 |
+
{
|
| 495 |
+
"epoch": 12.0,
|
| 496 |
+
"train_loss": 1.2377244336264475,
|
| 497 |
+
"valid_loss": 1.1640564571108136,
|
| 498 |
+
"train_accuracy": 0.6162077922077922,
|
| 499 |
+
"valid_accuracy": 0.6155894327976865,
|
| 500 |
+
"lr": 0.001,
|
| 501 |
+
"train_seconds": 527.7624409869313,
|
| 502 |
+
"eval_seconds": 260.05500433500856,
|
| 503 |
+
"epoch_seconds": 787.8174453219399,
|
| 504 |
+
"train_rows_per_sec": 4066.9339712508063
|
| 505 |
+
},
|
| 506 |
+
{
|
| 507 |
+
"epoch": 13.0,
|
| 508 |
+
"train_loss": 1.2788717106410434,
|
| 509 |
+
"valid_loss": 1.3328559521266392,
|
| 510 |
+
"train_accuracy": 0.5616385766699667,
|
| 511 |
+
"valid_accuracy": 0.5619008217102587,
|
| 512 |
+
"lr": 0.001,
|
| 513 |
+
"train_seconds": 526.1453396147117,
|
| 514 |
+
"eval_seconds": 259.606188358739,
|
| 515 |
+
"epoch_seconds": 785.7515279734507,
|
| 516 |
+
"train_rows_per_sec": 4079.4336438896485
|
| 517 |
+
}
|
| 518 |
+
],
|
| 519 |
+
"train_result": {
|
| 520 |
+
"metrics": {
|
| 521 |
+
"train_logloss": 1.3313209487455555,
|
| 522 |
+
"train_accuracy": 0.5616385766699667,
|
| 523 |
+
"train_f1_macro": 0.1103083025551593,
|
| 524 |
+
"valid_logloss": 1.3328597803386917,
|
| 525 |
+
"valid_accuracy": 0.5619008217102587,
|
| 526 |
+
"valid_f1_macro": 0.11435386091465553,
|
| 527 |
+
"test_logloss": 1.332753583312758,
|
| 528 |
+
"test_accuracy": 0.5619567298755065,
|
| 529 |
+
"test_f1_macro": 0.11220563516672995,
|
| 530 |
+
"overfit_gap_valid_logloss": 0.0015388315931361696,
|
| 531 |
+
"overfit_gap_test_logloss": 0.0014326345672024399,
|
| 532 |
+
"overfit_gap_valid_f1_macro": -0.004045558359496229,
|
| 533 |
+
"overfit_gap_test_f1_macro": -0.001897332611570643,
|
| 534 |
+
"best_epoch": 7.0,
|
| 535 |
+
"best_valid_logloss": 1.3328597803386917,
|
| 536 |
+
"best_valid_accuracy": 0.5619008217102587,
|
| 537 |
+
"best_valid_f1_macro": 0.11435386091465553
|
| 538 |
+
},
|
| 539 |
+
"n_rows": 3577293,
|
| 540 |
+
"n_features": 104,
|
| 541 |
+
"n_classes": 75,
|
| 542 |
+
"best_score": null,
|
| 543 |
+
"best_iteration": null
|
| 544 |
+
},
|
| 545 |
+
"label_to_index": {
|
| 546 |
+
"1": 0,
|
| 547 |
+
"114": 1,
|
| 548 |
+
"119": 2,
|
| 549 |
+
"120": 3,
|
| 550 |
+
"121": 4,
|
| 551 |
+
"122": 5,
|
| 552 |
+
"123": 6,
|
| 553 |
+
"124": 7,
|
| 554 |
+
"125": 8,
|
| 555 |
+
"126": 9,
|
| 556 |
+
"13": 10,
|
| 557 |
+
"130": 11,
|
| 558 |
+
"131": 12,
|
| 559 |
+
"132": 13,
|
| 560 |
+
"133": 14,
|
| 561 |
+
"134": 15,
|
| 562 |
+
"135": 16,
|
| 563 |
+
"139": 17,
|
| 564 |
+
"14": 18,
|
| 565 |
+
"140": 19,
|
| 566 |
+
"142": 20,
|
| 567 |
+
"143": 21,
|
| 568 |
+
"145": 22,
|
| 569 |
+
"146": 23,
|
| 570 |
+
"147": 24,
|
| 571 |
+
"148": 25,
|
| 572 |
+
"150": 26,
|
| 573 |
+
"153": 27,
|
| 574 |
+
"156": 28,
|
| 575 |
+
"158": 29,
|
| 576 |
+
"159": 30,
|
| 577 |
+
"162": 31,
|
| 578 |
+
"163": 32,
|
| 579 |
+
"164": 33,
|
| 580 |
+
"167": 34,
|
| 581 |
+
"169": 35,
|
| 582 |
+
"170": 36,
|
| 583 |
+
"174": 37,
|
| 584 |
+
"175": 38,
|
| 585 |
+
"176": 39,
|
| 586 |
+
"178": 40,
|
| 587 |
+
"179": 41,
|
| 588 |
+
"180": 42,
|
| 589 |
+
"185": 43,
|
| 590 |
+
"191": 44,
|
| 591 |
+
"195": 45,
|
| 592 |
+
"200": 46,
|
| 593 |
+
"201": 47,
|
| 594 |
+
"203": 48,
|
| 595 |
+
"210": 49,
|
| 596 |
+
"211": 50,
|
| 597 |
+
"212": 51,
|
| 598 |
+
"213": 52,
|
| 599 |
+
"219": 53,
|
| 600 |
+
"220": 54,
|
| 601 |
+
"221": 55,
|
| 602 |
+
"222": 56,
|
| 603 |
+
"36": 57,
|
| 604 |
+
"37": 58,
|
| 605 |
+
"40": 59,
|
| 606 |
+
"48": 60,
|
| 607 |
+
"5": 61,
|
| 608 |
+
"51": 62,
|
| 609 |
+
"60": 63,
|
| 610 |
+
"64": 64,
|
| 611 |
+
"67": 65,
|
| 612 |
+
"68": 66,
|
| 613 |
+
"69": 67,
|
| 614 |
+
"7": 68,
|
| 615 |
+
"70": 69,
|
| 616 |
+
"81": 70,
|
| 617 |
+
"85": 71,
|
| 618 |
+
"9": 72,
|
| 619 |
+
"91": 73,
|
| 620 |
+
"92": 74
|
| 621 |
+
},
|
| 622 |
+
"classes": [
|
| 623 |
+
"1",
|
| 624 |
+
"114",
|
| 625 |
+
"119",
|
| 626 |
+
"120",
|
| 627 |
+
"121",
|
| 628 |
+
"122",
|
| 629 |
+
"123",
|
| 630 |
+
"124",
|
| 631 |
+
"125",
|
| 632 |
+
"126",
|
| 633 |
+
"13",
|
| 634 |
+
"130",
|
| 635 |
+
"131",
|
| 636 |
+
"132",
|
| 637 |
+
"133",
|
| 638 |
+
"134",
|
| 639 |
+
"135",
|
| 640 |
+
"139",
|
| 641 |
+
"14",
|
| 642 |
+
"140",
|
| 643 |
+
"142",
|
| 644 |
+
"143",
|
| 645 |
+
"145",
|
| 646 |
+
"146",
|
| 647 |
+
"147",
|
| 648 |
+
"148",
|
| 649 |
+
"150",
|
| 650 |
+
"153",
|
| 651 |
+
"156",
|
| 652 |
+
"158",
|
| 653 |
+
"159",
|
| 654 |
+
"162",
|
| 655 |
+
"163",
|
| 656 |
+
"164",
|
| 657 |
+
"167",
|
| 658 |
+
"169",
|
| 659 |
+
"170",
|
| 660 |
+
"174",
|
| 661 |
+
"175",
|
| 662 |
+
"176",
|
| 663 |
+
"178",
|
| 664 |
+
"179",
|
| 665 |
+
"180",
|
| 666 |
+
"185",
|
| 667 |
+
"191",
|
| 668 |
+
"195",
|
| 669 |
+
"200",
|
| 670 |
+
"201",
|
| 671 |
+
"203",
|
| 672 |
+
"210",
|
| 673 |
+
"211",
|
| 674 |
+
"212",
|
| 675 |
+
"213",
|
| 676 |
+
"219",
|
| 677 |
+
"220",
|
| 678 |
+
"221",
|
| 679 |
+
"222",
|
| 680 |
+
"36",
|
| 681 |
+
"37",
|
| 682 |
+
"40",
|
| 683 |
+
"48",
|
| 684 |
+
"5",
|
| 685 |
+
"51",
|
| 686 |
+
"60",
|
| 687 |
+
"64",
|
| 688 |
+
"67",
|
| 689 |
+
"68",
|
| 690 |
+
"69",
|
| 691 |
+
"7",
|
| 692 |
+
"70",
|
| 693 |
+
"81",
|
| 694 |
+
"85",
|
| 695 |
+
"9",
|
| 696 |
+
"91",
|
| 697 |
+
"92"
|
| 698 |
+
],
|
| 699 |
+
"checkpoint": "best",
|
| 700 |
+
"best_epoch": 7,
|
| 701 |
+
"best_valid": {
|
| 702 |
+
"logloss": 1.3328597803386917,
|
| 703 |
+
"accuracy": 0.5619008217102587,
|
| 704 |
+
"f1_macro": 0.11435386091465553
|
| 705 |
+
}
|
| 706 |
+
}
|