smoke upload
Browse files- smoke/lgbm_model_meta.json +215 -0
smoke/lgbm_model_meta.json
ADDED
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| 1 |
+
{
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| 2 |
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"input_path": "data/processed/87apps_processed.parquet",
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| 3 |
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"target_col": "target",
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| 4 |
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"sample_rows": 2000,
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| 5 |
+
"seed": 42,
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| 6 |
+
"valid_size": 0.2,
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| 7 |
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"test_size": 0.2,
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| 8 |
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"min_class_count": 2,
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| 9 |
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"dropped_classes": [
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| 10 |
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"125",
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| 11 |
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"64",
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| 12 |
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"68"
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| 13 |
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],
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| 14 |
+
"dropped_rows": 3,
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| 15 |
+
"num_trials": 1,
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| 16 |
+
"num_boost_round": 50,
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| 17 |
+
"early_stopping_rounds": 10,
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| 18 |
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"num_threads": 0,
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| 19 |
+
"max_train_seconds": null,
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| 20 |
+
"max_total_seconds": null,
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| 21 |
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"feature_cols": [
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| 22 |
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"Source.Port",
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| 23 |
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"Destination.Port",
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| 24 |
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"Protocol",
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| 25 |
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"Flow.Duration",
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| 26 |
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"Total.Fwd.Packets",
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| 27 |
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"Total.Backward.Packets",
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| 28 |
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"Total.Length.of.Fwd.Packets",
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| 29 |
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"Total.Length.of.Bwd.Packets",
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| 30 |
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"Fwd.Packet.Length.Max",
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| 31 |
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"Fwd.Packet.Length.Min",
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| 32 |
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"Fwd.Packet.Length.Mean",
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| 33 |
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"Fwd.Packet.Length.Std",
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| 34 |
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"Bwd.Packet.Length.Max",
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| 35 |
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"Bwd.Packet.Length.Min",
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| 36 |
+
"Bwd.Packet.Length.Mean",
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| 37 |
+
"Bwd.Packet.Length.Std",
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| 38 |
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"Flow.Bytes.s",
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| 39 |
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"Flow.Packets.s",
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| 40 |
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"Flow.IAT.Mean",
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| 41 |
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"Flow.IAT.Std",
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| 42 |
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"Flow.IAT.Max",
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| 43 |
+
"Flow.IAT.Min",
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| 44 |
+
"Fwd.IAT.Total",
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| 45 |
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"Fwd.IAT.Mean",
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| 46 |
+
"Fwd.IAT.Std",
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| 47 |
+
"Fwd.IAT.Max",
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| 48 |
+
"Fwd.IAT.Min",
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| 49 |
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"Bwd.IAT.Total",
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| 50 |
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"Bwd.IAT.Mean",
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| 51 |
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"Bwd.IAT.Std",
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| 52 |
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"Bwd.IAT.Max",
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| 53 |
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"Bwd.IAT.Min",
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| 54 |
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"Fwd.PSH.Flags",
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| 55 |
+
"Bwd.PSH.Flags",
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| 56 |
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"Fwd.URG.Flags",
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| 57 |
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"Bwd.URG.Flags",
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| 58 |
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"Fwd.Header.Length",
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| 59 |
+
"Bwd.Header.Length",
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| 60 |
+
"Fwd.Packets.s",
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| 61 |
+
"Bwd.Packets.s",
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| 62 |
+
"Min.Packet.Length",
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| 63 |
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"Max.Packet.Length",
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| 64 |
+
"Packet.Length.Mean",
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| 65 |
+
"Packet.Length.Std",
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| 66 |
+
"Packet.Length.Variance",
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| 67 |
+
"FIN.Flag.Count",
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| 68 |
+
"SYN.Flag.Count",
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| 69 |
+
"RST.Flag.Count",
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| 70 |
+
"PSH.Flag.Count",
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| 71 |
+
"ACK.Flag.Count",
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| 72 |
+
"URG.Flag.Count",
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| 73 |
+
"CWE.Flag.Count",
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| 74 |
+
"ECE.Flag.Count",
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| 75 |
+
"Down.Up.Ratio",
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| 76 |
+
"Average.Packet.Size",
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| 77 |
+
"Avg.Fwd.Segment.Size",
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| 78 |
+
"Avg.Bwd.Segment.Size",
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| 79 |
+
"Fwd.Header.Length.1",
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| 80 |
+
"Fwd.Avg.Bytes.Bulk",
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| 81 |
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"Fwd.Avg.Packets.Bulk",
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| 82 |
+
"Fwd.Avg.Bulk.Rate",
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| 83 |
+
"Bwd.Avg.Bytes.Bulk",
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| 84 |
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"Bwd.Avg.Packets.Bulk",
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| 85 |
+
"Bwd.Avg.Bulk.Rate",
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| 86 |
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"Subflow.Fwd.Packets",
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| 87 |
+
"Subflow.Fwd.Bytes",
|
| 88 |
+
"Subflow.Bwd.Packets",
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| 89 |
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"Subflow.Bwd.Bytes",
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| 90 |
+
"Init_Win_bytes_forward",
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| 91 |
+
"Init_Win_bytes_backward",
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| 92 |
+
"act_data_pkt_fwd",
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| 93 |
+
"min_seg_size_forward",
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| 94 |
+
"Active.Mean",
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| 95 |
+
"Active.Std",
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| 96 |
+
"Active.Max",
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| 97 |
+
"Active.Min",
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| 98 |
+
"Idle.Mean",
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| 99 |
+
"Idle.Std",
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| 100 |
+
"Idle.Max",
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| 101 |
+
"Idle.Min",
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| 102 |
+
"duration_s",
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| 103 |
+
"total_bytes",
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| 104 |
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"total_pkts",
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| 105 |
+
"duration_rate_s",
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| 106 |
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"has_backward",
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| 107 |
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"bytes_per_pkt",
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| 108 |
+
"pkts_per_s2",
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| 109 |
+
"bytes_per_s2",
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| 110 |
+
"fwd_bwd_pkt_ratio",
|
| 111 |
+
"fwd_bwd_byte_ratio",
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| 112 |
+
"log_duration_s",
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| 113 |
+
"log_total_bytes",
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| 114 |
+
"has_ack_flag",
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| 115 |
+
"has_cwe_flag",
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| 116 |
+
"has_ece_flag",
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| 117 |
+
"has_fin_flag",
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| 118 |
+
"has_psh_flag",
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| 119 |
+
"has_rst_flag",
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| 120 |
+
"has_syn_flag",
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| 121 |
+
"has_urg_flag",
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| 122 |
+
"log1p_pkts_per_s2",
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| 123 |
+
"log1p_bytes_per_s2",
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| 124 |
+
"log1p_fwd_bwd_pkt_ratio",
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| 125 |
+
"log1p_fwd_bwd_byte_ratio"
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| 126 |
+
],
|
| 127 |
+
"n_rows": 1997,
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| 128 |
+
"n_features": 104,
|
| 129 |
+
"n_classes": 15,
|
| 130 |
+
"split_rows": {
|
| 131 |
+
"train": 1197,
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| 132 |
+
"valid": 400,
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| 133 |
+
"test": 400
|
| 134 |
+
},
|
| 135 |
+
"best_params": {
|
| 136 |
+
"objective": "multiclass",
|
| 137 |
+
"num_class": 15,
|
| 138 |
+
"metric": [
|
| 139 |
+
"multi_logloss",
|
| 140 |
+
"multi_error"
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| 141 |
+
],
|
| 142 |
+
"verbosity": -1,
|
| 143 |
+
"seed": 42,
|
| 144 |
+
"deterministic": true,
|
| 145 |
+
"force_col_wise": true,
|
| 146 |
+
"learning_rate": 0.03,
|
| 147 |
+
"num_leaves": 255,
|
| 148 |
+
"max_depth": -1,
|
| 149 |
+
"min_data_in_leaf": 50,
|
| 150 |
+
"min_gain_to_split": 0.05,
|
| 151 |
+
"feature_fraction": 0.7075032265668001,
|
| 152 |
+
"bagging_fraction": 0.7825087955107357,
|
| 153 |
+
"bagging_freq": 1,
|
| 154 |
+
"lambda_l1": 1.0,
|
| 155 |
+
"lambda_l2": 1.0
|
| 156 |
+
},
|
| 157 |
+
"train_result": {
|
| 158 |
+
"metrics": {
|
| 159 |
+
"train_logloss": 0.667288687376156,
|
| 160 |
+
"train_accuracy": 0.835421888053467,
|
| 161 |
+
"train_f1_macro": 0.3547891716602243,
|
| 162 |
+
"valid_logloss": 0.8364827337941273,
|
| 163 |
+
"valid_accuracy": 0.775,
|
| 164 |
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"valid_f1_macro": 0.32659187635537607,
|
| 165 |
+
"test_logloss": 0.7484690618692611,
|
| 166 |
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"test_accuracy": 0.8175,
|
| 167 |
+
"test_f1_macro": 0.3263991403502775,
|
| 168 |
+
"overfit_gap_valid_logloss": 0.1691940464179713,
|
| 169 |
+
"overfit_gap_test_logloss": 0.08118037449310511,
|
| 170 |
+
"overfit_gap_valid_f1_macro": 0.028197295304848213,
|
| 171 |
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"overfit_gap_test_f1_macro": 0.028390031309946773,
|
| 172 |
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"best_multi_logloss": 0.8364827337941273,
|
| 173 |
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"best_iteration": 50
|
| 174 |
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},
|
| 175 |
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"n_rows": 1997,
|
| 176 |
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"n_features": 104,
|
| 177 |
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"n_classes": 15,
|
| 178 |
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"best_score": 0.8364827337941273,
|
| 179 |
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"best_iteration": 50
|
| 180 |
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},
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| 181 |
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"label_to_index": {
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| 182 |
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"119": 0,
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| 183 |
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| 184 |
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| 189 |
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| 190 |
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| 192 |
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| 195 |
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| 196 |
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| 197 |
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},
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| 198 |
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"classes": [
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| 199 |
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| 200 |
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| 201 |
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| 202 |
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| 212 |
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| 213 |
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| 214 |
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]
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| 215 |
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}
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