only-publish-scaler-full-django.json

{
  "label": "Full-Django-AntiNex-Simple-Scaler-DNN",
  "dataset": "/opt/antinex/antinex-datasets/v1/webapps/django/training-ready/v1_django_cleaned.csv",
  "ml_type": "classification",
  "publish_to_core": true,
  "predict_feature": "label_value",
  "features_to_process": [
    "idx",
    "arp_hwlen",
    "arp_hwtype",
    "arp_id",
    "arp_op",
    "arp_plen",
    "arp_ptype",
    "dns_default_aa",
    "dns_default_ad",
    "dns_default_an",
    "dns_default_ancount",
    "dns_default_ar",
    "dns_default_arcount",
    "dns_default_cd",
    "dns_default_id",
    "dns_default_length",
    "dns_default_ns",
    "dns_default_nscount",
    "dns_default_opcode",
    "dns_default_qd",
    "dns_default_qdcount",
    "dns_default_qr",
    "dns_default_ra",
    "dns_default_rcode",
    "dns_default_rd",
    "dns_default_tc",
    "dns_default_z",
    "dns_id",
    "eth_id",
    "eth_type",
    "icmp_addr_mask",
    "icmp_code",
    "icmp_gw",
    "icmp_id",
    "icmp_ptr",
    "icmp_seq",
    "icmp_ts_ori",
    "icmp_ts_rx",
    "icmp_ts_tx",
    "icmp_type",
    "icmp_unused",
    "ip_id",
    "ip_ihl",
    "ip_len",
    "ip_tos",
    "ip_version",
    "ipv6_fl",
    "ipv6_hlim",
    "ipv6_nh",
    "ipv6_plen",
    "ipv6_tc",
    "ipv6_version",
    "ipvsix_id",
    "pad_id",
    "tcp_dport",
    "tcp_fields_options.MSS",
    "tcp_fields_options.NOP",
    "tcp_fields_options.SAckOK",
    "tcp_fields_options.Timestamp",
    "tcp_fields_options.WScale",
    "tcp_id",
    "tcp_seq",
    "tcp_sport",
    "udp_dport",
    "udp_id",
    "udp_len",
    "udp_sport"
  ],
  "ignore_features": [],
  "sort_values": [],
  "seed": 42,
  "test_size": 0.2,
  "batch_size": 32,
  "epochs": 15,
  "num_splits": 2,
  "loss": "binary_crossentropy",
  "optimizer": "adam",
  "metrics": [
    "accuracy"
  ],
  "histories": [
    "val_loss",
    "val_acc",
    "loss",
    "acc"
  ],
  "model_desc": {
    "layers": [
      {
        "num_neurons": 200,
        "init": "uniform",
        "activation": "relu"
      },
      {
        "num_neurons": 1,
        "init": "uniform",
        "activation": "sigmoid"
      }
    ]
  },
  "label_rules": {
    "labels": [
      "not_attack",
      "not_attack",
      "attack"
    ],
    "label_values": [
      -1,
      0,
      1
    ]
  },
  "version": 1
}