ft-transformer best/last checkpoints
Browse files
runs/20260118_ft_141apps/last/ft_transformer_model_meta.json
ADDED
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@@ -0,0 +1,615 @@
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|
| 1 |
+
{
|
| 2 |
+
"input_path": "app_classification/data/processed/141apps_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 |
+
"BGP",
|
| 11 |
+
"GTP",
|
| 12 |
+
"MDNS",
|
| 13 |
+
"MySQL",
|
| 14 |
+
"POP3",
|
| 15 |
+
"SMTPS",
|
| 16 |
+
"SOMEIP",
|
| 17 |
+
"UPnP",
|
| 18 |
+
"Zoom",
|
| 19 |
+
"eDonkey"
|
| 20 |
+
],
|
| 21 |
+
"dropped_rows": 10,
|
| 22 |
+
"n_blocks": 6,
|
| 23 |
+
"d_block": 512,
|
| 24 |
+
"attention_n_heads": 8,
|
| 25 |
+
"attention_dropout": 0.1,
|
| 26 |
+
"ffn_dropout": 0.1,
|
| 27 |
+
"residual_dropout": 0.0,
|
| 28 |
+
"ffn_d_hidden_multiplier": 1.333,
|
| 29 |
+
"n_epochs": 60,
|
| 30 |
+
"patience": 6,
|
| 31 |
+
"batch_size": 2048,
|
| 32 |
+
"lr": 0.001,
|
| 33 |
+
"weight_decay": 1e-05,
|
| 34 |
+
"device": "cuda",
|
| 35 |
+
"class_weight": {
|
| 36 |
+
"mode": "none",
|
| 37 |
+
"values": null
|
| 38 |
+
},
|
| 39 |
+
"max_train_seconds": 36000.0,
|
| 40 |
+
"feature_cols": [
|
| 41 |
+
"src_ip_numeric",
|
| 42 |
+
"src_port",
|
| 43 |
+
"dst_port",
|
| 44 |
+
"proto",
|
| 45 |
+
"pktTotalCount",
|
| 46 |
+
"octetTotalCount",
|
| 47 |
+
"min_ps",
|
| 48 |
+
"max_ps",
|
| 49 |
+
"avg_ps",
|
| 50 |
+
"std_dev_ps",
|
| 51 |
+
"min_piat",
|
| 52 |
+
"max_piat",
|
| 53 |
+
"avg_piat",
|
| 54 |
+
"std_dev_piat",
|
| 55 |
+
"f_pktTotalCount",
|
| 56 |
+
"f_octetTotalCount",
|
| 57 |
+
"f_min_ps",
|
| 58 |
+
"f_max_ps",
|
| 59 |
+
"f_avg_ps",
|
| 60 |
+
"f_std_dev_ps",
|
| 61 |
+
"f_min_piat",
|
| 62 |
+
"f_max_piat",
|
| 63 |
+
"f_avg_piat",
|
| 64 |
+
"f_std_dev_piat",
|
| 65 |
+
"b_pktTotalCount",
|
| 66 |
+
"b_octetTotalCount",
|
| 67 |
+
"b_min_ps",
|
| 68 |
+
"b_max_ps",
|
| 69 |
+
"b_avg_ps",
|
| 70 |
+
"b_std_dev_ps",
|
| 71 |
+
"b_min_piat",
|
| 72 |
+
"b_max_piat",
|
| 73 |
+
"b_avg_piat",
|
| 74 |
+
"b_std_dev_piat",
|
| 75 |
+
"flowEndReason",
|
| 76 |
+
"flowDuration_fix",
|
| 77 |
+
"f_flowDuration_fix",
|
| 78 |
+
"b_flowDuration_fix",
|
| 79 |
+
"duration_s",
|
| 80 |
+
"total_bytes",
|
| 81 |
+
"total_pkts",
|
| 82 |
+
"total_bytes_fb",
|
| 83 |
+
"total_pkts_fb",
|
| 84 |
+
"duration_rate_s",
|
| 85 |
+
"bytes_per_pkt",
|
| 86 |
+
"pkts_per_s",
|
| 87 |
+
"bytes_per_s",
|
| 88 |
+
"fwd_bwd_pkt_ratio",
|
| 89 |
+
"has_backward",
|
| 90 |
+
"fwd_bwd_byte_ratio",
|
| 91 |
+
"log1p_pkts_per_s",
|
| 92 |
+
"log1p_bytes_per_s",
|
| 93 |
+
"log1p_fwd_bwd_pkt_ratio",
|
| 94 |
+
"log1p_fwd_bwd_byte_ratio",
|
| 95 |
+
"log1p_bytes_per_pkt",
|
| 96 |
+
"log1p_duration_s"
|
| 97 |
+
],
|
| 98 |
+
"n_rows": 2704829,
|
| 99 |
+
"n_features": 56,
|
| 100 |
+
"n_classes": 131,
|
| 101 |
+
"split_rows": {
|
| 102 |
+
"train": 1622897,
|
| 103 |
+
"valid": 540966,
|
| 104 |
+
"test": 540966
|
| 105 |
+
},
|
| 106 |
+
"scaler": {
|
| 107 |
+
"mean": [
|
| 108 |
+
3221945088.0,
|
| 109 |
+
51087.86328125,
|
| 110 |
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2729.082763671875,
|
| 111 |
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10.817893028259277,
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| 112 |
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86.7035903930664,
|
| 113 |
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105308.328125,
|
| 114 |
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58.19580078125,
|
| 115 |
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1246.71728515625,
|
| 116 |
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228.08334350585938,
|
| 117 |
+
273.9250793457031,
|
| 118 |
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1.831128478050232,
|
| 119 |
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23.287395477294922,
|
| 120 |
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4.8068389892578125,
|
| 121 |
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5.864520072937012,
|
| 122 |
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35.985984802246094,
|
| 123 |
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16524.361328125,
|
| 124 |
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60.130279541015625,
|
| 125 |
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410.9538879394531,
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| 126 |
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| 505 |
+
"Dropbox",
|
| 506 |
+
"FTP_CONTROL",
|
| 507 |
+
"FTP_DATA",
|
| 508 |
+
"Facebook",
|
| 509 |
+
"GMail",
|
| 510 |
+
"Github",
|
| 511 |
+
"Google",
|
| 512 |
+
"GoogleDocs",
|
| 513 |
+
"GoogleDrive",
|
| 514 |
+
"GoogleHangoutDuo",
|
| 515 |
+
"GoogleMaps",
|
| 516 |
+
"GooglePlus",
|
| 517 |
+
"GoogleServices",
|
| 518 |
+
"H323",
|
| 519 |
+
"HTTP",
|
| 520 |
+
"HTTP_Proxy",
|
| 521 |
+
"HotspotShield",
|
| 522 |
+
"IAX",
|
| 523 |
+
"ICMP",
|
| 524 |
+
"IMAPS",
|
| 525 |
+
"IMO",
|
| 526 |
+
"IPsec",
|
| 527 |
+
"IRC",
|
| 528 |
+
"Instagram",
|
| 529 |
+
"LDAP",
|
| 530 |
+
"LinkedIn",
|
| 531 |
+
"LotusNotes",
|
| 532 |
+
"MQTT",
|
| 533 |
+
"MSN",
|
| 534 |
+
"MS_OneDrive",
|
| 535 |
+
"Messenger",
|
| 536 |
+
"Microsoft",
|
| 537 |
+
"Mining",
|
| 538 |
+
"MsSQL-TDS",
|
| 539 |
+
"NFS",
|
| 540 |
+
"NTP",
|
| 541 |
+
"NestLogSink",
|
| 542 |
+
"NetBIOS",
|
| 543 |
+
"NetFlix",
|
| 544 |
+
"Office365",
|
| 545 |
+
"Ookla",
|
| 546 |
+
"OpenDNS",
|
| 547 |
+
"OpenVPN",
|
| 548 |
+
"Oracle",
|
| 549 |
+
"PS_VUE",
|
| 550 |
+
"Pando_Media_Booster",
|
| 551 |
+
"PlayStore",
|
| 552 |
+
"Playstation",
|
| 553 |
+
"PostgreSQL",
|
| 554 |
+
"QQ",
|
| 555 |
+
"QUIC",
|
| 556 |
+
"RDP",
|
| 557 |
+
"RTMP",
|
| 558 |
+
"RTP",
|
| 559 |
+
"RTSP",
|
| 560 |
+
"RX",
|
| 561 |
+
"Radius",
|
| 562 |
+
"SAP",
|
| 563 |
+
"SIP",
|
| 564 |
+
"SMBv1",
|
| 565 |
+
"SMBv23",
|
| 566 |
+
"SMTP",
|
| 567 |
+
"SNMP",
|
| 568 |
+
"SOCKS",
|
| 569 |
+
"SSDP",
|
| 570 |
+
"SSH",
|
| 571 |
+
"STUN",
|
| 572 |
+
"Signal",
|
| 573 |
+
"Sina(Weibo)",
|
| 574 |
+
"Skype",
|
| 575 |
+
"SkypeCall",
|
| 576 |
+
"Slack",
|
| 577 |
+
"Snapchat",
|
| 578 |
+
"SoundCloud",
|
| 579 |
+
"Spotify",
|
| 580 |
+
"Starcraft",
|
| 581 |
+
"Steam",
|
| 582 |
+
"Syslog",
|
| 583 |
+
"TLS",
|
| 584 |
+
"Targus Dataspeed",
|
| 585 |
+
"TeamViewer",
|
| 586 |
+
"Telegram",
|
| 587 |
+
"Teredo",
|
| 588 |
+
"TikTok",
|
| 589 |
+
"Tor",
|
| 590 |
+
"Tuenti",
|
| 591 |
+
"Twitch",
|
| 592 |
+
"Twitter",
|
| 593 |
+
"UBNTAC2",
|
| 594 |
+
"UbuntuONE",
|
| 595 |
+
"Unencrypted_Jabber",
|
| 596 |
+
"Unknown",
|
| 597 |
+
"VNC",
|
| 598 |
+
"Viber",
|
| 599 |
+
"Waze",
|
| 600 |
+
"WeChat",
|
| 601 |
+
"Webex",
|
| 602 |
+
"WhatsApp",
|
| 603 |
+
"WhatsAppCall",
|
| 604 |
+
"WhatsAppFiles",
|
| 605 |
+
"Whois-DAS",
|
| 606 |
+
"Wikipedia",
|
| 607 |
+
"WindowsUpdate",
|
| 608 |
+
"Xbox",
|
| 609 |
+
"Yahoo",
|
| 610 |
+
"YouTube",
|
| 611 |
+
"eBay",
|
| 612 |
+
"sFlow"
|
| 613 |
+
],
|
| 614 |
+
"checkpoint": "last"
|
| 615 |
+
}
|