zlogging

Online documentation is available at https://zlogging.readthedocs.io/

The ZLogging module provides an easy-to-use bridge between the logging framework of the well-known Bro/Zeek Network Security Monitor (IDS).

As of version 3.0, the Bro project has been officially renamed to Zeek. [1]

It was originally developed and derived from the BroAPT project, which is an APT detection framework based on the Bro/Zeek IDS and extended with highly customised and customisable Python wrappers.

Installation

pip install zlogging

Usage

Currently ZLogging supports the two builtin formats as supported by the Bro/Zeek logging framework, i.e. ASCII and JSON.

A typical ASCII log file would be like:

#separator \x09
#set_separator      ,
#empty_field        (empty)
#unset_field        -
#path       http
#open       2020-02-09-18-54-09
#fields     ts      uid     id.orig_h       id.orig_p       id.resp_h       id.resp_p       trans_depth     method  host    uri     referrer        version user_agent      origin  request_body_len        response_body_len       status_code     status_msg      info_code       info_msg        tags    username        password        proxied orig_fuids      orig_filenames  orig_mime_types resp_fuids      resp_filenames  resp_mime_types
#types      time    string  addr    port    addr    port    count   string  string  string  string  string  string  string  count   count   count   string  count   string  set[enum]       string  string  set[string]     vector[string]  vector[string]  vector[string]  vector[string]  vector[string]  vector[string]
1581245648.761106   CSksID3S6ZxplpvmXg      192.168.2.108   56475   151.139.128.14  80      1       GET     ocsp.sectigo.com        /MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFEML0g5PE3oabJGPJOXafjJNRzPIBBSNjF7EVK2K4Xfpm/mbBeG4AY1h4QIQfdsAWJ+CXcbhDVFyNWosjQ==       -       1.1     com.apple.trustd/2.0    -       0       471     200     OK      -       -       (empty) -       -       -       -       -       -       FPtlyEAhcf8orBPu7       -       application/ocsp-response
1581245651.379048   CuvUnl4HyhQbCs4tXe      192.168.2.108   56483   23.59.247.10    80      1       GET     isrg.trustid.ocsp.identrust.com /MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==       -       1.1     com.apple.trustd/2.0    -       0       1398    200     OK      -       -       (empty) -       -       -       -       -       -       FRfFoq3hSZkdCNDf9l      -       application/ocsp-response
1581245654.396334   CWo4pd1z97XLB2o0h2      192.168.2.108   56486   23.59.247.122   80      1       GET     isrg.trustid.ocsp.identrust.com /MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==       -       1.1     com.apple.trustd/2.0    -       0       1398    200     OK      -       -       (empty) -       -       -       -       -       -       FvQehf1pRsGmwDUzJe      -       application/ocsp-response
1581245692.728840   CxFQzh2ePtsnQhFNX3      192.168.2.108   56527   23.59.247.10    80      1       GET     isrg.trustid.ocsp.identrust.com /MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==       -       1.1     com.apple.trustd/2.0    -       0       1398    200     OK      -       -       (empty) -       -       -       -       -       -       FIeFj8WWNyhA1psGg       -       application/ocsp-response
1581245701.693971   CPZSNk1Y6kDvAN0KZ8      192.168.2.108   56534   23.59.247.122   80      1       GET     isrg.trustid.ocsp.identrust.com /MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==       -       1.1     com.apple.trustd/2.0    -       0       1398    200     OK      -       -       (empty) -       -       -       -       -       -       F0fGHe4RPuNBhYWNv6      -       application/ocsp-response
1581245707.848088   Cnab6CHFOprdppKi5       192.168.2.108   56542   23.59.247.122   80      1       GET     isrg.trustid.ocsp.identrust.com /MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==       -       1.1     com.apple.trustd/2.0    -       0       1398    200     OK      -       -       (empty) -       -       -       -       -       -       FgDBep1h7EPHC8qQB6      -       application/ocsp-response
1581245952.784242   CPNd6t3ofePpdNjErl      192.168.2.108   56821   176.31.225.118  80      1       GET     tracker.trackerfix.com  /announce?info_hash=y\x82es"\x1dV\xde|m\xbe"\xe5\xef\xbe\x04\xb3\x1fW\xfc&peer_id=-qB4210-0ZOn5Ifyl*WF&port=63108&uploaded=0&downloaded=0&left=3225455594&corrupt=0&key=6B23B036&event=started&numwant=200&compact=1&no_peer_id=1&supportcrypto=1&redundant=0   -       1.1     -       -       0       0       307     Temporary Redirect      -       -       (empty) -       -       -       -       -       -       -       -       -
1581245960.123295   CfAkwf2CFI13b24gqf      192.168.2.108   56889   176.31.225.118  80      1       GET     tracker.trackerfix.com  /announce?info_hash=!u7\xdad\x94x\xecS\x80\x89\x04\x9c\x13#\x84M\x1b\xcd\x1a&peer_id=-qB4210-i36iloGe*QT9&port=63108&uploaded=0&downloaded=0&left=1637966572&corrupt=0&key=ECE6637E&event=started&numwant=200&compact=1&no_peer_id=1&supportcrypto=1&redundant=0        -       1.1     -       -       0       0       307     Temporary Redirect      -       -       (empty) -       -       -       -       -       -       -       -       -
#close      2020-02-09-19-01-40

Its corresponding JSON log file would be like:

{"ts": 1581245648.761106, "uid": "CSksID3S6ZxplpvmXg", "id.orig_h": "192.168.2.108", "id.orig_p": 56475, "id.resp_h": "151.139.128.14", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "ocsp.sectigo.com", "uri": "/MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFEML0g5PE3oabJGPJOXafjJNRzPIBBSNjF7EVK2K4Xfpm/mbBeG4AY1h4QIQfdsAWJ+CXcbhDVFyNWosjQ==", "referrer": "-", "version": "1.1", "user_agent": "com.apple.trustd/2.0", "origin": "-", "request_body_len": 0, "response_body_len": 471, "status_code": 200, "status_msg": "OK", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": ["FPtlyEAhcf8orBPu7"], "resp_filenames": null, "resp_mime_types": ["application/ocsp-response"]}
{"ts": 1581245651.379048, "uid": "CuvUnl4HyhQbCs4tXe", "id.orig_h": "192.168.2.108", "id.orig_p": 56483, "id.resp_h": "23.59.247.10", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "isrg.trustid.ocsp.identrust.com", "uri": "/MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==", "referrer": "-", "version": "1.1", "user_agent": "com.apple.trustd/2.0", "origin": "-", "request_body_len": 0, "response_body_len": 1398, "status_code": 200, "status_msg": "OK", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": ["FRfFoq3hSZkdCNDf9l"], "resp_filenames": null, "resp_mime_types": ["application/ocsp-response"]}
{"ts": 1581245654.396334, "uid": "CWo4pd1z97XLB2o0h2", "id.orig_h": "192.168.2.108", "id.orig_p": 56486, "id.resp_h": "23.59.247.122", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "isrg.trustid.ocsp.identrust.com", "uri": "/MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==", "referrer": "-", "version": "1.1", "user_agent": "com.apple.trustd/2.0", "origin": "-", "request_body_len": 0, "response_body_len": 1398, "status_code": 200, "status_msg": "OK", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": ["FvQehf1pRsGmwDUzJe"], "resp_filenames": null, "resp_mime_types": ["application/ocsp-response"]}
{"ts": 1581245692.72884, "uid": "CxFQzh2ePtsnQhFNX3", "id.orig_h": "192.168.2.108", "id.orig_p": 56527, "id.resp_h": "23.59.247.10", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "isrg.trustid.ocsp.identrust.com", "uri": "/MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==", "referrer": "-", "version": "1.1", "user_agent": "com.apple.trustd/2.0", "origin": "-", "request_body_len": 0, "response_body_len": 1398, "status_code": 200, "status_msg": "OK", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": ["FIeFj8WWNyhA1psGg"], "resp_filenames": null, "resp_mime_types": ["application/ocsp-response"]}
{"ts": 1581245701.693971, "uid": "CPZSNk1Y6kDvAN0KZ8", "id.orig_h": "192.168.2.108", "id.orig_p": 56534, "id.resp_h": "23.59.247.122", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "isrg.trustid.ocsp.identrust.com", "uri": "/MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==", "referrer": "-", "version": "1.1", "user_agent": "com.apple.trustd/2.0", "origin": "-", "request_body_len": 0, "response_body_len": 1398, "status_code": 200, "status_msg": "OK", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": ["F0fGHe4RPuNBhYWNv6"], "resp_filenames": null, "resp_mime_types": ["application/ocsp-response"]}
{"ts": 1581245707.848088, "uid": "Cnab6CHFOprdppKi5", "id.orig_h": "192.168.2.108", "id.orig_p": 56542, "id.resp_h": "23.59.247.122", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "isrg.trustid.ocsp.identrust.com", "uri": "/MFYwVKADAgEAME0wSzBJMAkGBSsOAwIaBQAEFG/0aE1DEtJIYoGcwCs9Rywdii+mBBTEp7Gkeyxx+tvhS5B1/8QVYIWJEAIQCgFBQgAAAVOFc2oLheynCA==", "referrer": "-", "version": "1.1", "user_agent": "com.apple.trustd/2.0", "origin": "-", "request_body_len": 0, "response_body_len": 1398, "status_code": 200, "status_msg": "OK", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": ["FgDBep1h7EPHC8qQB6"], "resp_filenames": null, "resp_mime_types": ["application/ocsp-response"]}
{"ts": 1581245952.784242, "uid": "CPNd6t3ofePpdNjErl", "id.orig_h": "192.168.2.108", "id.orig_p": 56821, "id.resp_h": "176.31.225.118", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "tracker.trackerfix.com", "uri": "/announce?info_hash=y\\x82es\"\\x1dV\\xde|m\\xbe\"\\xe5\\xef\\xbe\\x04\\xb3\\x1fW\\xfc&peer_id=-qB4210-0ZOn5Ifyl*WF&port=63108&uploaded=0&downloaded=0&left=3225455594&corrupt=0&key=6B23B036&event=started&numwant=200&compact=1&no_peer_id=1&supportcrypto=1&redundant=0", "referrer": "-", "version": "1.1", "user_agent": "-", "origin": "-", "request_body_len": 0, "response_body_len": 0, "status_code": 307, "status_msg": "Temporary Redirect", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": null, "resp_filenames": null, "resp_mime_types": null}
{"ts": 1581245960.123295, "uid": "CfAkwf2CFI13b24gqf", "id.orig_h": "192.168.2.108", "id.orig_p": 56889, "id.resp_h": "176.31.225.118", "id.resp_p": 80, "trans_depth": 1, "method": "GET", "host": "tracker.trackerfix.com", "uri": "/announce?info_hash=!u7\\xdad\\x94x\\xecS\\x80\\x89\\x04\\x9c\\x13#\\x84M\\x1b\\xcd\\x1a&peer_id=-qB4210-i36iloGe*QT9&port=63108&uploaded=0&downloaded=0&left=1637966572&corrupt=0&key=ECE6637E&event=started&numwant=200&compact=1&no_peer_id=1&supportcrypto=1&redundant=0", "referrer": "-", "version": "1.1", "user_agent": "-", "origin": "-", "request_body_len": 0, "response_body_len": 0, "status_code": 307, "status_msg": "Temporary Redirect", "info_code": null, "info_msg": "-", "tags": [], "username": "-", "password": "-", "proxied": null, "orig_fuids": null, "orig_filenames": null, "orig_mime_types": null, "resp_fuids": null, "resp_filenames": null, "resp_mime_types": null}

How to Load/Parse a Log File?

To load (parse) a log file generically, i.e. when you don’t know what format the log file is, you can simple call the ~zlogging.loader.parse, zlogging.loader.loads functions:

# to parse log at filename
>>> parse('path/to/log')
# to load log from a file object
>>> with open('path/to/log', 'rb') as file:
...     load(file)
# to load log from a string
>>> with open('/path/to/log', 'rb') as file:
...     loads(file.read())

If you do know the format, you may call the specified functions for each zlogging.loader.parse_ascii and zlogging.loader.parse_json, etc.

If you would like to customise your own parser, just subclass zlogging.loader.BaseParser and implement your own ideas.

How to Dump/Write a Log File?

Before dumping (writing) a log file, you need to create a log data model first. Just like in the Bro/Zeek script language, when customise logging, you need to notify the logging framework with a new log stream. Here, in ZLogging, we introduced data model for the same purpose.

A data model is a subclass of zlogging.model.Model with fields and data types declared. A typical data model can be as following:

class MyLog(Model):
    field_one = StringType()
    field_two = SetType(element_type=PortType)

where field_one is string type, i.e. zlogging.types.StringType; and field_two is set[port] types, i.e. zlogging.types.SetType of zlogging.types.PortType.

Or you may use type annotations as PEP 484 introduced when declaring data models. All available type hints can be found in zlogging.typing:

class MyLog(Model):
    field_one: zeek_string
    field_two: zeek_set[zeek_port]

After declaration of your data model, you can know dump (write) your log file with the corresponding functions.

If you would like to customise your own writer, just subclass zlogging.loader.BaseWriter and implement your own ideas.

Development Status
- 5 - Production/Stable
Intended Audience
- Developers
License
- OSI Approved :: BSD License
Natural Language
- English
Operating System
- OS Independent
Programming Language
- Python
Topic
- Software Development
- Utilities

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- Publication workflow: create-release.yml@85a917d7bef68a06718caee19fa558cc2b3ccb0d
- Trigger Event: workflow_run

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Aug 21, 2026 5 files

Aug 21, 2026 4 files

Aug 21, 2026 4 files

Aug 21, 2026 4 files

This release

0.1.3.post6 This release

Aug 21, 2026 3 files

Dec 21, 2024 5 files

Aug 3, 2024 9 files

Jun 27, 2024 9 files

Mar 16, 2024 7 files

Nov 4, 2023 7 files

Jun 12, 2023 7 files

Jun 12, 2023 7 files

Jun 12, 2023 7 files

Jun 12, 2023 6 files

Jun 12, 2023 7 files

Apr 23, 2023 2 files

Jul 26, 2022 2 files

Jan 24, 2021 2 files

Mar 8, 2020 2 files

Feb 9, 2020 3 files

Pre-release

0.1.0rc3

Feb 10, 2020 2 files

Pre-release

0.1.0rc2

Feb 10, 2020 2 files

zlogging 0.1.3.post6

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How to Load/Parse a Log File?

How to Dump/Write a Log File?

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1 maintainer

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