Center For Threat Informed Defense Tram Versions Save

TRAM is an open-source platform designed to advance research into automating the mapping of cyber threat intelligence reports to MITRE ATT&CK®.

v1.3.0

8 months ago

What's Changed

A new machine learning option based on large language models (LLMs).
LLM models can be fine tuned on your own GPU systems (or Google Colab) using the included Jupyter notebooks.
Can also run LLM models in Jupyter notebooks, either to run inference on GPU hardware or to get machine-readable results.

v1.2.0

1 year ago

What's Changed

Enable creation of Attack Object in Django admin (#163)
Add API endpoint for fetching report by its corresponding document ID. (#166)
Add API endpoint for retraining a model. (#124)
Increase maximum file size for report upload. (#157)
Bug fix: export report as JSON. #175
Improve installation docs.
Unit tests run 5x faster.
Other bugs, patches, and quality-of-life.

New Contributors

@kdraslan Adds endpoint for fetching reports by using document IDs (#167)

Full Changelog: https://github.com/center-for-threat-informed-defense/tram/compare/v1.1.3...v1.2.0

v1.1.3

2 years ago

What's Changed

[CTID-17] Docker Documentation by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/145
Bump django from 3.2.11 to 3.2.12 in /requirements by @dependabot in https://github.com/center-for-threat-informed-defense/tram/pull/146
feat(ux): Go to next sentence when reviewing reports by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/149
feat(core): Allow for txt reports to be uploaded by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/148
refactor(logs): Set up Django logging to replace existing print()'s by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/153
[CTID-18] Provide user information for uploads by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/147
refactor(auth): Persist the SECRET_KEY by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/154
feat(readme): add section for report troubleshooting by @dvoegeli in https://github.com/center-for-threat-informed-defense/tram/pull/119
feat(export): Add .docx export by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/151
[CTID-16] Fix wrong mapping deletion during analysis by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/150
feat(export): add number of mappings in analyze and redownload report button by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/152
refactor(core) Make TRAM an installable package by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/155
SonarCloud findings by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/156
[CTID-28] Add "Upload Report" button by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/158
[CTID-29] Add a "Close Button" on the Analyze Page by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/159
docs(README): Add instructions for airgap deployment (fixes #104) by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/160

New Contributors

@dvoegeli made their first contribution in https://github.com/center-for-threat-informed-defense/tram/pull/119

Full Changelog: https://github.com/center-for-threat-informed-defense/tram/compare/v1.1.2...v1.1.3

v1.1.2

2 years ago

What's Changed

CI-Build Fix by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/135
Bump django from 3.2.10 to 3.2.11 in /requirements by @dependabot in https://github.com/center-for-threat-informed-defense/tram/pull/133
fix(build): bump nltk from 3.6.5 -> 3.6.7, nltk requires explicit download of omw corpus by @m3mike in https://github.com/center-for-threat-informed-defense/tram/pull/136
Update tox.ini by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/138
chore(*): reformat codebase using pre-commit by @m3mike in https://github.com/center-for-threat-informed-defense/tram/pull/140
updated scikit learn and added multi-layer perceptron classifier by @hitenkoku in https://github.com/center-for-threat-informed-defense/tram/pull/132
fix(core): Fix issue where some PDFs that cannot be extracted by @mehaase in https://github.com/center-for-threat-informed-defense/tram/pull/139
[CTID-14] Fixed Sentence Display by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/143
[CTID-13] Add missing instructions by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/142
Fix Docker ML pipeline by @emmanvg in https://github.com/center-for-threat-informed-defense/tram/pull/144

New Contributors

@hitenkoku made their first contribution in https://github.com/center-for-threat-informed-defense/tram/pull/132
@mehaase made their first contribution in https://github.com/center-for-threat-informed-defense/tram/pull/139

Full Changelog: https://github.com/center-for-threat-informed-defense/tram/compare/v1.1.1...v1.1.2

v1.1.1

2 years ago

What's Changed

fix(build): content-type fails when deployed within internal network controls by @m3mike in https://github.com/center-for-threat-informed-defense/tram/pull/128

Full Changelog: https://github.com/center-for-threat-informed-defense/tram/compare/v1.1.0...v1.1.1

v1.1.0

2 years ago

What's Changed

Update ML and contrib training data docs by @MarkDavidson in https://github.com/center-for-threat-informed-defense/tram/pull/94
Fix install documentation with Docker Compose by @2xyo in https://github.com/center-for-threat-informed-defense/tram/pull/96
Update README.md by @MarkDavidson in https://github.com/center-for-threat-informed-defense/tram/pull/105
Bump nltk from 3.5 to 3.6.5 in /requirements by @dependabot in https://github.com/center-for-threat-informed-defense/tram/pull/107
Update README.md by @MarkDavidson in https://github.com/center-for-threat-informed-defense/tram/pull/108
Refactor get_training_data for simplicity by @MarkDavidson in https://github.com/center-for-threat-informed-defense/tram/pull/115
Add ATT&CK Groups to TRAM by @MarkDavidson in https://github.com/center-for-threat-informed-defense/tram/pull/117
Change Attack Techniques and Groups to Attack Objects by @MarkDavidson in https://github.com/center-for-threat-informed-defense/tram/pull/118
refactor(ci, build): Simplify build process and developer workflow for running tests and container builds by @m3mike in https://github.com/center-for-threat-informed-defense/tram/pull/125

New Contributors

@2xyo made their first contribution in https://github.com/center-for-threat-informed-defense/tram/pull/96
@dependabot made their first contribution in https://github.com/center-for-threat-informed-defense/tram/pull/107
@m3mike made their first contribution in https://github.com/center-for-threat-informed-defense/tram/pull/125

Full Changelog: https://github.com/center-for-threat-informed-defense/tram/compare/v1.0.0...v1.1.0

v1.0.0

2 years ago