adversarial-robustness-toolbox
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Trusted-AI
Implement Sleeper Agent Poisoning Attack in TensorFlow
Description
Supporting Sleeper Agent Attack in TensorFlow framework
Fixes # (issue)
Type of change
Please check all relevant options.
- [ ] Improvement (non-breaking)
- [ ] Bug fix (non-breaking)
- [x] New feature (non-breaking)
- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [ ] This change requires a documentation update
Testing
Please describe the tests that you ran to verify your changes. Consider listing any relevant details of your test configuration.
- [ ] Test A
- [ ] Test B
Test Configuration:
- OS
- Python version
- ART version or commit number
- TensorFlow / Keras / PyTorch / MXNet version
Checklist
- [ ] My code follows the style guidelines of this project
- [x] I have performed a self-review of my own code
- [x] I have commented my code
- [ ] I have made corresponding changes to the documentation
- [ ] My changes generate no new warnings
- [ ] I have added tests that prove my fix is effective or that my feature works
- [ ] New and existing unit tests pass locally with my changes
Codecov Report
Merging #1769 (897c4da) into dev_1.12.0 (8641de9) will increase coverage by
0.48%. The diff coverage is26.19%.
@@ Coverage Diff @@
## dev_1.12.0 #1769 +/- ##
==============================================
+ Coverage 85.13% 85.61% +0.48%
==============================================
Files 275 275
Lines 24101 24115 +14
Branches 4306 4315 +9
==============================================
+ Hits 20518 20646 +128
+ Misses 2498 2372 -126
- Partials 1085 1097 +12
| Impacted Files | Coverage Δ | |
|---|---|---|
| art/attacks/poisoning/sleeper_agent_attack.py | 41.36% <24.39%> (+41.36%) |
:arrow_up: |
| art/attacks/poisoning/gradient_matching_attack.py | 89.51% <100.00%> (+0.79%) |
:arrow_up: |
| ...timators/poison_mitigation/neural_cleanse/keras.py | 78.47% <0.00%> (+9.02%) |
:arrow_up: |
| ...poison_mitigation/neural_cleanse/neural_cleanse.py | 84.21% <0.00%> (+28.94%) |
:arrow_up: |
This pull request introduces 5 alerts when merging 66b70973b84b1bfe37744025006995fda711db7e into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
- 1 for Unused import
![lgtm-com[bot] avatar](https://avatars.githubusercontent.com/in/17324?v=4 "Published by a pub.dev verified publisher"){kind=small}
This pull request introduces 4 alerts when merging 53be2f8d5c6ba5071ffbd54d125dbdc895ef91c7 into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 99f40a9eea0cd54566fb855f1b586ea5f352385c into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 9e67de8e6660844f4c6e1828409042fe263ef7d4 into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 7142a3b6753fbae43476c5ae6be23dbad64456df into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 808f5467e58ca697decbcfaa1eaa032c2f733bf8 into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging c18222df37ab76d8470ea6c6990bda5238f9bb4a into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 9973784fbd16dcee4883fb13a7eda33f6dfb29ef into 45ca8f86bff7e87521ad21091ef79eababd19781 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 569da6da1e17018cec632f01251a822a9b5f7429 into 9bc3b269e3cb7cb906603704f895fcddf8b1ac72 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 02a2ddb5cf7c0e3542a6d283362cbd18497a26f4 into b85bc5d8b53eb8b5b3a3c38133dea403dd4bbb89 - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 9fefc8925e41b0e08d1ede97c6992e2ea5c858ba into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging f610122d057ae17d969eda294ebde90b20cc507b into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging bd8007326502c52baa053eb9ea10771d1c4c82e4 into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 8e891c407067b43cbb12c1f6ab5cf23f0498df62 into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging ae85ce007a07b323f54a83a1df8f2ca2962c003c into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 4 alerts when merging 494272cc757aa1b1c0c6168c7b14c034455d135e into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
This pull request introduces 5 alerts when merging 462136b87a9b596b015f8829f1b2f5ff9f8ba330 into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 4 for Module is imported with 'import' and 'import from'
- 1 for Unused import
This pull request introduces 1 alert and fixes 1 when merging 3aaa0d86e75a8049f80bc00de9921acd32ec2e84 into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 1 for Unused import
fixed alerts:
- 1 for Module is imported more than once
This pull request introduces 1 alert and fixes 1 when merging a83d9905d42d1057ef7a34a6ae59b558f43efaaf into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
new alerts:
- 1 for Unused import
fixed alerts:
- 1 for Module is imported more than once
This pull request fixes 1 alert when merging 9387477c5c8e3c606e028ac640fe5333affdbbb8 into 9de8f4f98c17eb95b95be99bc5314466a6259c9d - view on LGTM.com
fixed alerts:
- 1 for Module is imported more than once
This pull request introduces 3 alerts and fixes 1 when merging 8010c2f6af83ea8139172750621e1ca9b5ea99c6 into c85cf78623d3973edfced18fb05ab5a2d7f2347e - view on LGTM.com
new alerts:
- 2 for Unused local variable
- 1 for Unused import
fixed alerts:
- 1 for Module is imported more than once
This pull request introduces 1 alert and fixes 1 when merging d749d2f33c43850c1648aaf34c161e983f08341b into c85cf78623d3973edfced18fb05ab5a2d7f2347e - view on LGTM.com
new alerts:
- 1 for Unused local variable
fixed alerts:
- 1 for Module is imported more than once
This pull request fixes 3 alerts when merging 12886ff0b86544c767d0e24eba284a97b5960641 into c85cf78623d3973edfced18fb05ab5a2d7f2347e - view on LGTM.com
fixed alerts:
- 3 for Module is imported more than once
This pull request fixes 3 alerts when merging c9602e6e9bcaabbbb94744954017a16f40986f77 into 8641de9f0b3e2d51529d5902dca1c68a9fd35b52 - view on LGTM.com
fixed alerts:
- 3 for Module is imported more than once
This pull request fixes 3 alerts when merging e8f2f892aaa7b01f9202384cdc4c3d1b8fcb0b65 into 8641de9f0b3e2d51529d5902dca1c68a9fd35b52 - view on LGTM.com
fixed alerts:
- 3 for Module is imported more than once
This pull request fixes 3 alerts when merging 2c826834889200df0a96f19e83f862b34ed282fb into 8641de9f0b3e2d51529d5902dca1c68a9fd35b52 - view on LGTM.com
fixed alerts:
- 3 for Module is imported more than once
This pull request fixes 3 alerts when merging 0eb1886054348e55c28632b67c0348f31360b438 into 8641de9f0b3e2d51529d5902dca1c68a9fd35b52 - view on LGTM.com
fixed alerts:
- 3 for Module is imported more than once
This pull request introduces 2 alerts and fixes 3 when merging 5f255b4c35f23001300934f0332146902ddca3ec into 8641de9f0b3e2d51529d5902dca1c68a9fd35b52 - view on LGTM.com
new alerts:
- 1 for Unused local variable
- 1 for Wrong number of arguments in a call
fixed alerts:
- 3 for Module is imported more than once
This pull request introduces 1 alert and fixes 3 when merging 5383158f0482c5c65259708e995641fb8ec99107 into 8641de9f0b3e2d51529d5902dca1c68a9fd35b52 - view on LGTM.com
new alerts:
- 1 for Unused local variable
fixed alerts:
- 3 for Module is imported more than once