Add data anonymizer (#9863)

### Description

The feature for anonymizing data has been implemented. In order to
protect private data, such as when querying external APIs (OpenAI), it
is worth pseudonymizing sensitive data to maintain full privacy.

Anonynization consists of two steps:

1. **Identification:** Identify all data fields that contain personally
identifiable information (PII).
2. **Replacement**: Replace all PIIs with pseudo values or codes that do
not reveal any personal information about the individual but can be used
for reference. We're not using regular encryption, because the language
model won't be able to understand the meaning or context of the
encrypted data.

We use *Microsoft Presidio* together with *Faker* framework for
anonymization purposes because of the wide range of functionalities they
provide. The full implementation is available in `PresidioAnonymizer`.

### Future works

- **deanonymization** - add the ability to reverse anonymization. For
example, the workflow could look like this: `anonymize -> LLMChain ->
deanonymize`. By doing this, we will retain anonymity in requests to,
for example, OpenAI, and then be able restore the original data.
- **instance anonymization** - at this point, each occurrence of PII is
treated as a separate entity and separately anonymized. Therefore, two
occurrences of the name John Doe in the text will be changed to two
different names. It is therefore worth introducing support for full
instance detection, so that repeated occurrences are treated as a single
object.

### Twitter handle
@deepsense_ai / @MaksOpp

---------

Co-authored-by: MaksOpp <maks.operlejn@gmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
This commit is contained in:
maks-operlejn-ds
2023-08-30 19:39:44 +02:00
committed by GitHub
parent 98cce7dcd3
commit a8f804a618
10 changed files with 1543 additions and 2 deletions

View File

@@ -81,3 +81,35 @@ jobs:
- name: Run tests
run: make test
extended-tests:
runs-on: ubuntu-latest
defaults:
run:
working-directory: ${{ env.WORKDIR }}
strategy:
matrix:
python-version:
- "3.8"
- "3.9"
- "3.10"
- "3.11"
name: Python ${{ matrix.python-version }} extended tests
steps:
- uses: actions/checkout@v3
- name: Set up Python ${{ matrix.python-version }} + Poetry ${{ env.POETRY_VERSION }}
uses: "./.github/actions/poetry_setup"
with:
python-version: ${{ matrix.python-version }}
poetry-version: ${{ env.POETRY_VERSION }}
working-directory: libs/experimental
cache-key: extended
- name: Install dependencies
shell: bash
run: |
echo "Running extended tests, installing dependencies with poetry..."
poetry install -E extended_testing
- name: Run extended tests
run: make extended_tests