langchain/libs/experimental
maks-operlejn-ds 2aae1102b0
Instance anonymization (#10501)
### Description

Add instance anonymization - if `John Doe` will appear twice in the
text, it will be treated as the same entity.
The difference between `PresidioAnonymizer` and
`PresidioReversibleAnonymizer` is that only the second one has a
built-in memory, so it will remember anonymization mapping for multiple
texts:

```
>>> anonymizer = PresidioAnonymizer()
>>> anonymizer.anonymize("My name is John Doe. Hi John Doe!")
'My name is Noah Rhodes. Hi Noah Rhodes!'
>>> anonymizer.anonymize("My name is John Doe. Hi John Doe!")
'My name is Brett Russell. Hi Brett Russell!'
```
```
>>> anonymizer = PresidioReversibleAnonymizer()
>>> anonymizer.anonymize("My name is John Doe. Hi John Doe!")
'My name is Noah Rhodes. Hi Noah Rhodes!'
>>> anonymizer.anonymize("My name is John Doe. Hi John Doe!")
'My name is Noah Rhodes. Hi Noah Rhodes!'
```

### Twitter handle
@deepsense_ai / @MaksOpp

### Tag maintainer
@baskaryan @hwchase17 @hinthornw

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2023-10-05 11:23:02 -07:00
..
langchain_experimental Instance anonymization (#10501) 2023-10-05 11:23:02 -07:00
tests Instance anonymization (#10501) 2023-10-05 11:23:02 -07:00
Makefile Add data anonymizer (#9863) 2023-08-30 10:39:44 -07:00
poetry.lock Tweak type hints to match dependency's behavior. (#11355) 2023-10-04 22:36:58 -04:00
poetry.toml Harrison/move experimental (#8084) 2023-07-21 10:36:28 -07:00
pyproject.toml bump 309 (#11443) 2023-10-05 09:29:14 -07:00
README.md CONTRIBUTING.md Quick Start: focus on langchain core; clarify docs and experimental are separate (#10906) 2023-09-22 10:17:08 -07:00

🦜🧪 LangChain Experimental

This package holds experimental LangChain code, intended for research and experimental uses.

Warning

Portions of the code in this package may be dangerous if not properly deployed in a sandboxed environment. Please be wary of deploying experimental code to production unless you've taken appropriate precautions and have already discussed it with your security team.

Some of the code here may be marked with security notices. However, given the exploratory and experimental nature of the code in this package, the lack of a security notice on a piece of code does not mean that the code in question does not require additional security considerations in order to be safe to use.