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harrison/chain_pipeline
harrison/prompts_docs
harrison/attempt_citing_in_prompt
harrison/load_prompt
harrison/prompts_take_2
harrison/ape
harrison/prompt_examples
harrison/add_dependencies
langchain-ai21==0.1.4
langchain-ai21==0.1.5
langchain-ai21==0.1.6
langchain-ai21==0.1.7
langchain-airbyte==0.1.1
langchain-anthropic==0.1.12
langchain-anthropic==0.1.13
langchain-anthropic==0.1.14rc1
langchain-anthropic==0.1.14rc2
langchain-anthropic==0.1.15
langchain-anthropic==0.1.16
langchain-anthropic==0.1.17
langchain-anthropic==0.1.18
langchain-anthropic==0.1.19
langchain-anthropic==0.1.20
langchain-anthropic==0.1.21
langchain-anthropic==0.1.22
langchain-anthropic==0.1.23
langchain-azure-dynamic-sessions==0.1.0
langchain-azure-dynamic-sessions==0.1.0rc0
langchain-box==0.1.0
langchain-chroma==0.1.1
langchain-chroma==0.1.2
langchain-cli==0.0.22
langchain-cli==0.0.23
langchain-cli==0.0.24
langchain-cli==0.0.25
langchain-cli==0.0.26
langchain-cli==0.0.27
langchain-cli==0.0.28
langchain-cli==0.0.29
langchain-cli==0.0.30
langchain-community==0.0.35
langchain-community==0.0.36
langchain-community==0.0.37
langchain-community==0.0.38
langchain-community==0.2.0
langchain-community==0.2.0rc1
langchain-community==0.2.1
langchain-community==0.2.10
langchain-community==0.2.11
langchain-community==0.2.12
langchain-community==0.2.2
langchain-community==0.2.3
langchain-community==0.2.4
langchain-community==0.2.5
langchain-community==0.2.6
langchain-community==0.2.7
langchain-community==0.2.9
langchain-core==0.1.47
langchain-core==0.1.48
langchain-core==0.1.50
langchain-core==0.1.51
langchain-core==0.1.52
langchain-core==0.2.0
langchain-core==0.2.0rc1
langchain-core==0.2.1
langchain-core==0.2.10
langchain-core==0.2.11
langchain-core==0.2.12
langchain-core==0.2.13
langchain-core==0.2.15
langchain-core==0.2.16
langchain-core==0.2.17
langchain-core==0.2.18
langchain-core==0.2.19
langchain-core==0.2.2
langchain-core==0.2.20
langchain-core==0.2.21
langchain-core==0.2.22
langchain-core==0.2.23
langchain-core==0.2.24
langchain-core==0.2.25
langchain-core==0.2.26
langchain-core==0.2.27
langchain-core==0.2.28
langchain-core==0.2.29
langchain-core==0.2.29rc1
langchain-core==0.2.2rc1
langchain-core==0.2.3
langchain-core==0.2.30
langchain-core==0.2.31
langchain-core==0.2.32
langchain-core==0.2.33
langchain-core==0.2.34
langchain-core==0.2.35
langchain-core==0.2.4
langchain-core==0.2.5
langchain-core==0.2.6
langchain-core==0.2.7
langchain-core==0.2.8
langchain-core==0.2.9
langchain-couchbase==0.0.1
langchain-couchbase==0.1.0
langchain-couchbase==0.1.1
langchain-exa==0.1.0
langchain-experimental==0.0.58
langchain-experimental==0.0.59
langchain-experimental==0.0.60
langchain-experimental==0.0.61
langchain-experimental==0.0.62
langchain-experimental==0.0.63
langchain-experimental==0.0.64
langchain-fireworks==0.1.3
langchain-fireworks==0.1.4
langchain-fireworks==0.1.5
langchain-fireworks==0.1.6
langchain-fireworks==0.1.7
langchain-groq==0.1.4
langchain-groq==0.1.5
langchain-groq==0.1.6
langchain-groq==0.1.8
langchain-groq==0.1.9
langchain-huggingface==0.0.1
langchain-huggingface==0.0.2
langchain-huggingface==0.0.3
langchain-ibm==0.1.5
langchain-ibm==0.1.6
langchain-ibm==0.1.7
langchain-ibm==0.1.8
langchain-ibm==0.1.9
langchain-milvus==0.1.0
langchain-milvus==0.1.1
langchain-milvus==0.1.2
langchain-milvus==0.1.3
langchain-milvus==0.1.4
langchain-mistralai==0.1.10
langchain-mistralai==0.1.11
langchain-mistralai==0.1.12
langchain-mistralai==0.1.6
langchain-mistralai==0.1.7
langchain-mistralai==0.1.8
langchain-mistralai==0.1.9
langchain-mongodb==0.1.4
langchain-mongodb==0.1.5
langchain-mongodb==0.1.6
langchain-mongodb==0.1.7
langchain-mongodb==0.1.8
langchain-nomic==0.1.0
langchain-nomic==0.1.1
langchain-nomic==0.1.2
langchain-ollama==0.1.0
langchain-ollama==0.1.1
langchain-openai==0.1.10
langchain-openai==0.1.11
langchain-openai==0.1.12
langchain-openai==0.1.13
langchain-openai==0.1.14
langchain-openai==0.1.15
langchain-openai==0.1.16
langchain-openai==0.1.17
langchain-openai==0.1.19
langchain-openai==0.1.20
langchain-openai==0.1.21
langchain-openai==0.1.21rc1
langchain-openai==0.1.21rc2
langchain-openai==0.1.22
langchain-openai==0.1.5
langchain-openai==0.1.6
langchain-openai==0.1.7
langchain-openai==0.1.8
langchain-openai==0.1.8rc1
langchain-openai==0.1.9
langchain-pinecone==0.1.1
langchain-pinecone==0.1.2
langchain-pinecone==0.1.3
langchain-prompty==0.0.1
langchain-prompty==0.0.2
langchain-qdrant==0.0.1
langchain-qdrant==0.1.0
langchain-qdrant==0.1.1
langchain-qdrant==0.1.2
langchain-qdrant==0.1.3
langchain-robocorp==0.0.10
langchain-robocorp==0.0.6
langchain-robocorp==0.0.7
langchain-robocorp==0.0.8
langchain-robocorp==0.0.9
langchain-robocorp==0.0.9.post1
langchain-text-splitters==0.0.2
langchain-text-splitters==0.2.0
langchain-text-splitters==0.2.1
langchain-text-splitters==0.2.2
langchain-together==0.1.1
langchain-together==0.1.2
langchain-together==0.1.3
langchain-together==0.1.4
langchain-together==0.1.5
langchain-unstructured==0.1.0
langchain-unstructured==0.1.1
langchain-unstructured==0.1.2
langchain-upstage==0.1.4
langchain-upstage==0.1.5
langchain-voyageai==0.1.1
langchain==0.1.17
langchain==0.1.19
langchain==0.1.20
langchain==0.2.0
langchain==0.2.0rc1
langchain==0.2.0rc2
langchain==0.2.1
langchain==0.2.10
langchain==0.2.11
langchain==0.2.12
langchain==0.2.13
langchain==0.2.14
langchain==0.2.2
langchain==0.2.3
langchain==0.2.4
langchain==0.2.5
langchain==0.2.6
langchain==0.2.7
langchain==0.2.8
langchain==0.2.9
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Branches Tags
${ item.name }
Create tag ${ searchTerm }
Create branch ${ searchTerm }
from 'fed137a8a9'
${ noResults }
langchain/.github
History
maks-operlejn-ds a8f804a618
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>
 		1 year ago
..
ISSUE_TEMPLATE Reminder to not report security issues as "bug" type issues. (#9554) 1 year ago
actions/poetry_setup Cache poetry install + unify Python/Poetry setup for lint and test jobs. (#9625) 1 year ago
tools Cache black formatting information across CI runs. (#9413) 1 year ago
workflows Add data anonymizer (#9863) 1 year ago
CONTRIBUTING.md Update CONTRIBUTING.md (#9817) 1 year ago
PULL_REQUEST_TEMPLATE.md update pr temp (#9062) 1 year ago