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harrison/pswsl
ankush/example-runner
harrison/guards
scad/api-chain
harrison/prompt-bugs
harrison/sql-agent
harrison/pinecone-try-except
harrison/callback-updates
harrison/map-rerank
harrison/combine-docs-parse
harrison/azure-rfc
harrison/sequential_chain_from_prompts
harrison/agent-refactor
harrison/agent_intermediate_steps
harrison/agent_multi_inputs
harrison/promot-mrkl
harrison/fix_logging_api
harrison/use_output_parser
harrison/track_intermediate_steps
harrison/sql_error
harrison/logging_to_file
harrison/output_parser
harrison/flexible_model_args
harrison/agent-improvements
harrison/router_docs
harrison/docs
samantha/add_llm_to_example
harrison/reorg_smart_chains
mako-templates
harrison/save_metadatas
harrison/router
harrison/custom_pipeline
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-anthropic==0.2.0.dev0
langchain-anthropic==0.2.0.dev1
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==0.2.13
langchain-community==0.2.14
langchain-community==0.2.15
langchain-community==0.2.16
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-community==0.3.0.dev1
langchain-community==0.3.0.dev2
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==0.2.36
langchain-core==0.2.37
langchain-core==0.2.38
langchain-core==0.2.39
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-core==0.3.0.dev1
langchain-core==0.3.0.dev2
langchain-core==0.3.0.dev3
langchain-core==0.3.0.dev4
langchain-core==0.3.0.dev5
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-experimental==0.0.65
langchain-experimental==0.3.0.dev1
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-fireworks==0.2.0.dev0
langchain-fireworks==0.2.0.dev1
langchain-fireworks==0.2.0.dev2
langchain-groq==0.1.10
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-groq==0.2.0.dev0
langchain-groq==0.2.0.dev1
langchain-huggingface==0.0.1
langchain-huggingface==0.0.2
langchain-huggingface==0.0.3
langchain-huggingface==0.1.0.dev1
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==0.1.13
langchain-mistralai==0.1.6
langchain-mistralai==0.1.7
langchain-mistralai==0.1.8
langchain-mistralai==0.1.9
langchain-mistralai==0.2.0.dev1
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-mongodb==0.1.9
langchain-mongodb==0.2.0.dev1
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-ollama==0.1.2
langchain-ollama==0.1.3
langchain-ollama==0.2.0.dev1
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==0.1.23
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-openai==0.2.0.dev0
langchain-openai==0.2.0.dev1
langchain-openai==0.2.0.dev2
langchain-pinecone==0.1.1
langchain-pinecone==0.1.2
langchain-pinecone==0.1.3
langchain-pinecone==0.2.0.dev1
langchain-prompty==0.0.1
langchain-prompty==0.0.2
langchain-prompty==0.0.3
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-qdrant==0.2.0.dev1
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-text-splitters==0.2.4
langchain-text-splitters==0.3.0.dev0
langchain-text-splitters==0.3.0.dev1
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==0.2.15
langchain==0.2.16
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
langchain==0.3.0.dev1
langchain==0.3.0.dev2
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langchain/.github/workflows
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
..
_lint.yml Cache poetry install + unify Python/Poetry setup for lint and test jobs. (#9625) 1 year ago
_pydantic_compatibility.yml Cache poetry install + unify Python/Poetry setup for lint and test jobs. (#9625) 1 year ago
_release.yml Use unified Python setup steps for release workflow. 1 year ago
_test.yml Cache poetry install + unify Python/Poetry setup for lint and test jobs. (#9625) 1 year ago
codespell.yml Add api cross ref linking (#8275) 1 year ago
langchain_ci.yml Cache poetry install + unify Python/Poetry setup for lint and test jobs. (#9625) 1 year ago
langchain_experimental_ci.yml Add data anonymizer (#9863) 1 year ago
langchain_experimental_release.yml Require manually triggering release workflows. (#9552) 1 year ago
langchain_release.yml Require manually triggering release workflows. (#9552) 1 year ago
scheduled_test.yml Use new Python setup approach for scheduled tests. (#9626) 1 year ago