A few notes:
* We shouldn't be using `tool.poetry.dependencies`, that's deprecated -
waiting for a future PR to address this big change though.
* We should remove upper bounds for all deps unless strictly necessary.
- Deletes all data associated with a thread_id
- Implemented in InMemory, Sqlite and Postgres checkpointers
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
If you're deploying with langgraph API, you don't need to manually
define a checkpointer. For folks who already know they'll be developing
with the api server, I'd like to save everyone time by making this more
clear in the docs on checkpointing.
- This mirrors the work done earlier on BaseChannel.get()
- Comparing to a sentinel value is significantly faster than raising and catching an exception
- This makes our checkpoint benchmarks more closely resemble the behavior of our prod checkpointers
- Also found and fixed a bug w multiple subgraphs in same node accidentally sharing checkpoints
- no dependency on any particular encryption lib (there is no py stdlib
encryption lib)
- works with any modern checkpointer, ie. those which use dumps_typed
and loads_typed methods to serialize data
- uses the default msg pack serializer, but also works with any custom
serializer
- backwards compatible with unencrypted data in same storage (will just
be read unencrypted)
- providing easy constructor to use AES encryption through pycriptodome
library, one single line of code to add it in
- other encryption libraries or algorithms (even assymetric ones) can be
used by implementing the two-method CipherProtocol interface
- cipher name (eg. aes) is stored with encrypted payload for forwards
compatibility
```py
import sqlite3
from langgraph.checkpoint.serde.encrypted import EncryptedSerializer
from langgraph.checkpoint.sqlite import SqliteSaver
# will read AES key from env var LANGGRAPH_AES_KEY
serde = EncryptedSerializer.from_pycryptodome_aes()
# works with any other checkpointer, including custom ones
checkpointer = SqliteSaver(sqlite3.connect('...'), serde=serde)
```
- no dependency on any particular encryption lib (there is no py stdlib encryption lib)
- works with any modern checkpointer, ie. those which use dumps_typed and loads_typed methods to serialize data
- backwards compatible with unencrypted data in same storage (will just be read unencrypted)
- providing easy constructor to use AES encryption through pycriptodome library, one single line of code to add it in
- other encryption libraries or algorithms (even assymetric ones) can be used by implementing the two-method CipherProtocol interface
- cipher name (eg. aes) is stored with encrypted payload for forwards compatibility
Nuno Campos