# Handle Managed Motorhead Data Key
Managed motorhead will return a payload with a `data` key. we need to
handle this to properly access messages from the server.
Just adds some comments and docstring improvements.
There was some behaviour that was quite unclear to me at first like:
- "when do things get updated?"
- "why are there only entity names and no summaries?"
- "why do the entity names disappear?"
Now it can be much more obvious to many.
I am lukestanley on Twitter.
This PR adds the possibility of specifying the endpoint URL to AWS in
the DynamoDBChatMessageHistory, so that it is possible to target not
only the AWS cloud services, but also a local installation.
Specifying the endpoint URL, which is normally not done when addressing
the cloud services, is very helpful when targeting a local instance
(like [Localstack](https://localstack.cloud/)) when running local tests.
Fixes#5835
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---------
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Zep now supports persisting custom metadata with messages and hybrid
search across both message embeddings and structured metadata. This PR
implements custom metadata and enhancements to the
`ZepChatMessageHistory` and `ZepRetriever` classes to implement this
support.
Tag maintainers/contributors who might be interested:
VectorStores / Retrievers / Memory
- @dev2049
---------
Co-authored-by: Daniel Chalef <daniel.chalef@private.org>
fix for the sqlalchemy deprecated declarative_base import :
```
MovedIn20Warning: The ``declarative_base()`` function is now available as sqlalchemy.orm.declarative_base(). (deprecated since: 2.0) (Background on SQLAlchemy 2.0 at: https://sqlalche.me/e/b8d9)
Base = declarative_base() # type: Any
```
Import is wrapped in an try catch Block to fallback to the old import if
needed.
---------
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
All the queries to the database are done based on the SessionId
property, this will optimize how Mongo retrieves all messages from a
session
#### Who can review?
Tag maintainers/contributors who might be interested:
@dev2049
# Lint sphinx documentation and fix broken links
This PR lints multiple warnings shown in generation of the project
documentation (using "make docs_linkcheck" and "make docs_build").
Additionally documentation internal links to (now?) non-existent files
are modified to point to existing documents as it seemed the new correct
target.
The documentation is not updated content wise.
There are no source code changes.
Fixes # (issue)
- broken documentation links to other files within the project
- sphinx formatting (linting)
## Before submitting
No source code changes, so no new tests added.
---------
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
# Make BaseEntityStore inherit from BaseModel
This enables initializing InMemoryEntityStore by optionally passing in a
value for the store field.
## Who can review?
It's a small change so I think any of the reviewers can review, but
tagging @dev2049 who seems most relevant since the change relates to
Memory.
# Add Managed Motorhead
This change enabled MotorheadMemory to utilize Metal's managed version
of Motorhead. We can easily enable this by passing in a `api_key` and
`client_id` in order to hit the managed url and access the memory api on
Metal.
Twitter: [@softboyjimbo](https://twitter.com/softboyjimbo)
## Who can review?
Community members can review the PR once tests pass. Tag
maintainers/contributors who might be interested:
@dev2049 @hwchase17
---------
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
# Implemented appending arbitrary messages to the base chat message
history, the in-memory and cosmos ones.
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As discussed this is the alternative way instead of #4480, with a
add_message method added that takes a BaseMessage as input, so that the
user can control what is in the base message like kwargs.
<!-- Remove if not applicable -->
Fixes # (issue)
## Before submitting
<!-- If you're adding a new integration, include an integration test and
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---------
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
# Added the ability to pass kwargs to cosmos client constructor
The cosmos client has a ton of options that can be set, so allowing
those to be passed to the constructor from the chat memory constructor
with this PR.
# Add Momento as a standard cache and chat message history provider
This PR adds Momento as a standard caching provider. Implements the
interface, adds integration tests, and documentation. We also add
Momento as a chat history message provider along with integration tests,
and documentation.
[Momento](https://www.gomomento.com/) is a fully serverless cache.
Similar to S3 or DynamoDB, it requires zero configuration,
infrastructure management, and is instantly available. Users sign up for
free and get 50GB of data in/out for free every month.
## Before submitting
✅ We have added documentation, notebooks, and integration tests
demonstrating usage.
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
# changed ValueError to ImportError
Code cleaning.
Fixed inconsistencies in ImportError handling. Sometimes it raises
ImportError and sometime ValueError.
I've changed all cases to the `raise ImportError`
Also:
- added installation instruction in the error message, where it missed;
- fixed several installation instructions in the error message;
- fixed several error handling in regards to the ImportError
this makes it so we dont throw errors when importing langchain when
sqlalchemy==1.3.1
we dont really want to support 1.3.1 (seems like unneccessary maintance
cost) BUT we would like it to not terribly error should someone decide
to run on it
# Cassandra support for chat history
### Description
- Store chat messages in cassandra
### Dependency
- cassandra-driver - Python Module
## Before submitting
- Added Integration Test
## Who can review?
@hwchase17
@agola11
# Your PR Title (What it does)
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Fixes # (issue)
## Before submitting
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Co-authored-by: Jinto Jose <129657162+jj701@users.noreply.github.com>
If the library user has to decrease the `max_token_limit`, he would
probably want to prune the summary buffer even though he haven't added
any new messages.
Personally, I need it because I want to serialise memory buffer object
and save to database, and when I load it, I may have re-configured my
code to have a shorter memory to save on tokens.
History from Motorhead memory return in reversed order
It should be Human: 1, AI:..., Human: 2, Ai...
```
You are a chatbot having a conversation with a human.
AI: I'm sorry, I'm still not sure what you're trying to communicate. Can you please provide more context or information?
Human: 3
AI: I'm sorry, I'm not sure what you mean by "1" and "2". Could you please clarify your request or question?
Human: 2
AI: Hello, how can I assist you today?
Human: 1
Human: 4
AI:
```
So, i `reversed` the messages before putting in chat_memory.
This PR
* Adds `clear` method for `BaseCache` and implements it for various
caches
* Adds the default `init_func=None` and fixes gptcache integtest
* Since right now integtest is not running in CI, I've verified the
changes by running `docs/modules/models/llms/examples/llm_caching.ipynb`
(until proper e2e integtest is done in CI)
Updated the "load_memory_variables" function of the
ConversationBufferWindowMemory to support a window size of 0 (k=0).
Previous behavior would return the full memory instead of an empty
array.
The new functionality of Redis backend for chat message history
([see](https://github.com/hwchase17/langchain/pull/2122)) uses the Redis
list object to store messages and then uses the `lrange()` to retrieve
the list of messages
([see](https://github.com/hwchase17/langchain/blob/master/langchain/memory/chat_message_histories/redis.py#L50)).
Unfortunately this retrieves the messages as a list sorted in the
opposite order of how they were inserted - meaning the last inserted
message will be first in the retrieved list - which is not what we want.
This PR fixes that as it changes the order to match the order of
insertion.
@3coins + @zoltan-fedor.... heres the pr + some minor changes i made.
thoguhts? can try to get it into tmrws release
---------
Co-authored-by: Zoltan Fedor <zoltan.0.fedor@gmail.com>
Co-authored-by: Piyush Jain <piyushjain@duck.com>
1. Removed the `summaries` dictionary in favor of directly appending to
the summary_strings list, which avoids the unnecessary double-loop.
2. Simplified the logic for populating the `context` variable.
Co-created with GPT-4 @agihouse
Provide shared memory capability for the Agent.
Inspired by #1293 .
## Problem
If both Agent and Tools (i.e., LLMChain) use the same memory, both of
them will save the context. It can be annoying in some cases.
## Solution
Create a memory wrapper that ignores the save and clear, thereby
preventing updates from Agent or Tools.
James O'Dwyer