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Hi,
I am currently using Langflow and would like to know how to write sting to session memory via the Python API.
I have searched for similar discussions and tried the following code to load a session:
def post_explaintion(message, sessionId):
# Create a ZepClient instance
zep_client = ZepClient("http://localhost:8000", api_key="optional_api_key")
# Create a ZepChatMessageHistory instance
memory = ZepChatMessageHistory(session_id=sessionId, zep_client=zep_client)
# Create an instance of ZepMessageWriterComponent and add the message
zep_writer = ZepMessageWriterComponent()
zep_writer.add_message(
sender="User",
sender_name="Explaintion",
text=message,
session_id=sessionId,
memory=memory
)
The error I got:
APIError: Failed to connect to Zep server. Please check that: - the status of the service - your internet connection is working - the API URL is correct (not required for Zep Cloud) - No other process is using the same port (not required for Zep Cloud) : None
To resolve the APIError and successfully write a string to session memory using the Python API in Langflow, you need to ensure that the zep-python package is installed and correctly configure the ZepClient and ZepMessageWriterComponent. Here is an example of how you can do this:
Ensure you have the zep-python package installed:
pip install zep-python
Use the ZepClient and ZepMessageWriterComponent to add a message:
fromzep_pythonimportZepClientfromzep_python.langchainimportZepChatMessageHistoryfromyour_moduleimportZepMessageWriterComponent# Adjust the import according to your module structuredefpost_explaintion(message, sessionId):
# Create a ZepClient instancezep_client=ZepClient(api_url="http://localhost:8000", api_key="optional_api_key")
# Create a ZepChatMessageHistory instancememory=ZepChatMessageHistory(session_id=sessionId, zep_client=zep_client)
# Create an instance of ZepMessageWriterComponent and add the messagezep_writer=ZepMessageWriterComponent()
zep_writer.add_message(
sender="User",
sender_name="Explaintion",
text=message,
session_id=sessionId,
memory=memory
)
Make sure to replace "http://localhost:8000" and "optional_api_key" with your actual Zep server URL and API key if needed. This code snippet demonstrates how to configure and use the ZepClient and ZepMessageWriterComponent to add a message to the session memory [1][2][3].
You should define your "session id", "sender", "sender_name", and "message" as parameters in the store_message, build_with_record, and build_no_record methods of the ChatComponent class. Here is how they are defined in the code:
from` langchain.cache import InMemoryCache
from langflow.services.session.factory import SessionServiceFactory
import asyncio
async def post_explaintion(message, session_id):
# Add the message to the session memory
await session_service.update_session(session_id, {
"sender": "User",
"sender_name": "Explanation",
"text": message,
"metadata": {}
})
# Instantiate the cache service
cache = InMemoryCache()
# Instantiate the session service factory
session_service_factory = SessionServiceFactory()
# Create the session service with the cache service
session_service = session_service_factory.create(cache)
asyncio.run(post_explaintion(feature_explaintion, sessionID))
AttributeError: 'InMemoryCache' object has no attribute 'set'
To resolve the AttributeError: 'InMemoryCache' object has no attribute 'set' and correctly write a string to session memory using Langflow's built-in components, you need to use the ThreadingInMemoryCache class instead of InMemoryCache. Here is the updated code:
fromlangflow.services.cache.serviceimportThreadingInMemoryCachefromlangflow.services.session.factoryimportSessionServiceFactoryimportasyncioasyncdefpost_explaintion(message, session_id):
# Add the message to the session memoryawaitsession_service.update_session(session_id, {
"sender": "User",
"sender_name": "Explanation",
"text": message,
"metadata": {}
})
# Instantiate the cache servicecache=ThreadingInMemoryCache()
# Instantiate the session service factorysession_service_factory=SessionServiceFactory()
# Create the session service with the cache servicesession_service=session_service_factory.create(cache)
# Define your message and session IDfeature_explaintion="Your message here"sessionID="your_session_id"# Run the function to post the explanationasyncio.run(post_explaintion(feature_explaintion, sessionID))
This code snippet demonstrates how to use ThreadingInMemoryCache and SessionServiceFactory to write a string to session memory correctly [1][2].
To help you further, let's ensure we have the correct setup and steps to write a string to session memory using Langflow's built-in components. Here is a complete example:
asyncdefpost_explaintion(message, session_id):
# Add the message to the session memoryawaitsession_service.update_session(session_id, {
"sender": "User",
"sender_name": "Explanation",
"text": message,
"metadata": {}
})
Instantiate the cache service and session service factory:
# Instantiate the cache servicecache=ThreadingInMemoryCache()
# Instantiate the session service factorysession_service_factory=SessionServiceFactory()
# Create the session service with the cache servicesession_service=session_service_factory.create(cache)
Define your message and session ID, and run the function:
# Define your message and session IDfeature_explaintion="Your message here"sessionID="your_session_id"# Run the function to post the explanationasyncio.run(post_explaintion(feature_explaintion, sessionID))
Here is the complete code snippet:
fromlangflow.services.cache.serviceimportThreadingInMemoryCachefromlangflow.services.session.factoryimportSessionServiceFactoryimportasyncioasyncdefpost_explaintion(message, session_id):
# Add the message to the session memoryawaitsession_service.update_session(session_id, {
"sender": "User",
"sender_name": "Explanation",
"text": message,
"metadata": {}
})
# Instantiate the cache servicecache=ThreadingInMemoryCache()
# Instantiate the session service factorysession_service_factory=SessionServiceFactory()
# Create the session service with the cache servicesession_service=session_service_factory.create(cache)
# Define your message and session IDfeature_explaintion="Your message here"sessionID="your_session_id"# Run the function to post the explanationasyncio.run(post_explaintion(feature_explaintion, sessionID))
This should correctly write a string to session memory using Langflow's built-in components. If you encounter any specific errors, please provide the error message so I can assist you further.
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Hi,
I am currently using Langflow and would like to know how to write sting to session memory via the Python API.
I have searched for similar discussions and tried the following code to load a session:
The error I got:
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