Flow as tool Usage
Discussed in https://github.com/langflow-ai/langflow/discussions/2891
Originally posted by pavansandeep2910 July 23, 2024 I cannot understand how to load files to see them in flow as tool component. can anyone help me direct to flow as tool usage?
To load files and use them as tool components within the Langflow framework using the "flow as tool" feature, follow these steps:
- Retrieve the Flow: Use the
get_flowmethod to retrieve the flow by its name. - Build the Tool: Use the
buildmethod to construct the tool from the retrieved flow.
Here is an example of how you can do this:
from langflow.base.tools.flow_tool import FlowToolComponent
# Create an instance of FlowToolComponent
flow_tool_component = FlowToolComponent()
# Retrieve the flow by its name
flow_name = "example_flow_name"
flow_data = flow_tool_component.get_flow(flow_name)
if flow_data:
# Build the tool using the retrieved flow data
tool = await flow_tool_component.build(
flow_name=flow_name,
name="Example Tool",
description="This is an example tool built from a flow.",
return_direct=True
)
print("Tool built successfully:", tool)
else:
print("Flow not found.")
In this example:
- Replace
"example_flow_name"with the actual name of the flow you want to use. - Customize the
name,description, andreturn_directparameters as needed.
This code will load the specified flow and use it to create a tool component within the Langflow framework. The FlowToolComponent class provides methods to list available flows, retrieve a specific flow by name, and build a tool from the flow data [1][2][3].
To continue talking to Dosu, mention @dosu.
my flows are not being listed in flow as tool component @dosu
If your flows are not being listed in the "Flow as Tool" component, it could be due to the list_flows method not returning any flow data. The get_flow_names method relies on list_flows to retrieve the flow data and extract the flow names.
Here is the relevant part of the code:
def get_flow_names(self) -> List[str]:
flow_datas = self.list_flows()
return [flow_data.data["name"] for flow_data in flow_datas]
If list_flows does not return any flow data, get_flow_names will return an empty list, and thus no flows will be listed.
To troubleshoot this issue, check the implementation of the list_flows method to ensure it is correctly retrieving the flow data. Here is the implementation of the list_flows method:
def list_flows(*, user_id: Optional[str] = None) -> List[Record]:
if not user_id:
raise ValueError("Session is invalid")
try:
with session_scope() as session:
flows = session.exec(
select(Flow).where(Flow.user_id == user_id).where(Flow.is_component == False)
).all()
flows_records = [flow.to_record() for flow in flows]
return flows_records
except Exception as e:
raise ValueError(f"Error listing flows: {e}")
Ensure that the user_id is valid and that the session is correctly established. The method filters flows based on the user_id and ensures that only non-component flows are listed. If there is an issue with the session or the user_id, the method will raise a ValueError [1][2][3].
Additionally, make sure that the session_scope function is working correctly. Here is its implementation:
@contextmanager
def session_scope():
session = next(get_session())
try:
yield session
session.commit()
except:
session.rollback()
raise
finally:
session.close()
Potential issues with session_scope could include session initialization failure, commit failure, rollback failure, or session closure failure [4][5][6].
By ensuring that list_flows and session_scope are functioning correctly, you should be able to resolve the issue of flows not being listed in the "Flow as Tool" component.
To continue talking to Dosu, mention @dosu.
list_flows method returning flows when used in my own custom component. but its not working in flow as tool component @dosu
The issue with the list_flows method not working within the "Flow as Tool" component might be due to the update_build_config method not being called or not updating the build_config correctly. Ensure that the update_build_config method is invoked properly and that the flow_name field is being updated with the available flow names.
Here is the relevant part of the code that should be checked:
def update_build_config(self, build_config: dotdict, field_value: Any, field_name: str | None = None):
logger.debug(f"Updating build config with field value {field_value} and field name {field_name}")
if field_name == "flow_name":
build_config["flow_name"]["options"] = self.get_flow_names()
return build_config
Make sure that this method is being called with the correct parameters and that the build_config is being updated accordingly. If the flow_name field is not being updated with the available flow names, the list_flows method will not reflect the correct flows in the "Flow as Tool" component.
Additionally, ensure that the build_config method is returning the correct configuration:
def build_config(self):
return {
"flow_name": {
"display_name": "Flow Name",
"info": "The name of the flow to run.",
"options": [],
"real_time_refresh": True,
"refresh_button": True,
},
"name": {
"display_name": "Name",
"description": "The name of the tool.",
},
"description": {
"display_name": "Description",
"description": "The description of the tool.",
},
"return_direct": {
"display_name": "Return Direct",
"description": "Return the result directly from the Tool.",
"advanced": True,
},
}
Ensure that the options field in the flow_name configuration is being populated with the flow names by the update_build_config method.
Also, verify that the get_flow_names method is correctly retrieving the flow names:
def get_flow_names(self) -> List[str]:
flow_datas = self.list_flows()
return [flow_data.data["name"] for flow_data in flow_datas]
This method should return a list of flow names, which will be used to update the flow_name field in the build_config. If the list_flows method is working correctly in your custom component, ensure that the same logic is applied within the "Flow as Tool" component [1][2].
To continue talking to Dosu, mention @dosu.
flow as a tool not working. please see this issue
To address the issue with the "Flow as Tool" component not working, ensure the following:
-
Check
list_flowsMethod: Verify that thelist_flowsmethod is correctly retrieving the flow data. Ensure that theuser_idis valid and that the session is correctly established. -
Verify
update_build_configMethod: Ensure that theupdate_build_configmethod is being called and updating thebuild_configcorrectly. Specifically, check that theflow_namefield is being updated with the available flow names.
def update_build_config(self, build_config: dotdict, field_value: Any, field_name: str | None = None):
logger.debug(f"Updating build config with field value {field_value} and field name {field_name}")
if field_name == "flow_name":
build_config["flow_name"]["options"] = self.get_flow_names()
return build_config
- Ensure
build_configMethod is Correct: Confirm that thebuild_configmethod is returning the correct configuration and that theoptionsfield in theflow_nameconfiguration is being populated with the flow names.
def build_config(self):
return {
"flow_name": {
"display_name": "Flow Name",
"info": "The name of the flow to run.",
"options": [],
"real_time_refresh": True,
"refresh_button": True,
},
"name": {
"display_name": "Name",
"description": "The name of the tool.",
},
"description": {
"display_name": "Description",
"description": "The description of the tool.",
},
"return_direct": {
"display_name": "Return Direct",
"description": "Return the result directly from the Tool.",
"advanced": True,
},
}
- Check
get_flow_namesMethod: Ensure that theget_flow_namesmethod is correctly retrieving the flow names.
def get_flow_names(self) -> List[str]:
flow_datas = self.list_flows()
return [flow_data.data["name"] for flow_data in flow_datas]
- User Permissions: Ensure that the
user_idis valid and that the user has the necessary permissions to list the flows. Thelist_flowsmethod requires a validuser_idto function correctly [1][2].
By verifying these components, you should be able to resolve the issue with the "Flow as Tool" component not listing the flows.
To continue talking to Dosu, mention @dosu.
I am experiencing the same issue.
Actually flows are being listed through list_flows, but some issue with showing them in dropdown I think
Hello! We're fixing this issue today. You can follow our progress through the issue #2972. If you have any more questions after the issue #2972 gets resolved, feel free to reopen this issue!