Refactor ChatVertex to support message streaming

This commit is contained in:
Gabriel Luiz Freitas Almeida 2024-02-23 19:15:43 -03:00
commit ed66136f85
2 changed files with 67 additions and 1 deletions

View file

@ -1,14 +1,16 @@
import ast
import json
from typing import Callable, Dict, List, Optional, Union
from typing import AsyncIterator, Callable, Dict, Iterator, List, Optional, Union
import yaml
from langchain_core.messages import AIMessage
from loguru import logger
from langflow.graph.utils import UnbuiltObject, flatten_list
from langflow.graph.vertex.base import StatefulVertex, StatelessVertex
from langflow.interface.utils import extract_input_variables_from_prompt
from langflow.schema import Record
from langflow.services.monitor.utils import log_message
from langflow.utils.schemas import ChatOutputResponse
@ -314,6 +316,20 @@ class ChatVertex(StatelessVertex):
super().__init__(data, graph=graph, base_type="custom_components", is_task=True)
self.steps = [self._build, self._run]
def build_stream_url(self):
return f"/api/v1/build/{self.graph.flow_id}/{self.id}/stream"
async def _build(self, user_id=None):
"""
Initiate the build process.
"""
logger.debug(f"Building {self.vertex_type}")
await self._build_each_node_in_params_dict(user_id)
await self._get_and_instantiate_class(user_id)
self._validate_built_object()
self._built = True
def _built_object_repr(self):
if self.task_id and self.is_task:
if task := self.get_task():
@ -332,6 +348,8 @@ class ChatVertex(StatelessVertex):
artifacts = None
sender = self.params.get("sender", None)
sender_name = self.params.get("sender_name", None)
message = self.params.get("message", None)
stream_url = None
if isinstance(self._built_object, AIMessage):
artifacts = ChatOutputResponse.from_message(
self._built_object,
@ -345,8 +363,13 @@ class ChatVertex(StatelessVertex):
message = dict_to_codeblock(self._built_object)
elif isinstance(self._built_object, Record):
message = self._built_object.text
elif isinstance(message, (AsyncIterator, Iterator)):
stream_url = self.build_stream_url()
message = ""
elif not isinstance(self._built_object, str):
message = str(self._built_object)
# if the message is a generator or iterator
# it means that it is a stream of messages
else:
message = self._built_object
@ -354,14 +377,56 @@ class ChatVertex(StatelessVertex):
message=message,
sender=sender,
sender_name=sender_name,
stream_url=stream_url,
)
if artifacts:
self.artifacts = artifacts.model_dump()
if isinstance(self._built_object, (AsyncIterator, Iterator)):
if self.params["as_record"]:
self._built_object = Record(text=message, data=self.artifacts)
else:
self._built_object = message
self._built_result = self._built_object
else:
await super()._run(*args, **kwargs)
async def stream(self):
iterator = self.params.get("message", None)
if not isinstance(iterator, (AsyncIterator, Iterator)):
raise ValueError("The message must be an iterator or an async iterator.")
is_async = isinstance(iterator, AsyncIterator)
complete_message = ""
if is_async:
async for message in iterator:
message = message.content if hasattr(message, "content") else message
message = message.text if hasattr(message, "text") else message
yield message
complete_message += message
else:
for message in iterator:
message = message.content if hasattr(message, "content") else message
message = message.text if hasattr(message, "text") else message
yield message
complete_message += message
self._built_object = Record(text=complete_message, data=self.artifacts)
self._built_result = complete_message
# Update artifacts with the message
# and remove the stream_url
self.artifacts = ChatOutputResponse(
message=complete_message,
sender=self.params.get("sender", ""),
sender_name=self.params.get("sender_name", ""),
).model_dump()
await log_message(
sender=self.params.get("sender", ""),
sender_name=self.params.get("sender_name", ""),
message=complete_message,
session_id=self.params.get("session_id", ""),
artifacts=self.artifacts,
)
class RoutingVertex(StatelessVertex):
def __init__(self, data: Dict, graph):

View file

@ -10,6 +10,7 @@ class ChatOutputResponse(BaseModel):
message: Union[str, List[Union[str, Dict]]]
sender: Optional[str] = "Machine"
sender_name: Optional[str] = "AI"
stream_url: Optional[str] = None
@classmethod
def from_message(