Merge branch 'zustand/io/migration' of github.com:logspace-ai/langflow into zustand/io/migration
This commit is contained in:
commit
9af9647fb3
37 changed files with 458 additions and 255 deletions
3
.vscode/launch.json
vendored
3
.vscode/launch.json
vendored
|
|
@ -17,6 +17,9 @@
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|||
],
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||||
"jinja": true,
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"justMyCode": true,
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"env": {
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||||
"LANGFLOW_LOG_LEVEL": "debug"
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},
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"envFile": "${workspaceFolder}/.env"
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},
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{
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||||
|
|
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|||
|
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@ -1,6 +1,6 @@
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|||
import time
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from typing import Optional
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import uuid
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from typing import TYPE_CHECKING, Optional
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from fastapi import (
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APIRouter,
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||||
|
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@ -35,6 +35,9 @@ from langflow.services.chat.service import ChatService
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from langflow.services.deps import get_chat_service, get_session
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from langflow.services.monitor.utils import log_vertex_build
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if TYPE_CHECKING:
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from langflow.graph.vertex.types import ChatVertex
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router = APIRouter(tags=["Chat"])
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|
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@ -237,27 +240,40 @@ async def build_vertex_stream(
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else:
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graph = cache.get("result")
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vertex = graph.get_vertex(vertex_id)
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vertex: "ChatVertex" = graph.get_vertex(vertex_id)
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if not hasattr(vertex, "stream"):
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raise ValueError(f"Vertex {vertex_id} does not support streaming")
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if not vertex.pinned or not vertex._built:
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logger.debug(f"Streaming vertex {vertex_id}")
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stream_data = StreamData(
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event="message",
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data={"message": "Building vertex"},
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data={"message": f"Streaming vertex {vertex_id}"},
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)
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yield str(stream_data)
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number_of_chunks = 0
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async for chunk in vertex.stream():
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stream_data = StreamData(
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event="message",
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data={"chunk": chunk},
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)
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number_of_chunks += 1
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yield str(stream_data)
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logger.debug(f"Number of chunks: {number_of_chunks}")
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elif vertex.result is not None:
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stream_data = StreamData(
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event="message",
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data={"chunk": vertex._built_result},
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)
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yield str(stream_data)
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else:
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raise ValueError(f"No result found for vertex {vertex_id}")
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except Exception as exc:
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logger.error(f"Error building vertex: {exc}")
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yield str(StreamData(event="error", data={"error": str(exc)}))
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yield str(StreamData(event="close", data={"message": "Stream closed"}))
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finally:
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logger.debug("Closing stream")
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yield str(StreamData(event="close", data={"message": "Stream closed"}))
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|
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return StreamingResponse(stream_vertex(), media_type="text/event-stream")
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except Exception as exc:
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|
|
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|||
|
|
@ -220,7 +220,9 @@ async def preload_flow(
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raise HTTPException(status_code=500, detail=str(exc)) from exc
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|
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@router.post("/run/{flow_id}", response_model=ProcessResponse)
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@router.post(
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"/run/{flow_id}", response_model=RunResponse, response_model_exclude_none=True
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)
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async def run_flow_with_caching(
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session: Annotated[Session, Depends(get_session)],
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flow_id: str,
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|
|
@ -235,13 +237,13 @@ async def run_flow_with_caching(
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session_data = await session_service.load_session(session_id)
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graph, artifacts = session_data if session_data else (None, None)
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task_result: Any = None
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task_status = None
|
||||
if not graph:
|
||||
raise ValueError("Graph not found in the session")
|
||||
task_result = await run_graph(
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||||
graph,
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session_id,
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inputs,
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graph=graph,
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flow_id=flow_id,
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session_id=session_id,
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inputs=inputs,
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artifacts=artifacts,
|
||||
session_service=session_service,
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||||
)
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|
|
@ -262,16 +264,15 @@ async def run_flow_with_caching(
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|||
graph_data = flow.data
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||||
graph_data = process_tweaks(graph_data, tweaks)
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||||
task_result = await run_graph(
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||||
graph_data,
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||||
inputs,
|
||||
tweaks,
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||||
session_id,
|
||||
graph=graph_data,
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flow_id=flow_id,
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||||
session_id=session_id,
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||||
inputs=inputs,
|
||||
artifacts={},
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||||
session_service=session_service,
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||||
)
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||||
|
||||
return RunResponse(
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outputs=task_result, session_id=session_id, status=task_status
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||||
)
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return RunResponse(outputs=task_result, session_id=session_id)
|
||||
except sa.exc.StatementError as exc:
|
||||
# StatementError('(builtins.ValueError) badly formed hexadecimal UUID string')
|
||||
if "badly formed hexadecimal UUID string" in str(exc):
|
||||
|
|
|
|||
|
|
@ -4,7 +4,7 @@ from pathlib import Path
|
|||
from typing import Any, Dict, List, Optional, Union
|
||||
from uuid import UUID
|
||||
|
||||
from pydantic import BaseModel, Field, field_validator
|
||||
from pydantic import BaseModel, Field, field_validator, model_serializer
|
||||
|
||||
from langflow.services.database.models.api_key.model import ApiKeyRead
|
||||
from langflow.services.database.models.base import orjson_dumps
|
||||
|
|
@ -70,9 +70,21 @@ class RunResponse(BaseModel):
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|||
"""Run response schema."""
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||||
|
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outputs: Optional[List[Any]] = None
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||||
status: Optional[str] = None
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||||
session_id: Optional[str] = None
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||||
|
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@model_serializer(mode="wrap")
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def serialize(self, handler):
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# Serialize all the outputs if they are base models
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if self.outputs:
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serialized_outputs = []
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for output in self.outputs:
|
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if isinstance(output, BaseModel):
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serialized_outputs.append(output.model_dump(exclude_none=True))
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||||
else:
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||||
serialized_outputs.append(output)
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self.outputs = serialized_outputs
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return handler(self)
|
||||
|
||||
|
||||
class PreloadResponse(BaseModel):
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||||
"""Preload response schema."""
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||||
|
|
|
|||
|
|
@ -31,7 +31,7 @@ class ConversationChainComponent(CustomComponent):
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chain = ConversationChain(llm=llm)
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else:
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chain = ConversationChain(llm=llm, memory=memory)
|
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result = chain.invoke(inputs)
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||||
result = chain.invoke(input_value)
|
||||
# result is an AIMessage which is a subclass of BaseMessage
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||||
# We need to check if it is a string or a BaseMessage
|
||||
if hasattr(result, "content") and isinstance(result.content, str):
|
||||
|
|
|
|||
|
|
@ -1,11 +1,11 @@
|
|||
from typing import Optional, Union
|
||||
|
||||
from langflow import CustomComponent
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from langflow.field_typing import Text
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||||
from langflow.io.schema import ChatComponent
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from langflow.schema import Record
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||||
|
||||
|
||||
class ChatOutput(CustomComponent):
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||||
class ChatOutput(ChatComponent):
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||||
display_name = "Chat Output"
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||||
description = "Used to send a message to the chat."
|
||||
|
||||
|
|
|
|||
|
|
@ -60,7 +60,7 @@ class AmazonBedrockComponent(CustomComponent):
|
|||
) # type: ignore
|
||||
except Exception as e:
|
||||
raise ValueError("Could not connect to AmazonBedrock API.") from e
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||||
message = output.invoke(inputs)
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||||
message = output.invoke(input_value)
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result = message.content if hasattr(message, "content") else message
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||||
self.status = result
|
||||
return result
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||||
|
|
|
|||
|
|
@ -77,7 +77,7 @@ class AnthropicLLM(CustomComponent):
|
|||
)
|
||||
except Exception as e:
|
||||
raise ValueError("Could not connect to Anthropic API.") from e
|
||||
message = output.invoke(inputs)
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||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
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||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -99,7 +99,7 @@ class AzureChatOpenAIComponent(CustomComponent):
|
|||
)
|
||||
except Exception as e:
|
||||
raise ValueError("Could not connect to AzureOpenAI API.") from e
|
||||
message = output.invoke(inputs)
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||||
message = output.invoke(input_value)
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||||
result = message.content if hasattr(message, "content") else message
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||||
self.status = result
|
||||
return result
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||||
|
|
|
|||
|
|
@ -94,7 +94,7 @@ class QianfanChatEndpointComponent(CustomComponent):
|
|||
)
|
||||
except Exception as e:
|
||||
raise ValueError("Could not connect to Baidu Qianfan API.") from e
|
||||
message = output.invoke(inputs)
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||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
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||||
self.status = result
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||||
return result
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||||
|
|
|
|||
|
|
@ -42,7 +42,7 @@ class CTransformersComponent(CustomComponent):
|
|||
output = CTransformers(
|
||||
model=model, model_file=model_file, model_type=model_type, config=config
|
||||
)
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
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||||
self.status = result
|
||||
return result
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||||
|
|
|
|||
|
|
@ -43,7 +43,7 @@ class CohereComponent(CustomComponent):
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|||
max_tokens=max_tokens,
|
||||
temperature=temperature,
|
||||
)
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
|
||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -73,7 +73,7 @@ class GoogleGenerativeAIComponent(CustomComponent):
|
|||
n=n or 1,
|
||||
google_api_key=SecretStr(google_api_key),
|
||||
)
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
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||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -45,7 +45,7 @@ class HuggingFaceEndpointsComponent(CustomComponent):
|
|||
except Exception as e:
|
||||
raise ValueError("Could not connect to HuggingFace Endpoints API.") from e
|
||||
output = ChatHuggingFace(llm=llm)
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)alue)
|
||||
result = message.content if hasattr(message, "content") else message
|
||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -135,7 +135,7 @@ class LlamaCppComponent(CustomComponent):
|
|||
verbose=verbose,
|
||||
vocab_only=vocab_only,
|
||||
)
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
|
||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -250,7 +250,7 @@ class ChatOllamaComponent(CustomComponent):
|
|||
output = ChatOllama(**llm_params) # type: ignore
|
||||
except Exception as e:
|
||||
raise ValueError("Could not initialize Ollama LLM.") from e
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
|
||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -80,7 +80,7 @@ class OpenAIModelComponent(CustomComponent):
|
|||
temperature=temperature,
|
||||
)
|
||||
|
||||
message = model.invoke(inputs)
|
||||
message = model.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
|
||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -92,7 +92,7 @@ class ChatVertexAIComponent(CustomComponent):
|
|||
top_p=top_p,
|
||||
verbose=verbose,
|
||||
)
|
||||
message = output.invoke(inputs)
|
||||
message = output.invoke(input_value)
|
||||
result = message.content if hasattr(message, "content") else message
|
||||
self.status = result
|
||||
return result
|
||||
|
|
|
|||
|
|
@ -4,6 +4,7 @@ from loguru import logger
|
|||
from pydantic import BaseModel, Field
|
||||
|
||||
from langflow.graph.edge.utils import build_clean_params
|
||||
from langflow.graph.schema import INPUT_FIELD_NAME
|
||||
from langflow.services.deps import get_monitor_service
|
||||
from langflow.services.monitor.utils import log_message
|
||||
|
||||
|
|
@ -12,7 +13,9 @@ if TYPE_CHECKING:
|
|||
|
||||
|
||||
class SourceHandle(BaseModel):
|
||||
baseClasses: List[str] = Field(..., description="List of base classes for the source handle.")
|
||||
baseClasses: List[str] = Field(
|
||||
..., description="List of base classes for the source handle."
|
||||
)
|
||||
dataType: str = Field(..., description="Data type for the source handle.")
|
||||
id: str = Field(..., description="Unique identifier for the source handle.")
|
||||
|
||||
|
|
@ -20,7 +23,9 @@ class SourceHandle(BaseModel):
|
|||
class TargetHandle(BaseModel):
|
||||
fieldName: str = Field(..., description="Field name for the target handle.")
|
||||
id: str = Field(..., description="Unique identifier for the target handle.")
|
||||
inputTypes: Optional[List[str]] = Field(None, description="List of input types for the target handle.")
|
||||
inputTypes: Optional[List[str]] = Field(
|
||||
None, description="List of input types for the target handle."
|
||||
)
|
||||
type: str = Field(..., description="Type of the target handle.")
|
||||
|
||||
|
||||
|
|
@ -49,16 +54,24 @@ class Edge:
|
|||
|
||||
def validate_handles(self, source, target) -> None:
|
||||
if self.target_handle.inputTypes is None:
|
||||
self.valid_handles = self.target_handle.type in self.source_handle.baseClasses
|
||||
self.valid_handles = (
|
||||
self.target_handle.type in self.source_handle.baseClasses
|
||||
)
|
||||
else:
|
||||
self.valid_handles = (
|
||||
any(baseClass in self.target_handle.inputTypes for baseClass in self.source_handle.baseClasses)
|
||||
any(
|
||||
baseClass in self.target_handle.inputTypes
|
||||
for baseClass in self.source_handle.baseClasses
|
||||
)
|
||||
or self.target_handle.type in self.source_handle.baseClasses
|
||||
)
|
||||
if not self.valid_handles:
|
||||
logger.debug(self.source_handle)
|
||||
logger.debug(self.target_handle)
|
||||
raise ValueError(f"Edge between {source.vertex_type} and {target.vertex_type} " f"has invalid handles")
|
||||
raise ValueError(
|
||||
f"Edge between {source.vertex_type} and {target.vertex_type} "
|
||||
f"has invalid handles"
|
||||
)
|
||||
|
||||
def __setstate__(self, state):
|
||||
self.source_id = state["source_id"]
|
||||
|
|
@ -75,7 +88,11 @@ class Edge:
|
|||
# Both lists contain strings and sometimes a string contains the value we are
|
||||
# looking for e.g. comgin_out=["Chain"] and target_reqs=["LLMChain"]
|
||||
# so we need to check if any of the strings in source_types is in target_reqs
|
||||
self.valid = any(output in target_req for output in self.source_types for target_req in self.target_reqs)
|
||||
self.valid = any(
|
||||
output in target_req
|
||||
for output in self.source_types
|
||||
for target_req in self.target_reqs
|
||||
)
|
||||
# Get what type of input the target node is expecting
|
||||
|
||||
self.matched_type = next(
|
||||
|
|
@ -86,7 +103,10 @@ class Edge:
|
|||
if no_matched_type:
|
||||
logger.debug(self.source_types)
|
||||
logger.debug(self.target_reqs)
|
||||
raise ValueError(f"Edge between {source.vertex_type} and {target.vertex_type} " f"has no matched type")
|
||||
raise ValueError(
|
||||
f"Edge between {source.vertex_type} and {target.vertex_type} "
|
||||
f"has no matched type"
|
||||
)
|
||||
|
||||
def __repr__(self) -> str:
|
||||
return (
|
||||
|
|
@ -98,7 +118,11 @@ class Edge:
|
|||
return hash(self.__repr__())
|
||||
|
||||
def __eq__(self, __value: object) -> bool:
|
||||
return self.__repr__() == __value.__repr__() if isinstance(__value, Edge) else False
|
||||
return (
|
||||
self.__repr__() == __value.__repr__()
|
||||
if isinstance(__value, Edge)
|
||||
else False
|
||||
)
|
||||
|
||||
|
||||
class ContractEdge(Edge):
|
||||
|
|
@ -137,14 +161,15 @@ class ContractEdge(Edge):
|
|||
log_transaction(self, source, target, "success")
|
||||
# If the target vertex is a power component we log messages
|
||||
if target.vertex_type == "ChatOutput" and (
|
||||
isinstance(target.params.get("message"), str) or isinstance(target.params.get("message"), dict)
|
||||
isinstance(target.params.get(INPUT_FIELD_NAME), str)
|
||||
or isinstance(target.params.get(INPUT_FIELD_NAME), dict)
|
||||
):
|
||||
if target.params.get("message") == "":
|
||||
return self.result
|
||||
await log_message(
|
||||
sender=target.params.get("sender", ""),
|
||||
sender_name=target.params.get("sender_name", ""),
|
||||
message=target.params.get("message", {}),
|
||||
message=target.params.get(INPUT_FIELD_NAME, {}),
|
||||
session_id=target.params.get("session_id", ""),
|
||||
artifacts=target.artifacts,
|
||||
)
|
||||
|
|
@ -154,7 +179,9 @@ class ContractEdge(Edge):
|
|||
return f"{self.source_id} -[{self.target_param}]-> {self.target_id}"
|
||||
|
||||
|
||||
def log_transaction(edge: ContractEdge, source: "Vertex", target: "Vertex", status, error=None):
|
||||
def log_transaction(
|
||||
edge: ContractEdge, source: "Vertex", target: "Vertex", status, error=None
|
||||
):
|
||||
try:
|
||||
monitor_service = get_monitor_service()
|
||||
clean_params = build_clean_params(target)
|
||||
|
|
|
|||
|
|
@ -8,7 +8,7 @@ from loguru import logger
|
|||
from langflow.graph.edge.base import ContractEdge
|
||||
from langflow.graph.graph.constants import lazy_load_vertex_dict
|
||||
from langflow.graph.graph.utils import process_flow
|
||||
from langflow.graph.schema import InterfaceComponentTypes
|
||||
from langflow.graph.schema import INPUT_FIELD_NAME, InterfaceComponentTypes
|
||||
from langflow.graph.vertex.base import Vertex
|
||||
from langflow.graph.vertex.types import (
|
||||
ChatVertex,
|
||||
|
|
@ -33,8 +33,6 @@ class Graph:
|
|||
edges: List[Dict[str, str]],
|
||||
flow_id: Optional[str] = None,
|
||||
) -> None:
|
||||
self.inputs = []
|
||||
self.outputs = []
|
||||
self._vertices = nodes
|
||||
self._edges = edges
|
||||
self.raw_graph_data = {"nodes": nodes, "edges": edges}
|
||||
|
|
@ -77,7 +75,7 @@ class Graph:
|
|||
|
||||
async def _run(self, inputs: Dict[str, str]) -> List["ResultData"]:
|
||||
"""Runs the graph with the given inputs."""
|
||||
for vertex_id in self.inputs:
|
||||
for vertex_id in self._is_input_vertices:
|
||||
vertex = self.get_vertex(vertex_id)
|
||||
if vertex is None:
|
||||
raise ValueError(f"Vertex {vertex_id} not found")
|
||||
|
|
@ -89,7 +87,7 @@ class Graph:
|
|||
logger.exception(exc)
|
||||
raise ValueError(f"Error running graph: {exc}") from exc
|
||||
outputs = []
|
||||
for vertex_id in self.outputs:
|
||||
for vertex_id in self._is_output_vertices:
|
||||
vertex = self.get_vertex(vertex_id)
|
||||
if vertex is None:
|
||||
raise ValueError(f"Vertex {vertex_id} not found")
|
||||
|
|
@ -104,11 +102,11 @@ class Graph:
|
|||
# of the vertices that are inputs
|
||||
# if the value is a list, we need to run multiple times
|
||||
outputs = []
|
||||
inputs_values = inputs.get("input_value")
|
||||
inputs_values = inputs.get(INPUT_FIELD_NAME)
|
||||
if not isinstance(inputs_values, list):
|
||||
inputs_values = [inputs_values]
|
||||
for input_value in inputs_values:
|
||||
run_outputs = await self._run({"input_value": input_value})
|
||||
run_outputs = await self._run({INPUT_FIELD_NAME: input_value})
|
||||
logger.debug(f"Run outputs: {run_outputs}")
|
||||
outputs.extend(run_outputs)
|
||||
return outputs
|
||||
|
|
@ -317,28 +315,6 @@ class Graph:
|
|||
# Now that we have the vertices and edges
|
||||
# We need to map the vertices that are connected to
|
||||
# to ChatVertex instances
|
||||
self._map_chat_vertices()
|
||||
|
||||
def _map_chat_vertices(self) -> None:
|
||||
"""Maps the vertices that are connected to ChatVertex instances."""
|
||||
# For each edge, we need to check if the source or target vertex is a ChatVertex
|
||||
# If it is, we need to update the other vertex `is_external` attribute
|
||||
# and store the id of the ChatVertex in the attributes self.inputs and self.outputs
|
||||
for edge in self.edges:
|
||||
source_vertex = self.get_vertex(edge.source_id)
|
||||
target_vertex = self.get_vertex(edge.target_id)
|
||||
if isinstance(source_vertex, ChatVertex):
|
||||
# The source vertex is a ChatVertex
|
||||
# thus the target vertex is an external vertex
|
||||
# and the source vertex is an input
|
||||
target_vertex.has_external_input = True
|
||||
self.inputs.append(source_vertex.id)
|
||||
if isinstance(target_vertex, ChatVertex):
|
||||
# The target vertex is a ChatVertex
|
||||
# thus the source vertex is an external vertex
|
||||
# and the target vertex is an output
|
||||
source_vertex.has_external_output = True
|
||||
self.outputs.append(target_vertex.id)
|
||||
|
||||
def remove_vertex(self, vertex_id: str) -> None:
|
||||
"""Removes a vertex from the graph."""
|
||||
|
|
@ -443,13 +419,15 @@ class Graph:
|
|||
async def _execute_tasks(self, tasks):
|
||||
"""Executes tasks in parallel, handling exceptions for each task."""
|
||||
results = []
|
||||
for task in asyncio.as_completed(tasks):
|
||||
for i, task in enumerate(asyncio.as_completed(tasks)):
|
||||
try:
|
||||
result = await task
|
||||
results.append(result)
|
||||
except Exception as e:
|
||||
# Log the exception along with the task name for easier debugging
|
||||
task_name = task.get_name()
|
||||
# task_name = task.get_name()
|
||||
# coroutine has not attribute get_name
|
||||
task_name = tasks[i].get_name()
|
||||
logger.error(f"Task {task_name} failed with exception: {e}")
|
||||
return results
|
||||
|
||||
|
|
|
|||
|
|
@ -35,3 +35,5 @@ OUTPUT_COMPONENTS = [
|
|||
InterfaceComponentTypes.ChatOutput,
|
||||
InterfaceComponentTypes.TextOutput,
|
||||
]
|
||||
|
||||
INPUT_FIELD_NAME = "input_value"
|
||||
|
|
|
|||
|
|
@ -44,7 +44,7 @@ class Vertex:
|
|||
) -> None:
|
||||
# is_external means that the Vertex send or receives data from
|
||||
# an external source (e.g the chat)
|
||||
|
||||
self.updated_raw_params = False
|
||||
self.id: str = data["id"]
|
||||
self.is_input = any(
|
||||
input_component_name in self.id for input_component_name in INPUT_COMPONENTS
|
||||
|
|
@ -285,6 +285,10 @@ class Vertex:
|
|||
if self.graph is None:
|
||||
raise ValueError("Graph not found")
|
||||
|
||||
if self.updated_raw_params:
|
||||
self.updated_raw_params = False
|
||||
return
|
||||
|
||||
template_dict = {
|
||||
key: value
|
||||
for key, value in self.data["node"]["template"].items()
|
||||
|
|
@ -386,10 +390,11 @@ class Vertex:
|
|||
Raises:
|
||||
ValueError: If any key in new_params is not found in self._raw_params.
|
||||
"""
|
||||
for key in new_params:
|
||||
if key not in self._raw_params:
|
||||
raise ValueError(f"Key {key} not found in raw params")
|
||||
# First check if the input_value in _raw_params is not a vertex
|
||||
if any(isinstance(self._raw_params.get(key), Vertex) for key in new_params):
|
||||
return
|
||||
self._raw_params.update(new_params)
|
||||
self.updated_raw_params = True
|
||||
|
||||
async def _build(self, user_id=None):
|
||||
"""
|
||||
|
|
@ -451,6 +456,8 @@ class Vertex:
|
|||
await self._build_node_and_update_params(key, value, user_id)
|
||||
elif isinstance(value, list) and self._is_list_of_nodes(value):
|
||||
await self._build_list_of_nodes_and_update_params(key, value, user_id)
|
||||
elif key not in self.params:
|
||||
self.params[key] = value
|
||||
|
||||
def _is_node(self, value):
|
||||
"""
|
||||
|
|
@ -586,7 +593,7 @@ class Vertex:
|
|||
|
||||
logger.warning(message)
|
||||
|
||||
def _reset(self):
|
||||
def _reset(self, params_update: Optional[Dict[str, Any]] = None):
|
||||
self._built = False
|
||||
self._built_object = UnbuiltObject()
|
||||
self._built_result = UnbuiltResult()
|
||||
|
|
|
|||
|
|
@ -1,11 +1,12 @@
|
|||
import ast
|
||||
import json
|
||||
from typing import (AsyncIterator, Callable, Dict, Iterator, 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.schema import INPUT_FIELD_NAME
|
||||
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
|
||||
|
|
@ -362,7 +363,7 @@ 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)
|
||||
message = self.params.get(INPUT_FIELD_NAME, None)
|
||||
stream_url = None
|
||||
if isinstance(self._built_object, AIMessage):
|
||||
artifacts = ChatOutputResponse.from_message(
|
||||
|
|
@ -396,7 +397,7 @@ class ChatVertex(StatelessVertex):
|
|||
if artifacts:
|
||||
self.artifacts = artifacts.model_dump()
|
||||
if isinstance(self._built_object, (AsyncIterator, Iterator)):
|
||||
if self.params["as_record"]:
|
||||
if self.params["return_record"]:
|
||||
self._built_object = Record(text=message, data=self.artifacts)
|
||||
else:
|
||||
self._built_object = message
|
||||
|
|
@ -406,7 +407,7 @@ class ChatVertex(StatelessVertex):
|
|||
await super()._run(*args, **kwargs)
|
||||
|
||||
async def stream(self):
|
||||
iterator = self.params.get("message", None)
|
||||
iterator = self.params.get(INPUT_FIELD_NAME, None)
|
||||
if not isinstance(iterator, (AsyncIterator, Iterator)):
|
||||
raise ValueError("The message must be an iterator or an async iterator.")
|
||||
is_async = isinstance(iterator, AsyncIterator)
|
||||
|
|
@ -423,15 +424,17 @@ class ChatVertex(StatelessVertex):
|
|||
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()
|
||||
self.params[INPUT_FIELD_NAME] = complete_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
|
||||
logger.debug(f"Streamed message: {complete_message}")
|
||||
|
||||
await log_message(
|
||||
sender=self.params.get("sender", ""),
|
||||
|
|
@ -441,6 +444,9 @@ class ChatVertex(StatelessVertex):
|
|||
artifacts=self.artifacts,
|
||||
)
|
||||
|
||||
self._validate_built_object()
|
||||
self._built = True
|
||||
|
||||
|
||||
class RoutingVertex(StatelessVertex):
|
||||
def __init__(self, data: Dict, graph):
|
||||
|
|
|
|||
|
|
@ -6,6 +6,9 @@ from typing import Any, Dict, List, Type, Union
|
|||
|
||||
from cachetools import TTLCache, cachedmethod, keys
|
||||
from fastapi import HTTPException
|
||||
from loguru import logger
|
||||
|
||||
from langflow.interface.custom.eval import eval_custom_component_code
|
||||
from langflow.interface.custom.schema import CallableCodeDetails, ClassCodeDetails
|
||||
|
||||
|
||||
|
|
@ -92,7 +95,9 @@ class CodeParser:
|
|||
elif isinstance(node, ast.ImportFrom):
|
||||
for alias in node.names:
|
||||
if alias.asname:
|
||||
self.data["imports"].append((node.module, f"{alias.name} as {alias.asname}"))
|
||||
self.data["imports"].append(
|
||||
(node.module, f"{alias.name} as {alias.asname}")
|
||||
)
|
||||
else:
|
||||
self.data["imports"].append((node.module, alias.name))
|
||||
|
||||
|
|
@ -141,7 +146,9 @@ class CodeParser:
|
|||
return_type = None
|
||||
if node.returns:
|
||||
return_type_str = ast.unparse(node.returns)
|
||||
eval_env = self.construct_eval_env(return_type_str, tuple(self.data["imports"]))
|
||||
eval_env = self.construct_eval_env(
|
||||
return_type_str, tuple(self.data["imports"])
|
||||
)
|
||||
|
||||
try:
|
||||
return_type = eval(return_type_str, eval_env)
|
||||
|
|
@ -183,14 +190,22 @@ class CodeParser:
|
|||
num_defaults = len(node.args.defaults)
|
||||
num_missing_defaults = num_args - num_defaults
|
||||
missing_defaults = [None] * num_missing_defaults
|
||||
default_values = [ast.unparse(default).strip("'") if default else None for default in node.args.defaults]
|
||||
default_values = [
|
||||
ast.unparse(default).strip("'") if default else None
|
||||
for default in node.args.defaults
|
||||
]
|
||||
# Now check all default values to see if there
|
||||
# are any "None" values in the middle
|
||||
default_values = [None if value == "None" else value for value in default_values]
|
||||
default_values = [
|
||||
None if value == "None" else value for value in default_values
|
||||
]
|
||||
|
||||
defaults = missing_defaults + default_values
|
||||
|
||||
args = [self.parse_arg(arg, default) for arg, default in zip(node.args.args, defaults)]
|
||||
args = [
|
||||
self.parse_arg(arg, default)
|
||||
for arg, default in zip(node.args.args, defaults)
|
||||
]
|
||||
return args
|
||||
|
||||
def parse_varargs(self, node: ast.FunctionDef) -> List[Dict[str, Any]]:
|
||||
|
|
@ -208,11 +223,17 @@ class CodeParser:
|
|||
"""
|
||||
Parses the keyword-only arguments of a function or method node.
|
||||
"""
|
||||
kw_defaults = [None] * (len(node.args.kwonlyargs) - len(node.args.kw_defaults)) + [
|
||||
ast.unparse(default) if default else None for default in node.args.kw_defaults
|
||||
kw_defaults = [None] * (
|
||||
len(node.args.kwonlyargs) - len(node.args.kw_defaults)
|
||||
) + [
|
||||
ast.unparse(default) if default else None
|
||||
for default in node.args.kw_defaults
|
||||
]
|
||||
|
||||
args = [self.parse_arg(arg, default) for arg, default in zip(node.args.kwonlyargs, kw_defaults)]
|
||||
args = [
|
||||
self.parse_arg(arg, default)
|
||||
for arg, default in zip(node.args.kwonlyargs, kw_defaults)
|
||||
]
|
||||
return args
|
||||
|
||||
def parse_kwargs(self, node: ast.FunctionDef) -> List[Dict[str, Any]]:
|
||||
|
|
@ -268,15 +289,28 @@ class CodeParser:
|
|||
method = self.parse_callable_details(stmt)
|
||||
return (method, True) if stmt.name == "__init__" else (method, False)
|
||||
|
||||
def get_base_classes(self):
|
||||
"""
|
||||
Returns the base classes of the custom component class.
|
||||
"""
|
||||
try:
|
||||
bases = self.execute_and_inspect_classes(self.code)
|
||||
except Exception as e:
|
||||
# If the code cannot be executed, return an empty list
|
||||
logger.exception(e)
|
||||
bases = []
|
||||
raise e
|
||||
return bases
|
||||
|
||||
def parse_classes(self, node: ast.ClassDef) -> None:
|
||||
"""
|
||||
Extracts "classes" from the code, including inheritance and init methods.
|
||||
"""
|
||||
|
||||
bases = self.get_base_classes() or [ast.unparse(b) for b in node.bases]
|
||||
class_details = ClassCodeDetails(
|
||||
name=node.name,
|
||||
doc=ast.get_docstring(node),
|
||||
bases=[ast.unparse(base) for base in node.bases],
|
||||
bases=bases,
|
||||
attributes=[],
|
||||
methods=[],
|
||||
init=None,
|
||||
|
|
@ -303,11 +337,25 @@ class CodeParser:
|
|||
Extracts global variables from the code.
|
||||
"""
|
||||
global_var = {
|
||||
"targets": [t.id if hasattr(t, "id") else ast.dump(t) for t in node.targets],
|
||||
"targets": [
|
||||
t.id if hasattr(t, "id") else ast.dump(t) for t in node.targets
|
||||
],
|
||||
"value": ast.unparse(node.value),
|
||||
}
|
||||
self.data["global_vars"].append(global_var)
|
||||
|
||||
def execute_and_inspect_classes(self, code: str):
|
||||
custom_component_class = eval_custom_component_code(code)
|
||||
custom_component = custom_component_class()
|
||||
dunder_class = custom_component.__class__
|
||||
# Get the base classes at two levels of inheritance
|
||||
bases = []
|
||||
for base in dunder_class.__bases__:
|
||||
bases.append(base.__name__)
|
||||
for bases_base in base.__bases__:
|
||||
bases.append(bases_base.__name__)
|
||||
return bases
|
||||
|
||||
def parse_code(self) -> Dict[str, Any]:
|
||||
"""
|
||||
Runs all parsing operations and returns the resulting data.
|
||||
|
|
|
|||
|
|
@ -27,14 +27,18 @@ from langflow.utils import validate
|
|||
from langflow.utils.util import get_base_classes
|
||||
|
||||
|
||||
def add_output_types(frontend_node: CustomComponentFrontendNode, return_types: List[str]):
|
||||
def add_output_types(
|
||||
frontend_node: CustomComponentFrontendNode, return_types: List[str]
|
||||
):
|
||||
"""Add output types to the frontend node"""
|
||||
for return_type in return_types:
|
||||
if return_type is None:
|
||||
raise HTTPException(
|
||||
status_code=400,
|
||||
detail={
|
||||
"error": ("Invalid return type. Please check your code and try again."),
|
||||
"error": (
|
||||
"Invalid return type. Please check your code and try again."
|
||||
),
|
||||
"traceback": traceback.format_exc(),
|
||||
},
|
||||
)
|
||||
|
|
@ -63,14 +67,18 @@ def reorder_fields(frontend_node: CustomComponentFrontendNode, field_order: List
|
|||
frontend_node.template.fields = reordered_fields
|
||||
|
||||
|
||||
def add_base_classes(frontend_node: CustomComponentFrontendNode, return_types: List[str]):
|
||||
def add_base_classes(
|
||||
frontend_node: CustomComponentFrontendNode, return_types: List[str]
|
||||
):
|
||||
"""Add base classes to the frontend node"""
|
||||
for return_type_instance in return_types:
|
||||
if return_type_instance is None:
|
||||
raise HTTPException(
|
||||
status_code=400,
|
||||
detail={
|
||||
"error": ("Invalid return type. Please check your code and try again."),
|
||||
"error": (
|
||||
"Invalid return type. Please check your code and try again."
|
||||
),
|
||||
"traceback": traceback.format_exc(),
|
||||
},
|
||||
)
|
||||
|
|
@ -145,10 +153,14 @@ def add_new_custom_field(
|
|||
# If options is a list, then it's a dropdown
|
||||
# If options is None, then it's a list of strings
|
||||
is_list = isinstance(field_config.get("options"), list)
|
||||
field_config["is_list"] = is_list or field_config.get("is_list", False) or field_contains_list
|
||||
field_config["is_list"] = (
|
||||
is_list or field_config.get("is_list", False) or field_contains_list
|
||||
)
|
||||
|
||||
if "name" in field_config:
|
||||
warnings.warn("The 'name' key in field_config is used to build the object and can't be changed.")
|
||||
warnings.warn(
|
||||
"The 'name' key in field_config is used to build the object and can't be changed."
|
||||
)
|
||||
required = field_config.pop("required", field_required)
|
||||
placeholder = field_config.pop("placeholder", "")
|
||||
|
||||
|
|
@ -179,7 +191,9 @@ def add_extra_fields(frontend_node, field_config, function_args):
|
|||
if "name" not in extra_field or extra_field["name"] == "self":
|
||||
continue
|
||||
|
||||
field_name, field_type, field_value, field_required = get_field_properties(extra_field)
|
||||
field_name, field_type, field_value, field_required = get_field_properties(
|
||||
extra_field
|
||||
)
|
||||
config = field_config.get(field_name, {})
|
||||
frontend_node = add_new_custom_field(
|
||||
frontend_node,
|
||||
|
|
@ -217,7 +231,9 @@ def run_build_config(
|
|||
raise HTTPException(
|
||||
status_code=400,
|
||||
detail={
|
||||
"error": ("Invalid type convertion. Please check your code and try again."),
|
||||
"error": (
|
||||
"Invalid type convertion. Please check your code and try again."
|
||||
),
|
||||
"traceback": traceback.format_exc(),
|
||||
},
|
||||
) from exc
|
||||
|
|
@ -245,7 +261,9 @@ def run_build_config(
|
|||
raise HTTPException(
|
||||
status_code=400,
|
||||
detail={
|
||||
"error": ("Invalid type convertion. Please check your code and try again."),
|
||||
"error": (
|
||||
"Invalid type convertion. Please check your code and try again."
|
||||
),
|
||||
"traceback": traceback.format_exc(),
|
||||
},
|
||||
) from exc
|
||||
|
|
@ -300,16 +318,24 @@ def build_custom_component_template(
|
|||
frontend_node = build_frontend_node(custom_component.template_config)
|
||||
|
||||
logger.debug("Updated attributes")
|
||||
field_config, custom_instance = run_build_config(custom_component, user_id=user_id, update_field=update_field)
|
||||
field_config, custom_instance = run_build_config(
|
||||
custom_component, user_id=user_id, update_field=update_field
|
||||
)
|
||||
logger.debug("Built field config")
|
||||
entrypoint_args = custom_component.get_function_entrypoint_args
|
||||
|
||||
add_extra_fields(frontend_node, field_config, entrypoint_args)
|
||||
|
||||
frontend_node = add_code_field(frontend_node, custom_component.code, field_config.get("code", {}))
|
||||
frontend_node = add_code_field(
|
||||
frontend_node, custom_component.code, field_config.get("code", {})
|
||||
)
|
||||
|
||||
add_base_classes(frontend_node, custom_component.get_function_entrypoint_return_type)
|
||||
add_output_types(frontend_node, custom_component.get_function_entrypoint_return_type)
|
||||
add_base_classes(
|
||||
frontend_node, custom_component.get_function_entrypoint_return_type
|
||||
)
|
||||
add_output_types(
|
||||
frontend_node, custom_component.get_function_entrypoint_return_type
|
||||
)
|
||||
logger.debug("Added base classes")
|
||||
|
||||
reorder_fields(frontend_node, custom_instance._get_field_order())
|
||||
|
|
@ -321,7 +347,9 @@ def build_custom_component_template(
|
|||
raise HTTPException(
|
||||
status_code=400,
|
||||
detail={
|
||||
"error": ("Invalid type convertion. Please check your code and try again."),
|
||||
"error": (
|
||||
"Invalid type convertion. Please check your code and try again."
|
||||
),
|
||||
"traceback": traceback.format_exc(),
|
||||
},
|
||||
) from exc
|
||||
|
|
@ -345,7 +373,9 @@ def build_custom_components(settings_service):
|
|||
if not settings_service.settings.COMPONENTS_PATH:
|
||||
return {}
|
||||
|
||||
logger.info(f"Building custom components from {settings_service.settings.COMPONENTS_PATH}")
|
||||
logger.info(
|
||||
f"Building custom components from {settings_service.settings.COMPONENTS_PATH}"
|
||||
)
|
||||
custom_components_from_file = {}
|
||||
processed_paths = set()
|
||||
for path in settings_service.settings.COMPONENTS_PATH:
|
||||
|
|
@ -356,7 +386,9 @@ def build_custom_components(settings_service):
|
|||
custom_component_dict = build_custom_component_list_from_path(path_str)
|
||||
if custom_component_dict:
|
||||
category = next(iter(custom_component_dict))
|
||||
logger.info(f"Loading {len(custom_component_dict[category])} component(s) from category {category}")
|
||||
logger.info(
|
||||
f"Loading {len(custom_component_dict[category])} component(s) from category {category}"
|
||||
)
|
||||
custom_components_from_file = merge_nested_dicts_with_renaming(
|
||||
custom_components_from_file, custom_component_dict
|
||||
)
|
||||
|
|
@ -400,8 +432,9 @@ def sanitize_field_config(field_config: Dict):
|
|||
def build_component(component):
|
||||
"""Build a single component."""
|
||||
component_name = determine_component_name(component)
|
||||
logger.debug(f"Building component: {component_name}")
|
||||
component_template = create_component_template(component)
|
||||
logger.debug(f"Building component: {component_name, component.get('output_types')}")
|
||||
|
||||
return component_name, component_template
|
||||
|
||||
|
||||
|
|
|
|||
|
|
@ -48,27 +48,28 @@ class ChatComponent(CustomComponent):
|
|||
raise ValueError(
|
||||
"All of session_id, sender, and sender_name must be provided."
|
||||
)
|
||||
|
||||
if not record:
|
||||
record = []
|
||||
if not session_id or not sender or not sender_name:
|
||||
raise ValueError
|
||||
for text in text:
|
||||
record = Record(
|
||||
text=text,
|
||||
data={
|
||||
"session_id": session_id,
|
||||
"sender": sender,
|
||||
"sender_name": sender_name,
|
||||
},
|
||||
)
|
||||
record.append(record)
|
||||
elif isinstance(record, Record):
|
||||
record = [record]
|
||||
if isinstance(message, Record):
|
||||
record = message
|
||||
record.data.update(
|
||||
{
|
||||
"session_id": session_id,
|
||||
"sender": sender,
|
||||
"sender_name": sender_name,
|
||||
}
|
||||
)
|
||||
else:
|
||||
record = Record(
|
||||
text=message,
|
||||
data={
|
||||
"session_id": session_id,
|
||||
"sender": sender,
|
||||
"sender_name": sender_name,
|
||||
},
|
||||
)
|
||||
|
||||
self.status = record
|
||||
record = add_messages(record)
|
||||
return record
|
||||
records = add_messages([record])
|
||||
return records[0]
|
||||
|
||||
def build(
|
||||
self,
|
||||
|
|
|
|||
|
|
@ -269,6 +269,7 @@ async def build_graph_and_generate_result(
|
|||
|
||||
async def run_graph(
|
||||
graph: Union["Graph", dict],
|
||||
flow_id: str,
|
||||
session_id: str,
|
||||
inputs: Optional[Union[dict, List[dict]]] = None,
|
||||
artifacts: Optional[Dict[str, Any]] = None,
|
||||
|
|
@ -276,7 +277,8 @@ async def run_graph(
|
|||
):
|
||||
"""Run the graph and generate the result"""
|
||||
if isinstance(graph, dict):
|
||||
graph = Graph.from_payload(graph)
|
||||
graph = Graph.from_payload(graph, flow_id=flow_id)
|
||||
|
||||
outputs = await graph.run(inputs)
|
||||
if session_id and session_service:
|
||||
session_service.update_session(session_id, (graph, artifacts))
|
||||
|
|
|
|||
|
|
@ -25,7 +25,10 @@ def patching(record):
|
|||
|
||||
|
||||
def configure(log_level: Optional[str] = None, log_file: Optional[Path] = None):
|
||||
if os.getenv("LANGFLOW_LOG_LEVEL") in VALID_LOG_LEVELS and log_level is None:
|
||||
if (
|
||||
os.getenv("LANGFLOW_LOG_LEVEL", "").upper() in VALID_LOG_LEVELS
|
||||
and log_level is None
|
||||
):
|
||||
log_level = os.getenv("LANGFLOW_LOG_LEVEL")
|
||||
if log_level is None:
|
||||
log_level = "INFO"
|
||||
|
|
|
|||
|
|
@ -45,7 +45,9 @@ def validate_code(code):
|
|||
# Evaluate the function definition
|
||||
for node in tree.body:
|
||||
if isinstance(node, ast.FunctionDef):
|
||||
code_obj = compile(ast.Module(body=[node], type_ignores=[]), "<string>", "exec")
|
||||
code_obj = compile(
|
||||
ast.Module(body=[node], type_ignores=[]), "<string>", "exec"
|
||||
)
|
||||
try:
|
||||
exec(code_obj)
|
||||
except Exception as e:
|
||||
|
|
@ -89,15 +91,23 @@ def execute_function(code, function_name, *args, **kwargs):
|
|||
exec_globals,
|
||||
locals(),
|
||||
)
|
||||
exec_globals[alias.asname or alias.name] = importlib.import_module(alias.name)
|
||||
exec_globals[alias.asname or alias.name] = importlib.import_module(
|
||||
alias.name
|
||||
)
|
||||
except ModuleNotFoundError as e:
|
||||
raise ModuleNotFoundError(f"Module {alias.name} not found. Please install it and try again.") from e
|
||||
raise ModuleNotFoundError(
|
||||
f"Module {alias.name} not found. Please install it and try again."
|
||||
) from e
|
||||
|
||||
function_code = next(
|
||||
node for node in module.body if isinstance(node, ast.FunctionDef) and node.name == function_name
|
||||
node
|
||||
for node in module.body
|
||||
if isinstance(node, ast.FunctionDef) and node.name == function_name
|
||||
)
|
||||
function_code.parent = None
|
||||
code_obj = compile(ast.Module(body=[function_code], type_ignores=[]), "<string>", "exec")
|
||||
code_obj = compile(
|
||||
ast.Module(body=[function_code], type_ignores=[]), "<string>", "exec"
|
||||
)
|
||||
try:
|
||||
exec(code_obj, exec_globals, locals())
|
||||
except Exception as exc:
|
||||
|
|
@ -124,15 +134,23 @@ def create_function(code, function_name):
|
|||
if isinstance(node, ast.Import):
|
||||
for alias in node.names:
|
||||
try:
|
||||
exec_globals[alias.asname or alias.name] = importlib.import_module(alias.name)
|
||||
exec_globals[alias.asname or alias.name] = importlib.import_module(
|
||||
alias.name
|
||||
)
|
||||
except ModuleNotFoundError as e:
|
||||
raise ModuleNotFoundError(f"Module {alias.name} not found. Please install it and try again.") from e
|
||||
raise ModuleNotFoundError(
|
||||
f"Module {alias.name} not found. Please install it and try again."
|
||||
) from e
|
||||
|
||||
function_code = next(
|
||||
node for node in module.body if isinstance(node, ast.FunctionDef) and node.name == function_name
|
||||
node
|
||||
for node in module.body
|
||||
if isinstance(node, ast.FunctionDef) and node.name == function_name
|
||||
)
|
||||
function_code.parent = None
|
||||
code_obj = compile(ast.Module(body=[function_code], type_ignores=[]), "<string>", "exec")
|
||||
code_obj = compile(
|
||||
ast.Module(body=[function_code], type_ignores=[]), "<string>", "exec"
|
||||
)
|
||||
with contextlib.suppress(Exception):
|
||||
exec(code_obj, exec_globals, locals())
|
||||
exec_globals[function_name] = locals()[function_name]
|
||||
|
|
@ -194,9 +212,13 @@ def prepare_global_scope(code, module):
|
|||
if isinstance(node, ast.Import):
|
||||
for alias in node.names:
|
||||
try:
|
||||
exec_globals[alias.asname or alias.name] = importlib.import_module(alias.name)
|
||||
exec_globals[alias.asname or alias.name] = importlib.import_module(
|
||||
alias.name
|
||||
)
|
||||
except ModuleNotFoundError as e:
|
||||
raise ModuleNotFoundError(f"Module {alias.name} not found. Please install it and try again.") from e
|
||||
raise ModuleNotFoundError(
|
||||
f"Module {alias.name} not found. Please install it and try again."
|
||||
) from e
|
||||
elif isinstance(node, ast.ImportFrom) and node.module is not None:
|
||||
try:
|
||||
imported_module = importlib.import_module(node.module)
|
||||
|
|
@ -217,7 +239,11 @@ def extract_class_code(module, class_name):
|
|||
:param class_name: Name of the class to extract
|
||||
:return: AST node of the specified class
|
||||
"""
|
||||
class_code = next(node for node in module.body if isinstance(node, ast.ClassDef) and node.name == class_name)
|
||||
class_code = next(
|
||||
node
|
||||
for node in module.body
|
||||
if isinstance(node, ast.ClassDef) and node.name == class_name
|
||||
)
|
||||
|
||||
class_code.parent = None
|
||||
return class_code
|
||||
|
|
@ -230,7 +256,9 @@ def compile_class_code(class_code):
|
|||
:param class_code: AST node of the class
|
||||
:return: Compiled code object of the class
|
||||
"""
|
||||
code_obj = compile(ast.Module(body=[class_code], type_ignores=[]), "<string>", "exec")
|
||||
code_obj = compile(
|
||||
ast.Module(body=[class_code], type_ignores=[]), "<string>", "exec"
|
||||
)
|
||||
return code_obj
|
||||
|
||||
|
||||
|
|
@ -274,7 +302,9 @@ def get_default_imports(code_string):
|
|||
langflow_imports = list(CUSTOM_COMPONENT_SUPPORTED_TYPES.keys())
|
||||
necessary_imports = find_names_in_code(code_string, langflow_imports)
|
||||
langflow_module = importlib.import_module("langflow.field_typing")
|
||||
default_imports.update({name: getattr(langflow_module, name) for name in necessary_imports})
|
||||
default_imports.update(
|
||||
{name: getattr(langflow_module, name) for name in necessary_imports}
|
||||
)
|
||||
|
||||
return default_imports
|
||||
|
||||
|
|
|
|||
|
|
@ -1,5 +1,5 @@
|
|||
import Convert from "ansi-to-html";
|
||||
import { useEffect, useMemo, useState } from "react";
|
||||
import { useEffect, useMemo, useState, useRef } from "react";
|
||||
import Markdown from "react-markdown";
|
||||
import rehypeMathjax from "rehype-mathjax";
|
||||
import remarkGfm from "remark-gfm";
|
||||
|
|
@ -12,12 +12,14 @@ import IconComponent from "../../../components/genericIconComponent";
|
|||
import { chatMessagePropsType } from "../../../types/components";
|
||||
import { classNames } from "../../../utils/utils";
|
||||
import FileCard from "../fileComponent";
|
||||
import useFlowStore from "../../../stores/flowStore";
|
||||
|
||||
export default function ChatMessage({
|
||||
chat,
|
||||
lockChat,
|
||||
lastMessage,
|
||||
updateChat,
|
||||
setLockChat
|
||||
}: chatMessagePropsType): JSX.Element {
|
||||
const convert = new Convert({ newline: true });
|
||||
const [hidden, setHidden] = useState(true);
|
||||
|
|
@ -29,6 +31,16 @@ export default function ChatMessage({
|
|||
const chatMessageString = chat.message ? chat.message.toString() : "";
|
||||
const [chatMessage, setChatMessage] = useState(chatMessageString);
|
||||
const [isStreaming, setIsStreaming] = useState(false);
|
||||
const eventSource = useRef<EventSource | undefined>(undefined);
|
||||
const updateFlowPool = useFlowStore((state) => state.updateFlowPool);
|
||||
const chatMessageRef = useRef(chatMessage);
|
||||
|
||||
// Sync ref with state
|
||||
useEffect(() => {
|
||||
chatMessageRef.current = chatMessage;
|
||||
}, [chatMessage]);
|
||||
|
||||
|
||||
|
||||
// The idea now is that chat.stream_url MAY be a URL if we should stream the output of the chat
|
||||
// probably the message is empty when we have a stream_url
|
||||
|
|
@ -36,49 +48,52 @@ export default function ChatMessage({
|
|||
const streamChunks = (url: string) => {
|
||||
setIsStreaming(true); // Streaming starts
|
||||
return new Promise<boolean>((resolve, reject) => {
|
||||
const eventSource = new EventSource(url);
|
||||
eventSource.onmessage = (event) => {
|
||||
eventSource.current = new EventSource(url);
|
||||
eventSource.current.onmessage = (event) => {
|
||||
let parsedData = JSON.parse(event.data);
|
||||
if (parsedData.chunk) {
|
||||
setChatMessage((prev) => prev + parsedData.chunk);
|
||||
}
|
||||
};
|
||||
eventSource.onerror = (event) => {
|
||||
eventSource.current.onerror = (event) => {
|
||||
setIsStreaming(false);
|
||||
eventSource.current?.close();
|
||||
setStreamUrl(undefined);
|
||||
reject(new Error("Streaming failed"));
|
||||
setIsStreaming(false);
|
||||
eventSource.close();
|
||||
};
|
||||
eventSource.addEventListener("close", (event) => {
|
||||
setStreamUrl(null); // Update state to reflect the stream is closed
|
||||
resolve(true);
|
||||
eventSource.current.addEventListener("close", (event) => {
|
||||
setStreamUrl(undefined); // Update state to reflect the stream is closed
|
||||
eventSource.current?.close();
|
||||
setIsStreaming(false);
|
||||
eventSource.close();
|
||||
resolve(true);
|
||||
});
|
||||
});
|
||||
};
|
||||
|
||||
|
||||
useEffect(() => {
|
||||
if (streamUrl && chat.message === "") {
|
||||
console.log("chatMessage", chatMessage);
|
||||
if (streamUrl && !isStreaming) {
|
||||
setLockChat(true);
|
||||
streamChunks(streamUrl)
|
||||
.then(() => {
|
||||
setLockChat(false);
|
||||
if (updateChat) {
|
||||
updateChat(chat, chatMessage, streamUrl);
|
||||
updateChat(chat, chatMessageRef.current);
|
||||
}
|
||||
})
|
||||
.catch((error) => {
|
||||
console.error(error);
|
||||
setLockChat(false);
|
||||
});
|
||||
}
|
||||
}, [streamUrl]);
|
||||
}, [streamUrl, chatMessage]);
|
||||
|
||||
useEffect(() => {
|
||||
// This effect is specifically for calling updateChat after streaming ends
|
||||
if (!isStreaming && streamUrl) {
|
||||
if (updateChat) {
|
||||
updateChat(chat, chatMessage, streamUrl);
|
||||
}
|
||||
return () => {
|
||||
eventSource.current?.close();
|
||||
}
|
||||
}, [isStreaming]);
|
||||
}, [])
|
||||
|
||||
useEffect(() => {
|
||||
const element = document.getElementById("last-chat-message");
|
||||
|
|
@ -207,7 +222,7 @@ dark:prose-invert"
|
|||
},
|
||||
]}
|
||||
activeTab={"0"}
|
||||
setActiveTab={() => {}}
|
||||
setActiveTab={() => { }}
|
||||
/>
|
||||
) : (
|
||||
<code className={className} {...props}>
|
||||
|
|
@ -264,33 +279,33 @@ dark:prose-invert"
|
|||
<span className="prose text-primary word-break-break-word dark:prose-invert">
|
||||
{promptOpen
|
||||
? template?.split("\n")?.map((line, index) => {
|
||||
const regex = /{([^}]+)}/g;
|
||||
let match;
|
||||
let parts: Array<JSX.Element | string> = [];
|
||||
let lastIndex = 0;
|
||||
while ((match = regex.exec(line)) !== null) {
|
||||
// Push text up to the match
|
||||
if (match.index !== lastIndex) {
|
||||
parts.push(line.substring(lastIndex, match.index));
|
||||
}
|
||||
// Push div with matched text
|
||||
if (chat.message[match[1]]) {
|
||||
parts.push(
|
||||
<span className="chat-message-highlight">
|
||||
{chat.message[match[1]]}
|
||||
</span>
|
||||
);
|
||||
}
|
||||
const regex = /{([^}]+)}/g;
|
||||
let match;
|
||||
let parts: Array<JSX.Element | string> = [];
|
||||
let lastIndex = 0;
|
||||
while ((match = regex.exec(line)) !== null) {
|
||||
// Push text up to the match
|
||||
if (match.index !== lastIndex) {
|
||||
parts.push(line.substring(lastIndex, match.index));
|
||||
}
|
||||
// Push div with matched text
|
||||
if (chat.message[match[1]]) {
|
||||
parts.push(
|
||||
<span className="chat-message-highlight">
|
||||
{chat.message[match[1]]}
|
||||
</span>
|
||||
);
|
||||
}
|
||||
|
||||
// Update last index
|
||||
lastIndex = regex.lastIndex;
|
||||
}
|
||||
// Push text after the last match
|
||||
if (lastIndex !== line.length) {
|
||||
parts.push(line.substring(lastIndex));
|
||||
}
|
||||
return <p>{parts}</p>;
|
||||
})
|
||||
// Update last index
|
||||
lastIndex = regex.lastIndex;
|
||||
}
|
||||
// Push text after the last match
|
||||
if (lastIndex !== line.length) {
|
||||
parts.push(line.substring(lastIndex));
|
||||
}
|
||||
return <p>{parts}</p>;
|
||||
})
|
||||
: chatMessage}
|
||||
</span>
|
||||
</>
|
||||
|
|
|
|||
|
|
@ -34,6 +34,7 @@ export default function NewChatView({
|
|||
const inputIds = inputs.map((obj) => obj.id);
|
||||
const outputIds = outputs.map((obj) => obj.id);
|
||||
const outputTypes = outputs.map((obj) => obj.type);
|
||||
const updateFlowPool = useFlowStore((state)=>state.updateFlowPool)
|
||||
|
||||
useEffect(() => {
|
||||
if (!outputTypes.includes("ChatOutput")) {
|
||||
|
|
@ -67,14 +68,12 @@ export default function NewChatView({
|
|||
const { sender, message, sender_name, stream_url } = output.data
|
||||
.artifacts as ChatOutputType;
|
||||
|
||||
const componentId = output.id + index;
|
||||
|
||||
const is_ai = sender === "Machine" || sender === null;
|
||||
return {
|
||||
isSend: !is_ai,
|
||||
message: message,
|
||||
sender_name,
|
||||
id: componentId,
|
||||
componentId: output.id,
|
||||
stream_url: stream_url,
|
||||
};
|
||||
} catch (e) {
|
||||
|
|
@ -83,7 +82,7 @@ export default function NewChatView({
|
|||
isSend: false,
|
||||
message: "Error parsing message",
|
||||
sender_name: "Error",
|
||||
id: output.id + index,
|
||||
componentId: output.id,
|
||||
};
|
||||
}
|
||||
});
|
||||
|
|
@ -120,27 +119,24 @@ export default function NewChatView({
|
|||
function updateChat(
|
||||
chat: ChatMessageType,
|
||||
message: string,
|
||||
stream_url: string | null
|
||||
) {
|
||||
if (message === "") return;
|
||||
console.log(`updateChat: ${message}`);
|
||||
console.log("chatHistory:", chatHistory);
|
||||
chat.message = message;
|
||||
chat.stream_url = stream_url;
|
||||
stream_url?: string
|
||||
) {
|
||||
if (message === "") return;
|
||||
chat.message = message;
|
||||
// chat is one of the chatHistory
|
||||
setChatHistory((oldChatHistory) => {
|
||||
const index = oldChatHistory.findIndex((ch) => ch.id === chat.id);
|
||||
|
||||
if (index === -1) return oldChatHistory;
|
||||
let newChatHistory = _.cloneDeep(oldChatHistory);
|
||||
newChatHistory = [
|
||||
...newChatHistory.slice(0, index),
|
||||
chat,
|
||||
...newChatHistory.slice(index + 1),
|
||||
];
|
||||
console.log("newChatHistory:", newChatHistory);
|
||||
return newChatHistory;
|
||||
});
|
||||
updateFlowPool(chat.componentId,{message,sender_name:chat.sender_name??"Bot",sender:"Machine"})
|
||||
// setChatHistory((oldChatHistory) => {
|
||||
// const index = oldChatHistory.findIndex((ch) => ch.id === chat.id);
|
||||
// if (index === -1) return oldChatHistory;
|
||||
// let newChatHistory = _.cloneDeep(oldChatHistory);
|
||||
// newChatHistory = [
|
||||
// ...newChatHistory.slice(0, index),
|
||||
// chat,
|
||||
// ...newChatHistory.slice(index + 1),
|
||||
// ];
|
||||
// console.log("newChatHistory:", newChatHistory);
|
||||
// return newChatHistory;
|
||||
// });
|
||||
}
|
||||
|
||||
return (
|
||||
|
|
@ -164,10 +160,11 @@ export default function NewChatView({
|
|||
{chatHistory?.length > 0 ? (
|
||||
chatHistory.map((chat, index) => (
|
||||
<ChatMessage
|
||||
setLockChat={setLockChat}
|
||||
lockChat={lockChat}
|
||||
chat={chat}
|
||||
lastMessage={chatHistory.length - 1 === index ? true : false}
|
||||
key={`${chat.id}-${index}`}
|
||||
key={`${chat.componentId}-${index}`}
|
||||
updateChat={updateChat}
|
||||
/>
|
||||
))
|
||||
|
|
|
|||
|
|
@ -19,7 +19,7 @@ import {
|
|||
sourceHandleType,
|
||||
targetHandleType,
|
||||
} from "../types/flow";
|
||||
import { FlowStoreType } from "../types/zustand/flow";
|
||||
import { ChatOutputType, FlowPoolObjectType, FlowStoreType, chatInputType } from "../types/zustand/flow";
|
||||
import { buildVertices } from "../utils/buildUtils";
|
||||
import {
|
||||
cleanEdges,
|
||||
|
|
@ -51,7 +51,7 @@ const useFlowStore = create<FlowStoreType>((set, get) => ({
|
|||
setFlowPool: (flowPool) => {
|
||||
set({ flowPool });
|
||||
},
|
||||
addDataToFlowPool: (data: any, nodeId: string) => {
|
||||
addDataToFlowPool: (data: FlowPoolObjectType, nodeId: string) => {
|
||||
let newFlowPool = cloneDeep({ ...get().flowPool });
|
||||
if (!newFlowPool[nodeId]) newFlowPool[nodeId] = [data];
|
||||
else {
|
||||
|
|
@ -59,6 +59,28 @@ const useFlowStore = create<FlowStoreType>((set, get) => ({
|
|||
}
|
||||
get().setFlowPool(newFlowPool);
|
||||
},
|
||||
updateFlowPool:(nodeId:string,data:FlowPoolObjectType| ChatOutputType | chatInputType,buildId?:string)=>{
|
||||
let newFlowPool = cloneDeep({ ...get().flowPool });
|
||||
if (!newFlowPool[nodeId]){
|
||||
return;
|
||||
}
|
||||
else {
|
||||
let index = newFlowPool[nodeId].length-1;
|
||||
if(buildId){
|
||||
index = newFlowPool[nodeId].findIndex((flow)=>flow.id===buildId);
|
||||
}
|
||||
//check if the data is a flowpool object
|
||||
if((data as FlowPoolObjectType).data?.artifacts!==undefined){
|
||||
newFlowPool[nodeId][index] = (data as FlowPoolObjectType);
|
||||
}
|
||||
//update data artifact
|
||||
else
|
||||
{
|
||||
newFlowPool[nodeId][index].data.artifacts = data;
|
||||
}
|
||||
}
|
||||
get().setFlowPool(newFlowPool);
|
||||
},
|
||||
CleanFlowPool: () => {
|
||||
get().setFlowPool({});
|
||||
},
|
||||
|
|
@ -394,12 +416,13 @@ const useFlowStore = create<FlowStoreType>((set, get) => ({
|
|||
}
|
||||
function handleBuildUpdate(
|
||||
vertexBuildData: VertexBuildTypeAPI,
|
||||
status: BuildStatus
|
||||
status: BuildStatus,
|
||||
buildId:string
|
||||
) {
|
||||
if (vertexBuildData && vertexBuildData.inactive_vertices) {
|
||||
get().removeFromVerticesBuild(vertexBuildData.inactive_vertices);
|
||||
}
|
||||
get().addDataToFlowPool(vertexBuildData, vertexBuildData.id);
|
||||
get().addDataToFlowPool({...vertexBuildData,buildId}, vertexBuildData.id);
|
||||
useFlowStore.getState().updateBuildStatus([vertexBuildData.id], status);
|
||||
}
|
||||
await updateFlowInDatabase({
|
||||
|
|
|
|||
|
|
@ -9,7 +9,7 @@ export type ChatMessageType = {
|
|||
files?: Array<{ data: string; type: string; data_type: string }>;
|
||||
prompt?: string;
|
||||
chatKey?: string;
|
||||
id?: string;
|
||||
componentId: string;
|
||||
stream_url?: string | null;
|
||||
sender_name?: string;
|
||||
};
|
||||
|
|
|
|||
|
|
@ -524,10 +524,11 @@ export type chatMessagePropsType = {
|
|||
chat: ChatMessageType;
|
||||
lockChat: boolean;
|
||||
lastMessage: boolean;
|
||||
setLockChat: (lock: boolean) => void;
|
||||
updateChat: (
|
||||
chat: ChatMessageType,
|
||||
message: string,
|
||||
stream_url: string
|
||||
stream_url?: string
|
||||
) => void;
|
||||
};
|
||||
|
||||
|
|
@ -632,9 +633,9 @@ export type validationStatusType = {
|
|||
id: string;
|
||||
data: object | any;
|
||||
params: string;
|
||||
progress: number;
|
||||
progress?: number;
|
||||
valid: boolean;
|
||||
duration: string;
|
||||
duration?: string;
|
||||
};
|
||||
|
||||
export type ApiKey = {
|
||||
|
|
|
|||
|
|
@ -18,16 +18,18 @@ export type ChatOutputType = {
|
|||
message: string;
|
||||
sender: string;
|
||||
sender_name: string;
|
||||
stream_url?: string;
|
||||
};
|
||||
|
||||
export type FlowPoolObjectType = {
|
||||
timestamp: string;
|
||||
valid: boolean;
|
||||
params: any;
|
||||
data: { artifacts: any; results: any | ChatOutputType | chatInputType };
|
||||
duration: string;
|
||||
progress: number;
|
||||
data: { artifacts: any | ChatOutputType | chatInputType; results: any | ChatOutputType | chatInputType };
|
||||
duration?: string;
|
||||
progress?: number;
|
||||
id: string;
|
||||
buildId: string;
|
||||
};
|
||||
|
||||
export type FlowPoolType = {
|
||||
|
|
@ -40,7 +42,7 @@ export type FlowStoreType = {
|
|||
outputs: Array<{ type: string; id: string }>;
|
||||
hasIO: boolean;
|
||||
setFlowPool: (flowPool: FlowPoolType) => void;
|
||||
addDataToFlowPool: (data: any, nodeId: string) => void;
|
||||
addDataToFlowPool: (data: FlowPoolObjectType, nodeId: string) => void;
|
||||
CleanFlowPool: () => void;
|
||||
isBuilding: boolean;
|
||||
isPending: boolean;
|
||||
|
|
@ -92,4 +94,5 @@ export type FlowStoreType = {
|
|||
updateBuildStatus: (nodeId: string[], status: BuildStatus) => void;
|
||||
revertBuiltStatusFromBuilding: () => void;
|
||||
flowBuildStatus: { [key: string]: BuildStatus };
|
||||
updateFlowPool: (nodeId:string, data:FlowPoolObjectType | ChatOutputType | chatInputType,buildId?:string) => void;
|
||||
};
|
||||
|
|
|
|||
|
|
@ -9,7 +9,7 @@ type BuildVerticesParams = {
|
|||
flowId: string; // Assuming FlowType is the type for your flow
|
||||
nodeId?: string | null; // Assuming nodeId is of type string, and it's optional
|
||||
onGetOrderSuccess?: () => void;
|
||||
onBuildUpdate?: (data: VertexBuildTypeAPI, status: BuildStatus) => void; // Replace any with the actual type if it's not any
|
||||
onBuildUpdate?: (data: VertexBuildTypeAPI, status: BuildStatus,buildId:string) => void; // Replace any with the actual type if it's not any
|
||||
onBuildComplete?: (allNodesValid: boolean) => void;
|
||||
onBuildError?: (title, list, idList: string[]) => void;
|
||||
onBuildStart?: (idList: string[]) => void;
|
||||
|
|
@ -48,7 +48,7 @@ export async function buildVertices({
|
|||
let orderResponse;
|
||||
try {
|
||||
orderResponse = await getVerticesOrder(flowId, nodeId);
|
||||
} catch (error) {
|
||||
} catch (error:any) {
|
||||
console.log(error);
|
||||
setErrorData({
|
||||
title: "Oops! Looks like you missed something",
|
||||
|
|
@ -59,6 +59,7 @@ export async function buildVertices({
|
|||
}
|
||||
if (onGetOrderSuccess) onGetOrderSuccess();
|
||||
let verticesOrder: Array<Array<string>> = orderResponse.data.ids;
|
||||
const runId = orderResponse.data.run_id;
|
||||
let vertices_layers: Array<Array<string>> = [];
|
||||
let stop = false;
|
||||
if (validateNodes) {
|
||||
|
|
@ -102,14 +103,14 @@ export async function buildVertices({
|
|||
onBuildUpdate
|
||||
) {
|
||||
// If it is, skip building and set the state to inactive
|
||||
onBuildUpdate(getInactiveVertexData(id), BuildStatus.INACTIVE);
|
||||
onBuildUpdate(getInactiveVertexData(id), BuildStatus.INACTIVE,runId);
|
||||
buildResults.push(false);
|
||||
continue;
|
||||
}
|
||||
await buildVertex({
|
||||
flowId,
|
||||
id,
|
||||
onBuildUpdate,
|
||||
onBuildUpdate:(data: VertexBuildTypeAPI, status: BuildStatus) => {if(onBuildUpdate) onBuildUpdate(data, status,runId)},
|
||||
onBuildError,
|
||||
verticesIds,
|
||||
buildResults,
|
||||
|
|
|
|||
|
|
@ -13,7 +13,7 @@ import {
|
|||
tweakType,
|
||||
} from "../types/components";
|
||||
import { FlowType, NodeType } from "../types/flow";
|
||||
import { FlowState, FlowsState } from "../types/tabs";
|
||||
import { FlowState } from "../types/tabs";
|
||||
import { buildTweaks } from "./reactflowUtils";
|
||||
|
||||
export function classNames(...classes: Array<string>): string {
|
||||
|
|
@ -217,12 +217,8 @@ export function groupByFamily(
|
|||
}));
|
||||
}
|
||||
|
||||
export function buildInputs(flowState?: FlowState): string {
|
||||
return flowState &&
|
||||
flowState.input_keys &&
|
||||
Object.keys(flowState.input_keys!).length > 0
|
||||
? JSON.stringify(flowState.input_keys)
|
||||
: '{"input": "message"}';
|
||||
export function buildInputs(): string {
|
||||
return '{"input_value": "message"}';
|
||||
}
|
||||
|
||||
export function getRandomElement<T>(array: T[]): T {
|
||||
|
|
@ -323,7 +319,7 @@ export function getPythonApiCode(
|
|||
// node.data.id
|
||||
// }
|
||||
const tweaks = buildTweaks(flow);
|
||||
const inputs = buildInputs(flowState);
|
||||
const inputs = buildInputs();
|
||||
return `import requests
|
||||
from typing import Optional
|
||||
|
||||
|
|
@ -382,12 +378,10 @@ export function getCurlCode(
|
|||
): string {
|
||||
const flowId = flow.id;
|
||||
const tweaks = buildTweaks(flow);
|
||||
const inputs = buildInputs(flowState);
|
||||
const inputs = buildInputs();
|
||||
|
||||
return `curl -X POST \\
|
||||
${window.location.protocol}//${
|
||||
window.location.host
|
||||
}/api/v1/process/${flowId} \\
|
||||
${window.location.protocol}//${window.location.host}/api/v1/run/${flowId} \\
|
||||
-H 'Content-Type: application/json'\\${
|
||||
!isAuth ? `\n -H 'x-api-key: <your api key>'\\` : ""
|
||||
}
|
||||
|
|
@ -410,7 +404,7 @@ export function getPythonCode(
|
|||
): string {
|
||||
const flowName = flow.name;
|
||||
const tweaks = buildTweaks(flow);
|
||||
const inputs = buildInputs(flowState);
|
||||
const inputs = buildInputs();
|
||||
return `from langflow import load_flow_from_json
|
||||
TWEAKS = ${
|
||||
tweak && tweak.length > 0
|
||||
|
|
@ -435,7 +429,7 @@ export function getWidgetCode(
|
|||
): string {
|
||||
const flowId = flow.id;
|
||||
const flowName = flow.name;
|
||||
const inputs = buildInputs(flowState);
|
||||
const inputs = buildInputs();
|
||||
let chat_input_field = getChatInputField(flow, flowState);
|
||||
|
||||
return `<script src="https://cdn.jsdelivr.net/gh/logspace-ai/langflow-embedded-chat@main/dist/build/static/js/bundle.min.js"></script>
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue