merging branch release into dev

pyproject.toml

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langflow"
-version = "0.2.2"
+version = "0.2.7"
 description = "A Python package with a built-in web application"
 authors = ["Logspace <contact@logspace.ai>"]
 maintainers = [
@@ -25,22 +25,21 @@ langflow = "langflow.__main__:main"
 python = ">=3.9,<3.12"
 fastapi = "^0.98.0"
 uvicorn = "^0.22.0"
-beautifulsoup4 = "^4.11.2"
+beautifulsoup4 = "^4.12.2"
 google-search-results = "^2.4.1"
 google-api-python-client = "^2.79.0"
 typer = "^0.9.0"
 gunicorn = "^20.1.0"
-langchain = "^0.0.215"
+langchain = "^0.0.219"
 openai = "^0.27.8"
-types-pyyaml = "^6.0.12.8"
+pandas = "^2.0.0"
-pandas = "^1.5.3"
 chromadb = "^0.3.21"
-huggingface-hub = "^0.13.3"
+huggingface-hub = "^0.15.0"
 rich = "^13.4.2"
 llama-cpp-python = "~0.1.0"
 networkx = "^3.1"
-unstructured = "^0.5.11"
+unstructured = "^0.7.0"
-pypdf = "^3.7.1"
+pypdf = "^3.11.0"
 lxml = "^4.9.2"
 pysrt = "^1.1.2"
 fake-useragent = "^1.1.3"
@@ -49,18 +48,18 @@ psycopg2-binary = "^2.9.6"
 pyarrow = "^12.0.0"
 tiktoken = "~0.4.0"
 wikipedia = "^1.4.0"
-langchain-serve = { version = ">0.0.39", optional = true }
+langchain-serve = { version = ">0.0.47", optional = true }
-qdrant-client = "^1.2.0"
+qdrant-client = "^1.3.0"
 websockets = "^10.3"
 weaviate-client = "^3.21.0"
 jina = "3.15.2"
 sentence-transformers = "^2.2.2"
-ctransformers = "^0.2.2"
+ctransformers = "^0.2.10"
-cohere = "^4.6.0"
+cohere = "^4.11.0"
 python-multipart = "^0.0.6"
 sqlmodel = "^0.0.8"
 faiss-cpu = "^1.7.4"
-anthropic = "^0.2.10"
+anthropic = "^0.3.0"
 orjson = "^3.9.1"
 multiprocess = "^0.70.14"
 cachetools = "^5.3.1"
@@ -70,7 +69,8 @@ pinecone-client = "^2.2.2"
 supabase = "^1.0.3"
 pymongo = "^4.4.0"
 certifi = "^2023.5.7"
-
+psycopg = "^3.1.9"
+psycopg-binary = "^3.1.9"
 
 [tool.poetry.dev-dependencies]
 black = "^23.1.0"
@@ -85,6 +85,7 @@ pytest-cov = "^4.0.0"
 pandas-stubs = "^2.0.0.230412"
 types-pillow = "^9.5.0.2"
 types-appdirs = "^1.4.3.5"
+types-pyyaml = "^6.0.12.8"
 
 
 [tool.poetry.extras]

src/backend/langflow/__main__.py

@@ -1,6 +1,5 @@
 import sys
 import time
-from fastapi import FastAPI
 import httpx
 from multiprocess import Process, cpu_count  # type: ignore
 import platform
@@ -11,9 +10,7 @@ from rich.panel import Panel
 from rich import box
 from rich import print as rprint
 import typer
-from fastapi.staticfiles import StaticFiles
+from langflow.main import setup_app
-from fastapi.responses import FileResponse
-from langflow.main import create_app
 from langflow.settings import settings
 from langflow.utils.logger import configure, logger
 import webbrowser
@@ -144,15 +141,9 @@ def serve(
         remove_api_keys=remove_api_keys,
         cache=cache,
     )
-    # get the directory of the current file
+    # create path object if path is provided
-    if not path:
+    static_files_dir: Optional[Path] = Path(path) if path else None
-        frontend_path = Path(__file__).parent
+    app = setup_app(static_files_dir=static_files_dir)
-        static_files_dir = frontend_path / "frontend"
-    else:
-        static_files_dir = Path(path)
-
-    app = create_app()
-    setup_static_files(app, static_files_dir)
     # check if port is being used
     if is_port_in_use(port, host):
         port = get_free_port(port)
@@ -200,29 +191,6 @@ def run_on_windows(host, port, log_level, options, app):
     run_langflow(host, port, log_level, options, app)
 
 
-def setup_static_files(app: FastAPI, static_files_dir: Path):
-    """
-    Setup the static files directory.
-
-    Args:
-        app (FastAPI): FastAPI app.
-        path (str): Path to the static files directory.
-    """
-    app.mount(
-        "/",
-        StaticFiles(directory=static_files_dir, html=True),
-        name="static",
-    )
-
-    @app.exception_handler(404)
-    async def custom_404_handler(request, __):
-        path = static_files_dir / "index.html"
-
-        if not path.exists():
-            raise RuntimeError(f"File at path {path} does not exist.")
-        return FileResponse(path)
-
-
 def is_port_in_use(port, host="localhost"):
     """
     Check if a port is in use.

src/backend/langflow/api/v1/chat.py

@@ -1,12 +1,6 @@
-from fastapi import (
+from fastapi import APIRouter, HTTPException, WebSocket, WebSocketException, status
-    APIRouter,
-    HTTPException,
-    WebSocket,
-    WebSocketException,
-    status,
-)
 from fastapi.responses import StreamingResponse
-from langflow.api.v1.schemas import BuiltResponse, InitResponse, StreamData
+from langflow.api.v1.schemas import BuildStatus, BuiltResponse, InitResponse, StreamData
 
 from langflow.chat.manager import ChatManager
 from langflow.graph.graph.base import Graph
@@ -32,15 +26,29 @@ async def chat(client_id: str, websocket: WebSocket):
         await websocket.close(code=status.WS_1011_INTERNAL_ERROR, reason=str(exc))
 
 
-@router.post("/build/init", response_model=InitResponse, status_code=201)
+@router.post("/build/init/{flow_id}", response_model=InitResponse, status_code=201)
-async def init_build(graph_data: dict):
+async def init_build(graph_data: dict, flow_id: str):
     """Initialize the build by storing graph data and returning a unique session ID."""
 
     try:
-        flow_id = graph_data.get("id")
         if flow_id is None:
             raise ValueError("No ID provided")
-        flow_data_store[flow_id] = graph_data
+        # Check if already building
+        if (
+            flow_id in flow_data_store
+            and flow_data_store[flow_id]["status"] == BuildStatus.IN_PROGRESS
+        ):
+            return InitResponse(flowId=flow_id)
+
+        # Delete from cache if already exists
+        if flow_id in chat_manager.in_memory_cache:
+            with chat_manager.in_memory_cache._lock:
+                chat_manager.in_memory_cache.delete(flow_id)
+                logger.debug(f"Deleted flow {flow_id} from cache")
+        flow_data_store[flow_id] = {
+            "graph_data": graph_data,
+            "status": BuildStatus.STARTED,
+        }
 
         return InitResponse(flowId=flow_id)
     except Exception as exc:
@@ -52,8 +60,9 @@ async def init_build(graph_data: dict):
 async def build_status(flow_id: str):
     """Check the flow_id is in the flow_data_store."""
     try:
-        built = flow_id in flow_data_store and not isinstance(
+        built = (
-            flow_data_store[flow_id], dict
+            flow_id in flow_data_store
+            and flow_data_store[flow_id]["status"] == BuildStatus.SUCCESS
         )
 
         return BuiltResponse(
@@ -77,7 +86,12 @@ async def stream_build(flow_id: str):
                 yield str(StreamData(event="error", data={"error": error_message}))
                 return
 
-            graph_data = flow_data_store[flow_id].get("data")
+            if flow_data_store[flow_id].get("status") == BuildStatus.IN_PROGRESS:
+                error_message = "Already building"
+                yield str(StreamData(event="error", data={"error": error_message}))
+                return
+
+            graph_data = flow_data_store[flow_id].get("graph_data")
 
             if not graph_data:
                 error_message = "No data provided"
@@ -95,6 +109,7 @@ async def stream_build(flow_id: str):
                 return
 
             number_of_nodes = len(graph.nodes)
+            flow_data_store[flow_id]["status"] = BuildStatus.IN_PROGRESS
             for i, vertex in enumerate(graph.generator_build(), 1):
                 try:
                     log_dict = {
@@ -110,6 +125,7 @@ async def stream_build(flow_id: str):
                 except Exception as exc:
                     params = str(exc)
                     valid = False
+                    flow_data_store[flow_id]["status"] = BuildStatus.FAILURE
 
                 response = {
                     "valid": valid,
@@ -121,8 +137,10 @@ async def stream_build(flow_id: str):
                 yield str(StreamData(event="message", data=response))
 
             chat_manager.set_cache(flow_id, graph.build())
+            flow_data_store[flow_id]["status"] = BuildStatus.SUCCESS
         except Exception as exc:
             logger.error("Error while building the flow: %s", exc)
+            flow_data_store[flow_id]["status"] = BuildStatus.FAILURE
             yield str(StreamData(event="error", data={"error": str(exc)}))
         finally:
             yield str(StreamData(event="message", data=final_response))

src/backend/langflow/api/v1/endpoints.py

@@ -11,7 +11,7 @@ from langflow.api.v1.schemas import (
     UploadFileResponse,
 )
 
-from langflow.interface.types import build_langchain_types_dict
+from langflow.interface.types import langchain_types_dict
 from langflow.database.base import get_session
 from sqlmodel import Session
 
@@ -21,7 +21,7 @@ router = APIRouter(tags=["Base"])
 
 @router.get("/all")
 def get_all():
-    return build_langchain_types_dict()
+    return langchain_types_dict
 
 
 # For backwards compatibility we will keep the old endpoint

src/backend/langflow/api/v1/schemas.py

@@ -1,3 +1,4 @@
+from enum import Enum
 from pathlib import Path
 from typing import Any, Dict, List, Optional, Union
 from langflow.database.models.flow import FlowCreate, FlowRead
@@ -5,6 +6,15 @@ from pydantic import BaseModel, Field, validator
 import json
 
 
+class BuildStatus(Enum):
+    """Status of the build."""
+
+    SUCCESS = "success"
+    FAILURE = "failure"
+    STARTED = "started"
+    IN_PROGRESS = "in_progress"
+
+
 class GraphData(BaseModel):
     """Data inside the exported flow."""
 

src/backend/langflow/chat/config.py

@@ -0,0 +1,2 @@
+class ChatConfig:
+    streaming: bool = True

src/backend/langflow/config.yaml

@@ -1,141 +1,264 @@
----
 agents:
-  - ZeroShotAgent
+  ZeroShotAgent:
-  - JsonAgent
+    documentation: "https://python.langchain.com/docs/modules/agents/how_to/custom_mrkl_agent"
-  - CSVAgent
+  JsonAgent:
-  - AgentInitializer
+    documentation: "https://python.langchain.com/docs/modules/agents/toolkits/openapi"
-  - VectorStoreAgent
+  CSVAgent:
-  - VectorStoreRouterAgent
+    documentation: "https://python.langchain.com/docs/modules/agents/toolkits/csv"
-  - SQLAgent
+  AgentInitializer:
+    documentation: "https://python.langchain.com/docs/modules/agents/agent_types/"
+  VectorStoreAgent:
+    documentation: ""
+  VectorStoreRouterAgent:
+    documentation: ""
+  SQLAgent:
+    documentation: ""
 chains:
-  - LLMChain
+  LLMChain:
-  - LLMMathChain
+    documentation: "https://python.langchain.com/docs/modules/chains/foundational/llm_chain"
-  - LLMCheckerChain
+  LLMMathChain:
-  - ConversationChain
+    documentation: "https://python.langchain.com/docs/modules/chains/additional/llm_math"
-  - SeriesCharacterChain
+  LLMCheckerChain:
-  - MidJourneyPromptChain
+    documentation: "https://python.langchain.com/docs/modules/chains/additional/llm_checker"
-  - TimeTravelGuideChain
+  ConversationChain:
-  - SQLDatabaseChain
+    documentation: ""
-  - RetrievalQA
+  SeriesCharacterChain:
-  - RetrievalQAWithSourcesChain
+    documentation: ""
-  - ConversationalRetrievalChain
+  MidJourneyPromptChain:
-  - CombineDocsChain
+    documentation: ""
+  TimeTravelGuideChain:
+    documentation: ""
+  SQLDatabaseChain:
+    documentation: ""
+  RetrievalQA:
+    documentation: "https://python.langchain.com/docs/modules/chains/popular/vector_db_qa"
+  RetrievalQAWithSourcesChain:
+    documentation: ""
+  ConversationalRetrievalChain:
+    documentation: "https://python.langchain.com/docs/modules/chains/popular/chat_vector_db"
+  CombineDocsChain:
+    documentation: ""
 documentloaders:
-  - AirbyteJSONLoader
+  AirbyteJSONLoader:
-  - CoNLLULoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/airbyte_json"
-  - CSVLoader
+  CoNLLULoader:
-  - UnstructuredEmailLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/conll-u"
-  - EverNoteLoader
+  CSVLoader:
-  - FacebookChatLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/csv"
-  - GutenbergLoader
+  UnstructuredEmailLoader:
-  - BSHTMLLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/email"
-  - UnstructuredHTMLLoader
+  EverNoteLoader:
-  # - UnstructuredImageLoader # Issue with Python 3.11 (https://github.com/Unstructured-IO/unstructured-inference/issues/83)
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/evernote"
-  - UnstructuredMarkdownLoader
+  FacebookChatLoader:
-  - PyPDFLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/facebook_chat"
-  - UnstructuredPowerPointLoader
+  GutenbergLoader:
-  - SRTLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/gutenberg"
-  - TelegramChatLoader
+  BSHTMLLoader:
-  - TextLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/how_to/html"
-  - UnstructuredWordDocumentLoader
+  UnstructuredHTMLLoader:
-  - WebBaseLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/how_to/html"
-  - AZLyricsLoader
+  UnstructuredMarkdownLoader:
-  - CollegeConfidentialLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/how_to/markdown"
-  - HNLoader
+  PyPDFLoader:
-  - IFixitLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/how_to/pdf"
-  - IMSDbLoader
+  UnstructuredPowerPointLoader:
-  - GitbookLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/microsoft_powerpoint"
-  - ReadTheDocsLoader
+  SRTLoader:
-  - SlackDirectoryLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/subtitle"
-  - NotionDirectoryLoader
+  TelegramChatLoader:
-  - DirectoryLoader
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/telegram"
-  - GitLoader
+  TextLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/"
+  UnstructuredWordDocumentLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/microsoft_word"
+  WebBaseLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/web_base"
+  AZLyricsLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/azlyrics"
+  CollegeConfidentialLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/college_confidential"
+  HNLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/hacker_news"
+  IFixitLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/ifixit"
+  IMSDbLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/imsdb"
+  GitbookLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/gitbook"
+  ReadTheDocsLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/readthedocs_documentation"
+  SlackDirectoryLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/slack"
+  NotionDirectoryLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/notion"
+  DirectoryLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/how_to/file_directory"
+  GitLoader:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_loaders/integrations/git"
 embeddings:
-  - OpenAIEmbeddings
+  OpenAIEmbeddings:
-  - HuggingFaceEmbeddings
+    documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/openai"
-  - CohereEmbeddings
+  HuggingFaceEmbeddings:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/sentence_transformers"
+  CohereEmbeddings:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/cohere"
 llms:
-  - OpenAI
+  OpenAI:
-  # - AzureOpenAI
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/openai"
-  # - AzureChatOpenAI
+  ChatOpenAI:
-  - ChatOpenAI
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/chat/integrations/openai"
-  - LlamaCpp
+  LlamaCpp:
-  - CTransformers
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/llamacpp"
-  - Cohere
+  CTransformers:
-  - Anthropic
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/ctransformers"
-  - ChatAnthropic
+  Cohere:
-  - HuggingFaceHub
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/cohere"
+  Anthropic:
+    documentation: ""
+  ChatAnthropic:
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/chat/integrations/anthropic"
+  HuggingFaceHub:
+    documentation: "https://python.langchain.com/docs/modules/model_io/models/llms/integrations/huggingface_hub"
 memories:
-  - ConversationBufferMemory
+  # https://github.com/supabase-community/supabase-py/issues/482
-  - ConversationSummaryMemory
+  # ZepChatMessageHistory:
-  - ConversationKGMemory
+  #   documentation: "https://python.langchain.com/docs/modules/memory/integrations/zep_memory"
+  ConversationEntityMemory:
+    documentation: "https://python.langchain.com/docs/modules/memory/integrations/entity_memory_with_sqlite"
+  # https://github.com/hwchase17/langchain/issues/6091
+  # SQLiteEntityStore:
+  #   documentation: "https://python.langchain.com/docs/modules/memory/integrations/entity_memory_with_sqlite"
+  PostgresChatMessageHistory:
+    documentation: "https://python.langchain.com/docs/modules/memory/integrations/postgres_chat_message_history"
+  ConversationBufferMemory:
+    documentation: "https://python.langchain.com/docs/modules/memory/how_to/buffer"
+  ConversationSummaryMemory:
+    documentation: "https://python.langchain.com/docs/modules/memory/how_to/summary"
+  ConversationKGMemory:
+    documentation: "https://python.langchain.com/docs/modules/memory/how_to/kg"
+  ConversationBufferWindowMemory:
+    documentation: "https://python.langchain.com/docs/modules/memory/how_to/buffer_window"
+  VectorStoreRetrieverMemory:
+    documentation: "https://python.langchain.com/docs/modules/memory/how_to/vectorstore_retriever_memory"
+
 prompts:
-  - PromptTemplate
+  PromptTemplate:
-  - FewShotPromptTemplate
+    documentation: "https://python.langchain.com/docs/modules/model_io/prompts/prompt_templates/"
-  - ZeroShotPrompt
+  ZeroShotPrompt:
+    documentation: "https://python.langchain.com/docs/modules/agents/how_to/custom_mrkl_agent"
 textsplitters:
-  - CharacterTextSplitter
+  CharacterTextSplitter:
-  - RecursiveCharacterTextSplitter
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_transformers/text_splitters/character_text_splitter"
-  # - LatexTextSplitter
+  RecursiveCharacterTextSplitter:
-  # - PythonCodeTextSplitter
+    documentation: "https://python.langchain.com/docs/modules/data_connection/document_transformers/text_splitters/recursive_text_splitter"
 toolkits:
-  - OpenAPIToolkit
+  OpenAPIToolkit:
-  - JsonToolkit
+    documentation: ""
-  - VectorStoreInfo
+  JsonToolkit:
-  - VectorStoreRouterToolkit
+    documentation: ""
-  - VectorStoreToolkit
+  VectorStoreInfo:
+    documentation: ""
+  VectorStoreRouterToolkit:
+    documentation: ""
+  VectorStoreToolkit:
+    documentation: ""
 tools:
-  - Search
+  Search:
-  - PAL-MATH
+    documentation: ""
-  - Calculator
+  PAL-MATH:
-  - Serper Search
+    documentation: ""
-  - Tool
+  Calculator:
-  - PythonFunctionTool
+    documentation: ""
-  - PythonFunction
+  Serper Search:
-  - JsonSpec
+    documentation: ""
-  - News API
+  Tool:
-  - TMDB API
+    documentation: ""
-  - Podcast API
+  PythonFunctionTool:
-  - QuerySQLDataBaseTool
+    documentation: ""
-  - InfoSQLDatabaseTool
+  PythonFunction:
-  - ListSQLDatabaseTool
+    documentation: ""
-  # - QueryCheckerTool
+  JsonSpec:
-  - BingSearchRun
+    documentation: ""
-  - GoogleSearchRun
+  News API:
-  - GoogleSearchResults
+    documentation: ""
-  - GoogleSerperRun
+  TMDB API:
-  - JsonListKeysTool
+    documentation: ""
-  - JsonGetValueTool
+  Podcast API:
-  - PythonREPLTool
+    documentation: ""
-  - PythonAstREPLTool
+  QuerySQLDataBaseTool:
-  - RequestsGetTool
+    documentation: ""
-  - RequestsPostTool
+  InfoSQLDatabaseTool:
-  - RequestsPatchTool
+    documentation: ""
-  - RequestsPutTool
+  ListSQLDatabaseTool:
-  - RequestsDeleteTool
+    documentation: ""
-  - WikipediaQueryRun
+  BingSearchRun:
-  - WolframAlphaQueryRun
+    documentation: ""
+  GoogleSearchRun:
+    documentation: ""
+  GoogleSearchResults:
+    documentation: ""
+  GoogleSerperRun:
+    documentation: ""
+  JsonListKeysTool:
+    documentation: ""
+  JsonGetValueTool:
+    documentation: ""
+  PythonREPLTool:
+    documentation: ""
+  PythonAstREPLTool:
+    documentation: ""
+  RequestsGetTool:
+    documentation: ""
+  RequestsPostTool:
+    documentation: ""
+  RequestsPatchTool:
+    documentation: ""
+  RequestsPutTool:
+    documentation: ""
+  RequestsDeleteTool:
+    documentation: ""
+  WikipediaQueryRun:
+    documentation: ""
+  WolframAlphaQueryRun:
+    documentation: ""
 utilities:
-  - BingSearchAPIWrapper
+  BingSearchAPIWrapper:
-  - GoogleSearchAPIWrapper
+    documentation: ""
-  - GoogleSerperAPIWrapper
+  GoogleSearchAPIWrapper:
-  - SearxResults
+    documentation: ""
-  - SearxSearchWrapper
+  GoogleSerperAPIWrapper:
-  - SerpAPIWrapper
+    documentation: ""
-  - WikipediaAPIWrapper
+  SearxResults:
-  - WolframAlphaAPIWrapper
+    documentation: ""
-  # - ZapierNLAWrapper
+  SearxSearchWrapper:
-  - SQLDatabase
+    documentation: ""
+  SerpAPIWrapper:
+    documentation: ""
+  WikipediaAPIWrapper:
+    documentation: ""
+  WolframAlphaAPIWrapper:
+    documentation: ""
+retrievers:
+  MultiQueryRetriever:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/retrievers/how_to/MultiQueryRetriever"
+  # https://github.com/supabase-community/supabase-py/issues/482
+  # ZepRetriever:
+  #   documentation: "https://python.langchain.com/docs/modules/data_connection/retrievers/integrations/zep_memorystore"
 vectorstores:
-  - Chroma
+  Chroma:
-  - Qdrant
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/chroma"
-  - Weaviate
+  Qdrant:
-  - FAISS
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/qdrant"
-  - Pinecone
+  Weaviate:
-  - SupabaseVectorStore
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/weaviate"
-  - MongoDBAtlasVectorSearch
+  FAISS:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/faiss"
+  Pinecone:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/pinecone"
+  SupabaseVectorStore:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/supabase"
+  MongoDBAtlasVectorSearch:
+    documentation: "https://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/mongodb_atlas_vector_search"
 wrappers:
-  - RequestsWrapper
+  RequestsWrapper:
-  # - ChatPromptTemplate
+    documentation: ""
-  # - SystemMessagePromptTemplate
-  # - HumanMessagePromptTemplate

src/backend/langflow/custom/customs.py

@@ -21,6 +21,9 @@ CUSTOM_NODES = {
     "utilities": {
         "SQLDatabase": frontend_node.agents.SQLDatabaseNode(),
     },
+    "memories": {
+        "PostgresChatMessageHistory": frontend_node.memories.PostgresChatMessageHistoryFrontendNode(),
+    },
     "chains": {
         "SeriesCharacterChain": frontend_node.chains.SeriesCharacterChainNode(),
         "TimeTravelGuideChain": frontend_node.chains.TimeTravelGuideChainNode(),

src/backend/langflow/graph/__init__.py

@@ -14,6 +14,7 @@ from langflow.graph.vertex.types import (
     ToolkitVertex,
     VectorStoreVertex,
     WrapperVertex,
+    RetrieverVertex,
 )
 
 __all__ = [
@@ -32,4 +33,5 @@ __all__ = [
     "ToolkitVertex",
     "VectorStoreVertex",
     "WrapperVertex",
+    "RetrieverVertex",
 ]

src/backend/langflow/graph/graph/constants.py

@@ -1,18 +1,5 @@
 from langflow.graph.vertex.base import Vertex
-from langflow.graph.vertex.types import (
+from langflow.graph.vertex import types
-    AgentVertex,
-    ChainVertex,
-    DocumentLoaderVertex,
-    EmbeddingVertex,
-    LLMVertex,
-    MemoryVertex,
-    PromptVertex,
-    TextSplitterVertex,
-    ToolVertex,
-    ToolkitVertex,
-    VectorStoreVertex,
-    WrapperVertex,
-)
 from langflow.interface.agents.base import agent_creator
 from langflow.interface.chains.base import chain_creator
 from langflow.interface.document_loaders.base import documentloader_creator
@@ -25,22 +12,23 @@ from langflow.interface.toolkits.base import toolkits_creator
 from langflow.interface.tools.base import tool_creator
 from langflow.interface.vector_store.base import vectorstore_creator
 from langflow.interface.wrappers.base import wrapper_creator
-
+from langflow.interface.retrievers.base import retriever_creator
 
 from typing import Dict, Type
 
 
 VERTEX_TYPE_MAP: Dict[str, Type[Vertex]] = {
-    **{t: PromptVertex for t in prompt_creator.to_list()},
+    **{t: types.PromptVertex for t in prompt_creator.to_list()},
-    **{t: AgentVertex for t in agent_creator.to_list()},
+    **{t: types.AgentVertex for t in agent_creator.to_list()},
-    **{t: ChainVertex for t in chain_creator.to_list()},
+    **{t: types.ChainVertex for t in chain_creator.to_list()},
-    **{t: ToolVertex for t in tool_creator.to_list()},
+    **{t: types.ToolVertex for t in tool_creator.to_list()},
-    **{t: ToolkitVertex for t in toolkits_creator.to_list()},
+    **{t: types.ToolkitVertex for t in toolkits_creator.to_list()},
-    **{t: WrapperVertex for t in wrapper_creator.to_list()},
+    **{t: types.WrapperVertex for t in wrapper_creator.to_list()},
-    **{t: LLMVertex for t in llm_creator.to_list()},
+    **{t: types.LLMVertex for t in llm_creator.to_list()},
-    **{t: MemoryVertex for t in memory_creator.to_list()},
+    **{t: types.MemoryVertex for t in memory_creator.to_list()},
-    **{t: EmbeddingVertex for t in embedding_creator.to_list()},
+    **{t: types.EmbeddingVertex for t in embedding_creator.to_list()},
-    **{t: VectorStoreVertex for t in vectorstore_creator.to_list()},
+    **{t: types.VectorStoreVertex for t in vectorstore_creator.to_list()},
-    **{t: DocumentLoaderVertex for t in documentloader_creator.to_list()},
+    **{t: types.DocumentLoaderVertex for t in documentloader_creator.to_list()},
-    **{t: TextSplitterVertex for t in textsplitter_creator.to_list()},
+    **{t: types.TextSplitterVertex for t in textsplitter_creator.to_list()},
+    **{t: types.RetrieverVertex for t in retriever_creator.to_list()},
 }

src/backend/langflow/graph/vertex/types.py

@@ -112,6 +112,11 @@ class MemoryVertex(Vertex):
         super().__init__(data, base_type="memory")
 
 
+class RetrieverVertex(Vertex):
+    def __init__(self, data: Dict):
+        super().__init__(data, base_type="retrievers")
+
+
 class TextSplitterVertex(Vertex):
     def __init__(self, data: Dict):
         super().__init__(data, base_type="textsplitters")

src/backend/langflow/interface/base.py

@@ -8,6 +8,7 @@ from langflow.template.field.base import TemplateField
 from langflow.template.frontend_node.base import FrontendNode
 from langflow.template.template.base import Template
 from langflow.utils.logger import logger
+from langflow.settings import settings
 
 # Assuming necessary imports for Field, Template, and FrontendNode classes
 
@@ -15,12 +16,29 @@ from langflow.utils.logger import logger
 class LangChainTypeCreator(BaseModel, ABC):
     type_name: str
     type_dict: Optional[Dict] = None
+    name_docs_dict: Optional[Dict[str, str]] = None
 
     @property
     def frontend_node_class(self) -> Type[FrontendNode]:
         """The class type of the FrontendNode created in frontend_node."""
         return FrontendNode
 
+    @property
+    def docs_map(self) -> Dict[str, str]:
+        """A dict with the name of the component as key and the documentation link as value."""
+        if self.name_docs_dict is None:
+            try:
+                type_settings = getattr(settings, self.type_name)
+                self.name_docs_dict = {
+                    name: value_dict["documentation"]
+                    for name, value_dict in type_settings.items()
+                }
+            except AttributeError as exc:
+                logger.error(exc)
+
+                self.name_docs_dict = {}
+        return self.name_docs_dict
+
     @property
     @abstractmethod
     def type_to_loader_dict(self) -> Dict:
@@ -83,7 +101,7 @@ class LangChainTypeCreator(BaseModel, ABC):
 
         signature.add_extra_fields()
         signature.add_extra_base_classes()
-
+        signature.set_documentation(self.docs_map.get(name, ""))
         return signature
 
 

src/backend/langflow/interface/importing/utils.py

@@ -44,6 +44,7 @@ def import_by_type(_type: str, name: str) -> Any:
         "documentloaders": import_documentloader,
         "textsplitters": import_textsplitter,
         "utilities": import_utility,
+        "retrievers": import_retriever,
     }
     if _type == "llms":
         key = "chat" if "chat" in name.lower() else "llm"
@@ -59,6 +60,11 @@ def import_chat_llm(llm: str) -> BaseChatModel:
     return import_class(f"langchain.chat_models.{llm}")
 
 
+def import_retriever(retriever: str) -> Any:
+    """Import retriever from retriever name"""
+    return import_module(f"from langchain.retrievers import {retriever}")
+
+
 def import_memory(memory: str) -> Any:
     """Import memory from memory name"""
     return import_module(f"from langchain.memory import {memory}")

src/backend/langflow/interface/initialize/loading.py

@@ -1,11 +1,12 @@
 import json
-from typing import Any, Callable, Dict, Sequence
+from typing import Any, Callable, Dict, Sequence, Type
 
 from langchain.agents import ZeroShotAgent
 from langchain.agents import agent as agent_module
 from langchain.agents.agent import AgentExecutor
 from langchain.agents.agent_toolkits.base import BaseToolkit
 from langchain.agents.tools import BaseTool
+
 from langflow.interface.initialize.vector_store import vecstore_initializer
 
 from pydantic import ValidationError
@@ -14,8 +15,13 @@ from langflow.interface.custom_lists import CUSTOM_NODES
 from langflow.interface.importing.utils import get_function, import_by_type
 from langflow.interface.toolkits.base import toolkits_creator
 from langflow.interface.chains.base import chain_creator
+from langflow.interface.retrievers.base import retriever_creator
 from langflow.interface.utils import load_file_into_dict
 from langflow.utils import validate
+from langchain.chains.base import Chain
+from langchain.vectorstores.base import VectorStore
+from langchain.document_loaders.base import BaseLoader
+from langchain.prompts.base import BasePromptTemplate
 
 
 def instantiate_class(node_type: str, base_type: str, params: Dict) -> Any:
@@ -43,8 +49,8 @@ def convert_params_to_sets(params):
 
 def convert_kwargs(params):
     # if *kwargs are passed as a string, convert to dict
-    # first find any key that has kwargs in it
+    # first find any key that has kwargs or config in it
-    kwargs_keys = [key for key in params.keys() if "kwargs" in key]
+    kwargs_keys = [key for key in params.keys() if "kwargs" in key or "config" in key]
     for key in kwargs_keys:
         if isinstance(params[key], str):
             params[key] = json.loads(params[key])
@@ -72,11 +78,50 @@ def instantiate_based_on_type(class_object, base_type, node_type, params):
         return instantiate_utility(node_type, class_object, params)
     elif base_type == "chains":
         return instantiate_chains(node_type, class_object, params)
+    elif base_type == "llms":
+        return instantiate_llm(node_type, class_object, params)
+    elif base_type == "retrievers":
+        return instantiate_retriever(node_type, class_object, params)
+    elif base_type == "memory":
+        return instantiate_memory(node_type, class_object, params)
     else:
         return class_object(**params)
 
 
-def instantiate_chains(node_type, class_object, params):
+def instantiate_memory(node_type, class_object, params):
+    try:
+        return class_object(**params)
+    # I want to catch a specific attribute error that happens
+    # when the object does not have a cursor attribute
+    except Exception as exc:
+        if "object has no attribute 'cursor'" in str(
+            exc
+        ) or 'object has no field "conn"' in str(exc):
+            raise AttributeError(
+                (
+                    "Failed to build connection to database."
+                    f" Please check your connection string and try again. Error: {exc}"
+                )
+            ) from exc
+        raise exc
+
+
+def instantiate_retriever(node_type, class_object, params):
+    if "retriever" in params and hasattr(params["retriever"], "as_retriever"):
+        params["retriever"] = params["retriever"].as_retriever()
+    if node_type in retriever_creator.from_method_nodes:
+        method = retriever_creator.from_method_nodes[node_type]
+        if class_method := getattr(class_object, method, None):
+            return class_method(**params)
+        raise ValueError(f"Method {method} not found in {class_object}")
+    return class_object(**params)
+
+
+def instantiate_llm(node_type, class_object, params: Dict):
+    return class_object(**params)
+
+
+def instantiate_chains(node_type, class_object: Type[Chain], params: Dict):
     if "retriever" in params and hasattr(params["retriever"], "as_retriever"):
         params["retriever"] = params["retriever"].as_retriever()
     if node_type in chain_creator.from_method_nodes:
@@ -88,11 +133,11 @@ def instantiate_chains(node_type, class_object, params):
     return class_object(**params)
 
 
-def instantiate_agent(class_object, params):
+def instantiate_agent(class_object: Type[agent_module.Agent], params: Dict):
     return load_agent_executor(class_object, params)
 
 
-def instantiate_prompt(node_type, class_object, params):
+def instantiate_prompt(node_type, class_object: Type[BasePromptTemplate], params: Dict):
     if node_type == "ZeroShotPrompt":
         if "tools" not in params:
             params["tools"] = []
@@ -100,7 +145,7 @@ def instantiate_prompt(node_type, class_object, params):
     return class_object(**params)
 
 
-def instantiate_tool(node_type, class_object, params):
+def instantiate_tool(node_type, class_object: Type[BaseTool], params: Dict):
     if node_type == "JsonSpec":
         params["dict_"] = load_file_into_dict(params.pop("path"))
         return class_object(**params)
@@ -118,7 +163,7 @@ def instantiate_tool(node_type, class_object, params):
     return class_object(**params)
 
 
-def instantiate_toolkit(node_type, class_object, params):
+def instantiate_toolkit(node_type, class_object: Type[BaseToolkit], params: Dict):
     loaded_toolkit = class_object(**params)
     # Commenting this out for now to use toolkits as normal tools
     # if toolkits_creator.has_create_function(node_type):
@@ -128,7 +173,7 @@ def instantiate_toolkit(node_type, class_object, params):
     return loaded_toolkit
 
 
-def instantiate_embedding(class_object, params):
+def instantiate_embedding(class_object, params: Dict):
     params.pop("model", None)
     params.pop("headers", None)
     try:
@@ -142,7 +187,7 @@ def instantiate_embedding(class_object, params):
         return class_object(**params)
 
 
-def instantiate_vectorstore(class_object, params):
+def instantiate_vectorstore(class_object: Type[VectorStore], params: Dict):
     search_kwargs = params.pop("search_kwargs", {})
     if initializer := vecstore_initializer.get(class_object.__name__):
         vecstore = initializer(class_object, params)
@@ -158,7 +203,7 @@ def instantiate_vectorstore(class_object, params):
     return vecstore
 
 
-def instantiate_documentloader(class_object, params):
+def instantiate_documentloader(class_object: Type[BaseLoader], params: Dict):
     if "file_filter" in params:
         # file_filter will be a string but we need a function
         # that will be used to filter the files using file_filter
@@ -171,35 +216,55 @@ def instantiate_documentloader(class_object, params):
             extension.strip() in x for extension in extensions
         )
     metadata = params.pop("metadata", None)
+    if metadata and isinstance(metadata, str):
+        try:
+            metadata = json.loads(metadata)
+        except json.JSONDecodeError as exc:
+            raise ValueError(
+                "The metadata you provided is not a valid JSON string."
+            ) from exc
     docs = class_object(**params).load()
+    # Now if metadata is an empty dict, we will not add it to the documents
     if metadata:
-        if isinstance(metadata, str):
-            try:
-                metadata = json.loads(metadata)
-            except json.JSONDecodeError as exc:
-                raise ValueError(
-                    "The metadata you provided is not a valid JSON string."
-                ) from exc
-
         for doc in docs:
-            doc.metadata = metadata
+            # If the document already has metadata, we will not overwrite it
+            if not doc.metadata:
+                doc.metadata = metadata
+            else:
+                doc.metadata.update(metadata)
 
     return docs
 
 
-def instantiate_textsplitter(class_object, params):
+def instantiate_textsplitter(
+    class_object,
+    params: Dict,
+):
     try:
         documents = params.pop("documents")
-    except KeyError as e:
+    except KeyError as exc:
         raise ValueError(
             "The source you provided did not load correctly or was empty."
             "Try changing the chunk_size of the Text Splitter."
-        ) from e
+        ) from exc
-    text_splitter = class_object(**params)
+
+    if (
+        "separator_type" in params and params["separator_type"] == "Text"
+    ) or "separator_type" not in params:
+        params.pop("separator_type", None)
+        text_splitter = class_object(**params)
+    else:
+        from langchain.text_splitter import Language
+
+        language = params.pop("separator_type", None)
+        params["language"] = Language(language)
+        params.pop("separators", None)
+
+        text_splitter = class_object.from_language(**params)
     return text_splitter.split_documents(documents)
 
 
-def instantiate_utility(node_type, class_object, params):
+def instantiate_utility(node_type, class_object, params: Dict):
     if node_type == "SQLDatabase":
         return class_object.from_uri(params.pop("uri"))
     return class_object(**params)
@@ -225,6 +290,8 @@ def load_agent_executor(agent_class: type[agent_module.Agent], params, **kwargs)
     """Load agent executor from agent class, tools and chain"""
     allowed_tools: Sequence[BaseTool] = params.get("allowed_tools", [])
     llm_chain = params["llm_chain"]
+    # agent has hidden args for memory. might need to be support
+    # memory = params["memory"]
     # if allowed_tools is not a list or set, make it a list
     if not isinstance(allowed_tools, (list, set)) and isinstance(
         allowed_tools, BaseTool
@@ -237,6 +304,7 @@ def load_agent_executor(agent_class: type[agent_module.Agent], params, **kwargs)
     return AgentExecutor.from_agent_and_tools(
         agent=agent,
         tools=allowed_tools,
+        # memory=memory,
         **kwargs,
     )
 

src/backend/langflow/interface/listing.py

@@ -11,6 +11,7 @@ from langflow.interface.tools.base import tool_creator
 from langflow.interface.utilities.base import utility_creator
 from langflow.interface.vector_store.base import vectorstore_creator
 from langflow.interface.wrappers.base import wrapper_creator
+from langflow.interface.retrievers.base import retriever_creator
 
 
 def get_type_dict():
@@ -28,6 +29,7 @@ def get_type_dict():
         "embeddings": embedding_creator.to_list(),
         "textSplitters": textsplitter_creator.to_list(),
         "utilities": utility_creator.to_list(),
+        "retrievers": retriever_creator.to_list(),
     }
 
 

src/backend/langflow/interface/memories/base.py

@@ -6,12 +6,18 @@ from langflow.settings import settings
 from langflow.template.frontend_node.base import FrontendNode
 from langflow.template.frontend_node.memories import MemoryFrontendNode
 from langflow.utils.logger import logger
-from langflow.utils.util import build_template_from_class
+from langflow.utils.util import build_template_from_class, build_template_from_method
+from langflow.custom.customs import get_custom_nodes
 
 
 class MemoryCreator(LangChainTypeCreator):
     type_name: str = "memories"
 
+    from_method_nodes = {
+        "ZepChatMessageHistory": "__init__",
+        "SQLiteEntityStore": "__init__",
+    }
+
     @property
     def frontend_node_class(self) -> Type[FrontendNode]:
         """The class type of the FrontendNode created in frontend_node."""
@@ -26,6 +32,14 @@ class MemoryCreator(LangChainTypeCreator):
     def get_signature(self, name: str) -> Optional[Dict]:
         """Get the signature of a memory."""
         try:
+            if name in get_custom_nodes(self.type_name).keys():
+                return get_custom_nodes(self.type_name)[name]
+            elif name in self.from_method_nodes:
+                return build_template_from_method(
+                    name,
+                    type_to_cls_dict=memory_type_to_cls_dict,
+                    method_name=self.from_method_nodes[name],
+                )
             return build_template_from_class(name, memory_type_to_cls_dict)
         except ValueError as exc:
             raise ValueError("Memory not found") from exc

src/backend/langflow/interface/retrievers/base.py

@@ -0,0 +1,58 @@
+from typing import Any, Dict, List, Optional, Type
+
+from langchain import retrievers
+
+from langflow.interface.base import LangChainTypeCreator
+from langflow.interface.importing.utils import import_class
+from langflow.settings import settings
+from langflow.template.frontend_node.retrievers import RetrieverFrontendNode
+from langflow.utils.logger import logger
+from langflow.utils.util import build_template_from_method, build_template_from_class
+
+
+class RetrieverCreator(LangChainTypeCreator):
+    type_name: str = "retrievers"
+
+    from_method_nodes = {"MultiQueryRetriever": "from_llm", "ZepRetriever": "__init__"}
+
+    @property
+    def frontend_node_class(self) -> Type[RetrieverFrontendNode]:
+        return RetrieverFrontendNode
+
+    @property
+    def type_to_loader_dict(self) -> Dict:
+        if self.type_dict is None:
+            self.type_dict: dict[str, Any] = {
+                retriever_name: import_class(f"langchain.retrievers.{retriever_name}")
+                for retriever_name in retrievers.__all__
+            }
+        return self.type_dict
+
+    def get_signature(self, name: str) -> Optional[Dict]:
+        """Get the signature of an embedding."""
+        try:
+            if name in self.from_method_nodes:
+                return build_template_from_method(
+                    name,
+                    type_to_cls_dict=self.type_to_loader_dict,
+                    method_name=self.from_method_nodes[name],
+                )
+            else:
+                return build_template_from_class(
+                    name, type_to_cls_dict=self.type_to_loader_dict
+                )
+        except ValueError as exc:
+            raise ValueError(f"Retriever {name} not found") from exc
+        except AttributeError as exc:
+            logger.error(f"Retriever {name} not loaded: {exc}")
+            return None
+
+    def to_list(self) -> List[str]:
+        return [
+            retriever
+            for retriever in self.type_to_loader_dict.keys()
+            if retriever in settings.retrievers or settings.dev
+        ]
+
+
+retriever_creator = RetrieverCreator()

src/backend/langflow/interface/types.py

@@ -11,6 +11,7 @@ from langflow.interface.tools.base import tool_creator
 from langflow.interface.utilities.base import utility_creator
 from langflow.interface.vector_store.base import vectorstore_creator
 from langflow.interface.wrappers.base import wrapper_creator
+from langflow.interface.retrievers.base import retriever_creator
 
 
 def get_type_list():
@@ -44,6 +45,7 @@ def build_langchain_types_dict():  # sourcery skip: dict-assign-update-to-union
         documentloader_creator,
         textsplitter_creator,
         utility_creator,
+        retriever_creator,
     ]
 
     all_types = {}
@@ -52,3 +54,6 @@ def build_langchain_types_dict():  # sourcery skip: dict-assign-update-to-union
         if created_types[creator.type_name].values():
             all_types.update(created_types)
     return all_types
+
+
+langchain_types_dict = build_langchain_types_dict()

src/backend/langflow/interface/utils.py

@@ -4,10 +4,12 @@ import os
 from io import BytesIO
 import re
 
+
 import yaml
 from langchain.base_language import BaseLanguageModel
 from PIL.Image import Image
 from langflow.utils.logger import logger
+from langflow.chat.config import ChatConfig
 
 
 def load_file_into_dict(file_path: str) -> dict:
@@ -49,9 +51,9 @@ def try_setting_streaming_options(langchain_object, websocket):
 
     if isinstance(llm, BaseLanguageModel):
         if hasattr(llm, "streaming") and isinstance(llm.streaming, bool):
-            llm.streaming = True
+            llm.streaming = ChatConfig.streaming
         elif hasattr(llm, "stream") and isinstance(llm.stream, bool):
-            llm.stream = True
+            llm.stream = ChatConfig.streaming
 
     return langchain_object
 

src/backend/langflow/main.py

@@ -1,5 +1,9 @@
+from pathlib import Path
+from typing import Optional
 from fastapi import FastAPI
 from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import FileResponse
+from fastapi.staticfiles import StaticFiles
 
 from langflow.api import router
 from langflow.database.base import create_db_and_tables
@@ -33,6 +37,42 @@ def create_app():
     return app
 
 
+def setup_static_files(app: FastAPI, static_files_dir: Path):
+    """
+    Setup the static files directory.
+    Args:
+        app (FastAPI): FastAPI app.
+        path (str): Path to the static files directory.
+    """
+    app.mount(
+        "/",
+        StaticFiles(directory=static_files_dir, html=True),
+        name="static",
+    )
+
+    @app.exception_handler(404)
+    async def custom_404_handler(request, __):
+        path = static_files_dir / "index.html"
+
+        if not path.exists():
+            raise RuntimeError(f"File at path {path} does not exist.")
+        return FileResponse(path)
+
+
+# app = create_app()
+# setup_static_files(app, static_files_dir)
+def setup_app(static_files_dir: Optional[Path]) -> FastAPI:
+    """Setup the FastAPI app."""
+    # get the directory of the current file
+    if not static_files_dir:
+        frontend_path = Path(__file__).parent
+        static_files_dir = frontend_path / "frontend"
+
+    app = create_app()
+    setup_static_files(app, static_files_dir)
+    return app
+
+
 app = create_app()
 
 

src/backend/langflow/processing/process.py

@@ -107,6 +107,10 @@ def process_graph_cached(data_graph: Dict[str, Any], inputs: Optional[dict] = No
     elif isinstance(langchain_object, VectorStore):
         class_name = langchain_object.__class__.__name__
         result = {"message": f"Processed {class_name} successfully"}
+    else:
+        raise ValueError(
+            f"Unknown langchain_object type: {type(langchain_object).__name__}"
+        )
     return result
 
 

src/backend/langflow/settings.py

@@ -1,24 +1,24 @@
 import os
-from typing import List
 
 import yaml
 from pydantic import BaseSettings, root_validator
 
 
 class Settings(BaseSettings):
-    chains: List[str] = []
+    chains: dict = {}
-    agents: List[str] = []
+    agents: dict = {}
-    prompts: List[str] = []
+    prompts: dict = {}
-    llms: List[str] = []
+    llms: dict = {}
-    tools: List[str] = []
+    tools: dict = {}
-    memories: List[str] = []
+    memories: dict = {}
-    embeddings: List[str] = []
+    embeddings: dict = {}
-    vectorstores: List[str] = []
+    vectorstores: dict = {}
-    documentloaders: List[str] = []
+    documentloaders: dict = {}
-    wrappers: List[str] = []
+    wrappers: dict = {}
-    toolkits: List[str] = []
+    retrievers: dict = {}
-    textsplitters: List[str] = []
+    toolkits: dict = {}
-    utilities: List[str] = []
+    textsplitters: dict = {}
+    utilities: dict = {}
     dev: bool = False
     database_url: str = "sqlite:///./langflow.db"
     cache: str = "InMemoryCache"
@@ -38,16 +38,21 @@ class Settings(BaseSettings):
 
     def update_from_yaml(self, file_path: str, dev: bool = False):
         new_settings = load_settings_from_yaml(file_path)
-        self.chains = new_settings.chains or []
+        self.chains = new_settings.chains or {}
-        self.agents = new_settings.agents or []
+        self.agents = new_settings.agents or {}
-        self.prompts = new_settings.prompts or []
+        self.prompts = new_settings.prompts or {}
-        self.llms = new_settings.llms or []
+        self.llms = new_settings.llms or {}
-        self.tools = new_settings.tools or []
+        self.tools = new_settings.tools or {}
-        self.memories = new_settings.memories or []
+        self.memories = new_settings.memories or {}
-        self.wrappers = new_settings.wrappers or []
+        self.wrappers = new_settings.wrappers or {}
-        self.toolkits = new_settings.toolkits or []
+        self.toolkits = new_settings.toolkits or {}
-        self.textsplitters = new_settings.textsplitters or []
+        self.textsplitters = new_settings.textsplitters or {}
-        self.utilities = new_settings.utilities or []
+        self.utilities = new_settings.utilities or {}
+        self.embeddings = new_settings.embeddings or {}
+        self.vectorstores = new_settings.vectorstores or {}
+        self.documentloaders = new_settings.documentloaders or {}
+        self.retrievers = new_settings.retrievers or {}
+
         self.dev = dev
 
     def update_settings(self, **kwargs):

src/backend/langflow/template/field/base.py

@@ -21,6 +21,7 @@ class TemplateFieldCreator(BaseModel, ABC):
     name: str = ""
     display_name: Optional[str] = None
     advanced: bool = False
+    info: Optional[str] = ""
 
     def to_dict(self):
         result = self.dict()

src/backend/langflow/template/frontend_node/base.py

@@ -1,12 +1,43 @@
 import re
 from typing import List, Optional
 
-from pydantic import BaseModel
+from pydantic import BaseModel, Field
 
 from langflow.template.frontend_node.constants import FORCE_SHOW_FIELDS
 from langflow.template.field.base import TemplateField
 from langflow.template.template.base import Template
 from langflow.utils import constants
+from langflow.template.frontend_node.formatter import field_formatters
+
+CLASSES_TO_REMOVE = ["Serializable", "BaseModel"]
+
+
+class FieldFormatters(BaseModel):
+    formatters = {
+        "openai_api_key": field_formatters.OpenAIAPIKeyFormatter(),
+    }
+    base_formatters = {
+        "kwargs": field_formatters.KwargsFormatter(),
+        "optional": field_formatters.RemoveOptionalFormatter(),
+        "list": field_formatters.ListTypeFormatter(),
+        "dict": field_formatters.DictTypeFormatter(),
+        "union": field_formatters.UnionTypeFormatter(),
+        "multiline": field_formatters.MultilineFieldFormatter(),
+        "show": field_formatters.ShowFieldFormatter(),
+        "password": field_formatters.PasswordFieldFormatter(),
+        "default": field_formatters.DefaultValueFormatter(),
+        "headers": field_formatters.HeadersDefaultValueFormatter(),
+        "dict_code_file": field_formatters.DictCodeFileFormatter(),
+        "model_fields": field_formatters.ModelSpecificFieldFormatter(),
+    }
+
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        for key, formatter in self.base_formatters.items():
+            formatter.format(field, name)
+
+        for key, formatter in self.formatters.items():
+            if key == field.name:
+                formatter.format(field, name)
 
 
 class FrontendNode(BaseModel):
@@ -15,14 +46,37 @@ class FrontendNode(BaseModel):
     base_classes: List[str]
     name: str = ""
     display_name: str = ""
+    documentation: str = ""
+    field_formatters: FieldFormatters = Field(default_factory=FieldFormatters)
+
+    def process_base_classes(self) -> None:
+        """Removes unwanted base classes from the list of base classes."""
+        self.base_classes = [
+            base_class
+            for base_class in self.base_classes
+            if base_class not in CLASSES_TO_REMOVE
+        ]
+
+    # field formatters is an instance attribute but it is not used in the class
+    # so we need to create a method to get it
+    @staticmethod
+    def get_field_formatters() -> FieldFormatters:
+        return FieldFormatters()
+
+    def set_documentation(self, documentation: str) -> None:
+        """Sets the documentation of the frontend node."""
+        self.documentation = documentation
 
     def to_dict(self) -> dict:
+        """Returns a dict representation of the frontend node."""
+        self.process_base_classes()
         return {
             self.name: {
                 "template": self.template.to_dict(self.format_field),
                 "description": self.description,
                 "base_classes": self.base_classes,
                 "display_name": self.display_name or self.name,
+                "documentation": self.documentation,
             },
         }
 
@@ -35,33 +89,8 @@ class FrontendNode(BaseModel):
     @staticmethod
     def format_field(field: TemplateField, name: Optional[str] = None) -> None:
         """Formats a given field based on its attributes and value."""
-        SPECIAL_FIELD_HANDLERS = {
-            "allowed_tools": lambda field: "Tool",
-            "max_value_length": lambda field: "int",
-        }
 
-        key = field.name
+        FrontendNode.get_field_formatters().format(field, name)
-        value = field.to_dict()
-        _type = value["type"]
-
-        _type = FrontendNode.remove_optional(_type)
-        _type, is_list = FrontendNode.check_for_list_type(_type)
-        field.is_list = is_list or field.is_list
-        _type = FrontendNode.replace_mapping_with_dict(_type)
-        _type = FrontendNode.handle_union_type(_type)
-
-        field.field_type = FrontendNode.handle_special_field(
-            field, key, _type, SPECIAL_FIELD_HANDLERS
-        )
-        field.field_type = FrontendNode.handle_dict_type(field, _type)
-        field.show = FrontendNode.should_show_field(key, field.required)
-        field.password = FrontendNode.should_be_password(key, field.show)
-        field.multiline = FrontendNode.should_be_multiline(key)
-
-        FrontendNode.replace_default_value(field, value)
-        FrontendNode.handle_specific_field_values(field, key, name)
-        FrontendNode.handle_kwargs_field(field)
-        FrontendNode.handle_api_key_field(field, key)
 
     @staticmethod
     def remove_optional(_type: str) -> str:

src/backend/langflow/template/frontend_node/chains.py

@@ -49,6 +49,10 @@ class ChainFrontendNode(FrontendNode):
     def format_field(field: TemplateField, name: Optional[str] = None) -> None:
         FrontendNode.format_field(field, name)
 
+        if "name" == "RetrievalQA" and field.name == "memory":
+            field.show = False
+            field.required = False
+
         field.advanced = False
         if "key" in field.name:
             field.password = False

src/backend/langflow/template/frontend_node/constants.py

@@ -32,3 +32,29 @@ You are a good listener and you can talk about anything.
 HUMAN_PROMPT = "{input}"
 
 QA_CHAIN_TYPES = ["stuff", "map_reduce", "map_rerank", "refine"]
+
+CTRANSFORMERS_DEFAULT_CONFIG = {
+    "top_k": 40,
+    "top_p": 0.95,
+    "temperature": 0.8,
+    "repetition_penalty": 1.1,
+    "last_n_tokens": 64,
+    "seed": -1,
+    "max_new_tokens": 256,
+    "stop": None,
+    "stream": False,
+    "reset": True,
+    "batch_size": 8,
+    "threads": -1,
+    "context_length": -1,
+    "gpu_layers": 0,
+}
+
+# This variable is used to tell the user
+# that it can be changed to use other APIs
+# like Prem and LocalAI
+OPENAI_API_BASE_INFO = """
+The base URL of the OpenAI API. Defaults to https://api.openai.com/v1.
+
+You can change this to use other APIs like JinaChat, LocalAI and Prem.
+"""

src/backend/langflow/template/frontend_node/formatter/base.py

@@ -0,0 +1,10 @@
+from abc import ABC, abstractmethod
+from typing import Optional
+
+from langflow.template.field.base import TemplateField
+
+
+class FieldFormatter(ABC):
+    @abstractmethod
+    def format(self, field: TemplateField, name: Optional[str]) -> None:
+        pass

src/backend/langflow/template/frontend_node/formatter/field_formatters.py

@@ -0,0 +1,162 @@
+from typing import Optional
+from langflow.template.field.base import TemplateField
+from langflow.template.frontend_node.constants import FORCE_SHOW_FIELDS
+from langflow.template.frontend_node.formatter.base import FieldFormatter
+import re
+
+from langflow.utils.constants import (
+    ANTHROPIC_MODELS,
+    CHAT_OPENAI_MODELS,
+    OPENAI_MODELS,
+)
+
+
+class OpenAIAPIKeyFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        if "api_key" in field.name and "OpenAI" in str(name):
+            field.display_name = "OpenAI API Key"
+            field.required = False
+            if field.value is None:
+                field.value = ""
+
+
+class ModelSpecificFieldFormatter(FieldFormatter):
+    MODEL_DICT = {
+        "OpenAI": OPENAI_MODELS,
+        "ChatOpenAI": CHAT_OPENAI_MODELS,
+        "Anthropic": ANTHROPIC_MODELS,
+        "ChatAnthropic": ANTHROPIC_MODELS,
+    }
+
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        if name in self.MODEL_DICT and field.name == "model_name":
+            field.options = self.MODEL_DICT[name]
+            field.is_list = True
+
+
+class KwargsFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        if "kwargs" in field.name.lower():
+            field.advanced = True
+            field.required = False
+            field.show = False
+
+
+class APIKeyFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        if "api" in field.name.lower() and "key" in field.name.lower():
+            field.required = False
+            field.advanced = False
+
+            field.display_name = field.name.replace("_", " ").title()
+            field.display_name = field.display_name.replace("Api", "API")
+
+
+class RemoveOptionalFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        _type = field.field_type
+        field.field_type = re.sub(r"Optional\[(.*)\]", r"\1", _type)
+
+
+class ListTypeFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        _type = field.field_type
+        is_list = "List" in _type or "Sequence" in _type
+        if is_list:
+            _type = re.sub(r"(List|Sequence)\[(.*)\]", r"\2", _type)
+            field.is_list = True
+        field.field_type = _type
+
+
+class DictTypeFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        _type = field.field_type
+        _type = _type.replace("Mapping", "dict")
+        field.field_type = _type
+
+
+class UnionTypeFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        _type = field.field_type
+        if "Union" in _type:
+            _type = _type.replace("Union[", "")[:-1]
+            _type = _type.split(",")[0]
+            _type = _type.replace("]", "").replace("[", "")
+        field.field_type = _type
+
+
+class SpecialFieldFormatter(FieldFormatter):
+    SPECIAL_FIELD_HANDLERS = {
+        "allowed_tools": lambda field: "Tool",
+        "max_value_length": lambda field: "int",
+    }
+
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        handler = self.SPECIAL_FIELD_HANDLERS.get(field.name)
+        field.field_type = handler(field) if handler else field.field_type
+
+
+class ShowFieldFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        key = field.name
+        required = field.required
+        field.show = (
+            (required and key not in ["input_variables"])
+            or key in FORCE_SHOW_FIELDS
+            or "api" in key
+            or ("key" in key and "input" not in key and "output" not in key)
+        )
+
+
+class PasswordFieldFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        key = field.name
+        show = field.show
+        if (
+            any(text in key.lower() for text in {"password", "token", "api", "key"})
+            and show
+        ):
+            field.password = True
+
+
+class MultilineFieldFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        key = field.name
+        if key in {
+            "suffix",
+            "prefix",
+            "template",
+            "examples",
+            "code",
+            "headers",
+            "description",
+        }:
+            field.multiline = True
+
+
+class DefaultValueFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        value = field.to_dict()
+        if "default" in value:
+            field.value = value["default"]
+
+
+class HeadersDefaultValueFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        key = field.name
+        if key == "headers":
+            field.value = """{'Authorization': 'Bearer <token>'}"""
+
+
+class DictCodeFileFormatter(FieldFormatter):
+    def format(self, field: TemplateField, name: Optional[str] = None) -> None:
+        key = field.name
+        value = field.to_dict()
+        _type = value["type"]
+        if "dict" in _type.lower():
+            if key == "dict_":
+                field.field_type = "file"
+                field.suffixes = [".json", ".yaml", ".yml"]
+                field.file_types = ["json", "yaml", "yml"]
+            else:
+                field.field_type = "code"

src/backend/langflow/template/frontend_node/llms.py

@@ -1,7 +1,10 @@
+import json
 from typing import Optional
 
 from langflow.template.field.base import TemplateField
 from langflow.template.frontend_node.base import FrontendNode
+from langflow.template.frontend_node.constants import CTRANSFORMERS_DEFAULT_CONFIG
+from langflow.template.frontend_node.constants import OPENAI_API_BASE_INFO
 
 
 class LLMFrontendNode(FrontendNode):
@@ -15,6 +18,13 @@ class LLMFrontendNode(FrontendNode):
         if "key" not in field.name.lower() and "token" not in field.name.lower():
             field.password = False
 
+        if field.name == "openai_api_base":
+            field.info = OPENAI_API_BASE_INFO
+
+    def add_extra_base_classes(self) -> None:
+        if "BaseLLM" not in self.base_classes:
+            self.base_classes.append("BaseLLM")
+
     @staticmethod
     def format_azure_field(field: TemplateField):
         if field.name == "model_name":
@@ -31,6 +41,13 @@ class LLMFrontendNode(FrontendNode):
         field.show = True
         field.advanced = not field.required
 
+    @staticmethod
+    def format_ctransformers_field(field: TemplateField):
+        if field.name == "config":
+            field.show = True
+            field.advanced = True
+            field.value = json.dumps(CTRANSFORMERS_DEFAULT_CONFIG, indent=2)
+
     @staticmethod
     def format_field(field: TemplateField, name: Optional[str] = None) -> None:
         display_names_dict = {
@@ -38,6 +55,7 @@ class LLMFrontendNode(FrontendNode):
         }
         FrontendNode.format_field(field, name)
         LLMFrontendNode.format_openai_field(field)
+        LLMFrontendNode.format_ctransformers_field(field)
         if name and "azure" in name.lower():
             LLMFrontendNode.format_azure_field(field)
         if name and "llama" in name.lower():

src/backend/langflow/template/frontend_node/memories.py

@@ -2,11 +2,19 @@ from typing import Optional
 
 from langflow.template.field.base import TemplateField
 from langflow.template.frontend_node.base import FrontendNode
+from langflow.template.template.base import Template
+from langchain.memory.chat_message_histories.postgres import DEFAULT_CONNECTION_STRING
 
 
 class MemoryFrontendNode(FrontendNode):
     #! Needs testing
     def add_extra_fields(self) -> None:
+        # chat history should have another way to add common field?
+        # prevent adding incorect field in ChatMessageHistory
+        base_message_classes = ["BaseEntityStore", "BaseChatMessageHistory"]
+        if any(base_class in self.base_classes for base_class in base_message_classes):
+            return
+
         # add return_messages field
         self.template.add_field(
             TemplateField(
@@ -64,3 +72,50 @@ class MemoryFrontendNode(FrontendNode):
             field.value = ""
         if field.name == "memory_key":
             field.value = "chat_history"
+        if field.name == "chat_memory":
+            field.show = True
+            field.advanced = False
+            field.required = False
+        if field.name == "url":
+            field.show = True
+        if field.name == "entity_store":
+            field.show = True
+        if name == "SQLiteEntityStore":
+            field.show = True
+
+
+class PostgresChatMessageHistoryFrontendNode(MemoryFrontendNode):
+    name: str = "PostgresChatMessageHistory"
+    template: Template = Template(
+        type_name="PostgresChatMessageHistory",
+        fields=[
+            TemplateField(
+                field_type="str",
+                required=True,
+                placeholder="",
+                is_list=False,
+                show=True,
+                multiline=False,
+                name="session_id",
+            ),
+            TemplateField(
+                field_type="str",
+                required=True,
+                show=True,
+                name="connection_string",
+                value=DEFAULT_CONNECTION_STRING,
+            ),
+            TemplateField(
+                field_type="str",
+                required=True,
+                placeholder="",
+                is_list=False,
+                show=True,
+                multiline=False,
+                value="message_store",
+                name="table_name",
+            ),
+        ],
+    )
+    description: str = "Memory store with Postgres"
+    base_classes: list[str] = ["PostgresChatMessageHistory", "BaseChatMessageHistory"]

src/backend/langflow/template/frontend_node/retrievers.py

@@ -0,0 +1,15 @@
+from typing import Optional
+
+from langflow.template.field.base import TemplateField
+from langflow.template.frontend_node.base import FrontendNode
+
+
+class RetrieverFrontendNode(FrontendNode):
+    @staticmethod
+    def format_field(field: TemplateField, name: Optional[str] = None) -> None:
+        FrontendNode.format_field(field, name)
+        # Define common field attributes
+        field.show = True
+        if field.name == "parser_key":
+            field.display_name = "Parser Key"
+            field.password = False

src/backend/langflow/template/frontend_node/textsplitters.py

@@ -1,5 +1,6 @@
 from langflow.template.field.base import TemplateField
 from langflow.template.frontend_node.base import FrontendNode
+from langchain.text_splitter import Language
 
 
 class TextSplittersFrontendNode(FrontendNode):
@@ -17,6 +18,24 @@ class TextSplittersFrontendNode(FrontendNode):
             name = "separator"
         elif self.template.type_name == "RecursiveCharacterTextSplitter":
             name = "separators"
+            # Add a field for type of separator
+            # which will have Text or any value from the
+            # Language enum
+            options = [x.value for x in Language] + ["Text"]
+            options.sort()
+            self.template.add_field(
+                TemplateField(
+                    field_type="str",
+                    required=True,
+                    show=True,
+                    name="separator_type",
+                    advanced=False,
+                    is_list=True,
+                    options=options,
+                    value="Text",
+                    display_name="Separator Type",
+                )
+            )
         self.template.add_field(
             TemplateField(
                 field_type="str",

src/backend/langflow/template/frontend_node/vectorstores.py

@@ -200,7 +200,7 @@ class VectorStoreFrontendNode(FrontendNode):
                 self.template.add_field(field)
 
     def add_extra_base_classes(self) -> None:
-        self.base_classes.append("BaseRetriever")
+        self.base_classes.extend(("BaseRetriever", "VectorStoreRetriever"))
 
     @staticmethod
     def format_field(field: TemplateField, name: Optional[str] = None) -> None:

src/backend/langflow/utils/util.py

@@ -165,6 +165,7 @@ def build_template_from_method(
                         "required": param.default == param.empty,
                     }
                     for name, param in params.items()
+                    if name not in ["self", "kwargs", "args"]
                 },
             }
 
@@ -233,6 +234,9 @@ def format_dict(d, name: Optional[str] = None):
 
         _type = value["type"]
 
+        if not isinstance(_type, str):
+            _type = _type.__name__
+
         # Remove 'Optional' wrapper
         if "Optional" in _type:
             _type = _type.replace("Optional[", "")[:-1]

src/frontend/package-lock.json

@@ -13,9 +13,11 @@
         "@headlessui/react": "^1.7.10",
         "@heroicons/react": "^2.0.15",
         "@mui/material": "^5.11.9",
+        "@radix-ui/react-accordion": "^1.1.2",
         "@radix-ui/react-checkbox": "^1.0.4",
         "@radix-ui/react-dialog": "^1.0.4",
         "@radix-ui/react-dropdown-menu": "^2.0.5",
+        "@radix-ui/react-icons": "^1.3.0",
         "@radix-ui/react-label": "^2.0.2",
         "@radix-ui/react-menubar": "^1.0.3",
         "@radix-ui/react-progress": "^1.0.3",
@@ -27,6 +29,7 @@
         "@tabler/icons-react": "^2.18.0",
         "@tailwindcss/forms": "^0.5.3",
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+      "version": "8.2.0",
+      "resolved": "https://registry.npmjs.org/cosmiconfig/-/cosmiconfig-8.2.0.tgz",
+      "integrity": "sha512-3rTMnFJA1tCOPwRxtgF4wd7Ab2qvDbL8jX+3smjIbS4HlZBagTlpERbdN7iAbWlrfxE3M8c27kTwTawQ7st+OQ==",
+      "dependencies": {
+        "import-fresh": "^3.2.1",
+        "js-yaml": "^4.1.0",
+        "parse-json": "^5.0.0",
+        "path-type": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=14"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/d-fischer"
+      }
+    },
+    "node_modules/shadcn-ui/node_modules/https-proxy-agent": {
+      "version": "6.2.1",
+      "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-6.2.1.tgz",
+      "integrity": "sha512-ONsE3+yfZF2caH5+bJlcddtWqNI3Gvs5A38+ngvljxaBiRXRswym2c7yf8UAeFpRFKjFNHIFEHqR/OLAWJzyiA==",
+      "dependencies": {
+        "agent-base": "^7.0.2",
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/shebang-command": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
@@ -9575,6 +9783,14 @@
         "url": "https://github.com/chalk/ansi-regex?sponsor=1"
       }
     },
+    "node_modules/strip-bom": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-3.0.0.tgz",
+      "integrity": "sha512-vavAMRXOgBVNF6nyEEmL3DBK19iRpDcoIwW+swQ+CbGiu7lju6t+JklA1MHweoWtadgt4ISVUsXLyDq34ddcwA==",
+      "engines": {
+        "node": ">=4"
+      }
+    },
     "node_modules/strip-eof": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/strip-eof/-/strip-eof-1.0.0.tgz",
@@ -9950,6 +10166,28 @@
       "resolved": "https://registry.npmjs.org/ts-interface-checker/-/ts-interface-checker-0.1.13.tgz",
       "integrity": "sha512-Y/arvbn+rrz3JCKl9C4kVNfTfSm2/mEp5FSz5EsZSANGPSlQrpRI5M4PKF+mJnE52jOO90PnPSc3Ur3bTQw0gA=="
     },
+    "node_modules/ts-morph": {
+      "version": "18.0.0",
+      "resolved": "https://registry.npmjs.org/ts-morph/-/ts-morph-18.0.0.tgz",
+      "integrity": "sha512-Kg5u0mk19PIIe4islUI/HWRvm9bC1lHejK4S0oh1zaZ77TMZAEmQC0sHQYiu2RgCQFZKXz1fMVi/7nOOeirznA==",
+      "dependencies": {
+        "@ts-morph/common": "~0.19.0",
+        "code-block-writer": "^12.0.0"
+      }
+    },
+    "node_modules/tsconfig-paths": {
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-4.2.0.tgz",
+      "integrity": "sha512-NoZ4roiN7LnbKn9QqE1amc9DJfzvZXxF4xDavcOWt1BPkdx+m+0gJuPM+S0vCe7zTJMYUP0R8pO2XMr+Y8oLIg==",
+      "dependencies": {
+        "json5": "^2.2.2",
+        "minimist": "^1.2.6",
+        "strip-bom": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=6"
+      }
+    },
     "node_modules/tslib": {
       "version": "2.5.3",
       "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.5.3.tgz",

src/frontend/package.json

@@ -8,9 +8,11 @@
     "@headlessui/react": "^1.7.10",
     "@heroicons/react": "^2.0.15",
     "@mui/material": "^5.11.9",
+    "@radix-ui/react-accordion": "^1.1.2",
     "@radix-ui/react-checkbox": "^1.0.4",
     "@radix-ui/react-dialog": "^1.0.4",
     "@radix-ui/react-dropdown-menu": "^2.0.5",
+    "@radix-ui/react-icons": "^1.3.0",
     "@radix-ui/react-label": "^2.0.2",
     "@radix-ui/react-menubar": "^1.0.3",
     "@radix-ui/react-progress": "^1.0.3",
@@ -22,6 +24,7 @@
     "@tabler/icons-react": "^2.18.0",
     "@tailwindcss/forms": "^0.5.3",
     "@tailwindcss/line-clamp": "^0.4.4",
+    "accordion": "^3.0.2",
     "ace-builds": "^1.16.0",
     "add": "^2.0.6",
     "ansi-to-html": "^0.7.2",
@@ -29,6 +32,7 @@
     "base64-js": "^1.5.1",
     "class-variance-authority": "^0.6.0",
     "clsx": "^1.2.1",
+    "dompurify": "^3.0.3",
     "esbuild": "^0.17.18",
     "lodash": "^4.17.21",
     "lucide-react": "^0.233.0",
@@ -48,7 +52,7 @@
     "rehype-mathjax": "^4.0.2",
     "remark-gfm": "^3.0.1",
     "remark-math": "^5.1.1",
-    "shadcn-ui": "^0.1.3",
+    "shadcn-ui": "^0.2.2",
     "short-unique-id": "^4.4.4",
     "switch": "^0.0.0",
     "table": "^6.8.1",

src/frontend/src/CustomNodes/GenericNode/components/parameterComponent/index.tsx

@@ -25,6 +25,7 @@ import { nodeColors } from "../../../../utils";
 import ShadTooltip from "../../../../components/ShadTooltipComponent";
 import { PopUpContext } from "../../../../contexts/popUpContext";
 import ToggleShadComponent from "../../../../components/toggleShadComponent";
+import { Info } from "lucide-react";
 
 export default function ParameterComponent({
   left,
@@ -36,9 +37,11 @@ export default function ParameterComponent({
   type,
   name = "",
   required = false,
+  info = "",
 }: ParameterComponentType) {
   const ref = useRef(null);
   const refHtml = useRef(null);
+  const infoHtml = useRef(null);
   const updateNodeInternals = useUpdateNodeInternals();
   const [position, setPosition] = useState(0);
   const { closePopUp } = useContext(PopUpContext);
@@ -79,6 +82,18 @@ export default function ParameterComponent({
     });
   };
 
+  useEffect(() => {
+    infoHtml.current = (
+      <div className="h-full w-full break-words">
+        {info.split("\n").map((line, i) => (
+          <p key={i} className="block">
+            {line}
+          </p>
+        ))}
+      </div>
+    );
+  }, [info]);
+
   useEffect(() => {
     const groupedObj = groupByFamily(myData, tooltipTitle);
 
@@ -126,9 +141,22 @@ export default function ParameterComponent({
       className="w-full flex flex-wrap justify-between items-center bg-muted mt-1 px-5 py-2"
     >
       <>
-        <div className={"text-sm truncate w-full " + (left ? "" : "text-end")}>
+        <div
+          className={
+            "text-sm truncate w-full" +
+            (left ? "" : " text-end") +
+            (info !== "" ? " flex items-center" : "")
+          }
+        >
           {title}
           <span className="text-destructive">{required ? " *" : ""}</span>
+          <div className="">
+            {info !== "" && (
+              <ShadTooltip content={infoHtml.current}>
+                <Info className="ml-2 relative bottom-0.5 w-3 h-3" />
+              </ShadTooltip>
+            )}
+          </div>
         </div>
         {left &&
         (type === "str" ||
@@ -144,7 +172,6 @@ export default function ParameterComponent({
             delayDuration={0}
             content={refHtml.current}
             side={left ? "left" : "right"}
-            open={refHtml?.current?.length > 0}
           >
             <Handle
               type={left ? "target" : "source"}

src/frontend/src/CustomNodes/GenericNode/index.tsx

@@ -6,16 +6,7 @@ import {
 } from "../../utils";
 import ParameterComponent from "./components/parameterComponent";
 import { typesContext } from "../../contexts/typesContext";
-import {
+import { useContext, useState, useEffect, useRef } from "react";
-  useContext,
-  useState,
-  useEffect,
-  useRef,
-  ForwardRefExoticComponent,
-  ComponentType,
-  SVGProps,
-  ReactNode,
-} from "react";
 import { NodeDataType } from "../../types/flow";
 import { alertContext } from "../../contexts/alertContext";
 import { PopUpContext } from "../../contexts/popUpContext";
@@ -23,10 +14,8 @@ import NodeModal from "../../modals/NodeModal";
 import Tooltip from "../../components/TooltipComponent";
 import { NodeToolbar } from "reactflow";
 import NodeToolbarComponent from "../../pages/FlowPage/components/nodeToolbarComponent";
-
 import ShadTooltip from "../../components/ShadTooltipComponent";
 import { useSSE } from "../../contexts/SSEContext";
-import { ReactElement } from "react-markdown/lib/react-markdown";
 
 export default function GenericNode({
   data,
@@ -46,6 +35,7 @@ export default function GenericNode({
   const [validationStatus, setValidationStatus] = useState(null);
   // State for outline color
   const { sseData, isBuilding } = useSSE();
+  const refHtml = useRef(null);
 
   // useEffect(() => {
   //   if (reactFlowInstance) {
@@ -215,6 +205,7 @@ export default function GenericNode({
                           ? toTitleCase(data.node.template[t].name)
                           : toTitleCase(t)
                       }
+                      info={data.node.template[t].info}
                       name={t}
                       tooltipTitle={data.node.template[t].type}
                       required={data.node.template[t].required}

src/frontend/src/components/AccordionComponent/index.tsx

@@ -0,0 +1,56 @@
+import { ReactElement, useContext, useEffect, useRef, useState } from "react";
+import {
+  AccordionComponentType,
+  ProgressBarType,
+} from "../../types/components";
+import { Progress } from "../../components/ui/progress";
+import { setInterval } from "timers/promises";
+import {
+  Accordion,
+  AccordionContent,
+  AccordionItem,
+  AccordionTrigger,
+} from "../../components/ui/accordion";
+
+export default function AccordionComponent({
+  trigger,
+  children,
+  open = [],
+}: AccordionComponentType) {
+  const [value, setValue] = useState(
+    open.length == 0 ? "" : getOpenAccordion()
+  );
+
+  function getOpenAccordion() {
+    let value = "";
+    open.forEach((el) => {
+      if (el == trigger) {
+        value = trigger;
+      }
+    });
+
+    return value;
+  }
+
+  function handleClick() {
+    value == "" ? setValue(trigger) : setValue("");
+  }
+
+  return (
+    <>
+      <Accordion type="single" value={value} onValueChange={setValue}>
+        <AccordionItem value={trigger} className="border-none">
+          <AccordionTrigger
+            onClick={() => {
+              handleClick();
+            }}
+            className="ml-3"
+          >
+            {trigger}
+          </AccordionTrigger>
+          <AccordionContent>{children}</AccordionContent>
+        </AccordionItem>
+      </Accordion>
+    </>
+  );
+}

src/frontend/src/components/ShadTooltipComponent/index.tsx

@@ -1,3 +1,4 @@
+import { ShadTooltipProps } from "../../types/components";
 import {
   Tooltip,
   TooltipContent,
@@ -5,18 +6,19 @@ import {
   TooltipTrigger,
 } from "../ui/tooltip";
 
-const ShadTooltip = (props) => {
+const ShadTooltip = ({
+  delayDuration = 500,
+  side,
+  content,
+  children,
+}: ShadTooltipProps) => {
   return (
     <TooltipProvider>
-      <Tooltip delayDuration={props.delayDuration}>
+      <Tooltip delayDuration={delayDuration}>
-        <TooltipTrigger asChild>{props.children}</TooltipTrigger>
+        <TooltipTrigger asChild>{children}</TooltipTrigger>
 
-        <TooltipContent
+        <TooltipContent side={side} avoidCollisions={false} sticky="always">
-          side={props.side}
+          {content}
-          avoidCollisions={false}
-          sticky="always"
-        >
-          {props.content}
         </TooltipContent>
       </Tooltip>
     </TooltipProvider>

src/frontend/src/components/chatComponent/chatMessage/index.tsx

@@ -2,9 +2,9 @@ import { useState } from "react";
 import { ChatMessageType } from "../../../types/chat";
 import { nodeColors } from "../../../utils";
 import Convert from "ansi-to-html";
-const convert = new Convert({ newline: true });
 import { MessageCircle } from "lucide-react";
-
+import DOMPurify from "dompurify";
+const convert = new Convert({ newline: true });
 export default function ChatMessage({ chat }: { chat: ChatMessageType }) {
   const [hidden, setHidden] = useState(true);
   return (
@@ -23,13 +23,14 @@ export default function ChatMessage({ chat }: { chat: ChatMessageType }) {
                 <MessageCircle className="w-5 h-5 animate-bounce" />
               </div>
             )}
+
             {chat.thought && chat.thought !== "" && !hidden && (
               <div
                 onClick={() => setHidden((prev) => !prev)}
                 style={{ backgroundColor: nodeColors["thought"] }}
-                className=" text-start inline-block w-full pb-3 pt-3 px-5 cursor-pointer"
+                className="text-start inline-block w-full pb-3 pt-3 px-5 cursor-pointer"
                 dangerouslySetInnerHTML={{
-                  __html: convert.toHtml(chat.thought),
+                  __html: DOMPurify.sanitize(convert.toHtml(chat.thought)),
                 }}
               ></div>
             )}

src/frontend/src/components/codeAreaComponent/index.tsx

@@ -12,7 +12,9 @@ export default function CodeAreaComponent({
   disabled,
   editNode = false,
 }: TextAreaComponentType) {
-  const [myValue, setMyValue] = useState(value);
+  const [myValue, setMyValue] = useState(
+    typeof value == "string" ? value : JSON.stringify(value)
+  );
   const { openPopUp } = useContext(PopUpContext);
   useEffect(() => {
     if (disabled) {
@@ -22,7 +24,7 @@ export default function CodeAreaComponent({
   }, [disabled, onChange]);
 
   useEffect(() => {
-    setMyValue(value);
+    setMyValue(typeof value == "string" ? value : JSON.stringify(value));
   }, [value]);
 
   return (

src/frontend/src/components/dropdownComponent/index.tsx

@@ -1,9 +1,11 @@
 import { Listbox, Transition } from "@headlessui/react";
-import { Fragment, useEffect, useState } from "react";
+import { Fragment, useContext, useEffect, useState } from "react";
 import { DropDownComponentType } from "../../types/components";
 import { classNames } from "../../utils";
 import { INPUT_STYLE } from "../../constants";
 import { ChevronsUpDown, Check } from "lucide-react";
+import { PopUpContext } from "../../contexts/popUpContext";
+import { TabsContext } from "../../contexts/tabsContext";
 
 export default function Dropdown({
   value,
@@ -11,13 +13,17 @@ export default function Dropdown({
   onSelect,
   editNode = false,
   numberOfOptions = 0,
+  apiModal = false,
 }: DropDownComponentType) {
+  const { closePopUp } = useContext(PopUpContext);
+
   let [internalValue, setInternalValue] = useState(
     value === "" || !value ? "Choose an option" : value
   );
+
   useEffect(() => {
     setInternalValue(value === "" || !value ? "Choose an option" : value);
-  }, [value]);
+  }, [closePopUp]);
 
   return (
     <>
@@ -63,11 +69,12 @@ export default function Dropdown({
                 leaveTo="opacity-0"
               >
                 <Listbox.Options
-                  className={
+                  className={classNames(
                     editNode
-                      ? "absolute z-10 mt-1 max-h-60 overflow-auto rounded-md bg-background py-1 text-base shadow-lg ring-1 ring-black ring-opacity-5 focus:outline-none sm:text-sm w-[215px]"
+                      ? "z-10 mt-1 max-h-60 overflow-auto rounded-md bg-white py-1 text-base shadow-lg ring-1 ring-black ring-opacity-5 focus:outline-none sm:text-sm w-[215px]"
-                      : "nowheel absolute z-10 mt-1 max-h-60 w-full overflow-auto overflow-y rounded-md bg-background py-1 text-base shadow-lg ring-1 ring-black ring-opacity-5 focus:outline-none sm:text-sm "
+                      : "nowheel z-10 mt-1 max-h-60 w-full overflow-auto overflow-y rounded-md bg-white py-1 text-base shadow-lg ring-1 ring-black ring-opacity-5 focus:outline-none sm:text-sm ",
-                  }
+                    apiModal ? "w-[250px] mb-2" : "absolute"
+                  )}
                 >
                   {options.map((option, id) => (
                     <Listbox.Option

src/frontend/src/components/floatComponent/index.tsx

@@ -2,6 +2,7 @@ import { useContext, useEffect, useState } from "react";
 import { FloatComponentType } from "../../types/components";
 import { TabsContext } from "../../contexts/tabsContext";
 import { INPUT_STYLE } from "../../constants";
+import { PopUpContext } from "../../contexts/popUpContext";
 
 export default function FloatComponent({
   value,
@@ -12,6 +13,7 @@ export default function FloatComponent({
 }: FloatComponentType) {
   const [myValue, setMyValue] = useState(value ?? "");
   const { setDisableCopyPaste } = useContext(TabsContext);
+  const { closePopUp } = useContext(PopUpContext);
 
   const step = 0.1;
   const min = 0;
@@ -26,7 +28,7 @@ export default function FloatComponent({
 
   useEffect(() => {
     setMyValue(value);
-  }, [value]);
+  }, [closePopUp]);
 
   return (
     <div

src/frontend/src/components/inputFileComponent/index.tsx

@@ -98,7 +98,7 @@ export default function InputFileComponent({
         disabled ? "pointer-events-none cursor-not-allowed w-full" : "w-full"
       }
     >
-      <div className="w-full flex items-center gap-2">
+      <div className="w-full flex items-center">
         <span
           onClick={handleButtonClick}
           className={
@@ -114,7 +114,7 @@ export default function InputFileComponent({
         </span>
         <button onClick={handleButtonClick}>
           {!editNode && !loading && (
-            <FileSearch2 className="w-6 h-6 hover:text-ring" />
+            <FileSearch2 className="w-6 h-6 hover:text-ring ml-3" />
           )}
           {!editNode && loading && (
             <span className="loading loading-spinner loading-sm pl-3 h-8 pointer-events-none"></span>

src/frontend/src/components/inputListComponent/index.tsx

@@ -5,20 +5,29 @@ import { TabsContext } from "../../contexts/tabsContext";
 import _ from "lodash";
 import { INPUT_STYLE } from "../../constants";
 import { X, Plus } from "lucide-react";
+import { PopUpContext } from "../../contexts/popUpContext";
 
 export default function InputListComponent({
   value,
   onChange,
   disabled,
   editNode = false,
+  onAddInput,
 }: InputListComponentType) {
   const [inputList, setInputList] = useState(value ?? [""]);
+  const { closePopUp } = useContext(PopUpContext);
+
   useEffect(() => {
     if (disabled) {
       setInputList([""]);
       onChange([""]);
     }
   }, [disabled, onChange]);
+
+  useEffect(() => {
+    setInputList(value);
+  }, [closePopUp]);
+
   return (
     <div
       className={
@@ -44,9 +53,9 @@ export default function InputListComponent({
               setInputList((old) => {
                 let newInputList = _.cloneDeep(old);
                 newInputList[idx] = e.target.value;
+                onChange(newInputList);
                 return newInputList;
               });
-              onChange(inputList);
             }}
           />
           {idx === inputList.length - 1 ? (
@@ -55,6 +64,7 @@ export default function InputListComponent({
                 setInputList((old) => {
                   let newInputList = _.cloneDeep(old);
                   newInputList.push("");
+                  onAddInput(newInputList);
                   return newInputList;
                 });
                 onChange(inputList);
@@ -68,6 +78,7 @@ export default function InputListComponent({
                 setInputList((old) => {
                   let newInputList = _.cloneDeep(old);
                   newInputList.splice(idx, 1);
+                  onAddInput(newInputList);
                   return newInputList;
                 });
                 onChange(inputList);

src/frontend/src/components/intComponent/index.tsx

@@ -3,6 +3,7 @@ import { FloatComponentType } from "../../types/components";
 import { TabsContext } from "../../contexts/tabsContext";
 import { classNames } from "../../utils";
 import { INPUT_STYLE } from "../../constants";
+import { PopUpContext } from "../../contexts/popUpContext";
 
 export default function IntComponent({
   value,
@@ -14,6 +15,7 @@ export default function IntComponent({
   const [myValue, setMyValue] = useState(value ?? "");
   const { setDisableCopyPaste } = useContext(TabsContext);
   const min = 0;
+  const { closePopUp } = useContext(PopUpContext);
 
   useEffect(() => {
     if (disabled) {
@@ -24,7 +26,7 @@ export default function IntComponent({
 
   useEffect(() => {
     setMyValue(value);
-  }, [value]);
+  }, [closePopUp]);
 
   return (
     <div

src/frontend/src/components/promptComponent/index.tsx

@@ -31,7 +31,7 @@ export default function PromptAreaComponent({
         disabled ? "pointer-events-none cursor-not-allowed w-full" : " w-full"
       }
     >
-      <div className="w-full flex items-center gap-3">
+      <div className="w-full flex items-center">
         <span
           onClick={() => {
             openPopUp(

src/frontend/src/components/ui/accordion.tsx

@@ -0,0 +1,59 @@
+"use client";
+
+import * as React from "react";
+import * as AccordionPrimitive from "@radix-ui/react-accordion";
+import { ChevronDownIcon } from "@radix-ui/react-icons";
+import { cn } from "../../utils";
+
+const Accordion = AccordionPrimitive.Root;
+
+const AccordionItem = React.forwardRef<
+  React.ElementRef<typeof AccordionPrimitive.Item>,
+  React.ComponentPropsWithoutRef<typeof AccordionPrimitive.Item>
+>(({ className, ...props }, ref) => (
+  <AccordionPrimitive.Item
+    ref={ref}
+    className={cn("border-b", className)}
+    {...props}
+  />
+));
+AccordionItem.displayName = "AccordionItem";
+
+const AccordionTrigger = React.forwardRef<
+  React.ElementRef<typeof AccordionPrimitive.Trigger>,
+  React.ComponentPropsWithoutRef<typeof AccordionPrimitive.Trigger>
+>(({ className, children, ...props }, ref) => (
+  <AccordionPrimitive.Header className="flex">
+    <AccordionPrimitive.Trigger
+      ref={ref}
+      className={cn(
+        "flex flex-1 items-center justify-between py-4 text-sm font-medium transition-all hover:underline [&[data-state=open]>svg]:rotate-180",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronDownIcon className="h-4 w-4 text-muted-foreground transition-transform duration-200" />
+    </AccordionPrimitive.Trigger>
+  </AccordionPrimitive.Header>
+));
+AccordionTrigger.displayName = AccordionPrimitive.Trigger.displayName;
+
+const AccordionContent = React.forwardRef<
+  React.ElementRef<typeof AccordionPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof AccordionPrimitive.Content>
+>(({ className, children, ...props }, ref) => (
+  <AccordionPrimitive.Content
+    ref={ref}
+    className={cn(
+      "overflow-hidden text-sm data-[state=closed]:animate-accordion-up data-[state=open]:animate-accordion-down",
+      className
+    )}
+    {...props}
+  >
+    <div className="pb-4 pt-0">{children}</div>
+  </AccordionPrimitive.Content>
+));
+AccordionContent.displayName = AccordionPrimitive.Content.displayName;
+
+export { Accordion, AccordionItem, AccordionTrigger, AccordionContent };

src/frontend/src/constants.tsx

@@ -54,7 +54,7 @@ export const TEXT_DIALOG_SUBTITLE = "Edit your text.";
  * @param {string} flowId - The id of the flow
  * @returns {string} - The python code
  */
-export const getPythonApiCode = (flow: FlowType): string => {
+export const getPythonApiCode = (flow: FlowType, tweak?): string => {
   const flowId = flow.id;
 
   // create a dictionary of node ids and the values is an empty dictionary
@@ -70,7 +70,11 @@ BASE_API_URL = "${window.location.protocol}//${
 FLOW_ID = "${flowId}"
 # You can tweak the flow by adding a tweaks dictionary
 # e.g {"OpenAI-XXXXX": {"model_name": "gpt-4"}}
-TWEAKS = ${JSON.stringify(tweaks, null, 2)}
+TWEAKS = ${
+    tweak && tweak.length > 0
+      ? buildTweakObject(tweak)
+      : JSON.stringify(tweaks, null, 2)
+  }
 
 def run_flow(message: str, flow_id: str, tweaks: dict = None) -> dict:
     """
@@ -100,7 +104,7 @@ print(run_flow("Your message", flow_id=FLOW_ID, tweaks=TWEAKS))`;
  * @param {string} flowId - The id of the flow
  * @returns {string} - The curl code
  */
-export const getCurlCode = (flow: FlowType): string => {
+export const getCurlCode = (flow: FlowType, tweak?): string => {
   const flowId = flow.id;
   const tweaks = buildTweaks(flow);
   return `curl -X POST \\
@@ -108,27 +112,46 @@ export const getCurlCode = (flow: FlowType): string => {
     window.location.host
   }/api/v1/process/${flowId} \\
   -H 'Content-Type: application/json' \\
-  -d '{"inputs": {"input": message}, "tweaks": ${JSON.stringify(
+  -d '{"inputs": {"input": message}, "tweaks": ${
-    tweaks,
+    tweak && tweak.length > 0
-    null,
+      ? buildTweakObject(tweak)
-    2
+      : JSON.stringify(tweaks, null, 2)
-  )}}'`;
+  }}'`;
 };
 /**
  * Function to get the python code for the API
  * @param {string} flowName - The name of the flow
  * @returns {string} - The python code
  */
-export const getPythonCode = (flow: FlowType): string => {
+export const getPythonCode = (flow: FlowType, tweak?): string => {
   const flowName = flow.name;
   const tweaks = buildTweaks(flow);
   return `from langflow import load_flow_from_json
-TWEAKS = ${JSON.stringify(tweaks, null, 2)}
+TWEAKS = ${
+    tweak && tweak.length > 0
+      ? buildTweakObject(tweak)
+      : JSON.stringify(tweaks, null, 2)
+  }
 flow = load_flow_from_json("${flowName}.json", tweaks=TWEAKS)
 # Now you can use it like any chain
 flow("Hey, have you heard of LangFlow?")`;
 };
 
+function buildTweakObject(tweak) {
+  tweak.forEach((el) => {
+    Object.keys(el).forEach((key) => {
+      for (let kp in el[key]) {
+        try {
+          el[key][kp] = JSON.parse(el[key][kp]);
+        } catch {}
+      }
+    });
+  });
+
+  const tweakString = JSON.stringify(tweak, null, 2);
+  return tweakString;
+}
+
 /**
  * The base text for subtitle of Import Dialog
  * @constant

src/frontend/src/contexts/popUpContext.tsx

@@ -5,6 +5,8 @@ import React, { useState } from "react";
 export const PopUpContext = createContext({
   openPopUp: (popUpElement: JSX.Element) => {},
   closePopUp: () => {},
+  setCloseEdit: (value: string) => {},
+  closeEdit: "",
 });
 
 interface PopUpProviderProps {
@@ -22,8 +24,12 @@ const PopUpProvider = ({ children }: PopUpProviderProps) => {
     setPopUpElements((prevPopUps) => prevPopUps.slice(1));
   };
 
+  const [closeEdit, setCloseEdit] = useState("");
+
   return (
-    <PopUpContext.Provider value={{ openPopUp, closePopUp }}>
+    <PopUpContext.Provider
+      value={{ openPopUp, closePopUp, closeEdit, setCloseEdit }}
+    >
       {children}
       {popUpElements[0]}
     </PopUpContext.Provider>

src/frontend/src/contexts/tabsContext.tsx

@@ -53,6 +53,8 @@ const TabsContextInitialValue: TabsContextType = {
   tabsState: {},
   setTabsState: (state: TabsState) => {},
   getNodeId: (nodeType: string) => "",
+  setTweak: (tweak: any) => {},
+  getTweak: {},
   paste: (
     selection: { nodes: any; edges: any },
     position: { x: number; y: number; paneX?: number; paneY?: number }
@@ -73,6 +75,7 @@ export function TabsProvider({ children }: { children: ReactNode }) {
   const { templates, reactFlowInstance } = useContext(typesContext);
   const [lastCopiedSelection, setLastCopiedSelection] = useState(null);
   const [tabsState, setTabsState] = useState<TabsState>({});
+  const [getTweak, setTweak] = useState({});
 
   const newNodeId = useRef(uid());
   function incrementNodeId() {
@@ -198,10 +201,13 @@ export function TabsProvider({ children }: { children: ReactNode }) {
       edge.style = { stroke: "#555555" };
     });
   }
+
   function updateDisplay_name(node: NodeType, template: APIClassType) {
-    node.data.node.display_name = template["display_name"]
+    node.data.node.display_name = template["display_name"] || node.data.type;
-      ? template["display_name"]
+  }
-      : node.data.type;
+
+  function updateNodeDocumentation(node: NodeType, template: APIClassType) {
+    node.data.node.documentation = template["documentation"];
   }
 
   function processFlowNodes(flow) {
@@ -218,6 +224,7 @@ export function TabsProvider({ children }: { children: ReactNode }) {
         updateNodeEdges(flow, node, template);
         updateNodeDescription(node, template);
         updateNodeTemplate(node, template);
+        updateNodeDocumentation(node, template);
       }
     });
   }
@@ -410,7 +417,7 @@ export function TabsProvider({ children }: { children: ReactNode }) {
           y: insidePosition.y + n.position.y - minimumY,
         },
         data: {
-          ...n.data,
+          ..._.cloneDeep(n.data),
           id: newId,
         },
       };
@@ -640,6 +647,8 @@ export function TabsProvider({ children }: { children: ReactNode }) {
         tabsState,
         setTabsState,
         paste,
+        getTweak,
+        setTweak,
       }}
     >
       {children}

src/frontend/src/controllers/API/index.ts

@@ -311,7 +311,7 @@ export async function getBuildStatus(
 export async function postBuildInit(
   flow: FlowType
 ): Promise<AxiosResponse<InitTypeAPI>> {
-  return await axios.post(`/api/v1/build/init`, flow);
+  return await axios.post(`/api/v1/build/init/${flow.id}`, flow);
 }
 
 // fetch(`/upload/${id}`, {

src/frontend/src/modals/ApiModal/index.tsx

@@ -1,4 +1,4 @@
-import { useContext, useState } from "react";
+import { useContext, useEffect, useRef, useState } from "react";
 import { PopUpContext } from "../../contexts/popUpContext";
 import "ace-builds/src-noconflict/mode-python";
 import "ace-builds/src-noconflict/theme-github";
@@ -26,14 +26,42 @@ import {
   TabsTrigger,
 } from "../../components/ui/tabs";
 import { Check, Clipboard, Code2 } from "lucide-react";
+import {
+  Table,
+  TableBody,
+  TableCaption,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "../../components/ui/table";
+import { buildTweaks, classNames, limitScrollFieldsModal } from "../../utils";
+import AccordionComponent from "../../components/AccordionComponent";
+import CodeAreaComponent from "../../components/codeAreaComponent";
+import Dropdown from "../../components/dropdownComponent";
+import FloatComponent from "../../components/floatComponent";
+import InputComponent from "../../components/inputComponent";
+import InputFileComponent from "../../components/inputFileComponent";
+import InputListComponent from "../../components/inputListComponent";
+import IntComponent from "../../components/intComponent";
+import PromptAreaComponent from "../../components/promptComponent";
+import TextAreaComponent from "../../components/textAreaComponent";
+import ToggleShadComponent from "../../components/toggleShadComponent";
+import ShadTooltip from "../../components/ShadTooltipComponent";
+import { cloneDeep, filter } from "lodash";
+import { TabsContext } from "../../contexts/tabsContext";
 
 export default function ApiModal({ flow }: { flow: FlowType }) {
   const [open, setOpen] = useState(true);
   const { dark } = useContext(darkContext);
-  const { closePopUp } = useContext(PopUpContext);
+  const { closePopUp, closeEdit, setCloseEdit } = useContext(PopUpContext);
   const [activeTab, setActiveTab] = useState("0");
   const [isCopied, setIsCopied] = useState<Boolean>(false);
-
+  const [enabled, setEnabled] = useState(null);
+  const [openAccordion, setOpenAccordion] = useState([]);
+  const tweak = useRef([]);
+  const tweaksList = useRef([]);
+  const { setTweak, getTweak } = useContext(TabsContext);
   const copyToClipboard = () => {
     if (!navigator.clipboard || !navigator.clipboard.writeText) {
       return;
@@ -47,18 +75,10 @@ export default function ApiModal({ flow }: { flow: FlowType }) {
       }, 2000);
     });
   };
-  function setModalOpen(x: boolean) {
+  const pythonApiCode = getPythonApiCode(flow, tweak.current);
-    setOpen(x);
+  const curl_code = getCurlCode(flow, tweak.current);
-    if (x === false) {
+  const pythonCode = getPythonCode(flow, tweak.current);
-      closePopUp();
+  const tweaksCode = buildTweaks(flow);
-    }
-  }
-
-  const pythonApiCode = getPythonApiCode(flow);
-
-  const curl_code = getCurlCode(flow);
-  const pythonCode = getPythonCode(flow);
-
   const tabs = [
     {
       name: "cURL",
@@ -80,10 +100,169 @@ export default function ApiModal({ flow }: { flow: FlowType }) {
       code: pythonCode,
     },
   ];
+
+  useEffect(() => {
+    if (closeEdit !== "") {
+      tweak.current = getTweak;
+      if (tweak.current.length > 0) {
+        setActiveTab("3");
+        openAccordions();
+      } else {
+        startTweaks();
+      }
+    } else {
+      startTweaks();
+    }
+  }, [closeEdit]);
+
+  useEffect(() => {
+    filterNodes();
+  }, []);
+
+  if (Object.keys(tweaksCode).length > 0) {
+    tabs.push({
+      name: "Tweaks",
+      mode: "python",
+      image: "https://cdn-icons-png.flaticon.com/512/5968/5968350.png",
+      code: pythonCode,
+    });
+  }
+
+  function setModalOpen(x: boolean) {
+    setOpen(x);
+    if (x === false) {
+      setCloseEdit("");
+      setTweak([]);
+      closePopUp();
+    }
+  }
+
+  function startTweaks() {
+    tweak.current.push(buildTweaks(flow));
+  }
+
+  function filterNodes() {
+    let arrNodesWithValues = [];
+
+    flow["data"]["nodes"].forEach((t) => {
+      Object.keys(t["data"]["node"]["template"])
+        .filter(
+          (n) =>
+            n.charAt(0) !== "_" &&
+            t.data.node.template[n].show &&
+            (t.data.node.template[n].type === "str" ||
+              t.data.node.template[n].type === "bool" ||
+              t.data.node.template[n].type === "float" ||
+              t.data.node.template[n].type === "code" ||
+              t.data.node.template[n].type === "prompt" ||
+              t.data.node.template[n].type === "file" ||
+              t.data.node.template[n].type === "int")
+        )
+        .map((n, i) => {
+          arrNodesWithValues.push(t["id"]);
+        });
+    });
+
+    tweaksList.current = arrNodesWithValues.filter((value, index, self) => {
+      return self.indexOf(value) === index;
+    });
+  }
+
+  function buildTweakObject(tw, changes, template) {
+    if (template.type === "float") {
+      changes = parseFloat(changes);
+    }
+    if (template.type === "int") {
+      changes = parseInt(changes);
+    }
+    if (template.list === true && Array.isArray(changes)) {
+      changes = changes?.filter((x) => x !== "");
+    }
+
+    const existingTweak = tweak.current.find((element) =>
+      element.hasOwnProperty(tw)
+    );
+
+    if (existingTweak) {
+      existingTweak[tw][template["name"]] = changes;
+
+      if (existingTweak[tw][template["name"]] == template.value) {
+        tweak.current.forEach((element) => {
+          if (element[tw] && Object.keys(element[tw])?.length === 0) {
+            tweak.current = tweak.current.filter((obj) => {
+              const prop = obj[Object.keys(obj)[0]].prop;
+              return prop !== undefined && prop !== null && prop !== "";
+            });
+          }
+        });
+      }
+    } else {
+      const newTweak = {
+        [tw]: {
+          [template["name"]]: changes,
+        },
+      };
+      tweak.current.push(newTweak);
+    }
+
+    const pythonApiCode = getPythonApiCode(flow, tweak.current);
+    const curl_code = getCurlCode(flow, tweak.current);
+    const pythonCode = getPythonCode(flow, tweak.current);
+
+    tabs[0].code = curl_code;
+    tabs[1].code = pythonApiCode;
+    tabs[2].code = pythonCode;
+
+    setTweak(tweak.current);
+  }
+
+  function buildContent(value) {
+    const htmlContent = (
+      <div className="w-[200px]">
+        <span>{value != null && value != "" ? value : "None"}</span>
+      </div>
+    );
+    return htmlContent;
+  }
+
+  function getValue(value, node, template) {
+    let returnValue = value ?? "";
+
+    if (getTweak.length > 0) {
+      for (const obj of getTweak) {
+        Object.keys(obj).forEach((key) => {
+          const value = obj[key];
+          if (key == node["id"]) {
+            Object.keys(value).forEach((key) => {
+              if (key == template["name"]) {
+                returnValue = value[key];
+              }
+            });
+          }
+        });
+      }
+    } else {
+      return value ?? "";
+    }
+    return returnValue;
+  }
+
+  function openAccordions() {
+    let accordionsToOpen = [];
+    tweak.current.forEach((el) => {
+      Object.keys(el).forEach((key) => {
+        if (Object.keys(el[key]).length > 0) {
+          accordionsToOpen.push(key);
+          setOpenAccordion(accordionsToOpen);
+        }
+      });
+    });
+  }
+
   return (
     <Dialog open={true} onOpenChange={setModalOpen}>
       <DialogTrigger></DialogTrigger>
-      <DialogContent className="lg:max-w-[800px] sm:max-w-[600px] h-[580px]">
+      <DialogContent className="lg:max-w-[850px] sm:max-w-[700px] h-[580px]">
         <DialogHeader>
           <DialogTitle className="flex items-center">
             <span className="pr-2">Code</span>
@@ -93,9 +272,14 @@ export default function ApiModal({ flow }: { flow: FlowType }) {
         </DialogHeader>
 
         <Tabs
-          defaultValue={"0"}
+          value={activeTab}
           className="w-full h-full overflow-hidden text-center bg-muted rounded-md border"
-          onValueChange={(value) => setActiveTab(value)}
+          onValueChange={(value) => {
+            setActiveTab(value);
+            if (value === "3") {
+              openAccordions();
+            }
+          }}
         >
           <div className="flex items-center justify-between px-2">
             <TabsList>
@@ -120,14 +304,448 @@ export default function ApiModal({ flow }: { flow: FlowType }) {
             <TabsContent
               value={index.toString()}
               className="overflow-hidden w-full h-full px-4 pb-4 -mt-1"
+              key={index} // Remember to add a unique key prop
             >
-              <SyntaxHighlighter
+              {index < 3 ? (
-                className="h-[400px] w-full overflow-auto"
+                <SyntaxHighlighter
-                language={tab.mode}
+                  className="h-[400px] w-full overflow-auto"
-                style={oneDark}
+                  language={tab.mode}
-              >
+                  style={oneDark}
-                {tab.code}
+                >
-              </SyntaxHighlighter>
+                  {tab.code}
+                </SyntaxHighlighter>
+              ) : index === 3 ? (
+                <>
+                  <div className="flex w-full h-[400px] mt-2">
+                    <div
+                      className={classNames(
+                        "w-full rounded-lg  bg-muted border-[1px] border-gray-200",
+                        1 == 1
+                          ? "overflow-scroll overflow-x-hidden custom-scroll"
+                          : "overflow-hidden"
+                      )}
+                    >
+                      {flow["data"]["nodes"].map((t: any, index) => (
+                        <div className="px-3" key={index}>
+                          {tweaksList.current.includes(t["data"]["id"]) && (
+                            <AccordionComponent
+                              trigger={t["data"]["id"]}
+                              open={openAccordion}
+                            >
+                              <div className="flex flex-col gap-5 h-fit">
+                                <Table className="table-fixed bg-muted outline-1">
+                                  <TableHeader className="border-gray-200 text-gray-500 text-xs font-medium h-10">
+                                    <TableRow className="dark:border-b-muted">
+                                      <TableHead className="h-7 text-center">
+                                        PARAM
+                                      </TableHead>
+                                      <TableHead className="p-0 h-7 text-center">
+                                        VALUE
+                                      </TableHead>
+                                    </TableRow>
+                                  </TableHeader>
+                                  <TableBody className="p-0">
+                                    {Object.keys(t["data"]["node"]["template"])
+                                      .filter(
+                                        (n) =>
+                                          n.charAt(0) !== "_" &&
+                                          t.data.node.template[n].show &&
+                                          (t.data.node.template[n].type ===
+                                            "str" ||
+                                            t.data.node.template[n].type ===
+                                              "bool" ||
+                                            t.data.node.template[n].type ===
+                                              "float" ||
+                                            t.data.node.template[n].type ===
+                                              "code" ||
+                                            t.data.node.template[n].type ===
+                                              "prompt" ||
+                                            t.data.node.template[n].type ===
+                                              "file" ||
+                                            t.data.node.template[n].type ===
+                                              "int")
+                                      )
+                                      .map((n, i) => {
+                                        //console.log(t.data.node.template[n]);
+
+                                        return (
+                                          <TableRow
+                                            key={i}
+                                            className="h-10 dark:border-b-muted"
+                                          >
+                                            <TableCell className="p-0 text-center text-gray-900 text-sm">
+                                              {n}
+                                            </TableCell>
+                                            <TableCell className="p-0 text-center text-gray-900 text-xs dark:text-gray-300">
+                                              <div className="w-[250px] m-auto">
+                                                {t.data.node.template[n]
+                                                  .type === "str" &&
+                                                !t.data.node.template[n]
+                                                  .options ? (
+                                                  <div className="mx-auto">
+                                                    {t.data.node.template[n]
+                                                      .list ? (
+                                                      <InputListComponent
+                                                        editNode={true}
+                                                        disabled={false}
+                                                        value={
+                                                          !t.data.node.template[
+                                                            n
+                                                          ].value ||
+                                                          t.data.node.template[
+                                                            n
+                                                          ].value === ""
+                                                            ? [""]
+                                                            : t.data.node
+                                                                .template[n]
+                                                                .value
+                                                        }
+                                                        onChange={(k) => {}}
+                                                        onAddInput={(k) => {
+                                                          buildTweakObject(
+                                                            t["data"]["id"],
+                                                            k,
+                                                            t.data.node
+                                                              .template[n]
+                                                          );
+                                                        }}
+                                                      />
+                                                    ) : t.data.node.template[n]
+                                                        .multiline ? (
+                                                      <ShadTooltip
+                                                        delayDuration={1000}
+                                                        content={buildContent(
+                                                          t.data.node.template[
+                                                            n
+                                                          ].value
+                                                        )}
+                                                      >
+                                                        <div>
+                                                          <TextAreaComponent
+                                                            disabled={false}
+                                                            editNode={true}
+                                                            value={getValue(
+                                                              t.data.node
+                                                                .template[n]
+                                                                .value,
+                                                              t.data,
+                                                              t.data.node
+                                                                .template[n]
+                                                            )}
+                                                            onChange={(k) => {
+                                                              buildTweakObject(
+                                                                t["data"]["id"],
+                                                                k,
+                                                                t.data.node
+                                                                  .template[n]
+                                                              );
+                                                            }}
+                                                          />
+                                                        </div>
+                                                      </ShadTooltip>
+                                                    ) : (
+                                                      <InputComponent
+                                                        editNode={true}
+                                                        disabled={false}
+                                                        password={
+                                                          t.data.node.template[
+                                                            n
+                                                          ].password ?? false
+                                                        }
+                                                        value={getValue(
+                                                          t.data.node.template[
+                                                            n
+                                                          ].value,
+                                                          t.data,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        )}
+                                                        onChange={(k) => {
+                                                          buildTweakObject(
+                                                            t["data"]["id"],
+                                                            k,
+                                                            t.data.node
+                                                              .template[n]
+                                                          );
+                                                        }}
+                                                      />
+                                                    )}
+                                                  </div>
+                                                ) : t.data.node.template[n]
+                                                    .type === "bool" ? (
+                                                  <div className="ml-auto">
+                                                    {" "}
+                                                    <ToggleShadComponent
+                                                      enabled={
+                                                        t.data.node.template[n]
+                                                          .value
+                                                      }
+                                                      setEnabled={(e) => {
+                                                        t.data.node.template[
+                                                          n
+                                                        ].value = e;
+                                                        setEnabled(e);
+                                                        buildTweakObject(
+                                                          t["data"]["id"],
+                                                          e,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        );
+                                                      }}
+                                                      size="small"
+                                                      disabled={false}
+                                                    />
+                                                  </div>
+                                                ) : t.data.node.template[n]
+                                                    .type === "file" ? (
+                                                  <ShadTooltip
+                                                    delayDuration={1000}
+                                                    content={buildContent(
+                                                      getValue(
+                                                        t.data.node.template[n]
+                                                          .value,
+                                                        t.data,
+                                                        t.data.node.template[n]
+                                                      )
+                                                    )}
+                                                  >
+                                                    <div className="mx-auto">
+                                                      <InputFileComponent
+                                                        editNode={true}
+                                                        disabled={false}
+                                                        value={
+                                                          t.data.node.template[
+                                                            n
+                                                          ].value ?? ""
+                                                        }
+                                                        onChange={(
+                                                          k: any
+                                                        ) => {}}
+                                                        fileTypes={
+                                                          t.data.node.template[
+                                                            n
+                                                          ].fileTypes
+                                                        }
+                                                        suffixes={
+                                                          t.data.node.template[
+                                                            n
+                                                          ].suffixes
+                                                        }
+                                                        onFileChange={(
+                                                          k: any
+                                                        ) => {}}
+                                                      ></InputFileComponent>
+                                                    </div>
+                                                  </ShadTooltip>
+                                                ) : t.data.node.template[n]
+                                                    .type === "float" ? (
+                                                  <div className="mx-auto">
+                                                    <FloatComponent
+                                                      disabled={false}
+                                                      editNode={true}
+                                                      value={getValue(
+                                                        t.data.node.template[n]
+                                                          .value,
+                                                        t.data,
+                                                        t.data.node.template[n]
+                                                      )}
+                                                      onChange={(k) => {
+                                                        buildTweakObject(
+                                                          t["data"]["id"],
+                                                          k,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        );
+                                                      }}
+                                                    />
+                                                  </div>
+                                                ) : t.data.node.template[n]
+                                                    .type === "str" &&
+                                                  t.data.node.template[n]
+                                                    .options ? (
+                                                  <div className="mx-auto">
+                                                    <Dropdown
+                                                      editNode={true}
+                                                      apiModal={true}
+                                                      options={
+                                                        t.data.node.template[n]
+                                                          .options
+                                                      }
+                                                      onSelect={(k) => {
+                                                        buildTweakObject(
+                                                          t["data"]["id"],
+                                                          k,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        );
+                                                      }}
+                                                      value={getValue(
+                                                        t.data.node.template[n]
+                                                          .value,
+                                                        t.data,
+                                                        t.data.node.template[n]
+                                                      )}
+                                                    ></Dropdown>
+                                                  </div>
+                                                ) : t.data.node.template[n]
+                                                    .type === "int" ? (
+                                                  <div className="mx-auto">
+                                                    <IntComponent
+                                                      disabled={false}
+                                                      editNode={true}
+                                                      value={getValue(
+                                                        t.data.node.template[n]
+                                                          .value,
+                                                        t.data,
+                                                        t.data.node.template[n]
+                                                      )}
+                                                      onChange={(k) => {
+                                                        buildTweakObject(
+                                                          t["data"]["id"],
+                                                          k,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        );
+                                                      }}
+                                                    />
+                                                  </div>
+                                                ) : t.data.node.template[n]
+                                                    .type === "prompt" ? (
+                                                  <ShadTooltip
+                                                    delayDuration={1000}
+                                                    content={buildContent(
+                                                      getValue(
+                                                        t.data.node.template[n]
+                                                          .value,
+                                                        t.data,
+                                                        t.data.node.template[n]
+                                                      )
+                                                    )}
+                                                  >
+                                                    <div className="mx-auto">
+                                                      <PromptAreaComponent
+                                                        editNode={true}
+                                                        disabled={false}
+                                                        value={getValue(
+                                                          t.data.node.template[
+                                                            n
+                                                          ].value,
+                                                          t.data,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        )}
+                                                        onChange={(k) => {
+                                                          buildTweakObject(
+                                                            t["data"]["id"],
+                                                            k,
+                                                            t.data.node
+                                                              .template[n]
+                                                          );
+                                                        }}
+                                                      />
+                                                    </div>
+                                                  </ShadTooltip>
+                                                ) : t.data.node.template[n]
+                                                    .type === "code" ? (
+                                                  <ShadTooltip
+                                                    delayDuration={1000}
+                                                    content={buildContent(
+                                                      getValue(
+                                                        t.data.node.template[n]
+                                                          .value,
+                                                        t.data,
+                                                        t.data.node.template[n]
+                                                      )
+                                                    )}
+                                                  >
+                                                    <div className="mx-auto">
+                                                      <CodeAreaComponent
+                                                        disabled={false}
+                                                        editNode={true}
+                                                        value={getValue(
+                                                          t.data.node.template[
+                                                            n
+                                                          ].value,
+                                                          t.data,
+                                                          t.data.node.template[
+                                                            n
+                                                          ]
+                                                        )}
+                                                        onChange={(k) => {
+                                                          buildTweakObject(
+                                                            t["data"]["id"],
+                                                            k,
+                                                            t.data.node
+                                                              .template[n]
+                                                          );
+                                                        }}
+                                                      />
+                                                    </div>
+                                                  </ShadTooltip>
+                                                ) : t.data.node.template[n]
+                                                    .type === "Any" ? (
+                                                  "-"
+                                                ) : (
+                                                  <div className="hidden"></div>
+                                                )}
+                                              </div>
+                                            </TableCell>
+                                          </TableRow>
+                                        );
+                                      })}
+                                  </TableBody>
+                                </Table>
+                              </div>
+                            </AccordionComponent>
+                          )}
+
+                          {tweaksList.current.length === 0 && (
+                            <>
+                              <div className="pt-3">
+                                No tweaks are available for this flow.
+                              </div>
+                            </>
+                          )}
+                        </div>
+                      ))}
+
+                      {/* 
+                      <div className="flex flex-col gap-5 bg-muted">
+                        <Table className="table-fixed bg-muted outline-1">
+                          <TableHeader className="border-gray-200 text-gray-500 text-xs font-medium h-10">
+                            <TableRow className="dark:border-b-muted">
+                              <TableHead className="h-5 text-center">
+                                TWEAK
+                              </TableHead>
+                              <TableHead className="p-0 h-5 text-center">
+                                VALUE
+                              </TableHead>
+                            </TableRow>
+                          </TableHeader>
+                          <TableBody>
+                            {invoices.map((invoice) => (
+                              <TableRow className="p-0 text-center text-gray-900 text-sm">
+                                <TableCell className="p-2 text-center text-gray-900 text-sm truncate">
+                                  {invoice.paymentStatus}
+                                </TableCell>
+                                <TableCell className="p-2 text-center text-gray-900 text-sm truncate">
+                                  {invoice.paymentMethod}
+                                </TableCell>
+                              </TableRow>
+                            ))}
+                          </TableBody>
+                        </Table>
+                      </div> */}
+                    </div>
+                  </div>
+                </>
+              ) : null}
             </TabsContent>
           ))}
         </Tabs>

src/frontend/src/modals/NodeModal/index.tsx

@@ -6,8 +6,7 @@ import {
   classNames,
   limitScrollFieldsModal,
   nodeColors,
-  nodeIcons,
+  nodeIconsLucide,
-  toNormalCase,
   toTitleCase,
 } from "../../utils";
 import { typesContext } from "../../contexts/typesContext";
@@ -28,7 +27,7 @@ export default function NodeModal({ data }: { data: NodeDataType }) {
     }
   }
   // any to avoid type conflict
-  const Icon: any = nodeIcons[types[data.type]];
+  const Icon: any = nodeIconsLucide[types[data.type]];
   return (
     <Transition.Root show={open} appear={true} as={Fragment}>
       <Dialog

src/frontend/src/modals/chatModal/chatMessage/index.tsx

@@ -11,7 +11,7 @@ import remarkMath from "remark-math";
 import { CodeBlock } from "./codeBlock";
 import Convert from "ansi-to-html";
 import { User2, MessageCircle } from "lucide-react";
-
+import DOMPurify from "dompurify";
 export default function ChatMessage({
   chat,
   lockChat,
@@ -77,7 +77,7 @@ export default function ChatMessage({
                 className=" text-start inline-block rounded-md text-muted-foreground  h-full border border-ring
 								bg-muted w-[95%] pb-3 pt-3 px-2 ml-3 cursor-pointer scrollbar-hide overflow-scroll"
                 dangerouslySetInnerHTML={{
-                  __html: convert.toHtml(chat.thought),
+                  __html: DOMPurify.sanitize(convert.toHtml(chat.thought)),
                 }}
               ></div>
             )}
@@ -148,12 +148,12 @@ export default function ChatMessage({
       ) : (
         <div className="w-full flex items-center">
           <div className="text-start inline-block px-3 text-muted-foreground ">
-            <span
+            {message.split("\n").map((line, index) => (
-              className="text-muted-foreground "
+              <span key={index} className="text-muted-foreground ">
-              dangerouslySetInnerHTML={{
+                {line}
-                __html: message.replace(/\n/g, "<br>"),
+                <br />
-              }}
+              </span>
-            ></span>
+            ))}
           </div>
         </div>
       )}

src/frontend/src/modals/codeAreaModal/index.tsx

@@ -34,12 +34,13 @@ export default function CodeAreaModal({
   const [code, setCode] = useState(value);
   const { dark } = useContext(darkContext);
   const { setErrorData, setSuccessData } = useContext(alertContext);
-  const { closePopUp } = useContext(PopUpContext);
+  const { closePopUp, setCloseEdit } = useContext(PopUpContext);
   const ref = useRef();
   function setModalOpen(x: boolean) {
     setOpen(x);
     if (x === false) {
       setTimeout(() => {
+        setCloseEdit("editcode");
         closePopUp();
       }, 300);
     }

src/frontend/src/modals/genericModal/index.tsx

@@ -38,11 +38,12 @@ export default function GenericModal({
   const [myValue, setMyValue] = useState(value);
   const { dark } = useContext(darkContext);
   const { setErrorData, setSuccessData } = useContext(alertContext);
-  const { closePopUp } = useContext(PopUpContext);
+  const { closePopUp, setCloseEdit } = useContext(PopUpContext);
   const ref = useRef();
   function setModalOpen(x: boolean) {
     setOpen(x);
     if (x === false) {
+      setCloseEdit("generic");
       closePopUp();
     }
   }

src/frontend/src/modals/promptModal/index.tsx

@@ -16,12 +16,13 @@ export default function PromptAreaModal({
   const [myValue, setMyValue] = useState(value);
   const { dark } = useContext(darkContext);
   const { setErrorData, setSuccessData } = useContext(alertContext);
-  const { closePopUp } = useContext(PopUpContext);
+  const { closePopUp, setCloseEdit } = useContext(PopUpContext);
   const ref = useRef();
   function setModalOpen(x: boolean) {
     setOpen(x);
     if (x === false) {
       setTimeout(() => {
+        setCloseEdit("prompt");
         closePopUp();
       }, 300);
     }

src/frontend/src/modals/textAreaModal/index.tsx

@@ -15,12 +15,13 @@ export default function TextAreaModal({
 }) {
   const [open, setOpen] = useState(true);
   const [myValue, setMyValue] = useState(value);
-  const { closePopUp } = useContext(PopUpContext);
+  const { closePopUp, setCloseEdit } = useContext(PopUpContext);
   const ref = useRef();
   function setModalOpen(x: boolean) {
     setOpen(x);
     if (x === false) {
       setTimeout(() => {
+        setCloseEdit("textarea");
         closePopUp();
       }, 300);
     }

src/frontend/src/pages/FlowPage/components/extraSidebarComponent/index.tsx

@@ -62,7 +62,7 @@ export default function ExtraSidebar() {
   return (
     <div className="w-52 flex flex-col overflow-hidden scrollbar-hide h-full border-r">
       <div className="mt-2 mb-2 w-full flex gap-2 justify-between px-2 items-center">
-        <ShadTooltip delayDuration={1000} content="Import" side="top">
+        <ShadTooltip content="Import" side="top">
           <button
             className="text-foreground w-full justify-center shadow-sm transition-all duration-500 ease-in-out   relative inline-flex items-center rounded-md bg-background px-2 py-2 ring-1 ring-inset ring-input hover:bg-muted"
             onClick={() => {
@@ -74,7 +74,7 @@ export default function ExtraSidebar() {
           </button>
         </ShadTooltip>
 
-        <ShadTooltip delayDuration={1000} content="Export" side="top">
+        <ShadTooltip content="Export" side="top">
           <button
             className={classNames(
               "text-foreground w-full justify-center shadow-sm transition-all duration-500 ease-in-out   relative inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-input hover:bg-muted rounded-md"
@@ -86,7 +86,7 @@ export default function ExtraSidebar() {
             <FileDown strokeWidth={1.5} className="w-5 h-5  "></FileDown>
           </button>
         </ShadTooltip>
-        <ShadTooltip delayDuration={1000} content="Code" side="top">
+        <ShadTooltip content="Code" side="top">
           <button
             className={classNames(
               "text-foreground w-full justify-center shadow-sm transition-all duration-500 ease-in-out   relative inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-input hover:bg-muted rounded-md"
@@ -99,7 +99,7 @@ export default function ExtraSidebar() {
           </button>
         </ShadTooltip>
 
-        <ShadTooltip delayDuration={1000} content="Save" side="top">
+        <ShadTooltip content="Save" side="top">
           <button
             className="text-foreground w-full justify-center transition-all shadow-sm duration-500 ease-in-out   relative inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-input hover:bg-muted rounded-md"
             onClick={(event) => {
@@ -158,7 +158,6 @@ export default function ExtraSidebar() {
                     .map((t: string, k) => (
                       <ShadTooltip
                         content={data[d][t].display_name}
-                        delayDuration={1500}
                         side="right"
                         key={data[d][t].display_name}
                       >

src/frontend/src/pages/FlowPage/components/nodeToolbarComponent/index.tsx

@@ -1,5 +1,5 @@
 import { useContext, useState } from "react";
-import { Settings2, Copy, Trash2, Menu } from "lucide-react";
+import { Settings2, Copy, Trash2, FileText } from "lucide-react";
 import { classNames } from "../../../../utils";
 import { TabsContext } from "../../../../contexts/tabsContext";
 import { useReactFlow } from "reactflow";
@@ -30,23 +30,21 @@ const NodeToolbarComponent = (props) => {
     <>
       <div className="h-10 w-26">
         <span className="isolate inline-flex rounded-md shadow-sm">
-          <ShadTooltip delayDuration={1000} content="Delete" side="top">
+          <ShadTooltip content="Delete" side="top">
             <button
               className="text-foreground transition-all duration-500 ease-in-out  shadow-md relative inline-flex items-center rounded-l-md bg-background px-2 py-2 ring-1 ring-inset ring-ring hover:bg-muted focus:z-10"
               onClick={() => {
                 props.deleteNode(props.data.id);
               }}
             >
-              <Trash2 className="w-4 h-4 "></Trash2>
+              <Trash2 className="w-4 h-4" ></Trash2>
             </button>
           </ShadTooltip>
 
-          <ShadTooltip delayDuration={1000} content="Duplicate" side="top">
+          <ShadTooltip content="Duplicate" side="top">
             <button
               className={classNames(
-                nodeLength > 0
+                "text-foreground transition-all duration-500 ease-in-out shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-ring hover:bg-muted focus:z-10"
-                  ? "text-foreground transition-all duration-500 ease-in-out shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-ring hover:bg-muted focus:z-10"
-                  : "text-foreground transition-all duration-500 ease-in-out shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-ring hover:bg-muted focus:z-10 rounded-r-md"
               )}
               onClick={(event) => {
                 event.preventDefault();
@@ -65,26 +63,62 @@ const NodeToolbarComponent = (props) => {
                 );
               }}
             >
-              <Copy className="w-4 h-4 "></Copy>
+              <Copy className="w-4 h-4"></Copy>
             </button>
           </ShadTooltip>
 
-          {nodeLength > 0 && (
+          <ShadTooltip
-            <ShadTooltip delayDuration={1000} content="Edit" side="top">
+            content={
-              <button
+              props.data.node.documentation === ""
-                className="text-foreground transition-all duration-500 ease-in-out shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2 ring-1 ring-inset ring-ring hover:bg-muted focus:z-10 rounded-r-md"
+                ? "Coming Soon"
-                onClick={(event) => {
+                : "Documentation"
+            }
+            side="top"
+          >
+            <a
+              className={classNames(
+                "text-foreground transition-all duration-500 ease-in-out shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-ring hover:bg-muted focus:z-10" +
+                  (props.data.node.documentation === ""
+                    ? " text-muted-foreground"
+                    : " text-foreground")
+              )}
+              target="_blank"
+              rel="noopener noreferrer"
+              href={props.data.node.documentation}
+              // deactivate link if no documentation is provided
+              onClick={(event) => {
+                if (props.data.node.documentation === "") {
                   event.preventDefault();
-                  props.openPopUp(<EditNodeModal data={props.data} />);
+                }
-                }}
+              }}
-              >
+            >
-                <Settings2 className="w-4 h-4 "></Settings2>
+              <FileText className="w-4 h-4 "></FileText>
-              </button>
+            </a>
-            </ShadTooltip>
+          </ShadTooltip>
-          )}
 
-          {/* <Menu as="div" className="relative inline-block text-left z-100">
+          <ShadTooltip content="Edit" side="top">
-            <button className="text-gray-700 transition-all duration-500 ease-in-out   shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2 ring-1 ring-inset ring-gray-300 hover:bg-muted focus:z-10 rounded-r-md">
+            <button
+              className={classNames(
+                "text-foreground transition-all duration-500 ease-in-out shadow-md relative -ml-px inline-flex items-center bg-background px-2 py-2  ring-1 ring-inset ring-ring hover:bg-muted focus:z-10 rounded-r-md" +
+                  (nodeLength == 0
+                    ? " text-muted-foreground"
+                    : " text-foreground")
+              )}
+              onClick={(event) => {
+                if (nodeLength == 0) {
+                  event.preventDefault();
+                }
+                event.preventDefault();
+                props.openPopUp(<EditNodeModal data={props.data} />);
+              }}
+            >
+              <Settings2 className="w-4 h-4 "></Settings2>
+            </button>
+          </ShadTooltip>
+
+          {/*
+          <Menu as="div" className="relative inline-block text-left z-100">
+            <button className="hover:dark:hover:bg-[#242f47] text-foreground transition-all duration-500 ease-in-out dark:bg-gray-800  shadow-md relative -ml-px inline-flex items-center bg-white px-2 py-2 ring-1 ring-inset ring-gray-300 hover:bg-muted focus:z-10 rounded-r-md">
               <div>
                 <Menu.Button className="flex items-center">
                   <EllipsisVerticalIcon
@@ -117,7 +151,7 @@ const NodeToolbarComponent = (props) => {
                           className={classNames(
                             active
                               ? "bg-muted text-gray-900"
-                              : "text-gray-700",
+                              : "text-foreground",
                             "w-full group flex items-center px-4 py-2 text-sm"
                           )}
                         >
@@ -157,7 +191,7 @@ const NodeToolbarComponent = (props) => {
                           className={classNames(
                             active
                               ? "bg-muted text-gray-900"
-                              : "text-gray-700",
+                              : "text-foreground",
                             "w-full group flex items-center px-4 py-2 text-sm"
                           )}
                         >

src/frontend/src/types/api/index.ts

@@ -12,6 +12,7 @@ export type APIClassType = {
   description: string;
   template: APITemplateType;
   display_name: string;
+  documentation: string;
   [key: string]: Array<string> | string | APITemplateType;
 };
 export type TemplateVariableType = {

src/frontend/src/types/components/index.ts

@@ -1,10 +1,4 @@
-import {
+import { ReactElement, ReactNode } from "react";
-  ComponentType,
-  ForwardRefExoticComponent,
-  ReactElement,
-  ReactNode,
-  SVGProps,
-} from "react";
 import { NodeDataType } from "../flow/index";
 import { typesContextType } from "../typesContext";
 export type InputComponentType = {
@@ -28,6 +22,7 @@ export type DropDownComponentType = {
   options: string[];
   onSelect: (value: string) => void;
   editNode?: boolean;
+  apiModal?: boolean;
   numberOfOptions?: number;
 };
 export type ParameterComponentType = {
@@ -41,12 +36,14 @@ export type ParameterComponentType = {
   name?: string;
   tooltipTitle: string;
   dataContext?: typesContextType;
+  info?: string;
 };
 export type InputListComponentType = {
   value: string[];
   onChange: (value: string[]) => void;
   disabled: boolean;
   editNode?: boolean;
+  onAddInput?: (value?: string[]) => void;
 };
 
 export type TextAreaComponentType = {
@@ -115,3 +112,17 @@ export type RadialProgressType = {
   value?: number;
   color?: string;
 };
+
+export type AccordionComponentType = {
+  children?: ReactElement;
+  open?: string[];
+  trigger?: string;
+};
+export type Side = "top" | "right" | "bottom" | "left";
+
+export type ShadTooltipProps = {
+  delayDuration?: number;
+  side?: Side;
+  content: ReactNode;
+  children: ReactNode;
+};

src/frontend/src/types/tabs/index.ts

@@ -28,6 +28,8 @@ export type TabsContextType = {
   ) => void;
   lastCopiedSelection: { nodes: any; edges: any };
   setLastCopiedSelection: (selection: { nodes: any; edges: any }) => void;
+  setTweak: (tweak: any) => void;
+  getTweak: any;
 };
 
 export type TabsState = {

src/frontend/src/utils.ts

@@ -1,21 +1,3 @@
-import {
-  RocketLaunchIcon,
-  LinkIcon,
-  CpuChipIcon,
-  LightBulbIcon,
-  CommandLineIcon,
-  WrenchScrewdriverIcon,
-  WrenchIcon,
-  ComputerDesktopIcon,
-  GiftIcon,
-  PaperClipIcon,
-  QuestionMarkCircleIcon,
-  FingerPrintIcon,
-  ScissorsIcon,
-  CircleStackIcon,
-  Squares2X2Icon,
-  Bars3CenterLeftIcon,
-} from "@heroicons/react/24/outline";
 import { Connection, Edge, Node, ReactFlowInstance } from "reactflow";
 import { FlowType, NodeType } from "./types/flow";
 import { APITemplateType } from "./types/api";
@@ -58,6 +40,7 @@ import {
   Paperclip,
   Rocket,
   Scissors,
+  FileSearch,
   TerminalSquare,
   Wand2,
   Wrench,
@@ -139,6 +122,7 @@ export const nodeColors: { [char: string]: string } = {
   toolkits: "#DB2C2C",
   wrappers: "#E6277A",
   utilities: "#31A3CC",
+  retrievers: "#e6b25a",
   unknown: "#9CA3AF",
 };
 
@@ -157,72 +141,11 @@ export const nodeNames: { [char: string]: string } = {
   toolkits: "Toolkits",
   wrappers: "Wrappers",
   textsplitters: "Text Splitters",
+  retrievers: "Retrievers",
   utilities: "Utilities",
   unknown: "Unknown",
 };
 
-export const nodeIcons: {
-  [char: string]: React.ForwardRefExoticComponent<
-    React.SVGProps<SVGSVGElement>
-  >;
-} = {
-  Chroma: ChromaIcon,
-  AirbyteJSONLoader: AirbyteIcon,
-  // SerpAPIWrapper: SerperIcon,
-  // AZLyricsLoader: AzIcon,
-  Anthropic: AnthropicIcon,
-  ChatAnthropic: AnthropicIcon,
-  BingSearchAPIWrapper: BingIcon,
-  BingSearchRun: BingIcon,
-  Cohere: CohereIcon,
-  CohereEmbeddings: CohereIcon,
-  EverNoteLoader: EvernoteIcon,
-  FacebookChatLoader: FBIcon,
-  GitbookLoader: GitBookIcon,
-  GoogleSearchAPIWrapper: GoogleIcon,
-  GoogleSearchResults: GoogleIcon,
-  GoogleSearchRun: GoogleIcon,
-  HNLoader: HackerNewsIcon,
-  HuggingFaceHub: HugginFaceIcon,
-  HuggingFaceEmbeddings: HugginFaceIcon,
-  IFixitLoader: IFixIcon,
-  Meta: MetaIcon,
-  Midjourney: MidjourneyIcon,
-  NotionDirectoryLoader: NotionIcon,
-  ChatOpenAI: OpenAiIcon,
-  OpenAI: OpenAiIcon,
-  OpenAIEmbeddings: OpenAiIcon,
-  Pinecone: PineconeIcon,
-  SupabaseVectorStore: SupabaseIcon,
-  MongoDBAtlasVectorSearch: MongoDBIcon,
-  // UnstructuredPowerPointLoader: PowerPointIcon, // word and powerpoint have differente styles
-  Qdrant: QDrantIcon,
-  // ReadTheDocsLoader: ReadTheDocsIcon, // does not work
-  Searx: SearxIcon,
-  SlackDirectoryLoader: SlackIcon,
-  // Weaviate: WeaviateIcon, // does not work
-  // WikipediaAPIWrapper: WikipediaIcon,
-  // WolframAlphaQueryRun: WolframIcon,
-  // WolframAlphaAPIWrapper: WolframIcon,
-  // UnstructuredWordDocumentLoader: WordIcon, // word and powerpoint have differente styles
-  agents: RocketLaunchIcon,
-  chains: LinkIcon,
-  memories: CpuChipIcon,
-  llms: LightBulbIcon,
-  prompts: CommandLineIcon,
-  tools: WrenchIcon,
-  advanced: ComputerDesktopIcon,
-  chat: Bars3CenterLeftIcon,
-  embeddings: FingerPrintIcon,
-  documentloaders: PaperClipIcon,
-  vectorstores: CircleStackIcon,
-  toolkits: WrenchScrewdriverIcon,
-  textsplitters: ScissorsIcon,
-  wrappers: GiftIcon,
-  utilities: Squares2X2Icon,
-  unknown: QuestionMarkCircleIcon,
-};
-
 export const nodeIconsLucide: {
   [char: string]: React.ForwardRefExoticComponent<
     ComponentType<SVGProps<SVGSVGElement>>
@@ -363,6 +286,9 @@ export const nodeIconsLucide: {
   utilities: Wand2 as React.ForwardRefExoticComponent<
     ComponentType<SVGProps<SVGSVGElement>>
   >,
+  retrievers: FileSearch as React.ForwardRefExoticComponent<
+    ComponentType<SVGProps<SVGSVGElement>>
+  >,
   unknown: HelpCircle as React.ForwardRefExoticComponent<
     ComponentType<SVGProps<SVGSVGElement>>
   >,
@@ -995,5 +921,5 @@ export function getRandomKeyByssmm(): string {
   const now = new Date();
   const seconds = String(now.getSeconds()).padStart(2, "0");
   const milliseconds = String(now.getMilliseconds()).padStart(3, "0");
-  return seconds + milliseconds;
+  return seconds + milliseconds + Math.abs(Math.floor(Math.random() * 10001));
 }

src/frontend/tailwind.config.js

@@ -22,6 +22,20 @@ module.exports = {
       },
     },
     extend: {
+      keyframes: {
+        "accordion-down": {
+          from: { height: 0 },
+          to: { height: "var(--radix-accordion-content-height)" },
+        },
+        "accordion-up": {
+          from: { height: "var(--radix-accordion-content-height)" },
+          to: { height: 0 },
+        },
+      },
+      animation: {
+        "accordion-down": "accordion-down 0.2s ease-out",
+        "accordion-up": "accordion-up 0.2s ease-out",
+      },
       colors: {
         "almost-dark-gray": "var(--almost-dark-gray)",
         "almost-light-blue": "var(--almost-light-blue)",

tests/test_agents_template.py

@@ -26,6 +26,7 @@ def test_zero_shot_agent(client: TestClient):
         "type": "LLMChain",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["allowed_tools"] == {
         "required": False,
@@ -37,6 +38,7 @@ def test_zero_shot_agent(client: TestClient):
         "type": "Tool",
         "list": True,
         "advanced": False,
+        "info": "",
     }
 
 
@@ -60,6 +62,7 @@ def test_json_agent(client: TestClient):
         "type": "BaseToolkit",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["llm"] == {
         "required": True,
@@ -72,6 +75,7 @@ def test_json_agent(client: TestClient):
         "list": False,
         "advanced": False,
         "display_name": "LLM",
+        "info": "",
     }
 
 
@@ -99,6 +103,7 @@ def test_csv_agent(client: TestClient):
         "list": False,
         "file_path": None,
         "advanced": False,
+        "info": "",
     }
     assert template["llm"] == {
         "required": True,
@@ -111,6 +116,7 @@ def test_csv_agent(client: TestClient):
         "list": False,
         "advanced": False,
         "display_name": "LLM",
+        "info": "",
     }
 
 
@@ -143,6 +149,7 @@ def test_initialize_agent(client: TestClient):
         "type": "str",
         "list": True,
         "advanced": False,
+        "info": "",
     }
     assert template["memory"] == {
         "required": False,
@@ -154,6 +161,7 @@ def test_initialize_agent(client: TestClient):
         "type": "BaseChatMemory",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["tools"] == {
         "required": False,
@@ -165,6 +173,7 @@ def test_initialize_agent(client: TestClient):
         "type": "Tool",
         "list": True,
         "advanced": False,
+        "info": "",
     }
     assert template["llm"] == {
         "required": True,
@@ -177,4 +186,5 @@ def test_initialize_agent(client: TestClient):
         "list": False,
         "advanced": False,
         "display_name": "LLM",
+        "info": "",
     }

tests/test_chains_template.py

@@ -38,6 +38,7 @@ def test_conversation_chain(client: TestClient):
         "type": "BaseMemory",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["verbose"] == {
         "required": False,
@@ -49,6 +50,7 @@ def test_conversation_chain(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["llm"] == {
         "required": True,
@@ -60,6 +62,7 @@ def test_conversation_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["input_key"] == {
         "required": True,
@@ -72,6 +75,7 @@ def test_conversation_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["output_key"] == {
         "required": True,
@@ -84,6 +88,7 @@ def test_conversation_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["_type"] == "ConversationChain"
 
@@ -120,6 +125,7 @@ def test_llm_chain(client: TestClient):
         "type": "BaseMemory",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["verbose"] == {
         "required": False,
@@ -132,6 +138,7 @@ def test_llm_chain(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["llm"] == {
         "required": True,
@@ -143,6 +150,7 @@ def test_llm_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["output_key"] == {
         "required": True,
@@ -155,6 +163,7 @@ def test_llm_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": True,
+        "info": "",
     }
 
 
@@ -184,6 +193,7 @@ def test_llm_checker_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["_type"] == "LLMCheckerChain"
 
@@ -217,6 +227,7 @@ def test_llm_math_chain(client: TestClient):
         "type": "BaseMemory",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["verbose"] == {
         "required": False,
@@ -229,6 +240,7 @@ def test_llm_math_chain(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["llm"] == {
         "required": True,
@@ -240,6 +252,7 @@ def test_llm_math_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["input_key"] == {
         "required": True,
@@ -252,6 +265,7 @@ def test_llm_math_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["output_key"] == {
         "required": True,
@@ -264,6 +278,7 @@ def test_llm_math_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["_type"] == "LLMMathChain"
 
@@ -304,6 +319,7 @@ def test_series_character_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["character"] == {
         "required": True,
@@ -315,6 +331,7 @@ def test_series_character_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["series"] == {
         "required": True,
@@ -326,6 +343,7 @@ def test_series_character_chain(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["_type"] == "SeriesCharacterChain"
 
@@ -367,6 +385,7 @@ def test_mid_journey_prompt_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     # Test the description object
     assert (
@@ -406,6 +425,7 @@ def test_time_travel_guide_chain(client: TestClient):
         "type": "BaseLanguageModel",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["memory"] == {
         "required": False,
@@ -417,6 +437,7 @@ def test_time_travel_guide_chain(client: TestClient):
         "type": "BaseChatMemory",
         "list": False,
         "advanced": False,
+        "info": "",
     }
 
     assert chain["description"] == "Time travel guide chain."

tests/test_llms_template.py

@@ -121,6 +121,7 @@ def test_openai(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["verbose"] == {
         "required": False,
@@ -132,6 +133,7 @@ def test_openai(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["client"] == {
         "required": False,
@@ -143,6 +145,7 @@ def test_openai(client: TestClient):
         "type": "Any",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["model_name"] == {
         "required": False,
@@ -162,6 +165,7 @@ def test_openai(client: TestClient):
         "type": "str",
         "list": True,
         "advanced": False,
+        "info": "",
     }
     # Add more assertions for other properties here
     assert template["temperature"] == {
@@ -175,6 +179,7 @@ def test_openai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["max_tokens"] == {
         "required": False,
@@ -187,6 +192,7 @@ def test_openai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["top_p"] == {
         "required": False,
@@ -199,6 +205,7 @@ def test_openai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["frequency_penalty"] == {
         "required": False,
@@ -211,6 +218,7 @@ def test_openai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["presence_penalty"] == {
         "required": False,
@@ -223,6 +231,7 @@ def test_openai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["n"] == {
         "required": False,
@@ -235,6 +244,7 @@ def test_openai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["best_of"] == {
         "required": False,
@@ -247,6 +257,7 @@ def test_openai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["model_kwargs"] == {
         "required": False,
@@ -258,6 +269,7 @@ def test_openai(client: TestClient):
         "type": "code",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["openai_api_key"] == {
         "required": False,
@@ -271,6 +283,7 @@ def test_openai(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["batch_size"] == {
         "required": False,
@@ -283,6 +296,7 @@ def test_openai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["request_timeout"] == {
         "required": False,
@@ -294,6 +308,7 @@ def test_openai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["logit_bias"] == {
         "required": False,
@@ -305,6 +320,7 @@ def test_openai(client: TestClient):
         "type": "code",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["max_retries"] == {
         "required": False,
@@ -317,6 +333,7 @@ def test_openai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["streaming"] == {
         "required": False,
@@ -329,6 +346,7 @@ def test_openai(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": False,
+        "info": "",
     }
 
 
@@ -352,6 +370,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["client"] == {
         "required": False,
@@ -363,6 +382,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "Any",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["model_name"] == {
         "required": False,
@@ -385,6 +405,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "str",
         "list": True,
         "advanced": False,
+        "info": "",
     }
     assert template["temperature"] == {
         "required": False,
@@ -397,6 +418,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["model_kwargs"] == {
         "required": False,
@@ -408,6 +430,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "code",
         "list": False,
         "advanced": True,
+        "info": "",
     }
     assert template["openai_api_key"] == {
         "required": False,
@@ -421,6 +444,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["request_timeout"] == {
         "required": False,
@@ -432,6 +456,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "float",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["max_retries"] == {
         "required": False,
@@ -444,6 +469,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["streaming"] == {
         "required": False,
@@ -456,6 +482,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["n"] == {
         "required": False,
@@ -468,6 +495,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
 
     assert template["max_tokens"] == {
@@ -480,6 +508,7 @@ def test_chat_open_ai(client: TestClient):
         "type": "int",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["_type"] == "ChatOpenAI"
     assert (
@@ -487,7 +516,7 @@ def test_chat_open_ai(client: TestClient):
         == "Wrapper around OpenAI Chat large language models."  # noqa E501
     )
     assert set(model["base_classes"]) == {
-        "Serializable",
+        "BaseLLM",
         "BaseChatModel",
         "ChatOpenAI",
         "BaseLanguageModel",

tests/test_prompts_template.py

@@ -28,6 +28,7 @@ def test_prompt_template(client: TestClient):
         "type": "str",
         "list": True,
         "advanced": False,
+        "info": "",
     }
     assert template["output_parser"] == {
         "required": False,
@@ -39,6 +40,7 @@ def test_prompt_template(client: TestClient):
         "type": "BaseOutputParser",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["partial_variables"] == {
         "required": False,
@@ -50,6 +52,7 @@ def test_prompt_template(client: TestClient):
         "type": "code",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["template"] == {
         "required": True,
@@ -61,6 +64,7 @@ def test_prompt_template(client: TestClient):
         "type": "prompt",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["template_format"] == {
         "required": False,
@@ -73,6 +77,7 @@ def test_prompt_template(client: TestClient):
         "type": "str",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["validate_template"] == {
         "required": False,
@@ -85,85 +90,7 @@ def test_prompt_template(client: TestClient):
         "type": "bool",
         "list": False,
         "advanced": False,
-    }
+        "info": "",
-
-
-def test_few_shot_prompt_template(client: TestClient):
-    response = client.get("api/v1/all")
-    assert response.status_code == 200
-    json_response = response.json()
-    prompts = json_response["prompts"]
-
-    prompt = prompts["FewShotPromptTemplate"]
-    template = prompt["template"]
-    # Test other fields in the template similar to PromptTemplate
-    assert template["examples"] == {
-        "required": False,
-        "placeholder": "",
-        "show": True,
-        "multiline": True,
-        "password": False,
-        "name": "examples",
-        "type": "prompt",
-        "list": True,
-        "advanced": False,
-    }
-    assert template["example_selector"] == {
-        "required": False,
-        "placeholder": "",
-        "show": False,
-        "multiline": False,
-        "password": False,
-        "name": "example_selector",
-        "type": "BaseExampleSelector",
-        "list": False,
-        "advanced": False,
-    }
-    assert template["example_prompt"] == {
-        "required": True,
-        "placeholder": "",
-        "show": True,
-        "multiline": False,
-        "password": False,
-        "name": "example_prompt",
-        "type": "PromptTemplate",
-        "list": False,
-        "advanced": False,
-    }
-    assert template["suffix"] == {
-        "required": True,
-        "placeholder": "",
-        "show": True,
-        "multiline": True,
-        "password": False,
-        "name": "suffix",
-        "type": "prompt",
-        "list": False,
-        "advanced": False,
-    }
-    assert template["example_separator"] == {
-        "required": False,
-        "placeholder": "",
-        "show": False,
-        "multiline": False,
-        "value": "\n\n",
-        "password": False,
-        "name": "example_separator",
-        "type": "str",
-        "list": False,
-        "advanced": False,
-    }
-    assert template["prefix"] == {
-        "required": False,
-        "placeholder": "",
-        "show": True,
-        "multiline": True,
-        "value": "",
-        "password": False,
-        "name": "prefix",
-        "type": "prompt",
-        "list": False,
-        "advanced": False,
     }
 
 
@@ -185,6 +112,7 @@ def test_zero_shot_prompt(client: TestClient):
         "type": "prompt",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["suffix"] == {
         "required": True,
@@ -197,6 +125,7 @@ def test_zero_shot_prompt(client: TestClient):
         "type": "prompt",
         "list": False,
         "advanced": False,
+        "info": "",
     }
     assert template["format_instructions"] == {
         "required": True,
@@ -209,4 +138,5 @@ def test_zero_shot_prompt(client: TestClient):
         "type": "prompt",
         "list": False,
         "advanced": False,
+        "info": "",
     }

tests/test_websocket.py

@@ -7,7 +7,7 @@ import pytest
 
 def test_init_build(client):
     response = client.post(
-        "api/v1/build/init", json={"id": "test", "data": {"key": "value"}}
+        "api/v1/build/init/test", json={"id": "test", "data": {"key": "value"}}
     )
     assert response.status_code == 201
     assert response.json() == {"flowId": "test"}