Add ClassCodeExtractor and related functions to extract and handle information from a class. Also add the utility functions is_valid_class_template, get_entrypoint_function_args_and_return_type, find_class_type, and build_langchain_template_custom_component.
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4 changed files with 177 additions and 1 deletions
101
src/backend/langflow/api/extract_info_from_class.py
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101
src/backend/langflow/api/extract_info_from_class.py
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@ -0,0 +1,101 @@
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import ast
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class ClassCodeExtractor:
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def __init__(self, code):
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self.code = code
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self.function_entrypoint_name = "build"
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self.data = {
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"imports": [],
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"class": {
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"inherited_classes": "",
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"name": "",
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"init": ""
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},
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"functions": []
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}
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def _handle_import(self, node):
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for alias in node.names:
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module_name = getattr(node, 'module', None)
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self.data['imports'].append(
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f"{module_name}.{alias.name}" if module_name else alias.name)
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def _handle_class(self, node):
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self.data['class'].update({
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'name': node.name,
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'inherited_classes': [ast.unparse(base) for base in node.bases]
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})
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for inner_node in node.body:
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if isinstance(inner_node, ast.FunctionDef):
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self._handle_function(inner_node)
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def _handle_function(self, node):
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function_name = node.name
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function_args_str = ast.unparse(node.args)
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function_args = function_args_str.split(
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", ") if function_args_str else []
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return_type = ast.unparse(node.returns) if node.returns else "None"
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function_data = {
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"name": function_name,
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"arguments": function_args,
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"return_type": return_type
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}
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if function_name == "__init__":
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self.data['class']['init'] = function_args_str.split(
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", ") if function_args_str else []
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else:
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self.data["functions"].append(function_data)
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def extract_class_info(self):
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module = ast.parse(self.code)
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for node in module.body:
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if isinstance(node, (ast.Import, ast.ImportFrom)):
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self._handle_import(node)
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elif isinstance(node, ast.ClassDef):
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self._handle_class(node)
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return self.data
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def get_entrypoint_function_args_and_return_type(self):
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data = self.extract_class_info()
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functions = data.get("functions", [])
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build_function = next(
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(f for f in functions if f["name"] ==
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self.function_entrypoint_name), None
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)
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funtion_args = build_function.get("arguments", None)
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return_type = build_function.get("return_type", None)
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return funtion_args, return_type
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def is_valid_class_template(code: dict):
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function_entrypoint_name = "build"
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return_type_valid_list = ["ConversationChain", "Tool"]
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class_name = code.get("class", {}).get("name", None)
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if not class_name: # this will also check for None, empty string, etc.
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return False
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functions = code.get("functions", [])
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# use a generator and next to find if a function matching the criteria exists
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build_function = next(
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(f for f in functions if f["name"] == function_entrypoint_name), None
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)
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if not build_function:
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return False
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# Check if the return type of the build function is valid
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if build_function.get("return_type") not in return_type_valid_list:
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return False
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return True
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@ -6,14 +6,22 @@ from langflow.utils.logger import logger
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from fastapi import APIRouter, Depends, HTTPException, UploadFile
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from langflow.api.extract_info_from_class import (
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ClassCodeExtractor,
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is_valid_class_template
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)
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from langflow.api.v1.schemas import (
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ProcessResponse,
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UploadFileResponse,
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CustomComponentCode,
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)
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from langflow.interface.types import (
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build_langchain_types_dict,
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build_langchain_template_custom_component
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)
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from langflow.database.base import get_session
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from sqlmodel import Session
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@ -83,3 +91,22 @@ def get_version():
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from langflow import __version__
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return {"version": __version__}
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# @router.post("/custom_component", response_model=CustomComponentResponse, status_code=200)
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@router.post("/custom_component", status_code=200)
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def custom_component(
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raw_code: CustomComponentCode,
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session: Session = Depends(get_session),
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):
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extractor = ClassCodeExtractor(raw_code.code)
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data = extractor.extract_class_info()
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valid = is_valid_class_template(data)
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function_args, function_return_type = extractor.get_entrypoint_function_args_and_return_type()
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return build_langchain_template_custom_component(
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raw_code.code,
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function_args,
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function_return_type
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)
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@ -58,7 +58,8 @@ class ChatResponse(ChatMessage):
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@validator("type")
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def validate_message_type(cls, v):
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if v not in ["start", "stream", "end", "error", "info", "file"]:
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raise ValueError("type must be start, stream, end, error, info, or file")
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raise ValueError(
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"type must be start, stream, end, error, info, or file")
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return v
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@ -106,3 +107,7 @@ class StreamData(BaseModel):
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def __str__(self) -> str:
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return f"event: {self.event}\ndata: {json.dumps(self.data)}\n\n"
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class CustomComponentCode(BaseModel):
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code: str
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@ -52,3 +52,46 @@ def build_langchain_types_dict(): # sourcery skip: dict-assign-update-to-union
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if created_types[creator.type_name].values():
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all_types.update(created_types)
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return all_types
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def find_class_type(class_name, classes_dict):
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return next(
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(
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{"type": class_type, "class": class_name}
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for class_type, class_list in classes_dict.items()
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if class_name in class_list
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),
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{"error": "class not found"},
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)
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def build_langchain_template_custom_component(raw_code, function_args, function_return_type):
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type_list = get_type_list()
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type_and_class = find_class_type("Tool", type_list)
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# Field with the Python code to allow update
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code_field = {
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"code": {
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"required": True,
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"placeholder": "",
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"show": True,
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"multiline": True,
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"value": raw_code,
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"password": False,
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"name": "code",
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"advanced": False,
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"type": "code",
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"list": False
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}
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}
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# TODO: Add extra fields
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# TODO: Build template result
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template = chain_creator.to_dict()['chains']['ConversationChain']
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template.get('template')['code'] = code_field.get('code')
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return template
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# return globals()['tool_creator'].to_dict()[type_and_class['type']][type_and_class['class']]
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# return chain_creator.to_dict()['chains']['ConversationChain']
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