🔧 fix(index.tsx): remove unused imports to clean up code 🔧 fix(utils.ts): add space before opening parenthesis to improve code style 🔧 fix(test_custom_component.py): add line breaks to improve readability of test cases
908 lines
29 KiB
Python
908 lines
29 KiB
Python
import ast
|
|
import pytest
|
|
import types
|
|
|
|
from fastapi import HTTPException
|
|
from langflow.interface.custom.base import CustomComponent
|
|
from langflow.interface.custom.component import (
|
|
Component,
|
|
ComponentCodeNullError,
|
|
ComponentFunctionEntrypointNameNullError,
|
|
)
|
|
from langflow.interface.custom.code_parser import CodeParser, CodeSyntaxError
|
|
|
|
|
|
code_default = """
|
|
from langflow import Prompt
|
|
from langflow.interface.custom.custom_component import CustomComponent
|
|
|
|
from langchain.llms.base import BaseLLM
|
|
from langchain.chains import LLMChain
|
|
from langchain import PromptTemplate
|
|
from langchain.schema import Document
|
|
|
|
import requests
|
|
|
|
class YourComponent(CustomComponent):
|
|
langflow_display_name: str = "Your Component"
|
|
langflow_description: str = "Your description"
|
|
langflow_field_config = { "url": { "multiline": True, "required": True } }
|
|
|
|
def build(self, url: str, llm: BaseLLM, template: Prompt) -> Document:
|
|
response = requests.get(url)
|
|
prompt = PromptTemplate.from_template(template)
|
|
chain = LLMChain(llm=llm, prompt=prompt)
|
|
result = chain.run(response.text[:300])
|
|
return Document(page_content=str(result))
|
|
"""
|
|
|
|
|
|
def test_code_parser_init():
|
|
"""
|
|
Test the initialization of the CodeParser class.
|
|
"""
|
|
parser = CodeParser(code_default)
|
|
assert parser.code == code_default
|
|
|
|
|
|
def test_code_parser_get_tree():
|
|
"""
|
|
Test the __get_tree method of the CodeParser class.
|
|
"""
|
|
parser = CodeParser(code_default)
|
|
tree = parser._CodeParser__get_tree()
|
|
assert isinstance(tree, ast.AST)
|
|
|
|
|
|
def test_code_parser_syntax_error():
|
|
"""
|
|
Test the __get_tree method raises the CodeSyntaxError when given incorrect syntax.
|
|
"""
|
|
code_syntax_error = "zzz import os"
|
|
|
|
parser = CodeParser(code_syntax_error)
|
|
with pytest.raises(CodeSyntaxError):
|
|
parser._CodeParser__get_tree()
|
|
|
|
|
|
def test_component_init():
|
|
"""
|
|
Test the initialization of the Component class.
|
|
"""
|
|
component = Component(code=code_default, function_entrypoint_name="build")
|
|
assert component.code == code_default
|
|
assert component.function_entrypoint_name == "build"
|
|
|
|
|
|
def test_component_get_code_tree():
|
|
"""
|
|
Test the get_code_tree method of the Component class.
|
|
"""
|
|
component = Component(code=code_default, function_entrypoint_name="build")
|
|
tree = component.get_code_tree(component.code)
|
|
assert "imports" in tree
|
|
|
|
|
|
def test_component_code_null_error():
|
|
"""
|
|
Test the get_function method raises the ComponentCodeNullError when the code is empty.
|
|
"""
|
|
component = Component(code="", function_entrypoint_name="")
|
|
with pytest.raises(ComponentCodeNullError):
|
|
component.get_function()
|
|
|
|
|
|
def test_component_function_entrypoint_name_null_error():
|
|
"""
|
|
Test the get_function method raises the ComponentFunctionEntrypointNameNullError
|
|
when the function_entrypoint_name is empty.
|
|
"""
|
|
component = Component(code=code_default, function_entrypoint_name="")
|
|
with pytest.raises(ComponentFunctionEntrypointNameNullError):
|
|
component.get_function()
|
|
|
|
|
|
def test_custom_component_init():
|
|
"""
|
|
Test the initialization of the CustomComponent class.
|
|
"""
|
|
function_entrypoint_name = "build"
|
|
|
|
custom_component = CustomComponent(
|
|
code=code_default, function_entrypoint_name=function_entrypoint_name
|
|
)
|
|
assert custom_component.code == code_default
|
|
assert custom_component.function_entrypoint_name == function_entrypoint_name
|
|
|
|
|
|
def test_custom_component_build_template_config():
|
|
"""
|
|
Test the build_template_config property of the CustomComponent class.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code=code_default, function_entrypoint_name="build"
|
|
)
|
|
config = custom_component.build_template_config
|
|
assert isinstance(config, dict)
|
|
|
|
|
|
def test_custom_component_get_function():
|
|
"""
|
|
Test the get_function property of the CustomComponent class.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code="def build(): pass", function_entrypoint_name="build"
|
|
)
|
|
my_function = custom_component.get_function
|
|
assert isinstance(my_function, types.FunctionType)
|
|
|
|
|
|
def test_code_parser_parse_imports_import():
|
|
"""
|
|
Test the parse_imports method of the CodeParser class with an import statement.
|
|
"""
|
|
parser = CodeParser(code_default)
|
|
tree = parser._CodeParser__get_tree()
|
|
for node in ast.walk(tree):
|
|
if isinstance(node, ast.Import):
|
|
parser.parse_imports(node)
|
|
assert "requests" in parser.data["imports"]
|
|
|
|
|
|
def test_code_parser_parse_imports_importfrom():
|
|
"""
|
|
Test the parse_imports method of the CodeParser class with an import from statement.
|
|
"""
|
|
parser = CodeParser("from os import path")
|
|
tree = parser._CodeParser__get_tree()
|
|
for node in ast.walk(tree):
|
|
if isinstance(node, ast.ImportFrom):
|
|
parser.parse_imports(node)
|
|
assert ("os", "path") in parser.data["imports"]
|
|
|
|
|
|
def test_code_parser_parse_functions():
|
|
"""
|
|
Test the parse_functions method of the CodeParser class.
|
|
"""
|
|
parser = CodeParser("def test(): pass")
|
|
tree = parser._CodeParser__get_tree()
|
|
for node in ast.walk(tree):
|
|
if isinstance(node, ast.FunctionDef):
|
|
parser.parse_functions(node)
|
|
assert len(parser.data["functions"]) == 1
|
|
assert parser.data["functions"][0]["name"] == "test"
|
|
|
|
|
|
def test_code_parser_parse_classes():
|
|
"""
|
|
Test the parse_classes method of the CodeParser class.
|
|
"""
|
|
parser = CodeParser("class Test: pass")
|
|
tree = parser._CodeParser__get_tree()
|
|
for node in ast.walk(tree):
|
|
if isinstance(node, ast.ClassDef):
|
|
parser.parse_classes(node)
|
|
assert len(parser.data["classes"]) == 1
|
|
assert parser.data["classes"][0]["name"] == "Test"
|
|
|
|
|
|
def test_code_parser_parse_global_vars():
|
|
"""
|
|
Test the parse_global_vars method of the CodeParser class.
|
|
"""
|
|
parser = CodeParser("x = 1")
|
|
tree = parser._CodeParser__get_tree()
|
|
for node in ast.walk(tree):
|
|
if isinstance(node, ast.Assign):
|
|
parser.parse_global_vars(node)
|
|
assert len(parser.data["global_vars"]) == 1
|
|
assert parser.data["global_vars"][0]["targets"] == ["x"]
|
|
|
|
|
|
def test_component_get_function_valid():
|
|
"""
|
|
Test the get_function method of the Component class with valid code and function_entrypoint_name.
|
|
"""
|
|
component = Component(code="def build(): pass", function_entrypoint_name="build")
|
|
function = component.get_function()
|
|
assert callable(function)
|
|
|
|
|
|
def test_custom_component_get_function_entrypoint_args():
|
|
"""
|
|
Test the get_function_entrypoint_args property of the CustomComponent class.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code=code_default, function_entrypoint_name="build"
|
|
)
|
|
args = custom_component.get_function_entrypoint_args
|
|
assert len(args) == 4
|
|
assert args[0]["name"] == "self"
|
|
assert args[1]["name"] == "url"
|
|
assert args[2]["name"] == "llm"
|
|
|
|
|
|
def test_custom_component_get_function_entrypoint_return_type():
|
|
"""
|
|
Test the get_function_entrypoint_return_type property of the CustomComponent class.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code=code_default, function_entrypoint_name="build"
|
|
)
|
|
return_type = custom_component.get_function_entrypoint_return_type
|
|
assert return_type == "Document"
|
|
|
|
|
|
def test_custom_component_get_main_class_name():
|
|
"""
|
|
Test the get_main_class_name property of the CustomComponent class.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code=code_default, function_entrypoint_name="build"
|
|
)
|
|
class_name = custom_component.get_main_class_name
|
|
assert class_name == "YourComponent"
|
|
|
|
|
|
def test_custom_component_get_function_valid():
|
|
"""
|
|
Test the get_function property of the CustomComponent class with valid code and function_entrypoint_name.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code="def build(): pass", function_entrypoint_name="build"
|
|
)
|
|
my_function = custom_component.get_function
|
|
assert callable(my_function)
|
|
|
|
|
|
def test_code_parser_parse_arg_no_annotation():
|
|
"""
|
|
Test the parse_arg method of the CodeParser class without an annotation.
|
|
"""
|
|
parser = CodeParser("")
|
|
arg = ast.arg(arg="x", annotation=None)
|
|
result = parser.parse_arg(arg, None)
|
|
assert result["name"] == "x"
|
|
assert "type" not in result
|
|
|
|
|
|
def test_code_parser_parse_arg_with_annotation():
|
|
"""
|
|
Test the parse_arg method of the CodeParser class with an annotation.
|
|
"""
|
|
parser = CodeParser("")
|
|
arg = ast.arg(arg="x", annotation=ast.Name(id="int", ctx=ast.Load()))
|
|
result = parser.parse_arg(arg, None)
|
|
assert result["name"] == "x"
|
|
assert result["type"] == "int"
|
|
|
|
|
|
def test_code_parser_parse_callable_details_no_args():
|
|
"""
|
|
Test the parse_callable_details method of the CodeParser class with a function with no arguments.
|
|
"""
|
|
parser = CodeParser("")
|
|
node = ast.FunctionDef(
|
|
name="test",
|
|
args=ast.arguments(
|
|
args=[], vararg=None, kwonlyargs=[], kw_defaults=[], kwarg=None, defaults=[]
|
|
),
|
|
body=[],
|
|
decorator_list=[],
|
|
returns=None,
|
|
)
|
|
result = parser.parse_callable_details(node)
|
|
assert result["name"] == "test"
|
|
assert len(result["args"]) == 0
|
|
|
|
|
|
def test_code_parser_parse_assign():
|
|
"""
|
|
Test the parse_assign method of the CodeParser class.
|
|
"""
|
|
parser = CodeParser("")
|
|
stmt = ast.Assign(targets=[ast.Name(id="x", ctx=ast.Store())], value=ast.Num(n=1))
|
|
result = parser.parse_assign(stmt)
|
|
assert result["name"] == "x"
|
|
assert result["value"] == "1"
|
|
|
|
|
|
def test_code_parser_parse_ann_assign():
|
|
"""
|
|
Test the parse_ann_assign method of the CodeParser class.
|
|
"""
|
|
parser = CodeParser("")
|
|
stmt = ast.AnnAssign(
|
|
target=ast.Name(id="x", ctx=ast.Store()),
|
|
annotation=ast.Name(id="int", ctx=ast.Load()),
|
|
value=ast.Num(n=1),
|
|
simple=1,
|
|
)
|
|
result = parser.parse_ann_assign(stmt)
|
|
assert result["name"] == "x"
|
|
assert result["value"] == "1"
|
|
assert result["annotation"] == "int"
|
|
|
|
|
|
def test_code_parser_parse_function_def_not_init():
|
|
"""
|
|
Test the parse_function_def method of the CodeParser class with a function that is not __init__.
|
|
"""
|
|
parser = CodeParser("")
|
|
stmt = ast.FunctionDef(
|
|
name="test",
|
|
args=ast.arguments(
|
|
args=[], vararg=None, kwonlyargs=[], kw_defaults=[], kwarg=None, defaults=[]
|
|
),
|
|
body=[],
|
|
decorator_list=[],
|
|
returns=None,
|
|
)
|
|
result, is_init = parser.parse_function_def(stmt)
|
|
assert result["name"] == "test"
|
|
assert not is_init
|
|
|
|
|
|
def test_code_parser_parse_function_def_init():
|
|
"""
|
|
Test the parse_function_def method of the CodeParser class with an __init__ function.
|
|
"""
|
|
parser = CodeParser("")
|
|
stmt = ast.FunctionDef(
|
|
name="__init__",
|
|
args=ast.arguments(
|
|
args=[], vararg=None, kwonlyargs=[], kw_defaults=[], kwarg=None, defaults=[]
|
|
),
|
|
body=[],
|
|
decorator_list=[],
|
|
returns=None,
|
|
)
|
|
result, is_init = parser.parse_function_def(stmt)
|
|
assert result["name"] == "__init__"
|
|
assert is_init
|
|
|
|
|
|
def test_component_get_code_tree_syntax_error():
|
|
"""
|
|
Test the get_code_tree method of the Component class
|
|
raises the CodeSyntaxError when given incorrect syntax.
|
|
"""
|
|
component = Component(code="import os as", function_entrypoint_name="build")
|
|
with pytest.raises(CodeSyntaxError):
|
|
component.get_code_tree(component.code)
|
|
|
|
|
|
def test_custom_component_class_template_validation_no_code():
|
|
"""
|
|
Test the _class_template_validation method of the CustomComponent class
|
|
raises the HTTPException when the code is None.
|
|
"""
|
|
custom_component = CustomComponent(code=None, function_entrypoint_name="build")
|
|
with pytest.raises(HTTPException):
|
|
custom_component._class_template_validation(custom_component.code)
|
|
|
|
|
|
def test_custom_component_get_code_tree_syntax_error():
|
|
"""
|
|
Test the get_code_tree method of the CustomComponent class raises the CodeSyntaxError when given incorrect syntax.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code="import os as", function_entrypoint_name="build"
|
|
)
|
|
with pytest.raises(CodeSyntaxError):
|
|
custom_component.get_code_tree(custom_component.code)
|
|
|
|
|
|
def test_custom_component_get_function_entrypoint_args_no_args():
|
|
"""
|
|
Test the get_function_entrypoint_args property of the CustomComponent class with a build method with no arguments.
|
|
"""
|
|
my_code = """
|
|
class MyMainClass(CustomComponent):
|
|
def build():
|
|
pass"""
|
|
|
|
custom_component = CustomComponent(code=my_code, function_entrypoint_name="build")
|
|
args = custom_component.get_function_entrypoint_args
|
|
assert len(args) == 0
|
|
|
|
|
|
def test_custom_component_get_function_entrypoint_return_type_no_return_type():
|
|
"""
|
|
Test the get_function_entrypoint_return_type property of the
|
|
CustomComponent class with a build method with no return type.
|
|
"""
|
|
my_code = """
|
|
class MyClass(CustomComponent):
|
|
def build():
|
|
pass"""
|
|
|
|
custom_component = CustomComponent(code=my_code, function_entrypoint_name="build")
|
|
return_type = custom_component.get_function_entrypoint_return_type
|
|
assert return_type is None
|
|
|
|
|
|
def test_custom_component_get_main_class_name_no_main_class():
|
|
"""
|
|
Test the get_main_class_name property of the CustomComponent class when there is no main class.
|
|
"""
|
|
my_code = """
|
|
def build():
|
|
pass"""
|
|
|
|
custom_component = CustomComponent(code=my_code, function_entrypoint_name="build")
|
|
class_name = custom_component.get_main_class_name
|
|
assert class_name == ""
|
|
|
|
|
|
def test_custom_component_build_not_implemented():
|
|
"""
|
|
Test the build method of the CustomComponent class raises the NotImplementedError.
|
|
"""
|
|
custom_component = CustomComponent(
|
|
code="def build(): pass", function_entrypoint_name="build"
|
|
)
|
|
with pytest.raises(NotImplementedError):
|
|
custom_component.build()
|
|
|
|
|
|
# -------------------------------------------------------
|
|
# @pytest.fixture
|
|
# def custom_chain():
|
|
# return '''
|
|
# from __future__ import annotations
|
|
# from typing import Any, Dict, List, Optional
|
|
|
|
# from pydantic import Extra
|
|
|
|
# from langchain.schema import BaseLanguageModel, Document
|
|
# from langchain.callbacks.manager import (
|
|
# AsyncCallbackManagerForChainRun,
|
|
# CallbackManagerForChainRun,
|
|
# )
|
|
# from langchain.chains.base import Chain
|
|
# from langchain.prompts import StringPromptTemplate
|
|
# from langflow.interface.custom.base import CustomComponent
|
|
|
|
# class MyCustomChain(Chain):
|
|
# """
|
|
# An example of a custom chain.
|
|
# """
|
|
|
|
# from typing import Any, Dict, List, Optional
|
|
|
|
# from pydantic import Extra
|
|
|
|
# from langchain.schema import BaseLanguageModel, Document
|
|
# from langchain.callbacks.manager import (
|
|
# AsyncCallbackManagerForChainRun,
|
|
# CallbackManagerForChainRun,
|
|
# )
|
|
# from langchain.chains.base import Chain
|
|
# from langchain.prompts import StringPromptTemplate
|
|
# from langflow.interface.custom.base import CustomComponent
|
|
|
|
# class MyCustomChain(Chain):
|
|
# """
|
|
# An example of a custom chain.
|
|
# """
|
|
|
|
# prompt: StringPromptTemplate
|
|
# """Prompt object to use."""
|
|
# llm: BaseLanguageModel
|
|
# output_key: str = "text" #: :meta private:
|
|
|
|
# class Config:
|
|
# """Configuration for this pydantic object."""
|
|
|
|
# extra = Extra.forbid
|
|
# arbitrary_types_allowed = True
|
|
|
|
# @property
|
|
# def input_keys(self) -> List[str]:
|
|
# """Will be whatever keys the prompt expects.
|
|
|
|
# :meta private:
|
|
# """
|
|
# return self.prompt.input_variables
|
|
|
|
# @property
|
|
# def output_keys(self) -> List[str]:
|
|
# """Will always return text key.
|
|
|
|
# :meta private:
|
|
# """
|
|
# return [self.output_key]
|
|
|
|
# def _call(
|
|
# self,
|
|
# inputs: Dict[str, Any],
|
|
# run_manager: Optional[CallbackManagerForChainRun] = None,
|
|
# ) -> Dict[str, str]:
|
|
# # Your custom chain logic goes here
|
|
# # This is just an example that mimics LLMChain
|
|
# prompt_value = self.prompt.format_prompt(**inputs)
|
|
|
|
# # Whenever you call a language model, or another chain, you should pass
|
|
# # a callback manager to it. This allows the inner run to be tracked by
|
|
# # any callbacks that are registered on the outer run.
|
|
# # You can always obtain a callback manager for this by calling
|
|
# # `run_manager.get_child()` as shown below.
|
|
# response = self.llm.generate_prompt(
|
|
# [prompt_value],
|
|
# callbacks=run_manager.get_child() if run_manager else None,
|
|
# )
|
|
|
|
# # If you want to log something about this run, you can do so by calling
|
|
# # methods on the `run_manager`, as shown below. This will trigger any
|
|
# # callbacks that are registered for that event.
|
|
# if run_manager:
|
|
# run_manager.on_text("Log something about this run")
|
|
|
|
# return {self.output_key: response.generations[0][0].text}
|
|
|
|
# async def _acall(
|
|
# self,
|
|
# inputs: Dict[str, Any],
|
|
# run_manager: Optional[AsyncCallbackManagerForChainRun] = None,
|
|
# ) -> Dict[str, str]:
|
|
# # Your custom chain logic goes here
|
|
# # This is just an example that mimics LLMChain
|
|
# prompt_value = self.prompt.format_prompt(**inputs)
|
|
|
|
# # Whenever you call a language model, or another chain, you should pass
|
|
# # a callback manager to it. This allows the inner run to be tracked by
|
|
# # any callbacks that are registered on the outer run.
|
|
# # You can always obtain a callback manager for this by calling
|
|
# # `run_manager.get_child()` as shown below.
|
|
# response = await self.llm.agenerate_prompt(
|
|
# [prompt_value],
|
|
# callbacks=run_manager.get_child() if run_manager else None,
|
|
# )
|
|
|
|
# # If you want to log something about this run, you can do so by calling
|
|
# # methods on the `run_manager`, as shown below. This will trigger any
|
|
# # callbacks that are registered for that event.
|
|
# if run_manager:
|
|
# await run_manager.on_text("Log something about this run")
|
|
|
|
# return {self.output_key: response.generations[0][0].text}
|
|
|
|
# @property
|
|
# def _chain_type(self) -> str:
|
|
# return "my_custom_chain"
|
|
|
|
# class CustomChain(CustomComponent):
|
|
# display_name: str = "Custom Chain"
|
|
# field_config = {
|
|
# "prompt": {"field_type": "prompt"},
|
|
# "llm": {"field_type": "BaseLanguageModel"},
|
|
# }
|
|
|
|
# def build(self, prompt, llm, input: str) -> Document:
|
|
# chain = MyCustomChain(prompt=prompt, llm=llm)
|
|
# return chain(input)
|
|
# '''
|
|
|
|
|
|
# @pytest.fixture
|
|
# def data_processing():
|
|
# return """
|
|
# import pandas as pd
|
|
# from langchain.schema import Document
|
|
# from langflow.interface.custom.base import CustomComponent
|
|
|
|
# class CSVLoaderComponent(CustomComponent):
|
|
# display_name: str = "CSV Loader"
|
|
# field_config = {
|
|
# "filename": {"field_type": "str", "required": True},
|
|
# "column_name": {"field_type": "str", "required": True},
|
|
# }
|
|
|
|
# def build(self, filename: str, column_name: str) -> Document:
|
|
# # Load the CSV file
|
|
# df = pd.read_csv(filename)
|
|
|
|
# # Verify the column exists
|
|
# if column_name not in df.columns:
|
|
# raise ValueError(f"Column '{column_name}' not found in the CSV file")
|
|
|
|
# # Convert each row of the specified column to a document object
|
|
# documents = []
|
|
# for content in df[column_name]:
|
|
# metadata = {"filename": filename}
|
|
# documents.append(Document(page_content=str(content), metadata=metadata))
|
|
|
|
# return documents
|
|
# """
|
|
|
|
|
|
# @pytest.fixture
|
|
# def filter_docs():
|
|
# return """
|
|
# from langchain.schema import Document
|
|
# from langflow.interface.custom.base import CustomComponent
|
|
# from typing import List
|
|
|
|
# class DocumentFilterByLengthComponent(CustomComponent):
|
|
# display_name: str = "Document Filter By Length"
|
|
# field_config = {
|
|
# "documents": {"field_type": "Document", "required": True},
|
|
# "max_length": {"field_type": "int", "required": True},
|
|
# }
|
|
|
|
# def build(self, documents: List[Document], max_length: int) -> List[Document]:
|
|
# # Filter the documents by length
|
|
# filtered_documents = [doc for doc in documents if len(doc.page_content) <= max_length]
|
|
|
|
# return filtered_documents
|
|
# """
|
|
|
|
|
|
# @pytest.fixture
|
|
# def get_request():
|
|
# return """
|
|
# import requests
|
|
# from typing import Dict, Union
|
|
# from langchain.schema import Document
|
|
# from langflow.interface.custom.base import CustomComponent
|
|
|
|
# class GetRequestComponent(CustomComponent):
|
|
# display_name: str = "GET Request"
|
|
# field_config = {
|
|
# "url": {"field_type": "str", "required": True},
|
|
# }
|
|
|
|
# def build(self, url: str) -> Document:
|
|
# # Send a GET request to the URL
|
|
# response = requests.get(url)
|
|
|
|
# # Raise an exception if the request was not successful
|
|
# if response.status_code != 200:
|
|
# raise ValueError(f"GET request failed: {response.status_code} status code")
|
|
|
|
# # Create a document with the response text and the URL as metadata
|
|
# document = Document(page_content=response.text, metadata={"url": url})
|
|
|
|
# return document
|
|
# """
|
|
|
|
|
|
# @pytest.fixture
|
|
# def post_request():
|
|
# return """
|
|
# import requests
|
|
# from typing import Dict, Union
|
|
# from langchain.schema import Document
|
|
# from langflow.interface.custom.base import CustomComponent
|
|
|
|
# class PostRequestComponent(CustomComponent):
|
|
# display_name: str = "POST Request"
|
|
# field_config = {
|
|
# "url": {"field_type": "str", "required": True},
|
|
# "data": {"field_type": "dict", "required": True},
|
|
# }
|
|
|
|
# def build(self, url: str, data: Dict[str, Union[str, int]]) -> Document:
|
|
# # Send a POST request to the URL
|
|
# response = requests.post(url, data=data)
|
|
|
|
# # Raise an exception if the request was not successful
|
|
# if response.status_code != 200:
|
|
# raise ValueError(f"POST request failed: {response.status_code} status code")
|
|
|
|
# # Create a document with the response text and the URL and data as metadata
|
|
# document = Document(page_content=response.text, metadata={"url": url, "data": data})
|
|
|
|
# return document
|
|
# """
|
|
|
|
|
|
# @pytest.fixture
|
|
# def code_default():
|
|
# return """
|
|
# from langflow import Prompt
|
|
# from langflow.interface.custom.custom_component import CustomComponent
|
|
|
|
# from langchain.llms.base import BaseLLM
|
|
# from langchain.chains import LLMChain
|
|
# from langchain import PromptTemplate
|
|
# from langchain.schema import Document
|
|
|
|
# import requests
|
|
|
|
# class YourComponent(CustomComponent):
|
|
# #display_name: str = "Your Component"
|
|
# #description: str = "Your description"
|
|
# #field_config = { "url": { "multiline": True, "required": True } }
|
|
|
|
# def build(self, url: str, llm: BaseLLM, template: Prompt) -> Document:
|
|
# response = requests.get(url)
|
|
# prompt = PromptTemplate.from_template(template)
|
|
# chain = LLMChain(llm=llm, prompt=prompt)
|
|
# result = chain.run(response.text[:300])
|
|
# return Document(page_content=str(result))
|
|
# """
|
|
|
|
|
|
# @pytest.fixture(params=[
|
|
# 'code_default', 'custom_chain', 'data_processing',
|
|
# 'filter_docs', 'get_request', 'post_request'])
|
|
# def component_code(
|
|
# request, code_default, custom_chain, data_processing,
|
|
# filter_docs, get_request, post_request):
|
|
# return locals()[request.param]
|
|
|
|
|
|
# def test_empty_code_tree(component_code):
|
|
# """
|
|
# Test the situation when the code tree is empty.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {}
|
|
# assert cc.get_function_entrypoint_args == ''
|
|
# assert cc.get_function_entrypoint_return_type == ''
|
|
# assert cc.get_main_class_name == ''
|
|
# assert cc.build_template_config == {}
|
|
|
|
|
|
# def test_class_template_validation(component_code):
|
|
# """
|
|
# Test the _class_template_validation method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# assert cc._class_template_validation(component_code) == True
|
|
# with pytest.raises(HTTPException):
|
|
# cc._class_template_validation(None)
|
|
|
|
|
|
# def test_get_code_tree(component_code):
|
|
# """
|
|
# Test the get_code_tree method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {'classes': []}
|
|
# assert cc.get_code_tree(component_code) == {'classes': []}
|
|
|
|
|
|
# def test_get_function_entrypoint_args(component_code):
|
|
# """
|
|
# Test the get_function_entrypoint_args method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {'classes': []}
|
|
# assert cc.get_function_entrypoint_args == ''
|
|
|
|
|
|
# def test_get_function_entrypoint_return_type(component_code):
|
|
# """
|
|
# Test the get_function_entrypoint_return_type method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {'classes': []}
|
|
# assert cc.get_function_entrypoint_return_type == ''
|
|
|
|
|
|
# def test_get_main_class_name(component_code):
|
|
# """
|
|
# Test the get_main_class_name method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {'classes': []}
|
|
# assert cc.get_main_class_name == ''
|
|
|
|
|
|
# def test_build_template_config(component_code):
|
|
# """
|
|
# Test the build_template_config method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {
|
|
# 'classes': [{'name': '', 'attributes': []}]}
|
|
# assert cc.build_template_config == {}
|
|
|
|
|
|
# def test_get_function(component_code):
|
|
# """
|
|
# Test the get_function method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code, function_entrypoint_name='build')
|
|
# assert callable(cc.get_function)
|
|
|
|
|
|
# def test_build(component_code):
|
|
# """
|
|
# Test the build method.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with pytest.raises(NotImplementedError):
|
|
# cc.build()
|
|
|
|
|
|
# @pytest.mark.parametrize("entrypoint_name", ["build", "non_exist_method"])
|
|
# def test_set_non_existing_function_entrypoint_name(component_code, entrypoint_name):
|
|
# """
|
|
# Test setting a non-existing function entrypoint name.
|
|
# """
|
|
# cc = CustomComponent(
|
|
# code=component_code,
|
|
# function_entrypoint_name=entrypoint_name
|
|
# )
|
|
# with pytest.raises(AttributeError):
|
|
# cc.get_function
|
|
|
|
|
|
# @pytest.mark.parametrize("base_class", ["CustomComponent", "NonExistingClass"])
|
|
# def test_set_non_existing_base_class(component_code, base_class):
|
|
# """
|
|
# Test setting a non-existing base class.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# cc.code_class_base_inheritance = base_class
|
|
# with pytest.raises(AttributeError):
|
|
# cc.get_main_class_name
|
|
|
|
|
|
# def test_class_with_no_methods(component_code):
|
|
# """
|
|
# Test a component class with no methods.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {
|
|
# 'classes': [
|
|
# {
|
|
# 'name': 'CustomComponent',
|
|
# 'methods': [],
|
|
# 'bases': ['CustomComponent']
|
|
# }
|
|
# ]
|
|
# }
|
|
# assert cc.get_function_entrypoint_args == ''
|
|
# assert cc.get_function_entrypoint_return_type == ''
|
|
|
|
|
|
# def test_class_with_no_bases(component_code):
|
|
# """
|
|
# Test a component class with no bases.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {
|
|
# 'classes': [
|
|
# {
|
|
# 'name': 'CustomComponent',
|
|
# 'methods': [],
|
|
# 'bases': []
|
|
# }
|
|
# ]
|
|
# }
|
|
# assert cc.get_function_entrypoint_args == ''
|
|
# assert cc.get_function_entrypoint_return_type == ''
|
|
|
|
|
|
# def test_class_with_no_name(component_code):
|
|
# """
|
|
# Test a component class with no name.
|
|
# """
|
|
# cc = CustomComponent(code=component_code)
|
|
# with patch.object(cc, 'get_code_tree') as mocked_get_code_tree:
|
|
# mocked_get_code_tree.return_value = {'classes': [
|
|
# {'name': '', 'methods': [], 'bases': ['CustomComponent']}]}
|
|
# assert cc.get_main_class_name == ''
|
|
|
|
|
|
# @pytest.mark.parametrize("input_code", ["", "not a valid python code"])
|
|
# def test_invalid_input_code(input_code):
|
|
# """
|
|
# Test inputting an invalid Python code.
|
|
# """
|
|
# with pytest.raises(SyntaxError):
|
|
# cc = CustomComponent(code=input_code)
|