agent-flow / src /backend /tests /unit /test_custom_component.py
Tai Truong
fix readme
d202ada
import ast
import types
from pathlib import Path
from textwrap import dedent
import pytest
from langchain_core.documents import Document
from langflow.custom import Component, CustomComponent
from langflow.custom.code_parser.code_parser import CodeParser, CodeSyntaxError
from langflow.custom.custom_component.base_component import BaseComponent, ComponentCodeNullError
from langflow.custom.utils import build_custom_component_template
@pytest.fixture
def code_component_with_multiple_outputs():
code = Path("src/backend/tests/data/component_multiple_outputs.py").read_text(encoding="utf-8")
return Component(_code=code)
code_default = """
from langflow.custom import CustomComponent
from langflow.field_typing import BaseLanguageModel
from langchain.chains import LLMChain
from langchain.prompts import PromptTemplate
from langchain_core.documents 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: BaseLanguageModel) -> Document:
return Document(page_content="Hello World")
"""
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.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.get_tree()
def test_component_init():
"""Test the initialization of the Component class."""
component = BaseComponent(_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 = BaseComponent(_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 = BaseComponent(_code="", _function_entrypoint_name="")
with pytest.raises(ComponentCodeNullError):
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.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.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.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("from langflow.custom import Component\n\nclass Test(Component): pass")
tree = parser.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_classes_raises():
"""Test the parse_classes method of the CodeParser class."""
parser = CodeParser("class Test: pass")
tree = parser.get_tree()
for node in ast.walk(tree):
if isinstance(node, ast.ClassDef):
with pytest.raises(TypeError):
parser.parse_classes(node)
def test_code_parser_parse_global_vars():
"""Test the parse_global_vars method of the CodeParser class."""
parser = CodeParser("x = 1")
tree = parser.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 = BaseComponent(_code="def build(): pass", _function_entrypoint_name="build")
my_function = component.get_function()
assert callable(my_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) == 3
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 = BaseComponent(_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 CustomComponent._class_template_validation raises the HTTPException when the code is None."""
custom_component = CustomComponent(_code=None, _function_entrypoint_name="build")
with pytest.raises(TypeError):
custom_component.get_function()
def test_custom_component_get_code_tree_syntax_error():
"""Test CustomComponent.get_code_tree 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 CustomComponent.get_function_entrypoint_args with a build method with no arguments."""
my_code = """
from langflow.custom import CustomComponent
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 CustomComponent.get_function_entrypoint_return_type with a build method with no return type."""
my_code = """
from langflow.custom import CustomComponent
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 == []
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()
def test_build_config_no_code():
component = CustomComponent(_code=None)
assert component.get_function_entrypoint_args == []
assert component._get_function_entrypoint_return_type == []
@pytest.fixture
def component():
return CustomComponent(
field_config={
"fields": {
"llm": {"type": "str"},
"url": {"type": "str"},
"year": {"type": "int"},
}
},
)
def test_build_config_return_type(component):
config = component.build_config()
assert isinstance(config, dict)
def test_build_config_has_fields(component):
config = component.build_config()
assert "fields" in config
def test_build_config_fields_dict(component):
config = component.build_config()
assert isinstance(config["fields"], dict)
def test_build_config_field_keys(component):
config = component.build_config()
assert all(isinstance(key, str) for key in config["fields"])
def test_build_config_field_values_dict(component):
config = component.build_config()
assert all(isinstance(value, dict) for value in config["fields"].values())
def test_build_config_field_value_keys(component):
config = component.build_config()
field_values = config["fields"].values()
assert all("type" in value for value in field_values)
def test_custom_component_multiple_outputs(code_component_with_multiple_outputs):
frontnd_node_dict, _ = build_custom_component_template(code_component_with_multiple_outputs)
assert frontnd_node_dict["outputs"][0]["types"] == ["Text"]
def test_custom_component_subclass_from_lctoolcomponent():
# Import LCToolComponent and create a subclass
code = dedent("""
from langflow.base.langchain_utilities.model import LCToolComponent
from langchain_core.tools import Tool
class MyComponent(LCToolComponent):
name: str = "MyComponent"
description: str = "MyComponent"
def build_tool(self) -> Tool:
return Tool(name="MyTool", description="MyTool")
def run_model(self)-> Data:
return Data(data="Hello World")
""")
component = Component(_code=code)
frontend_node, _ = build_custom_component_template(component)
assert "outputs" in frontend_node
assert frontend_node["outputs"][0]["types"] != []
assert frontend_node["outputs"][1]["types"] != []