langflow/src/backend/tests/unit/test_validate_code.py
Gabriel Luiz Freitas Almeida ccba14bec4
feat: Allow variables to be defined outside a Component (#4316)
* feat: Allow variables to be defined outside a Component

Fixes #4315

Modify `prepare_global_scope` function in `src/backend/base/langflow/utils/validate.py` to evaluate classes, functions, and variables defined outside the Component's class.

* **Function Changes:**
  - Add evaluation of external classes using `ast.ClassDef`.
  - Add evaluation of external functions using `ast.FunctionDef`.
  - Add evaluation of external variables using `ast.Assign`.

* **Unit Tests:**
  - Add tests in `src/backend/tests/unit/test_validate_code.py` to verify the evaluation of external classes, functions, and variables.
  - Include tests for multiple external classes and external variables and functions.

---

For more details, open the [Copilot Workspace session](https://copilot-workspace.githubnext.com/langflow-ai/langflow/issues/4315?shareId=XXXX-XXXX-XXXX-XXXX).

* [autofix.ci] apply automated fixes

---------

Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
2024-10-29 06:45:38 -07:00

172 lines
4 KiB
Python

from pathlib import Path
from unittest import mock
import pytest
from langflow.utils.validate import (
create_class,
create_function,
execute_function,
extract_function_name,
validate_code,
)
from requests.exceptions import MissingSchema
def test_create_function():
code = """
from pathlib import Path
def my_function(x: str) -> Path:
return Path(x)
"""
function_name = extract_function_name(code)
function = create_function(code, function_name)
result = function("test")
assert result == Path("test")
def test_validate_code():
# Test case with a valid import and function
code1 = """
import math
def square(x):
return x ** 2
"""
errors1 = validate_code(code1)
assert errors1 == {"imports": {"errors": []}, "function": {"errors": []}}
# Test case with an invalid import and valid function
code2 = """
import non_existent_module
def square(x):
return x ** 2
"""
errors2 = validate_code(code2)
assert errors2 == {
"imports": {"errors": ["No module named 'non_existent_module'"]},
"function": {"errors": []},
}
# Test case with a valid import and invalid function syntax
code3 = """
import math
def square(x)
return x ** 2
"""
errors3 = validate_code(code3)
assert errors3 == {
"imports": {"errors": []},
"function": {"errors": ["expected ':' (<unknown>, line 4)"]},
}
def test_execute_function_success():
code = """
import math
def my_function(x):
return math.sin(x) + 1
"""
result = execute_function(code, "my_function", 0.5)
assert result == 1.479425538604203
def test_execute_function_missing_module():
code = """
import some_missing_module
def my_function(x):
return some_missing_module.some_function(x)
"""
with pytest.raises(ModuleNotFoundError):
execute_function(code, "my_function", 0.5)
def test_execute_function_missing_function():
code = """
import math
def my_function(x):
return math.some_missing_function(x)
"""
with pytest.raises(AttributeError):
execute_function(code, "my_function", 0.5)
def test_execute_function_missing_schema():
code = """
import requests
def my_function(x):
return requests.get(x).text
"""
with mock.patch("requests.get", side_effect=MissingSchema), pytest.raises(MissingSchema):
execute_function(code, "my_function", "invalid_url")
def test_create_class():
code = """
from langflow.custom import CustomComponent
class ExternalClass:
def __init__(self, value):
self.value = value
class MyComponent(CustomComponent):
def build(self):
return ExternalClass("test")
"""
class_name = "MyComponent"
created_class = create_class(code, class_name)
instance = created_class()
result = instance.build()
assert result.value == "test"
def test_create_class_with_multiple_external_classes():
code = """
from langflow.custom import CustomComponent
class ExternalClass1:
def __init__(self, value):
self.value = value
class ExternalClass2:
def __init__(self, value):
self.value = value
class MyComponent(CustomComponent):
def build(self):
return ExternalClass1("test1"), ExternalClass2("test2")
"""
class_name = "MyComponent"
created_class = create_class(code, class_name)
instance = created_class()
result1, result2 = instance.build()
assert result1.value == "test1"
assert result2.value == "test2"
def test_create_class_with_external_variables_and_functions():
code = """
from langflow.custom import CustomComponent
external_variable = "external_value"
def external_function():
return "external_function_value"
class MyComponent(CustomComponent):
def build(self):
return external_variable, external_function()
"""
class_name = "MyComponent"
created_class = create_class(code, class_name)
instance = created_class()
result_variable, result_function = instance.build()
assert result_variable == "external_value"
assert result_function == "external_function_value"