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from typing import Dict, List
import pytest
from pydantic import ValidationError as PydanticValidationError
from workflows.structs import InputField, ModelStep, OutputField, Workflow
from workflows.validators import ValidationError, ValidationErrorType, WorkflowValidator
# Test Data
def create_basic_step(step_id: str = "step1") -> ModelStep:
"""Creates a basic valid step for testing"""
return ModelStep(
id=step_id,
name="Test Step",
model="gpt-4",
provider="openai",
call_type="llm",
temperature=0.7,
system_prompt="Test prompt",
input_fields=[],
output_fields=[],
)
def create_basic_workflow(steps: List[ModelStep] | None = None) -> Workflow:
"""Creates a basic valid workflow for testing"""
if steps is None:
steps = [create_basic_step()]
return Workflow(inputs=[], outputs={}, steps={step.id: step for step in steps})
# Additional Test Data
def create_step_with_fields(
step_id: str, input_fields: List[InputField], output_fields: List[OutputField]
) -> ModelStep:
"""Creates a step with specific input and output fields"""
return ModelStep(
id=step_id,
name="Test Step",
model="gpt-4",
provider="openai",
call_type="llm",
temperature=0.7,
system_prompt="Test prompt",
input_fields=input_fields,
output_fields=output_fields,
)
def create_valid_workflow() -> Workflow:
# Create a step with input and output fields
step = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="external_input")],
[OutputField(name="output", description="test", type="str")],
)
# Create workflow with the single step
workflow = create_basic_workflow([step])
workflow.inputs = ["external_input"]
workflow.outputs = {"output": "step1.output"}
return workflow
# Basic Workflow Validation Tests
class TestBasicWorkflowValidation:
def test_empty_workflow(self):
"""Test validation of empty workflow"""
validator = WorkflowValidator()
workflow = Workflow(inputs=["input"], outputs={"output": "input"}, steps={})
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.GENERAL
assert "must contain at least one step" in validator.errors[0].message
def test_workflow_without_inputs(self):
"""Test validation of workflow without inputs"""
validator = WorkflowValidator()
workflow = create_basic_workflow()
workflow.inputs = []
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.GENERAL
assert "must contain at least one input" in validator.errors[0].message
def test_workflow_without_outputs(self):
"""Test validation of workflow without outputs"""
validator = WorkflowValidator()
workflow = create_basic_workflow()
workflow.inputs = ["input"]
workflow.outputs = {}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.GENERAL
assert "must contain at least one output" in validator.errors[0].message
def test_single_step_workflow(self):
"""Test validation of valid single-step workflow"""
validator = WorkflowValidator()
# Create a step with input and output fields
workflow = create_valid_workflow()
assert validator.validate(workflow)
assert len(validator.errors) == 0
# Step Validation Tests
class TestStepValidation:
def test_missing_required_fields(self):
"""Test validation of step with missing required fields"""
validator = WorkflowValidator()
step = ModelStep(
id="step1",
name="", # Missing name
model="", # Missing model
provider="", # Missing provider
call_type="", # Missing call_type
temperature=0.7,
system_prompt="Test prompt",
input_fields=[],
output_fields=[],
)
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.STEP
def test_invalid_step_id(self):
"""Test validation of step with invalid ID format"""
validator = WorkflowValidator()
step = create_basic_step("123invalid") # Invalid ID format
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.NAMING
def test_llm_temperature_validation(self):
"""Test validation of LLM step temperature"""
validator = WorkflowValidator()
# Test invalid temperature
step = create_basic_step()
step.temperature = 1.5 # Invalid temperature
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.RANGE
# Test missing temperature
step = create_basic_step()
step.temperature = None # Missing temperature
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.STEP
def test_llm_system_prompt_validation(self):
"""Test validation of LLM step system prompt"""
validator = WorkflowValidator()
# Test missing system prompt
step = create_basic_step()
step.system_prompt = "" # Missing system prompt
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.STEP
# Test too long system prompt
step = create_basic_step()
step.system_prompt = "x" * 4001 # Too long
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.LENGTH
# Field Validation Tests
class TestFieldValidation:
def test_input_field_validation(self):
"""Test validation of input fields"""
validator = WorkflowValidator()
# Test missing required fields
step = create_basic_step()
step.input_fields = [InputField(name="", description="", variable="")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.STEP
# Test invalid field name
step = create_basic_step()
step.input_fields = [InputField(name="123invalid", description="test", variable="test")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.NAMING
# Test too long description
step = create_basic_step()
step.input_fields = [InputField(name="test", description="x" * 201, variable="test")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.LENGTH
def test_output_field_validation(self):
"""Test validation of output fields"""
validator = WorkflowValidator()
# Test missing required fields
step = create_basic_step()
step.output_fields = [OutputField(name="", description="", type="str")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.STEP
# Test invalid field name
step = create_basic_step()
step.output_fields = [OutputField(name="123invalid", description="test", type="str")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.NAMING
def test_field_name_length(self):
"""Test validation of field name length"""
validator = WorkflowValidator()
# Test too long field name
step = create_basic_step()
step.input_fields = [InputField(name="x" * 51, description="test", variable="test")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.LENGTH
def test_field_description_length(self):
"""Test validation of field description length"""
validator = WorkflowValidator()
# Test too long description
step = create_basic_step()
step.input_fields = [InputField(name="test", description="x" * 201, variable="test")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.LENGTH
def test_whitespace_only_strings(self):
"""Test validation of whitespace-only strings"""
validator = WorkflowValidator()
# Test whitespace-only field name
step = create_basic_step()
step.input_fields = [InputField(name=" ", description="test", variable="test")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.NAMING
def test_special_characters(self):
"""Test validation of special characters in names"""
validator = WorkflowValidator()
# Test special characters in field name
step = create_basic_step()
step.input_fields = [InputField(name="test@field", description="test", variable="test")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.NAMING
# Variable Reference Tests
class TestVariableReference:
def test_external_input_validation(self):
"""Test validation of external input variables"""
validator = WorkflowValidator()
# Test invalid external input format
workflow = create_valid_workflow()
workflow.inputs = ["step1.field"] # Invalid format
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.VARIABLE
def test_step_output_reference(self):
"""Test validation of step output references"""
validator = WorkflowValidator()
# Test invalid output reference
workflow = create_basic_workflow()
workflow.inputs = ["input"]
workflow.outputs = {"output": "nonexistent_step.field"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.VARIABLE
# Test valid output reference
step = create_basic_step()
step.output_fields = [OutputField(name="field", description="test", type="str")]
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.field"}
assert validator.validate(workflow)
assert len(validator.errors) == 0
# DAG Validation Tests
class TestDAGValidation:
def test_cycle_detection(self):
"""Test detection of cycles in workflow"""
validator = WorkflowValidator()
# Create a workflow with a cycle
step1 = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="step3.output")],
[OutputField(name="output", description="test", type="str")],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output")],
[OutputField(name="output", description="test", type="str")],
)
step3 = create_step_with_fields(
"step3",
[InputField(name="input", description="test", variable="step2.output")],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2, step3])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step3.output"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.DAG
def test_orphaned_steps(self):
"""Test detection of orphaned steps"""
validator = WorkflowValidator()
# Create a workflow with an orphaned step
step1 = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="step2.output")],
[OutputField(name="output", description="test", type="str")],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output")],
[OutputField(name="output", description="test", type="str")],
)
step3 = create_step_with_fields(
"step3",
[],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2, step3])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step3.output"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.DAG
# Variable Dependency Tests
class TestVariableDependencies:
def test_circular_dependencies(self):
"""Test detection of circular variable dependencies"""
validator = WorkflowValidator()
# Create a workflow with circular variable dependencies
step1 = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="step2.output")],
[OutputField(name="output", description="test", type="str")],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output")],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step2.output"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.DAG
def test_valid_dependencies(self):
"""Test validation of valid variable dependencies"""
validator = WorkflowValidator()
# Create a workflow with valid dependencies
step1 = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="external_input")],
[OutputField(name="output", description="test", type="str")],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output")],
[OutputField(name="output", description="test", type="str")],
)
step3 = create_step_with_fields(
"step3",
[InputField(name="input", description="test", variable="step2.output")],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2, step3])
workflow.inputs = ["external_input"]
workflow.outputs = {"output": "step3.output"}
assert validator.validate(workflow)
assert len(validator.errors) == 0
# Type Compatibility Tests
class TestTypeCompatibility:
def test_basic_type_compatibility(self):
"""Test validation of basic type compatibility"""
validator = WorkflowValidator()
# Create steps with type mismatch
step1 = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="external_input")],
[OutputField(name="output", description="test", type="int")],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output")],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2])
workflow.inputs = ["external_input"]
workflow.outputs = {"output": "step2.output"}
assert validator.validate(workflow)
# def test_list_type_compatibility(self):
# """Test validation of list type compatibility"""
# validator = WorkflowValidator()
# # Test compatible list types
# step1 = create_step_with_fields(
# "step1", [], [OutputField(name="output", description="test", type="list[str]")]
# )
# step2 = create_step_with_fields(
# "step2", [InputField(name="input", description="test", variable="step1.output")], []
# )
# workflow = create_basic_workflow([step1, step2])
# workflow.inputs = ["input"]
# workflow.outputs = {"output": "step2.output"}
# assert validator.validate(workflow)
# assert len(validator.errors) == 0
# # Test incompatible list types
# step1 = create_step_with_fields(
# "step1", [], [OutputField(name="output", description="test", type="list[int]")]
# )
# step2 = create_step_with_fields(
# "step2", [InputField(name="input", description="test", variable="step1.output")], []
# )
# workflow = create_basic_workflow([step1, step2])
# workflow.inputs = ["input"]
# workflow.outputs = {"output": "step2.output"}
# assert not validator.validate(workflow)
# assert len(validator.errors) == 1
# assert validator.errors[0].error_type == ValidationErrorType.TYPE
# Complex Workflow Tests
class TestComplexWorkflows:
def test_multi_output_workflow(self):
"""Test validation of workflow with multiple outputs"""
validator = WorkflowValidator()
# Create a workflow with multiple outputs
step1 = create_step_with_fields(
"step1",
[],
[
OutputField(name="output1", description="test", type="str"),
OutputField(name="output2", description="test", type="int"),
],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output1")],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2])
workflow.inputs = ["input"]
workflow.outputs = {"output1": "step1.output1", "output2": "step1.output2", "output3": "step2.output"}
assert validator.validate(workflow)
assert len(validator.errors) == 0
def test_complex_dependencies(self):
"""Test validation of workflow with complex dependencies"""
validator = WorkflowValidator()
# Create a workflow with complex dependencies
step1 = create_step_with_fields(
"step1",
[InputField(name="input", description="test", variable="external_input")],
[OutputField(name="output", description="test", type="str")],
)
step2 = create_step_with_fields(
"step2",
[InputField(name="input", description="test", variable="step1.output")],
[OutputField(name="output", description="test", type="str")],
)
step3 = create_step_with_fields(
"step3",
[
InputField(name="input1", description="test", variable="step1.output"),
InputField(name="input2", description="test", variable="step2.output"),
],
[OutputField(name="output", description="test", type="str")],
)
workflow = create_basic_workflow([step1, step2, step3])
workflow.inputs = ["external_input"]
workflow.outputs = {"output": "step3.output"}
assert validator.validate(workflow)
assert len(validator.errors) == 0
# External Input Tests
class TestExternalInputs:
def test_external_input_existence(self):
"""Test validation of external input existence"""
validator = WorkflowValidator()
# Test missing external input
step = create_step_with_fields(
"step1", [InputField(name="input", description="test", variable="missing_input")], []
)
workflow = create_basic_workflow([step])
workflow.inputs = ["valid_input"]
workflow.outputs = {"output": "step1.output"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.VARIABLE
def test_external_input_naming_conflicts(self):
"""Test validation of external input naming conflicts"""
validator = WorkflowValidator()
# Test conflict between external input and step output
step = create_step_with_fields("step1", [], [OutputField(name="output", description="test", type="str")])
workflow = create_basic_workflow([step])
workflow.inputs = ["step1.output"] # Conflict with step output
workflow.outputs = {"output": "step1.output"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.VARIABLE
# Edge Cases
class TestEdgeCases:
def test_empty_workflow_with_inputs(self):
"""Test validation of empty workflow with inputs"""
validator = WorkflowValidator()
workflow = Workflow(inputs=["input"], outputs={}, steps={})
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.GENERAL
def test_workflow_with_empty_outputs(self):
"""Test validation of workflow with empty outputs"""
validator = WorkflowValidator()
workflow = create_valid_workflow()
workflow.outputs = {} # Empty output reference
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.GENERAL
def test_workflow_with_none_outputs(self):
"""Test validation of workflow with empty outputs"""
validator = WorkflowValidator()
workflow = create_valid_workflow()
workflow.outputs = {"output": None} # Empty output reference
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.GENERAL
def test_workflow_with_duplicate_output_names(self):
"""Test validation of workflow with duplicate output names"""
validator = WorkflowValidator()
step = create_step_with_fields(
"step1",
[],
[
OutputField(name="output", description="test", type="str"),
OutputField(name="output", description="test", type="str"),
],
)
workflow = create_basic_workflow([step])
workflow.inputs = ["input"]
workflow.outputs = {"output": "step1.output"}
assert not validator.validate(workflow)
assert len(validator.errors) == 1
assert validator.errors[0].error_type == ValidationErrorType.STEP
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