479a808634
🔧 fix(endpoints.py): move import statement to the top of the file for better organization and readability 🔧 fix(getters.py): change service type from DATABASE_MANAGER to DATABASE_SERVICE for consistency and clarity 🔧 fix(getters.py): change service type from CACHE_MANAGER to CACHE_SERVICE for consistency and clarity 🔧 fix(getters.py): change service type from SESSION_MANAGER to SESSION_SERVICE for consistency and clarity 🔧 fix(getters.py): change service type from TASK_MANAGER to TASK_SERVICE for consistency and clarity 🔧 fix(getters.py): remove unused function get_chat_service() to improve code cleanliness and maintainability 🔧 fix(getters.py): remove duplicate function get_settings_service() to improve code cleanliness and maintainability 🔧 fix(getters.py): remove duplicate function get_db_service() to improve code cleanliness and maintainability 🔧 fix(getters.py): remove duplicate function get_session() to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused import statement to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused function setup_superuser() to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused function teardown_superuser() to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused function teardown_services() to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused function initialize_settings_manager() to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused function initialize_session_manager() to improve code cleanliness and maintainability 🔧 fix(utils.py): remove unused function initialize_services() to improve code cleanliness and maintainability 🔧 fix(conftest.py): remove unused import statement to improve code cleanliness and maintainability 🔧 fix(conftest.py): remove unused function get_session_override() to improve code cleanliness and maintainability 🔧 fix(conftest.py): remove unused function distributed_client_fixture() to improve code cleanliness and maintainability 🔧 fix(conftest.py): remove unused function client_fixture() to improve code cleanliness and maintainability 🔧 fix(conftest.py): remove unused function test_user() to improve code cleanliness and maintainability 🔧 fix(conftest.py): remove unused function active_user 🐛 fix(test_endpoints.py): update import statements to use get_db_service instead of get_db_manager to improve code semantics 🐛 fix(test_login.py): update import statements to use get_db_service instead of get_db_manager to improve code semantics 🐛 fix(test_setup_superuser.py): update import statements to use get_db_service instead of get_db_manager to improve code semantics 🐛 fix(test_user.py): update import statements to use get_db_service instead of get_db_manager to improve code semantics
591 lines
20 KiB
Python
591 lines
20 KiB
Python
from collections import namedtuple
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import uuid
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from langflow.processing.process import Result
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from langflow.services.auth.utils import get_password_hash
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from langflow.services.database.models.api_key.api_key import ApiKey
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from langflow.services.getters import get_settings_service
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from langflow.services.database.utils import session_getter
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from langflow.services.getters import get_db_service
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import pytest
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from fastapi.testclient import TestClient
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from langflow.interface.tools.constants import CUSTOM_TOOLS
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from langflow.template.frontend_node.chains import TimeTravelGuideChainNode
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import time
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def run_post(client, flow_id, headers, post_data):
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response = client.post(
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f"api/v1/process/{flow_id}",
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headers=headers,
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json=post_data,
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)
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assert response.status_code == 200, response.json()
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return response.json()
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# Helper function to poll task status
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def poll_task_status(client, headers, task_id, max_attempts=20, sleep_time=1):
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for _ in range(max_attempts):
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task_status_response = client.get(
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f"api/v1/task/{task_id}/status",
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headers=headers,
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)
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if (
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task_status_response.status_code == 200
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and task_status_response.json()["status"] == "SUCCESS"
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):
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return task_status_response.json()
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time.sleep(sleep_time)
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return None # Return None if task did not complete in time
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PROMPT_REQUEST = {
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"name": "string",
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"template": "string",
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"frontend_node": {
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"template": {},
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"description": "string",
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"base_classes": ["string"],
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"name": "",
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"display_name": "",
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"documentation": "",
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"custom_fields": {},
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"output_types": [],
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"field_formatters": {
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"formatters": {"openai_api_key": {}},
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"base_formatters": {
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"kwargs": {},
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"optional": {},
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"list": {},
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"dict": {},
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"union": {},
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"multiline": {},
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"show": {},
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"password": {},
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"default": {},
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"headers": {},
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"dict_code_file": {},
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"model_fields": {
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"MODEL_DICT": {
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"OpenAI": [
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"text-davinci-003",
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"text-davinci-002",
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"text-curie-001",
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"text-babbage-001",
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"text-ada-001",
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],
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"ChatOpenAI": [
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"gpt-3.5-turbo-0613",
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"gpt-3.5-turbo",
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"gpt-3.5-turbo-16k-0613",
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"gpt-3.5-turbo-16k",
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"gpt-4-0613",
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"gpt-4-32k-0613",
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"gpt-4",
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"gpt-4-32k",
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],
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"Anthropic": [
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"claude-v1",
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"claude-v1-100k",
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"claude-instant-v1",
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"claude-instant-v1-100k",
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"claude-v1.3",
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"claude-v1.3-100k",
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"claude-v1.2",
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"claude-v1.0",
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"claude-instant-v1.1",
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"claude-instant-v1.1-100k",
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"claude-instant-v1.0",
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],
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"ChatAnthropic": [
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"claude-v1",
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"claude-v1-100k",
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"claude-instant-v1",
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"claude-instant-v1-100k",
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"claude-v1.3",
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"claude-v1.3-100k",
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"claude-v1.2",
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"claude-v1.0",
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"claude-instant-v1.1",
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"claude-instant-v1.1-100k",
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"claude-instant-v1.0",
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],
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}
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},
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},
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},
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},
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}
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@pytest.fixture
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def created_api_key(active_user):
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hashed = get_password_hash("random_key")
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api_key = ApiKey(
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name="test_api_key",
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user_id=active_user.id,
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api_key="random_key",
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hashed_api_key=hashed,
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)
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db_manager = get_db_service()
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with session_getter(db_manager) as session:
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if (
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existing_api_key := session.query(ApiKey)
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.filter(ApiKey.api_key == api_key.api_key)
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.first()
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):
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return existing_api_key
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session.add(api_key)
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session.commit()
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session.refresh(api_key)
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return api_key
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def test_process_flow_invalid_api_key(client, flow, monkeypatch):
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# Mock de process_graph_cached
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from langflow.api.v1 import endpoints
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from langflow.services.database.models.api_key import crud
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settings_service = get_settings_service()
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settings_service.auth_settings.AUTO_LOGIN = False
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async def mock_process_graph_cached(*args, **kwargs):
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return Result(result={}, session_id="session_id_mock")
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def mock_update_total_uses(*args, **kwargs):
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return created_api_key
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monkeypatch.setattr(endpoints, "process_graph_cached", mock_process_graph_cached)
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monkeypatch.setattr(crud, "update_total_uses", mock_update_total_uses)
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headers = {"x-api-key": "invalid_api_key"}
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post_data = {
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"inputs": {"key": "value"},
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"tweaks": None,
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"clear_cache": False,
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"session_id": None,
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}
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response = client.post(f"api/v1/process/{flow.id}", headers=headers, json=post_data)
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assert response.status_code == 403
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assert response.json() == {"detail": "Invalid or missing API key"}
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def test_process_flow_invalid_id(client, monkeypatch, created_api_key):
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async def mock_process_graph_cached(*args, **kwargs):
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return Result(result={}, session_id="session_id_mock")
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from langflow.api.v1 import endpoints
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monkeypatch.setattr(endpoints, "process_graph_cached", mock_process_graph_cached)
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api_key = created_api_key.api_key
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headers = {"x-api-key": api_key}
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post_data = {
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"inputs": {"key": "value"},
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"tweaks": None,
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"clear_cache": False,
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"session_id": None,
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}
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invalid_id = uuid.uuid4()
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response = client.post(
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f"api/v1/process/{invalid_id}", headers=headers, json=post_data
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)
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assert response.status_code == 404
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assert f"Flow {invalid_id} not found" in response.json()["detail"]
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def test_process_flow_without_autologin(client, flow, monkeypatch, created_api_key):
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# Mock de process_graph_cached
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from langflow.api.v1 import endpoints
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from langflow.services.database.models.api_key import crud
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settings_service = get_settings_service()
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settings_service.auth_settings.AUTO_LOGIN = False
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async def mock_process_graph_cached(*args, **kwargs):
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return Result(result={}, session_id="session_id_mock")
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def mock_process_graph_cached_task(*args, **kwargs):
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return Result(result={}, session_id="session_id_mock")
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# The task function is ran like this:
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# if not self.use_celery:
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# return None, await task_func(*args, **kwargs)
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# if not hasattr(task_func, "apply"):
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# raise ValueError(f"Task function {task_func} does not have an apply method")
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# task = task_func.apply(args=args, kwargs=kwargs)
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# result = task.get()
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# return task.id, result
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# So we need to mock the task function to return a task object
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# and then mock the task object to return a result
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# maybe a named tuple would be better here
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task = namedtuple("task", ["id", "get"])
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mock_process_graph_cached_task.apply = lambda *args, **kwargs: task(
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id="task_id_mock", get=lambda: Result(result={}, session_id="session_id_mock")
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)
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def mock_update_total_uses(*args, **kwargs):
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return created_api_key
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monkeypatch.setattr(endpoints, "process_graph_cached", mock_process_graph_cached)
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monkeypatch.setattr(crud, "update_total_uses", mock_update_total_uses)
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monkeypatch.setattr(
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endpoints, "process_graph_cached_task", mock_process_graph_cached_task
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)
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api_key = created_api_key.api_key
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headers = {"x-api-key": api_key}
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# Dummy POST data
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post_data = {
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"inputs": {"input": "value"},
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"tweaks": None,
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"clear_cache": False,
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"session_id": None,
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}
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# Make the request to the FastAPI TestClient
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response = client.post(f"api/v1/process/{flow.id}", headers=headers, json=post_data)
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# Check the response
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assert response.status_code == 200, response.json()
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assert response.json()["result"] == {}, response.json()
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assert response.json()["session_id"] == "session_id_mock", response.json()
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def test_process_flow_fails_autologin_off(client, flow, monkeypatch):
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# Mock de process_graph_cached
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from langflow.api.v1 import endpoints
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from langflow.services.database.models.api_key import crud
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settings_service = get_settings_service()
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settings_service.auth_settings.AUTO_LOGIN = False
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async def mock_process_graph_cached(*args, **kwargs):
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return Result(result={}, session_id="session_id_mock")
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async def mock_update_total_uses(*args, **kwargs):
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return created_api_key
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monkeypatch.setattr(endpoints, "process_graph_cached", mock_process_graph_cached)
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monkeypatch.setattr(crud, "update_total_uses", mock_update_total_uses)
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headers = {"x-api-key": "api_key"}
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# Dummy POST data
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post_data = {
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"inputs": {"key": "value"},
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"tweaks": None,
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"clear_cache": False,
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"session_id": None,
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}
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# Make the request to the FastAPI TestClient
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response = client.post(f"api/v1/process/{flow.id}", headers=headers, json=post_data)
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# Check the response
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assert response.status_code == 403, response.json()
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assert response.json() == {"detail": "Invalid or missing API key"}
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def test_get_all(client: TestClient, logged_in_headers):
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response = client.get("api/v1/all", headers=logged_in_headers)
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assert response.status_code == 200
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json_response = response.json()
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# We need to test the custom nodes
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assert "PromptTemplate" in json_response["prompts"]
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# All CUSTOM_TOOLS(dict) should be in the response
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assert all(tool in json_response["tools"] for tool in CUSTOM_TOOLS.keys())
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def test_post_validate_code(client: TestClient):
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# Test case with a valid import and function
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code1 = """
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import math
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def square(x):
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return x ** 2
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"""
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response1 = client.post("api/v1/validate/code", json={"code": code1})
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assert response1.status_code == 200
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assert response1.json() == {"imports": {"errors": []}, "function": {"errors": []}}
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# Test case with an invalid import and valid function
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code2 = """
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import non_existent_module
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def square(x):
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return x ** 2
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"""
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response2 = client.post("api/v1/validate/code", json={"code": code2})
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assert response2.status_code == 200
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assert response2.json() == {
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"imports": {"errors": ["No module named 'non_existent_module'"]},
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"function": {"errors": []},
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}
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# Test case with a valid import and invalid function syntax
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code3 = """
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import math
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def square(x)
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return x ** 2
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"""
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response3 = client.post("api/v1/validate/code", json={"code": code3})
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assert response3.status_code == 200
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assert response3.json() == {
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"imports": {"errors": []},
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"function": {"errors": ["expected ':' (<unknown>, line 4)"]},
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}
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# Test case with invalid JSON payload
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response4 = client.post("api/v1/validate/code", json={"invalid_key": code1})
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assert response4.status_code == 422
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# Test case with an empty code string
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response5 = client.post("api/v1/validate/code", json={"code": ""})
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assert response5.status_code == 200
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assert response5.json() == {"imports": {"errors": []}, "function": {"errors": []}}
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# Test case with a syntax error in the code
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code6 = """
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import math
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def square(x)
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return x ** 2
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"""
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response6 = client.post("api/v1/validate/code", json={"code": code6})
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assert response6.status_code == 200
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assert response6.json() == {
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"imports": {"errors": []},
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"function": {"errors": ["expected ':' (<unknown>, line 4)"]},
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}
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VALID_PROMPT = """
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I want you to act as a naming consultant for new companies.
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Here are some examples of good company names:
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- search engine, Google
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- social media, Facebook
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- video sharing, YouTube
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The name should be short, catchy and easy to remember.
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What is a good name for a company that makes {product}?
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"""
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INVALID_PROMPT = "This is an invalid prompt without any input variable."
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def test_valid_prompt(client: TestClient):
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PROMPT_REQUEST["template"] = VALID_PROMPT
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response = client.post("api/v1/validate/prompt", json=PROMPT_REQUEST)
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assert response.status_code == 200
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assert response.json()["input_variables"] == ["product"]
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def test_invalid_prompt(client: TestClient):
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PROMPT_REQUEST["template"] = INVALID_PROMPT
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response = client.post(
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"api/v1/validate/prompt",
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json=PROMPT_REQUEST,
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)
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assert response.status_code == 200
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assert response.json()["input_variables"] == []
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@pytest.mark.parametrize(
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"prompt,expected_input_variables",
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[
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("{color} is my favorite color.", ["color"]),
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("The weather is {weather} today.", ["weather"]),
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("This prompt has no variables.", []),
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("{a}, {b}, and {c} are variables.", ["a", "b", "c"]),
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],
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)
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def test_various_prompts(client, prompt, expected_input_variables):
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TimeTravelGuideChainNode().to_dict()
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PROMPT_REQUEST["template"] = prompt
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response = client.post("api/v1/validate/prompt", json=PROMPT_REQUEST)
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assert response.status_code == 200
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assert response.json()["input_variables"] == expected_input_variables
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def test_basic_chat_in_process(client, added_flow, created_api_key):
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# Run the /api/v1/process/{flow_id} endpoint
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headers = {"x-api-key": created_api_key.api_key}
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post_data = {"inputs": {"text": "Hi, My name is Gabriel"}}
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response = client.post(
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f"api/v1/process/{added_flow.get('id')}",
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headers=headers,
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json=post_data,
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)
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assert response.status_code == 200, response.json()
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# Check the response
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assert "Gabriel" in response.json()["result"]["text"]
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# session_id should be returned
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assert "session_id" in response.json()
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assert response.json()["session_id"] is not None
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# New request with the same session_id
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# asking "What is my name?" should return "Gabriel"
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post_data = {
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"inputs": {"text": "What is my name?"},
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"session_id": response.json()["session_id"],
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}
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response = client.post(
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f"api/v1/process/{added_flow.get('id')}",
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headers=headers,
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json=post_data,
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)
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assert response.status_code == 200, response.json()
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assert "Gabriel" in response.json()["result"]["text"]
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def test_basic_chat_different_session_ids(client, added_flow, created_api_key):
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# Run the /api/v1/process/{flow_id} endpoint
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headers = {"x-api-key": created_api_key.api_key}
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post_data = {"inputs": {"text": "Hi, My name is Gabriel"}}
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response = client.post(
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f"api/v1/process/{added_flow.get('id')}",
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headers=headers,
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json=post_data,
|
|
)
|
|
assert response.status_code == 200, response.json()
|
|
# Check the response
|
|
assert "Gabriel" in response.json()["result"]["text"]
|
|
# session_id should be returned
|
|
assert "session_id" in response.json()
|
|
assert response.json()["session_id"] is not None
|
|
session_id1 = response.json()["session_id"]
|
|
# New request with a different session_id
|
|
# asking "What is my name?" should return "Gabriel"
|
|
post_data = {
|
|
"inputs": {"text": "What is my name?"},
|
|
}
|
|
response = client.post(
|
|
f"api/v1/process/{added_flow.get('id')}",
|
|
headers=headers,
|
|
json=post_data,
|
|
)
|
|
assert response.status_code == 200, response.json()
|
|
assert "Gabriel" not in response.json()["result"]["text"]
|
|
assert session_id1 != response.json()["session_id"]
|
|
|
|
|
|
def test_basic_chat_with_two_session_ids_and_names(client, added_flow, created_api_key):
|
|
headers = {"x-api-key": created_api_key.api_key}
|
|
flow_id = added_flow.get("id")
|
|
names = ["Gabriel", "John"]
|
|
session_ids = []
|
|
|
|
for name in names:
|
|
post_data = {"inputs": {"text": f"Hi, My name is {name}"}}
|
|
response_json = run_post(client, flow_id, headers, post_data)
|
|
|
|
assert name in response_json["result"]["text"]
|
|
assert "session_id" in response_json
|
|
assert response_json["session_id"] is not None
|
|
|
|
session_ids.append(response_json["session_id"])
|
|
|
|
for i, name in enumerate(names):
|
|
post_data = {
|
|
"inputs": {"text": "What is my name?"},
|
|
"session_id": session_ids[i],
|
|
}
|
|
response_json = run_post(client, flow_id, headers, post_data)
|
|
|
|
assert name in response_json["result"]["text"]
|
|
|
|
|
|
@pytest.mark.async_test
|
|
def test_vector_store_in_process(
|
|
distributed_client, added_vector_store, created_api_key
|
|
):
|
|
# Run the /api/v1/process/{flow_id} endpoint
|
|
headers = {"x-api-key": created_api_key.api_key}
|
|
post_data = {"inputs": {"input": "What is Langflow?"}}
|
|
response = distributed_client.post(
|
|
f"api/v1/process/{added_vector_store.get('id')}",
|
|
headers=headers,
|
|
json=post_data,
|
|
)
|
|
assert response.status_code == 200, response.json()
|
|
# Check the response
|
|
assert "Langflow" in response.json()["result"]["output"]
|
|
# session_id should be returned
|
|
assert "session_id" in response.json()
|
|
assert response.json()["session_id"] is not None
|
|
|
|
|
|
# Test function without loop
|
|
@pytest.mark.async_test
|
|
def test_async_task_processing(distributed_client, added_flow, created_api_key):
|
|
headers = {"x-api-key": created_api_key.api_key}
|
|
post_data = {"inputs": {"text": "Hi, My name is Gabriel"}}
|
|
|
|
# Run the /api/v1/process/{flow_id} endpoint with sync=False
|
|
response = distributed_client.post(
|
|
f"api/v1/process/{added_flow.get('id')}",
|
|
headers=headers,
|
|
json={**post_data, "sync": False},
|
|
)
|
|
assert response.status_code == 200, response.json()
|
|
|
|
# Extract the task ID from the response
|
|
task_id = response.json().get("id")
|
|
assert task_id is not None
|
|
|
|
# Polling the task status using the helper function
|
|
task_status_json = poll_task_status(distributed_client, headers, task_id)
|
|
assert task_status_json is not None, "Task did not complete in time"
|
|
|
|
# Validate that the task completed successfully and the result is as expected
|
|
assert "result" in task_status_json, task_status_json
|
|
assert "text" in task_status_json["result"], task_status_json["result"]
|
|
assert "Gabriel" in task_status_json["result"]["text"], task_status_json["result"]
|
|
|
|
|
|
# Test function without loop
|
|
@pytest.mark.async_test
|
|
def test_async_task_processing_vector_store(
|
|
client, added_vector_store, created_api_key
|
|
):
|
|
headers = {"x-api-key": created_api_key.api_key}
|
|
post_data = {"inputs": {"input": "How do I upload examples?"}}
|
|
|
|
# Run the /api/v1/process/{flow_id} endpoint with sync=False
|
|
response = client.post(
|
|
f"api/v1/process/{added_vector_store.get('id')}",
|
|
headers=headers,
|
|
json={**post_data, "sync": False},
|
|
)
|
|
assert response.status_code == 200, response.json()
|
|
assert "result" in response.json()
|
|
assert "FAILURE" not in response.json()["result"]
|
|
|
|
# Extract the task ID from the response
|
|
task_id = response.json().get("id")
|
|
assert task_id is not None
|
|
|
|
# Polling the task status using the helper function
|
|
task_status_json = poll_task_status(client, headers, task_id, max_attempts=40)
|
|
assert task_status_json is not None, "Task did not complete in time"
|
|
|
|
# Validate that the task completed successfully and the result is as expected
|
|
assert "result" in task_status_json, task_status_json
|
|
assert "output" in task_status_json["result"], task_status_json["result"]
|
|
assert "Langflow" in task_status_json["result"]["output"], task_status_json[
|
|
"result"
|
|
]
|