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import asyncio | |
from uuid import UUID, uuid4 | |
import pytest | |
from fastapi import status | |
from httpx import AsyncClient | |
from langflow.custom.directory_reader.directory_reader import DirectoryReader | |
from langflow.services.deps import get_settings_service | |
async def run_post(client, flow_id, headers, post_data): | |
response = await client.post( | |
f"api/v1/process/{flow_id}", | |
headers=headers, | |
json=post_data, | |
) | |
assert response.status_code == 200, response.json() | |
return response.json() | |
# Helper function to poll task status | |
async def poll_task_status(client, headers, href, max_attempts=20, sleep_time=1): | |
for _ in range(max_attempts): | |
task_status_response = await client.get( | |
href, | |
headers=headers, | |
) | |
if task_status_response.status_code == 200 and task_status_response.json()["status"] == "SUCCESS": | |
return task_status_response.json() | |
await asyncio.sleep(sleep_time) | |
return None # Return None if task did not complete in time | |
PROMPT_REQUEST = { | |
"name": "string", | |
"template": "string", | |
"frontend_node": { | |
"template": {}, | |
"description": "string", | |
"base_classes": ["string"], | |
"name": "", | |
"display_name": "", | |
"documentation": "", | |
"custom_fields": {}, | |
"output_types": [], | |
"field_formatters": { | |
"formatters": {"openai_api_key": {}}, | |
"base_formatters": { | |
"kwargs": {}, | |
"optional": {}, | |
"list": {}, | |
"dict": {}, | |
"union": {}, | |
"multiline": {}, | |
"show": {}, | |
"password": {}, | |
"default": {}, | |
"headers": {}, | |
"dict_code_file": {}, | |
"model_fields": { | |
"MODEL_DICT": { | |
"OpenAI": [ | |
"text-davinci-003", | |
"text-davinci-002", | |
"text-curie-001", | |
"text-babbage-001", | |
"text-ada-001", | |
], | |
"ChatOpenAI": [ | |
"gpt-4-turbo-preview", | |
"gpt-4-0125-preview", | |
"gpt-4-1106-preview", | |
"gpt-4-vision-preview", | |
"gpt-3.5-turbo-0125", | |
"gpt-3.5-turbo-1106", | |
], | |
"Anthropic": [ | |
"claude-v1", | |
"claude-v1-100k", | |
"claude-instant-v1", | |
"claude-instant-v1-100k", | |
"claude-v1.3", | |
"claude-v1.3-100k", | |
"claude-v1.2", | |
"claude-v1.0", | |
"claude-instant-v1.1", | |
"claude-instant-v1.1-100k", | |
"claude-instant-v1.0", | |
], | |
"ChatAnthropic": [ | |
"claude-v1", | |
"claude-v1-100k", | |
"claude-instant-v1", | |
"claude-instant-v1-100k", | |
"claude-v1.3", | |
"claude-v1.3-100k", | |
"claude-v1.2", | |
"claude-v1.0", | |
"claude-instant-v1.1", | |
"claude-instant-v1.1-100k", | |
"claude-instant-v1.0", | |
], | |
} | |
}, | |
}, | |
}, | |
}, | |
} | |
async def test_get_all(client: AsyncClient, logged_in_headers): | |
response = await client.get("api/v1/all", headers=logged_in_headers) | |
assert response.status_code == 200 | |
settings = get_settings_service().settings | |
dir_reader = DirectoryReader(settings.components_path[0]) | |
files = dir_reader.get_files() | |
# json_response is a dict of dicts | |
all_names = [component_name for _, components in response.json().items() for component_name in components] | |
json_response = response.json() | |
# We need to test the custom nodes | |
assert len(all_names) <= len( | |
files | |
) # Less or equal because we might have some files that don't have the dependencies installed | |
assert "ChatInput" in json_response["inputs"] | |
assert "Prompt" in json_response["prompts"] | |
assert "ChatOutput" in json_response["outputs"] | |
async def test_post_validate_code(client: AsyncClient): | |
# Test case with a valid import and function | |
code1 = """ | |
import math | |
def square(x): | |
return x ** 2 | |
""" | |
response1 = await client.post("api/v1/validate/code", json={"code": code1}) | |
assert response1.status_code == 200 | |
assert response1.json() == {"imports": {"errors": []}, "function": {"errors": []}} | |
# Test case with an invalid import and valid function | |
code2 = """ | |
import non_existent_module | |
def square(x): | |
return x ** 2 | |
""" | |
response2 = await client.post("api/v1/validate/code", json={"code": code2}) | |
assert response2.status_code == 200 | |
assert response2.json() == { | |
"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 | |
""" | |
response3 = await client.post("api/v1/validate/code", json={"code": code3}) | |
assert response3.status_code == 200 | |
assert response3.json() == { | |
"imports": {"errors": []}, | |
"function": {"errors": ["expected ':' (<unknown>, line 4)"]}, | |
} | |
# Test case with invalid JSON payload | |
response4 = await client.post("api/v1/validate/code", json={"invalid_key": code1}) | |
assert response4.status_code == 422 | |
# Test case with an empty code string | |
response5 = await client.post("api/v1/validate/code", json={"code": ""}) | |
assert response5.status_code == 200 | |
assert response5.json() == {"imports": {"errors": []}, "function": {"errors": []}} | |
# Test case with a syntax error in the code | |
code6 = """ | |
import math | |
def square(x) | |
return x ** 2 | |
""" | |
response6 = await client.post("api/v1/validate/code", json={"code": code6}) | |
assert response6.status_code == 200 | |
assert response6.json() == { | |
"imports": {"errors": []}, | |
"function": {"errors": ["expected ':' (<unknown>, line 4)"]}, | |
} | |
VALID_PROMPT = """ | |
I want you to act as a naming consultant for new companies. | |
Here are some examples of good company names: | |
- search engine, Google | |
- social media, Facebook | |
- video sharing, YouTube | |
The name should be short, catchy and easy to remember. | |
What is a good name for a company that makes {product}? | |
""" | |
INVALID_PROMPT = "This is an invalid prompt without any input variable." | |
async def test_valid_prompt(client: AsyncClient): | |
PROMPT_REQUEST["template"] = VALID_PROMPT | |
response = await client.post("api/v1/validate/prompt", json=PROMPT_REQUEST) | |
assert response.status_code == 200 | |
assert response.json()["input_variables"] == ["product"] | |
async def test_invalid_prompt(client: AsyncClient): | |
PROMPT_REQUEST["template"] = INVALID_PROMPT | |
response = await client.post( | |
"api/v1/validate/prompt", | |
json=PROMPT_REQUEST, | |
) | |
assert response.status_code == 200 | |
assert response.json()["input_variables"] == [] | |
async def test_various_prompts(client, prompt, expected_input_variables): | |
PROMPT_REQUEST["template"] = prompt | |
response = await client.post("api/v1/validate/prompt", json=PROMPT_REQUEST) | |
assert response.status_code == 200 | |
assert response.json()["input_variables"] == expected_input_variables | |
async def test_get_vertices_flow_not_found(client, logged_in_headers): | |
uuid = uuid4() | |
response = await client.post(f"/api/v1/build/{uuid}/vertices", headers=logged_in_headers) | |
assert response.status_code == 500 | |
async def test_get_vertices(client, added_flow_webhook_test, logged_in_headers): | |
flow_id = added_flow_webhook_test["id"] | |
response = await client.post(f"/api/v1/build/{flow_id}/vertices", headers=logged_in_headers) | |
assert response.status_code == 200 | |
assert "ids" in response.json() | |
# The response should contain the list in this order | |
# ['ConversationBufferMemory-Lu2Nb', 'PromptTemplate-5Q0W8', 'ChatOpenAI-vy7fV', 'LLMChain-UjBh1'] | |
# The important part is before the - (ConversationBufferMemory, PromptTemplate, ChatOpenAI, LLMChain) | |
ids = [_id.split("-")[0] for _id in response.json()["ids"]] | |
assert set(ids) == {"ChatInput"} | |
async def test_build_vertex_invalid_flow_id(client, logged_in_headers): | |
uuid = uuid4() | |
response = await client.post(f"/api/v1/build/{uuid}/vertices/vertex_id", headers=logged_in_headers) | |
assert response.status_code == 500 | |
async def test_build_vertex_invalid_vertex_id(client, added_flow_webhook_test, logged_in_headers): | |
flow_id = added_flow_webhook_test["id"] | |
response = await client.post(f"/api/v1/build/{flow_id}/vertices/invalid_vertex_id", headers=logged_in_headers) | |
assert response.status_code == 500 | |
async def test_successful_run_no_payload(client, simple_api_test, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": ""} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 1 | |
ids = [output.get("component_id") for output in outputs_dict.get("outputs")] | |
assert all("ChatOutput" in _id for _id in ids) | |
display_names = [output.get("component_display_name") for output in outputs_dict.get("outputs")] | |
assert all(name in display_names for name in ["Chat Output"]) | |
output_results_has_results = all("results" in output.get("results") for output in outputs_dict.get("outputs")) | |
inner_results = [output.get("results") for output in outputs_dict.get("outputs")] | |
assert all(result is not None for result in inner_results), (outputs_dict, output_results_has_results) | |
async def test_successful_run_with_output_type_text(client, simple_api_test, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"output_type": "text", | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": ""} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 1 | |
ids = [output.get("component_id") for output in outputs_dict.get("outputs")] | |
assert all("ChatOutput" in _id for _id in ids), ids | |
display_names = [output.get("component_display_name") for output in outputs_dict.get("outputs")] | |
assert all(name in display_names for name in ["Chat Output"]), display_names | |
inner_results = [output.get("results") for output in outputs_dict.get("outputs")] | |
expected_keys = ["message"] | |
assert all(key in result for result in inner_results for key in expected_keys), outputs_dict | |
async def test_successful_run_with_output_type_any(client, simple_api_test, created_api_key): | |
# This one should have both the ChatOutput and TextOutput components | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"output_type": "any", | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": ""} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 1 | |
ids = [output.get("component_id") for output in outputs_dict.get("outputs")] | |
assert all("ChatOutput" in _id or "TextOutput" in _id for _id in ids), ids | |
display_names = [output.get("component_display_name") for output in outputs_dict.get("outputs")] | |
assert all(name in display_names for name in ["Chat Output"]), display_names | |
inner_results = [output.get("results") for output in outputs_dict.get("outputs")] | |
expected_keys = ["message"] | |
assert all(key in result for result in inner_results for key in expected_keys), outputs_dict | |
async def test_successful_run_with_output_type_debug(client, simple_api_test, created_api_key): | |
# This one should return outputs for all components | |
# Let's just check the amount of outputs(there should be 7) | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"output_type": "debug", | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": ""} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 3 | |
async def test_successful_run_with_input_type_text(client, simple_api_test, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"input_type": "text", | |
"output_type": "debug", | |
"input_value": "value1", | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": "value1"} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 3 | |
# Now we get all components that contain TextInput in the component_id | |
text_input_outputs = [output for output in outputs_dict.get("outputs") if "TextInput" in output.get("component_id")] | |
assert len(text_input_outputs) == 1 | |
# Now we check if the input_value is correct | |
# We get text key twice because the output is now a Message | |
assert all( | |
output.get("results").get("text").get("text") == "value1" for output in text_input_outputs | |
), text_input_outputs | |
async def test_successful_run_with_input_type_chat(client: AsyncClient, simple_api_test, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"input_type": "chat", | |
"output_type": "debug", | |
"input_value": "value1", | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": "value1"} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 3 | |
# Now we get all components that contain TextInput in the component_id | |
chat_input_outputs = [output for output in outputs_dict.get("outputs") if "ChatInput" in output.get("component_id")] | |
assert len(chat_input_outputs) == 1 | |
# Now we check if the input_value is correct | |
assert all( | |
output.get("results").get("message").get("text") == "value1" for output in chat_input_outputs | |
), chat_input_outputs | |
async def test_invalid_run_with_input_type_chat(client, simple_api_test, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"input_type": "chat", | |
"output_type": "debug", | |
"input_value": "value1", | |
"tweaks": {"Chat Input": {"input_value": "value2"}}, | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_400_BAD_REQUEST, response.text | |
assert "If you pass an input_value to the chat input, you cannot pass a tweak with the same name." in response.text | |
async def test_successful_run_with_input_type_any(client, simple_api_test, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = simple_api_test["id"] | |
payload = { | |
"input_type": "any", | |
"output_type": "debug", | |
"input_value": "value1", | |
} | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers, json=payload) | |
assert response.status_code == status.HTTP_200_OK, response.text | |
# Add more assertions here to validate the response content | |
json_response = response.json() | |
assert "session_id" in json_response | |
assert "outputs" in json_response | |
outer_outputs = json_response["outputs"] | |
assert len(outer_outputs) == 1 | |
outputs_dict = outer_outputs[0] | |
assert len(outputs_dict) == 2 | |
assert "inputs" in outputs_dict | |
assert "outputs" in outputs_dict | |
assert outputs_dict.get("inputs") == {"input_value": "value1"} | |
assert isinstance(outputs_dict.get("outputs"), list) | |
assert len(outputs_dict.get("outputs")) == 3 | |
# Now we get all components that contain TextInput or ChatInput in the component_id | |
any_input_outputs = [ | |
output | |
for output in outputs_dict.get("outputs") | |
if "TextInput" in output.get("component_id") or "ChatInput" in output.get("component_id") | |
] | |
assert len(any_input_outputs) == 2 | |
# Now we check if the input_value is correct | |
all_result_dicts = [output.get("results") for output in any_input_outputs] | |
all_message_or_text_dicts = [ | |
result_dict.get("message", result_dict.get("text")) for result_dict in all_result_dicts | |
] | |
assert all( | |
message_or_text_dict.get("text") == "value1" for message_or_text_dict in all_message_or_text_dicts | |
), any_input_outputs | |
async def test_invalid_flow_id(client, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = "invalid-flow-id" | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers) | |
assert response.status_code == status.HTTP_404_NOT_FOUND, response.text | |
headers = {"x-api-key": created_api_key.api_key} | |
flow_id = UUID(int=0) | |
response = await client.post(f"/api/v1/run/{flow_id}", headers=headers) | |
assert response.status_code == status.HTTP_404_NOT_FOUND, response.text | |
# Check if the error detail is as expected | |
async def test_starter_projects(client, created_api_key): | |
headers = {"x-api-key": created_api_key.api_key} | |
response = await client.get("api/v1/starter-projects/", headers=headers) | |
assert response.status_code == status.HTTP_200_OK, response.text | |