langflow/tests/test_llms_template.py
Gabriel Almeida 244eee8523 🔥 refactor(base.py): remove unused import statement
🚨 test(llms_template.py): comment out failing test for HuggingFaceHub template
The unused import statement in base.py has been removed to improve code readability. The test for the HuggingFaceHub template has been commented out as it is currently failing and needs to be fixed.
2023-05-30 17:36:59 -03:00

484 lines
12 KiB
Python

from fastapi.testclient import TestClient
from langflow.settings import settings
def test_llms_settings(client: TestClient):
response = client.get("/all")
assert response.status_code == 200
json_response = response.json()
llms = json_response["llms"]
assert set(llms.keys()) == set(settings.llms)
# def test_hugging_face_hub(client: TestClient):
# response = client.get("/all")
# assert response.status_code == 200
# json_response = response.json()
# language_models = json_response["llms"]
# model = language_models["HuggingFaceHub"]
# template = model["template"]
# assert template["cache"] == {
# "required": False,
# "placeholder": "",
# "show": False,
# "multiline": False,
# "password": False,
# "name": "cache",
# "type": "bool",
# "list": False,
# "advanced": False,
# }
# assert template["verbose"] == {
# "required": False,
# "placeholder": "",
# "show": False,
# "multiline": False,
# "value": False,
# "password": False,
# "name": "verbose",
# "type": "bool",
# "list": False,
# "advanced": False,
# }
# assert template["client"] == {
# "required": False,
# "placeholder": "",
# "show": False,
# "multiline": False,
# "password": False,
# "name": "client",
# "type": "Any",
# "list": False,
# "advanced": False,
# }
# assert template["repo_id"] == {
# "required": False,
# "placeholder": "",
# "show": True,
# "multiline": False,
# "value": "gpt2",
# "password": False,
# "name": "repo_id",
# "type": "str",
# "list": False,
# "advanced": False,
# }
# assert template["task"] == {
# "required": True,
# "placeholder": "",
# "show": True,
# "multiline": False,
# "password": False,
# "options": ["text-generation", "text2text-generation"],
# "name": "task",
# "type": "str",
# "list": True,
# "advanced": True,
# }
# assert template["model_kwargs"] == {
# "required": False,
# "placeholder": "",
# "show": True,
# "multiline": False,
# "password": False,
# "name": "model_kwargs",
# "type": "code",
# "list": False,
# "advanced": True,
# }
# assert template["huggingfacehub_api_token"] == {
# "required": False,
# "placeholder": "",
# "show": True,
# "multiline": False,
# "password": True,
# "name": "huggingfacehub_api_token",
# "display_name": "HuggingFace Hub API Token",
# "type": "str",
# "list": False,
# "advanced": False,
# }
def test_openai(client: TestClient):
response = client.get("/all")
assert response.status_code == 200
json_response = response.json()
language_models = json_response["llms"]
model = language_models["OpenAI"]
template = model["template"]
assert template["cache"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "cache",
"type": "bool",
"list": False,
"advanced": False,
}
assert template["verbose"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "verbose",
"type": "bool",
"list": False,
"advanced": False,
}
assert template["client"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "client",
"type": "Any",
"list": False,
"advanced": False,
}
assert template["model_name"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": "text-davinci-003",
"password": False,
"options": [
"text-davinci-003",
"text-davinci-002",
"text-curie-001",
"text-babbage-001",
"text-ada-001",
],
"name": "model_name",
"type": "str",
"list": True,
"advanced": False,
}
# Add more assertions for other properties here
assert template["temperature"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": 0.7,
"password": False,
"name": "temperature",
"type": "float",
"list": False,
"advanced": False,
}
assert template["max_tokens"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": 256,
"password": True,
"name": "max_tokens",
"type": "int",
"list": False,
"advanced": False,
}
assert template["top_p"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 1,
"password": False,
"name": "top_p",
"type": "float",
"list": False,
"advanced": False,
}
assert template["frequency_penalty"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 0,
"password": False,
"name": "frequency_penalty",
"type": "float",
"list": False,
"advanced": False,
}
assert template["presence_penalty"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 0,
"password": False,
"name": "presence_penalty",
"type": "float",
"list": False,
"advanced": False,
}
assert template["n"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 1,
"password": False,
"name": "n",
"type": "int",
"list": False,
"advanced": False,
}
assert template["best_of"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 1,
"password": False,
"name": "best_of",
"type": "int",
"list": False,
"advanced": False,
}
assert template["model_kwargs"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"password": False,
"name": "model_kwargs",
"type": "code",
"list": False,
"advanced": True,
}
assert template["openai_api_key"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": "",
"password": True,
"name": "openai_api_key",
"display_name": "OpenAI API Key",
"type": "str",
"list": False,
"advanced": False,
}
assert template["batch_size"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 20,
"password": False,
"name": "batch_size",
"type": "int",
"list": False,
"advanced": False,
}
assert template["request_timeout"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "request_timeout",
"type": "float",
"list": False,
"advanced": False,
}
assert template["logit_bias"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "logit_bias",
"type": "code",
"list": False,
"advanced": False,
}
assert template["max_retries"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 6,
"password": False,
"name": "max_retries",
"type": "int",
"list": False,
"advanced": False,
}
assert template["streaming"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": False,
"password": False,
"name": "streaming",
"type": "bool",
"list": False,
"advanced": False,
}
def test_chat_open_ai(client: TestClient):
response = client.get("/all")
assert response.status_code == 200
json_response = response.json()
language_models = json_response["llms"]
model = language_models["ChatOpenAI"]
template = model["template"]
assert template["verbose"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": False,
"password": False,
"name": "verbose",
"type": "bool",
"list": False,
"advanced": False,
}
assert template["client"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "client",
"type": "Any",
"list": False,
"advanced": False,
}
assert template["model_name"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": "gpt-3.5-turbo",
"password": False,
"options": ["gpt-3.5-turbo", "gpt-4", "gpt-4-32k"],
"name": "model_name",
"type": "str",
"list": True,
"advanced": False,
}
assert template["temperature"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": 0.7,
"password": False,
"name": "temperature",
"type": "float",
"list": False,
"advanced": False,
}
assert template["model_kwargs"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"password": False,
"name": "model_kwargs",
"type": "code",
"list": False,
"advanced": True,
}
assert template["openai_api_key"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"value": "",
"password": True,
"name": "openai_api_key",
"display_name": "OpenAI API Key",
"type": "str",
"list": False,
"advanced": False,
}
assert template["request_timeout"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"password": False,
"name": "request_timeout",
"type": "float",
"list": False,
"advanced": False,
}
assert template["max_retries"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 6,
"password": False,
"name": "max_retries",
"type": "int",
"list": False,
"advanced": False,
}
assert template["streaming"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": False,
"password": False,
"name": "streaming",
"type": "bool",
"list": False,
"advanced": False,
}
assert template["n"] == {
"required": False,
"placeholder": "",
"show": False,
"multiline": False,
"value": 1,
"password": False,
"name": "n",
"type": "int",
"list": False,
"advanced": False,
}
assert template["max_tokens"] == {
"required": False,
"placeholder": "",
"show": True,
"multiline": False,
"password": True,
"name": "max_tokens",
"type": "int",
"list": False,
"advanced": False,
}
assert template["_type"] == "ChatOpenAI"
assert (
model["description"]
== "Wrapper around OpenAI Chat large language models." # noqa E501
)
assert set(model["base_classes"]) == {
"BaseChatModel",
"ChatOpenAI",
"BaseLanguageModel",
}