The default value for the OpenAI model in the chat field has been updated to "gpt-3.5-turbo-0613" to reflect the latest version of the model. The default value for the OpenAI model in the text field has been updated to "text-davinci-003" to reflect the latest version of the model. This ensures that the tests are using the latest and most accurate models for OpenAI.
569 lines
15 KiB
Python
569 lines
15 KiB
Python
from fastapi.testclient import TestClient
|
|
from langflow.settings import settings
|
|
|
|
|
|
def test_llms_settings(client: TestClient):
|
|
response = client.get("api/v1/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("api/v1/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("api/v1/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("api/v1/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-0613",
|
|
"password": False,
|
|
"options": [
|
|
"gpt-3.5-turbo-0613",
|
|
"gpt-3.5-turbo",
|
|
"gpt-3.5-turbo-16k-0613",
|
|
"gpt-3.5-turbo-16k",
|
|
"gpt-4-0613",
|
|
"gpt-4-32k-0613",
|
|
"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"]) == {
|
|
"Serializable",
|
|
"BaseChatModel",
|
|
"ChatOpenAI",
|
|
"BaseLanguageModel",
|
|
}
|
|
|
|
|
|
# Commenting this out for now, as it requires to activate the nodes
|
|
# def test_azure_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["AzureOpenAI"]
|
|
# template = model["template"]
|
|
|
|
# assert template["model_name"]["show"] is False
|
|
# assert template["deployment_name"] == {
|
|
# "required": False,
|
|
# "placeholder": "",
|
|
# "show": True,
|
|
# "multiline": False,
|
|
# "value": "",
|
|
# "password": False,
|
|
# "name": "deployment_name",
|
|
# "advanced": False,
|
|
# "type": "str",
|
|
# "list": False,
|
|
# }
|
|
|
|
|
|
# def test_azure_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["AzureChatOpenAI"]
|
|
# template = model["template"]
|
|
|
|
# assert template["model_name"]["show"] is False
|
|
# assert template["deployment_name"] == {
|
|
# "required": False,
|
|
# "placeholder": "",
|
|
# "show": True,
|
|
# "multiline": False,
|
|
# "value": "",
|
|
# "password": False,
|
|
# "name": "deployment_name",
|
|
# "advanced": False,
|
|
# "type": "str",
|
|
# "list": False,
|
|
# }
|
|
# assert template["openai_api_type"] == {
|
|
# "required": False,
|
|
# "placeholder": "",
|
|
# "show": False,
|
|
# "multiline": False,
|
|
# "value": "azure",
|
|
# "password": False,
|
|
# "name": "openai_api_type",
|
|
# "display_name": "OpenAI API Type",
|
|
# "advanced": False,
|
|
# "type": "str",
|
|
# "list": False,
|
|
# }
|
|
# assert template["openai_api_version"] == {
|
|
# "required": False,
|
|
# "placeholder": "",
|
|
# "show": True,
|
|
# "multiline": False,
|
|
# "value": "2023-03-15-preview",
|
|
# "password": False,
|
|
# "name": "openai_api_version",
|
|
# "display_name": "OpenAI API Version",
|
|
# "advanced": False,
|
|
# "type": "str",
|
|
# "list": False,
|
|
# }
|