gradio/test/test_utils.py
Abubakar Abid 85e8f3070c
Sagemaker check (#3137)
* kaggle check

* add tests

* sagemaker

* changelog

* type check

* update test requirements
2023-02-07 08:25:24 -08:00

601 lines
20 KiB
Python

import copy
import ipaddress
import json
import os
import sys
import unittest.mock as mock
import warnings
from unittest.mock import MagicMock
import pytest
import pytest_asyncio
import requests
from httpx import AsyncClient, Response
from pydantic import BaseModel
from typing_extensions import Literal
from gradio.context import Context
from gradio.test_data.blocks_configs import (
XRAY_CONFIG,
XRAY_CONFIG_DIFF_IDS,
XRAY_CONFIG_WITH_MISTAKE,
)
from gradio.utils import (
AsyncRequest,
abspath,
append_unique_suffix,
assert_configs_are_equivalent_besides_ids,
colab_check,
delete_none,
error_analytics,
format_ner_list,
get_local_ip_address,
ipython_check,
kaggle_check,
launch_analytics,
readme_to_html,
sagemaker_check,
sanitize_list_for_csv,
sanitize_value_for_csv,
strip_invalid_filename_characters,
validate_url,
version_check,
)
os.environ["GRADIO_ANALYTICS_ENABLED"] = "False"
class TestUtils:
@mock.patch("requests.get")
def test_should_warn_with_unable_to_parse(self, mock_get):
mock_get.side_effect = json.decoder.JSONDecodeError("Expecting value", "", 0)
with warnings.catch_warnings(record=True) as w:
warnings.simplefilter("always")
version_check()
assert (
str(w[-1].message)
== "unable to parse version details from package URL."
)
@mock.patch("requests.Response.json")
def test_should_warn_url_not_having_version(self, mock_json):
mock_json.return_value = {"foo": "bar"}
with warnings.catch_warnings(record=True) as w:
warnings.simplefilter("always")
version_check()
assert str(w[-1].message) == "package URL does not contain version info."
@mock.patch("requests.post")
def test_error_analytics_doesnt_crash_on_connection_error(self, mock_post):
mock_post.side_effect = requests.ConnectionError()
error_analytics("placeholder")
mock_post.assert_called()
@mock.patch("requests.post")
def test_error_analytics_successful(self, mock_post):
error_analytics("placeholder")
mock_post.assert_called()
@mock.patch("requests.post")
def test_launch_analytics_doesnt_crash_on_connection_error(self, mock_post):
mock_post.side_effect = requests.ConnectionError()
launch_analytics(data={})
mock_post.assert_called()
@mock.patch("IPython.get_ipython")
def test_colab_check_no_ipython(self, mock_get_ipython):
mock_get_ipython.return_value = None
assert colab_check() is False
@mock.patch("IPython.get_ipython")
def test_ipython_check_import_fail(self, mock_get_ipython):
mock_get_ipython.side_effect = ImportError()
assert ipython_check() is False
@mock.patch("IPython.get_ipython")
def test_ipython_check_no_ipython(self, mock_get_ipython):
mock_get_ipython.return_value = None
assert ipython_check() is False
@mock.patch("requests.get")
def test_readme_to_html_doesnt_crash_on_connection_error(self, mock_get):
mock_get.side_effect = requests.ConnectionError()
readme_to_html("placeholder")
def test_readme_to_html_correct_parse(self):
readme_to_html("https://github.com/gradio-app/gradio/blob/master/README.md")
def test_sagemaker_check_false(self):
assert not sagemaker_check()
def test_sagemaker_check_false_if_boto3_not_installed(self):
with mock.patch.dict(sys.modules, {"boto3": None}, clear=True):
assert not sagemaker_check()
@mock.patch("boto3.session.Session.client")
def test_sagemaker_check_true(self, mock_client):
mock_client().get_caller_identity = MagicMock(
return_value={
"Arn": "arn:aws:sts::67364438:assumed-role/SageMaker-Datascients/SageMaker"
}
)
assert sagemaker_check()
def test_kaggle_check_false(self):
assert not kaggle_check()
def test_kaggle_check_true_when_run_type_set(self):
with mock.patch.dict(
os.environ, {"KAGGLE_KERNEL_RUN_TYPE": "Interactive"}, clear=True
):
assert kaggle_check()
def test_kaggle_check_true_when_both_set(self):
with mock.patch.dict(
os.environ,
{"KAGGLE_KERNEL_RUN_TYPE": "Interactive", "GFOOTBALL_DATA_DIR": "./"},
clear=True,
):
assert kaggle_check()
def test_kaggle_check_false_when_neither_set(self):
with mock.patch.dict(
os.environ,
{"KAGGLE_KERNEL_RUN_TYPE": "", "GFOOTBALL_DATA_DIR": ""},
clear=True,
):
assert not kaggle_check()
class TestIPAddress:
@pytest.mark.flaky
def test_get_ip(self):
Context.ip_address = None
ip = get_local_ip_address()
if ip == "No internet connection":
return
ipaddress.ip_address(ip)
@mock.patch("requests.get")
def test_get_ip_without_internet(self, mock_get):
Context.ip_address = None
mock_get.side_effect = requests.ConnectionError()
ip = get_local_ip_address()
assert ip == "No internet connection"
class TestAssertConfigsEquivalent:
def test_same_configs(self):
assert assert_configs_are_equivalent_besides_ids(XRAY_CONFIG, XRAY_CONFIG)
def test_equivalent_configs(self):
assert assert_configs_are_equivalent_besides_ids(
XRAY_CONFIG, XRAY_CONFIG_DIFF_IDS
)
def test_different_configs(self):
with pytest.raises(AssertionError):
assert_configs_are_equivalent_besides_ids(
XRAY_CONFIG_WITH_MISTAKE, XRAY_CONFIG
)
def test_different_dependencies(self):
config1 = {
"version": "3.0.20\n",
"mode": "blocks",
"dev_mode": True,
"components": [
{
"id": 1,
"type": "textbox",
"props": {
"lines": 1,
"max_lines": 20,
"placeholder": "What is your name?",
"value": "",
"show_label": True,
"name": "textbox",
"visible": True,
"style": {},
},
},
{
"id": 2,
"type": "textbox",
"props": {
"lines": 1,
"max_lines": 20,
"value": "",
"show_label": True,
"name": "textbox",
"visible": True,
"style": {},
},
},
{
"id": 3,
"type": "image",
"props": {
"image_mode": "RGB",
"source": "upload",
"tool": "editor",
"streaming": False,
"show_label": True,
"name": "image",
"visible": True,
"style": {"height": 54, "width": 240},
},
},
],
"theme": "default",
"css": None,
"enable_queue": False,
"layout": {"id": 0, "children": [{"id": 1}, {"id": 2}, {"id": 3}]},
"dependencies": [
{
"targets": [1],
"trigger": "submit",
"inputs": [1],
"outputs": [2],
"backend_fn": True,
"js": None,
"queue": None,
"api_name": "greet",
"scroll_to_output": False,
"show_progress": True,
"documentation": [["(str): text"], ["(str | None): text"]],
}
],
}
config2 = copy.deepcopy(config1)
config2["dependencies"][0]["documentation"] = None
with pytest.raises(AssertionError):
assert_configs_are_equivalent_besides_ids(config1, config2)
class TestFormatNERList:
def test_format_ner_list_standard(self):
string = "Wolfgang lives in Berlin"
groups = [
{"entity_group": "PER", "start": 0, "end": 8},
{"entity_group": "LOC", "start": 18, "end": 24},
]
result = [
("", None),
("Wolfgang", "PER"),
(" lives in ", None),
("Berlin", "LOC"),
("", None),
]
assert format_ner_list(string, groups) == result
def test_format_ner_list_empty(self):
string = "I live in a city"
groups = []
result = [("I live in a city", None)]
assert format_ner_list(string, groups) == result
class TestDeleteNone:
"""Credit: https://stackoverflow.com/questions/33797126/proper-way-to-remove-keys-in-dictionary-with-none-values-in-python"""
def test_delete_none(self):
input = {
"a": 12,
"b": 34,
"c": None,
"k": {
"d": 34,
"t": None,
"m": [{"k": 23, "t": None}, [None, 1, 2, 3], {1, 2, None}],
None: 123,
},
}
truth = {"a": 12, "b": 34, "k": {"d": 34, "m": [{"k": 23}, [1, 2, 3], {1, 2}]}}
assert delete_none(input) == truth
@pytest_asyncio.fixture(scope="function", autouse=True)
async def client():
"""
A fixture to mock the async client object.
"""
async with AsyncClient() as mock_client:
with mock.patch("gradio.utils.AsyncRequest.client", mock_client):
yield
class TestRequest:
@pytest.mark.asyncio
async def test_get(self):
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.GET,
url="http://headers.jsontest.com/",
)
validated_data = client_response.get_validated_data()
assert client_response.is_valid() is True
assert validated_data["Host"] == "headers.jsontest.com"
@pytest.mark.asyncio
async def test_post(self):
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url="https://reqres.in/api/users",
json={"name": "morpheus", "job": "leader"},
)
validated_data = client_response.get_validated_data()
assert client_response.status == 201
assert validated_data["job"] == "leader"
assert validated_data["name"] == "morpheus"
@pytest.mark.asyncio
async def test_validate_with_model(self):
class TestModel(BaseModel):
name: str
job: str
id: str
createdAt: str
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url="https://reqres.in/api/users",
json={"name": "morpheus", "job": "leader"},
validation_model=TestModel,
)
assert isinstance(client_response.get_validated_data(), TestModel)
@pytest.mark.asyncio
async def test_validate_and_fail_with_model(self):
class TestModel(BaseModel):
name: Literal["John"] = "John"
job: str
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url="https://reqres.in/api/users",
json={"name": "morpheus", "job": "leader"},
validation_model=TestModel,
)
with pytest.raises(Exception):
client_response.is_valid(raise_exceptions=True)
assert client_response.has_exception is True
assert isinstance(client_response.exception, Exception)
def make_mock_response(return_value):
return Response(201, json=return_value)
MOCK_REQUEST_URL = "https://very_real_url.com"
@pytest.mark.asyncio
async def test_get(respx_mock):
respx_mock.get(MOCK_REQUEST_URL).mock(
make_mock_response({"Host": "headers.jsontest.com"})
)
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.GET,
url=MOCK_REQUEST_URL,
)
validated_data = client_response.get_validated_data()
assert client_response.is_valid() is True
assert validated_data["Host"] == "headers.jsontest.com"
@pytest.mark.asyncio
async def test_post(respx_mock):
payload = {"name": "morpheus", "job": "leader"}
respx_mock.post(MOCK_REQUEST_URL).mock(make_mock_response(payload))
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url=MOCK_REQUEST_URL,
json=payload,
)
validated_data = client_response.get_validated_data()
assert client_response.status == 201
assert validated_data["job"] == "leader"
assert validated_data["name"] == "morpheus"
@pytest.mark.asyncio
async def test_validate_with_model(respx_mock):
response = make_mock_response(
{
"name": "morpheus",
"id": "1",
"job": "leader",
"createdAt": "2",
}
)
respx_mock.post(MOCK_REQUEST_URL).mock(response)
class TestModel(BaseModel):
name: str
job: str
id: str
createdAt: str
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url=MOCK_REQUEST_URL,
json={"name": "morpheus", "job": "leader"},
validation_model=TestModel,
)
assert isinstance(client_response.get_validated_data(), TestModel)
@pytest.mark.asyncio
async def test_validate_and_fail_with_model(respx_mock):
class TestModel(BaseModel):
name: Literal["John"]
job: str
payload = {"name": "morpheus", "job": "leader"}
respx_mock.post(MOCK_REQUEST_URL).mock(make_mock_response(payload))
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url=MOCK_REQUEST_URL,
json=payload,
validation_model=TestModel,
)
with pytest.raises(Exception):
client_response.is_valid(raise_exceptions=True)
assert client_response.has_exception is True
assert isinstance(client_response.exception, Exception)
@mock.patch("gradio.utils.AsyncRequest._validate_response_data")
@pytest.mark.asyncio
async def test_exception_type(validate_response_data, respx_mock):
class ResponseValidationException(Exception):
message = "Response object is not valid."
validate_response_data.side_effect = Exception()
respx_mock.get(MOCK_REQUEST_URL).mock(Response(201))
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.GET,
url=MOCK_REQUEST_URL,
exception_type=ResponseValidationException,
)
assert isinstance(client_response.exception, ResponseValidationException)
@pytest.mark.asyncio
async def test_validate_with_function(respx_mock):
respx_mock.post(MOCK_REQUEST_URL).mock(
make_mock_response({"name": "morpheus", "id": 1})
)
def has_name(response):
if response["name"] is not None:
return response
raise Exception
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url=MOCK_REQUEST_URL,
json={"name": "morpheus", "job": "leader"},
validation_function=has_name,
)
validated_data = client_response.get_validated_data()
assert client_response.is_valid() is True
assert validated_data["id"] is not None
assert client_response.exception is None
@pytest.mark.asyncio
async def test_validate_and_fail_with_function(respx_mock):
def has_name(response):
if response["name"] is not None:
if response["name"] == "Alex":
return response
raise Exception
respx_mock.post(MOCK_REQUEST_URL).mock(make_mock_response({"name": "morpheus"}))
client_response: AsyncRequest = await AsyncRequest(
method=AsyncRequest.Method.POST,
url=MOCK_REQUEST_URL,
json={"name": "morpheus", "job": "leader"},
validation_function=has_name,
)
assert client_response.is_valid() is False
with pytest.raises(Exception):
client_response.is_valid(raise_exceptions=True)
assert client_response.exception is not None
class TestSanitizeForCSV:
def test_unsafe_value(self):
assert sanitize_value_for_csv("=OPEN()") == "'=OPEN()"
assert sanitize_value_for_csv("=1+2") == "'=1+2"
assert sanitize_value_for_csv('=1+2";=1+2') == "'=1+2\";=1+2"
def test_safe_value(self):
assert sanitize_value_for_csv(4) == 4
assert sanitize_value_for_csv(-44.44) == -44.44
assert sanitize_value_for_csv("1+1=2") == "1+1=2"
assert sanitize_value_for_csv("1aaa2") == "1aaa2"
def test_list(self):
assert sanitize_list_for_csv([4, "def=", "=gh+ij"]) == [4, "def=", "'=gh+ij"]
assert sanitize_list_for_csv(
[["=abc", "def", "gh,+ij"], ["abc", "=def", "+ghij"]]
) == [["'=abc", "def", "'gh,+ij"], ["abc", "'=def", "'+ghij"]]
assert sanitize_list_for_csv([1, ["ab", "=de"]]) == [1, ["ab", "'=de"]]
class TestValidateURL:
@pytest.mark.flaky
def test_valid_urls(self):
assert validate_url("https://www.gradio.app")
assert validate_url("http://gradio.dev")
assert validate_url(
"https://upload.wikimedia.org/wikipedia/commons/b/b0/Bengal_tiger_%28Panthera_tigris_tigris%29_female_3_crop.jpg"
)
def test_invalid_urls(self):
assert not (validate_url("C:/Users/"))
assert not (validate_url("C:\\Users\\"))
assert not (validate_url("/home/user"))
class TestAppendUniqueSuffix:
def test_no_suffix(self):
name = "test"
list_of_names = ["test_1", "test_2"]
assert append_unique_suffix(name, list_of_names) == name
def test_first_suffix(self):
name = "test"
list_of_names = ["test", "test_-1"]
assert append_unique_suffix(name, list_of_names) == "test_1"
def test_later_suffix(self):
name = "test"
list_of_names = ["test", "test_1", "test_2", "test_3"]
assert append_unique_suffix(name, list_of_names) == "test_4"
@pytest.mark.parametrize(
"orig_filename, new_filename",
[
("abc", "abc"),
("$$AAabc&3", "AAabc3"),
("$$AAabc&3", "AAabc3"),
("$$AAa..b-c&3_", "AAa..b-c3_"),
("$$AAa..b-c&3_", "AAa..b-c3_"),
(
"ゆかりです。私、こんなかわいい服は初めて着ました…。なんだかうれしくって、楽しいです。歌いたくなる気分って、初めてです。これがアイドルってことなのかもしれませんね",
"ゆかりです私こんなかわいい服は初めて着ましたなんだかうれしくって楽しいです歌いたくなる気分って初めてですこれがアイドルってことなの",
),
],
)
def test_strip_invalid_filename_characters(orig_filename, new_filename):
assert strip_invalid_filename_characters(orig_filename) == new_filename
class TestAbspath:
def test_abspath_no_symlink(self):
resolved_path = str(abspath("../gradio/gradio/test_data/lion.jpg"))
assert ".." not in resolved_path
@mock.patch(
"pathlib.Path.is_symlink", return_value=True
) # Have to patch since Windows doesn't allow creation of sym links without administrative privileges
def test_abspath_symlink(self, mock_islink):
resolved_path = str(abspath("../gradio/gradio/test_data/lion.jpg"))
assert ".." in resolved_path