gradio/test/test_utils.py
Abubakar Abid aea14c4496
Refactor Inference API and rename it to Serverless Inference Endpoints (#7295)
* changes

* changes

* add changeset

* add changeset

* changes

* all pipelines

* format

* clean

* add examples

* fix audio classification

* format

* format

* fix all pipelines

* fixes

* fixes

* fix tabular

* add changeset

* added future

---------

Co-authored-by: gradio-pr-bot <gradio-pr-bot@users.noreply.github.com>
2024-02-06 12:27:44 -08:00

422 lines
14 KiB
Python

from __future__ import annotations
import json
import os
import sys
import warnings
from pathlib import Path
from unittest.mock import MagicMock, patch
import httpx
import pytest
from typing_extensions import Literal
from gradio import EventData, Request
from gradio.external_utils import format_ner_list
from gradio.utils import (
abspath,
append_unique_suffix,
assert_configs_are_equivalent_besides_ids,
check_function_inputs_match,
colab_check,
delete_none,
get_continuous_fn,
get_extension_from_file_path_or_url,
get_type_hints,
ipython_check,
is_in_or_equal,
is_special_typed_parameter,
kaggle_check,
readme_to_html,
sagemaker_check,
sanitize_list_for_csv,
sanitize_value_for_csv,
tex2svg,
validate_url,
)
os.environ["GRADIO_ANALYTICS_ENABLED"] = "False"
class TestUtils:
@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
@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
@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
@patch("httpx.get")
def test_readme_to_html_doesnt_crash_on_connection_error(self, mock_get):
mock_get.side_effect = httpx.ConnectError("Connection error")
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 patch.dict(sys.modules, {"boto3": None}, clear=True):
assert not sagemaker_check()
@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 patch.dict(
os.environ, {"KAGGLE_KERNEL_RUN_TYPE": "Interactive"}, clear=True
):
assert kaggle_check()
def test_kaggle_check_true_when_both_set(self):
with 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 patch.dict(
os.environ,
{"KAGGLE_KERNEL_RUN_TYPE": "", "GFOOTBALL_DATA_DIR": ""},
clear=True,
):
assert not kaggle_check()
def test_assert_configs_are_equivalent():
test_dir = Path(__file__).parent / "test_files"
with open(test_dir / "xray_config.json") as fp:
xray_config = json.load(fp)
with open(test_dir / "xray_config_diff_ids.json") as fp:
xray_config_diff_ids = json.load(fp)
with open(test_dir / "xray_config_wrong.json") as fp:
xray_config_wrong = json.load(fp)
assert assert_configs_are_equivalent_besides_ids(xray_config, xray_config)
assert assert_configs_are_equivalent_besides_ids(xray_config, xray_config_diff_ids)
with pytest.raises(ValueError):
assert_configs_are_equivalent_besides_ids(xray_config, xray_config_wrong)
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,
"t": None,
"m": [{"k": 23, "t": None}, [None, 1, 2, 3], {1, 2, None}],
None: 123,
},
}
assert delete_none(input) == truth
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"
)
assert validate_url(
"https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/bread_small.png"
)
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"
class TestAbspath:
def test_abspath_no_symlink(self):
resolved_path = str(abspath("../gradio/gradio/test_data/lion.jpg"))
assert ".." not in resolved_path
@pytest.mark.skipif(
sys.platform.startswith("win"),
reason="Windows doesn't allow creation of sym links without administrative privileges",
)
def test_abspath_symlink_path(self):
os.symlink("gradio/test_data", "gradio/test_link", True)
resolved_path = str(abspath("../gradio/gradio/test_link/lion.jpg"))
os.unlink("gradio/test_link")
assert "test_link" in resolved_path
@pytest.mark.skipif(
sys.platform.startswith("win"),
reason="Windows doesn't allow creation of sym links without administrative privileges",
)
def test_abspath_symlink_dir(self):
os.symlink("gradio/test_data", "gradio/test_link", True)
full_path = os.path.join(os.getcwd(), "gradio/test_link/lion.jpg")
resolved_path = str(abspath(full_path))
os.unlink("gradio/test_link")
assert "test_link" in resolved_path
assert full_path == resolved_path
class TestGetTypeHints:
def test_get_type_hints(self):
class F:
def __call__(self, s: str):
return s
class C:
def f(self, s: str):
return s
def f(s: str):
return s
class GenericObject:
pass
test_objs = [F(), C().f, f]
for x in test_objs:
hints = get_type_hints(x)
assert len(hints) == 1
assert hints["s"] == str
assert len(get_type_hints(GenericObject())) == 0
def test_is_special_typed_parameter(self):
def func(a: list[str], b: Literal["a", "b"], c, d: Request):
pass
hints = get_type_hints(func)
assert not is_special_typed_parameter("a", hints)
assert not is_special_typed_parameter("b", hints)
assert not is_special_typed_parameter("c", hints)
assert is_special_typed_parameter("d", hints)
def test_is_special_typed_parameter_with_pipe(self):
def func(a: Request, b: str | int, c: list[str]):
pass
hints = get_type_hints(func)
assert is_special_typed_parameter("a", hints)
assert not is_special_typed_parameter("b", hints)
assert not is_special_typed_parameter("c", hints)
class TestCheckFunctionInputsMatch:
def test_check_function_inputs_match(self):
class F:
def __call__(self, s: str, evt: EventData):
return s
class C:
def f(self, s: str, evt: EventData):
return s
def f(s: str, evt: EventData):
return s
test_objs = [F(), C().f, f]
with warnings.catch_warnings():
warnings.simplefilter("error") # Ensure there're no warnings raised here.
for x in test_objs:
check_function_inputs_match(x, [None], False)
class TestGetContinuousFn:
@pytest.mark.asyncio
async def test_get_continuous_fn(self):
def int_return(x): # for origin condition
return x + 1
def int_yield(x): # new condition
for _i in range(2):
yield x
x += 1
def list_yield(x): # new condition
for _i in range(2):
yield x
x += [1]
agen_int_return = get_continuous_fn(fn=int_return, every=0.01)
agen_int_yield = get_continuous_fn(fn=int_yield, every=0.01)
agen_list_yield = get_continuous_fn(fn=list_yield, every=0.01)
agener_int_return = agen_int_return(1)
agener_int = agen_int_yield(1) # Primitive
agener_list = agen_list_yield([1]) # Reference
assert await agener_int_return.__anext__() == 2
assert await agener_int_return.__anext__() == 2
assert await agener_int.__anext__() == 1
assert await agener_int.__anext__() == 2
assert await agener_int.__anext__() == 1
assert [1] == await agener_list.__anext__()
assert [1, 1] == await agener_list.__anext__()
assert [1, 1, 1] == await agener_list.__anext__()
@pytest.mark.asyncio
async def test_get_continuous_fn_with_async_function(self):
async def async_int_return(x): # for origin condition
return x + 1
agen_int_return = get_continuous_fn(fn=async_int_return, every=0.01)
agener_int_return = agen_int_return(1)
assert await agener_int_return.__anext__() == 2
assert await agener_int_return.__anext__() == 2
@pytest.mark.asyncio
async def test_get_continuous_fn_with_async_generator(self):
async def async_int_yield(x): # new condition
for _i in range(2):
yield x
x += 1
async def async_list_yield(x): # new condition
for _i in range(2):
yield x
x += [1]
agen_int_yield = get_continuous_fn(fn=async_int_yield, every=0.01)
agen_list_yield = get_continuous_fn(fn=async_list_yield, every=0.01)
agener_int = agen_int_yield(1) # Primitive
agener_list = agen_list_yield([1]) # Reference
assert await agener_int.__anext__() == 1
assert await agener_int.__anext__() == 2
assert await agener_int.__anext__() == 1
assert [1] == await agener_list.__anext__()
assert [1, 1] == await agener_list.__anext__()
assert [1, 1, 1] == await agener_list.__anext__()
def test_tex2svg_preserves_matplotlib_backend():
import matplotlib
matplotlib.use("svg")
tex2svg("1+1=2")
assert matplotlib.get_backend() == "svg"
with pytest.raises(
Exception # specifically a pyparsing.ParseException but not important here
):
tex2svg("$$$1+1=2$$$")
assert matplotlib.get_backend() == "svg"
def test_is_in_or_equal():
assert is_in_or_equal("files/lion.jpg", "files/lion.jpg")
assert is_in_or_equal("files/lion.jpg", "files")
assert not is_in_or_equal("files", "files/lion.jpg")
assert is_in_or_equal("/home/usr/notes.txt", "/home/usr/")
assert not is_in_or_equal("/home/usr/subdirectory", "/home/usr/notes.txt")
assert not is_in_or_equal("/home/usr/../../etc/notes.txt", "/home/usr/")
assert not is_in_or_equal("/safe_dir/subdir/../../unsafe_file.txt", "/safe_dir/")
@pytest.mark.parametrize(
"path_or_url, extension",
[
("https://example.com/avatar/xxxx.mp4?se=2023-11-16T06:51:23Z&sp=r", "mp4"),
("/home/user/documents/example.pdf", "pdf"),
("C:\\Users\\user\\documents\\example.png", "png"),
("C:/Users/user/documents/example", ""),
],
)
def test_get_extension_from_file_path_or_url(path_or_url, extension):
assert get_extension_from_file_path_or_url(path_or_url) == extension