gradio/test/test_interfaces.py
2021-11-10 08:24:57 -06:00

167 lines
7.1 KiB
Python

import tempfile
from gradio.interface import *
import unittest
import unittest.mock as mock
import requests
import sys
from contextlib import contextmanager
import io
import threading
os.environ["GRADIO_ANALYTICS_ENABLED"] = "False"
@contextmanager
def captured_output():
new_out, new_err = io.StringIO(), io.StringIO()
old_out, old_err = sys.stdout, sys.stderr
try:
sys.stdout, sys.stderr = new_out, new_err
yield sys.stdout, sys.stderr
finally:
sys.stdout, sys.stderr = old_out, old_err
class TestInterface(unittest.TestCase):
# send_error_analytics should probably actually be a method of Interface
# (so it doesn't have to take the 'enabled' argument)
# and since it's specific to the launch method, it should probably be
# renamed to send_launch_error_analytics.
# these tests test its current behavior
@mock.patch("requests.post")
def test_error_analytics_doesnt_crash_on_connection_error(self, mock_post):
mock_post.side_effect = requests.ConnectionError()
send_error_analytics(True)
mock_post.assert_called()
@mock.patch("requests.post")
def test_error_analytics_doesnt_post_if_not_enabled(self, mock_post):
send_error_analytics(False)
mock_post.assert_not_called()
@mock.patch("requests.post")
def test_error_analytics_successful(self, mock_post):
send_error_analytics(True)
mock_post.assert_called()
# as above, send_launch_analytics should probably be a method of Interface
@mock.patch("requests.post")
def test_launch_analytics_doesnt_crash_on_connection_error(self, mock_post):
mock_post.side_effect = requests.ConnectionError()
send_launch_analytics(analytics_enabled=True,
inbrowser=True, is_colab="is_colab",
share="share", share_url="share_url")
mock_post.assert_called()
@mock.patch("requests.post")
def test_launch_analytics_doesnt_post_if_not_enabled(self, mock_post):
send_launch_analytics(analytics_enabled=False,
inbrowser=True, is_colab="is_colab",
share="share", share_url="share_url")
mock_post.assert_not_called()
def test_reset_all(self):
interface = Interface(lambda input: None, "textbox", "label")
interface.close = mock.MagicMock()
reset_all()
interface.close.assert_called()
def test_examples_invalid_input(self):
with self.assertRaises(ValueError):
Interface(lambda x: x, examples=1234)
def test_examples_not_valid_path(self):
with self.assertRaises(FileNotFoundError):
interface = Interface(lambda x: x, "textbox", "label", examples='invalid-path')
interface.launch()
interface.close()
def test_test_launch(self):
with captured_output() as (out, err):
prediction_fn = lambda x: x
prediction_fn.__name__ = "prediction_fn"
interface = Interface(prediction_fn, "textbox", "label")
interface.test_launch()
output = out.getvalue().strip()
self.assertEqual(output, 'Test launch: prediction_fn()... PASSED')
@mock.patch("time.sleep")
def test_run_until_interupted(self, mock_sleep):
with self.assertRaises(KeyboardInterrupt):
with captured_output() as (out, err):
mock_sleep.side_effect = KeyboardInterrupt()
interface = Interface(lambda x: x, "textbox", "label")
interface.enable_queue = False
thread = threading.Thread()
thread.keep_running = mock.MagicMock()
interface.run_until_interrupted(thread, None)
output = out.getvalue().strip()
self.assertEqual(output, 'Keyboard interruption in main thread... closing server.')
@mock.patch('gradio.utils.colab_check')
def test_launch_colab_share(self, mock_colab_check):
mock_colab_check.return_value = True
interface = Interface(lambda x: x, "textbox", "label")
_, _, share_url = interface.launch(prevent_thread_lock=True)
self.assertIsNotNone(share_url)
interface.close()
@mock.patch('gradio.utils.colab_check')
@mock.patch('gradio.networking.setup_tunnel')
def test_launch_colab_share_error(self, mock_setup_tunnel, mock_colab_check):
mock_setup_tunnel.side_effect = RuntimeError()
mock_colab_check.return_value = True
interface = Interface(lambda x: x, "textbox", "label")
_, _, share_url = interface.launch(prevent_thread_lock=True)
self.assertIsNone(share_url)
interface.close()
def test_interface_representation(self):
prediction_fn = lambda x: x
prediction_fn.__name__ = "prediction_fn"
repr = str(Interface(prediction_fn, "textbox", "label")).split('\n')
self.assertTrue(prediction_fn.__name__ in repr[0])
self.assertEqual(len(repr[0]), len(repr[1]))
def test_interface_load(self):
io = Interface.load("models/distilbert-base-uncased-finetuned-sst-2-english", alias="sentiment_classifier")
output = io("I am happy, I love you.")
self.assertGreater(output['Positive'], 0.5)
def test_interface_none_interp(self):
interface = Interface(lambda x: x, "textbox", "label", interpretation=[None])
scores, alternative_outputs = interface.interpret(["quickest brown fox"])
self.assertIsNone(scores[0])
@mock.patch('webbrowser.open')
def test_interface_browser(self, mock_browser):
interface = Interface(lambda x: x, "textbox", "label")
interface.launch(inbrowser=True, prevent_thread_lock=True)
mock_browser.assert_called_once()
interface.close()
def test_examples_list(self):
examples = ['test1', 'test2']
interface = Interface(lambda x: x, "textbox", "label", examples=examples)
interface.launch(prevent_thread_lock=True)
self.assertEqual(len(interface.examples), 2)
self.assertEqual(len(interface.examples[0]), 1)
interface.close()
# def test_launch_counter(self):
# with tempfile.TemporaryFile(suffix=".json", mode="r+") as tmp:
# with mock.patch('gradio.interface.JSON_PATH', tmp.name):
# launches = {"launches": 1}
# json.dump(launches, tmp)
# print(">>>>", tmp.name, json.load(tmp.name))
# interface = Interface(lambda x: x, "textbox", "label")
# interface.launch(prevent_thread_lock=True)
# interface.launch(prevent_thread_lock=True)
# example attribute of Interface can be a list or string. When it is a string, it is a filepath.
# The content of this filepath will determine the examples. Do we have any sample of this example file?
# This will help writing a test for lines 297 to 313 of interface.py. We need the log.csv example file
if __name__ == '__main__':
unittest.main()