import asyncio import io import random import sys import time import unittest import unittest.mock as mock from contextlib import contextmanager from unittest.mock import patch import mlflow import pytest import wandb import gradio as gr from gradio.routes import PredictBody from gradio.test_data.blocks_configs import XRAY_CONFIG from gradio.utils import assert_configs_are_equivalent_besides_ids pytest_plugins = ("pytest_asyncio",) @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 TestBlocks(unittest.TestCase): maxDiff = None def test_set_share(self): with gr.Blocks() as demo: # self.share is False when instantiating the class self.assertFalse(demo.share) # default is False, if share is None demo.share = None self.assertFalse(demo.share) # if set to True, it doesn't change demo.share = True self.assertTrue(demo.share) @patch("gradio.utils.colab_check") def test_set_share_in_colab(self, mock_colab_check): mock_colab_check.return_value = True with gr.Blocks() as demo: # self.share is False when instantiating the class self.assertFalse(demo.share) # default is True, if share is None and colab_check is true demo.share = None self.assertTrue(demo.share) # if set to True, it doesn't change demo.share = True self.assertTrue(demo.share) def test_xray(self): def fake_func(): return "Hello There" xray_model = lambda diseases, img: { disease: random.random() for disease in diseases } ct_model = lambda diseases, img: {disease: 0.1 for disease in diseases} with gr.Blocks() as demo: gr.Markdown( """ # Detect Disease From Scan With this model you can lorem ipsum - ipsum 1 - ipsum 2 """ ) disease = gr.CheckboxGroup( choices=["Covid", "Malaria", "Lung Cancer"], label="Disease to Scan For" ) with gr.Tabs(): with gr.TabItem("X-ray"): with gr.Row(): xray_scan = gr.Image() xray_results = gr.JSON() xray_run = gr.Button("Run") xray_run.click( xray_model, inputs=[disease, xray_scan], outputs=xray_results ) with gr.TabItem("CT Scan"): with gr.Row(): ct_scan = gr.Image() ct_results = gr.JSON() ct_run = gr.Button("Run") ct_run.click( ct_model, inputs=[disease, ct_scan], outputs=ct_results ) textbox = gr.Textbox() demo.load(fake_func, [], [textbox]) config = demo.get_config_file() self.assertTrue(assert_configs_are_equivalent_besides_ids(XRAY_CONFIG, config)) def test_load_from_config(self): def update(name): return f"Welcome to Gradio, {name}!" with gr.Blocks() as demo1: inp = gr.Textbox(placeholder="What is your name?") out = gr.Textbox() inp.submit(fn=update, inputs=inp, outputs=out, api_name="greet") gr.Image().style(height=54, width=240) config1 = demo1.get_config_file() demo2 = gr.Blocks.from_config(config1, [update]) config2 = demo2.get_config_file() self.assertTrue(assert_configs_are_equivalent_besides_ids(config1, config2)) @pytest.mark.asyncio async def test_async_function(self): async def wait(): await asyncio.sleep(0.01) return True with gr.Blocks() as demo: text = gr.Textbox() button = gr.Button() button.click(wait, [text], [text]) body = PredictBody(data=1, fn_index=0) start = time.time() result = await demo.process_api(body) end = time.time() difference = end - start assert difference >= 0.01 assert result def test_integration_wandb(self): with captured_output() as (out, err): wandb.log = mock.MagicMock() wandb.Html = mock.MagicMock() demo = gr.Blocks() with demo: gr.Textbox("Hi there!") demo.integrate(wandb=wandb) self.assertEqual( out.getvalue().strip(), "The WandB integration requires you to `launch(share=True)` first.", ) demo.share_url = "tmp" demo.integrate(wandb=wandb) wandb.log.assert_called_once() @mock.patch("comet_ml.Experiment") def test_integration_comet(self, mock_experiment): experiment = mock_experiment() experiment.log_text = mock.MagicMock() experiment.log_other = mock.MagicMock() demo = gr.Blocks() with demo: gr.Textbox("Hi there!") demo.launch(prevent_thread_lock=True) demo.integrate(comet_ml=experiment) experiment.log_text.assert_called_with("gradio: " + demo.local_url) demo.share_url = "tmp" # used to avoid creating real share links. demo.integrate(comet_ml=experiment) experiment.log_text.assert_called_with("gradio: " + demo.share_url) self.assertEqual(experiment.log_other.call_count, 2) demo.share_url = None demo.close() def test_integration_mlflow(self): mlflow.log_param = mock.MagicMock() demo = gr.Blocks() with demo: gr.Textbox("Hi there!") demo.launch(prevent_thread_lock=True) demo.integrate(mlflow=mlflow) mlflow.log_param.assert_called_with( "Gradio Interface Local Link", demo.local_url ) demo.share_url = "tmp" # used to avoid creating real share links. demo.integrate(mlflow=mlflow) mlflow.log_param.assert_called_with( "Gradio Interface Share Link", demo.share_url ) demo.share_url = None demo.close() if __name__ == "__main__": unittest.main()