gradio/test/test_routes.py
Abubakar Abid c126e62970
Add support for numpy array and other types to gr.Dataframe() initial value (#2804)
* bigquery draft

* updated guide

* orjson fix

* formatting

* changelog

* rm guide
2022-12-13 17:01:27 -06:00

424 lines
14 KiB
Python

"""Contains tests for networking.py and app.py"""
import json
import os
import sys
from unittest.mock import patch
import numpy as np
import pandas as pd
import pytest
import starlette.routing
import websockets
from fastapi import FastAPI
from fastapi.testclient import TestClient
import gradio as gr
from gradio import Blocks, Button, Interface, Number, Textbox, close_all, routes
os.environ["GRADIO_ANALYTICS_ENABLED"] = "False"
@pytest.fixture()
def test_client():
io = Interface(lambda x: x + x, "text", "text")
app, _, _ = io.launch(prevent_thread_lock=True)
test_client = TestClient(app)
yield test_client
io.close()
close_all()
class TestRoutes:
def test_get_main_route(self, test_client):
response = test_client.get("/")
assert response.status_code == 200
def test_static_files_served_safely(self, test_client):
# Make sure things outside the static folder are not accessible
response = test_client.get(r"/static/..%2findex.html")
assert response.status_code == 404
response = test_client.get(r"/static/..%2f..%2fapi_docs.html")
assert response.status_code == 404
def test_get_config_route(self, test_client):
response = test_client.get("/config/")
assert response.status_code == 200
def test_predict_route(self, test_client):
response = test_client.post(
"/api/predict/", json={"data": ["test"], "fn_index": 0}
)
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["testtest"]
def test_named_predict_route(self):
with Blocks() as demo:
i = Textbox()
o = Textbox()
i.change(lambda x: x + "1", i, o, api_name="p")
i.change(lambda x: x + "2", i, o, api_name="q")
app, _, _ = demo.launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post("/api/p/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test1"]
response = client.post("/api/q/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test2"]
def test_same_named_predict_route(self):
with Blocks() as demo:
i = Textbox()
o = Textbox()
i.change(lambda x: x + "0", i, o, api_name="p")
i.change(lambda x: x + "1", i, o, api_name="p")
app, _, _ = demo.launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post("/api/p/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test0"]
response = client.post("/api/p_1/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test1"]
def test_multiple_renamed(self):
with Blocks() as demo:
i = Textbox()
o = Textbox()
i.change(lambda x: x + "0", i, o, api_name="p")
i.change(lambda x: x + "1", i, o, api_name="p")
i.change(lambda x: x + "2", i, o, api_name="p_1")
app, _, _ = demo.launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post("/api/p/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test0"]
response = client.post("/api/p_1/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test1"]
response = client.post("/api/p_1_1/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test2"]
def test_predict_route_without_fn_index(self, test_client):
response = test_client.post("/api/predict/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["testtest"]
def test_predict_route_batching(self):
def batch_fn(x):
results = []
for word in x:
results.append("Hello " + word)
return (results,)
with gr.Blocks() as demo:
text = gr.Textbox()
btn = gr.Button()
btn.click(batch_fn, inputs=text, outputs=text, batch=True, api_name="pred")
demo.queue()
app, _, _ = demo.launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post("/api/pred/", json={"data": ["test"]})
output = dict(response.json())
assert output["data"] == ["Hello test"]
app, _, _ = demo.launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post(
"/api/pred/", json={"data": [["test", "test2"]], "batched": True}
)
output = dict(response.json())
assert output["data"] == [["Hello test", "Hello test2"]]
def test_state(self):
def predict(input, history):
if history is None:
history = ""
history += input
return history, history
io = Interface(predict, ["textbox", "state"], ["textbox", "state"])
app, _, _ = io.launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post(
"/api/predict/",
json={"data": ["test", None], "fn_index": 0, "session_hash": "_"},
)
output = dict(response.json())
assert output["data"] == ["test", None]
response = client.post(
"/api/predict/",
json={"data": ["test", None], "fn_index": 0, "session_hash": "_"},
)
output = dict(response.json())
assert output["data"] == ["testtest", None]
class TestGeneratorRoutes:
def test_generator(self):
def generator(string):
for char in string:
yield char
io = Interface(generator, "text", "text")
app, _, _ = io.queue().launch(prevent_thread_lock=True)
client = TestClient(app)
response = client.post(
"/api/predict/",
json={"data": ["abc"], "fn_index": 0, "session_hash": "11"},
headers={"Authorization": f"Bearer {app.queue_token}"},
)
output = dict(response.json())
assert output["data"] == ["a"]
response = client.post(
"/api/predict/",
json={"data": ["abc"], "fn_index": 0, "session_hash": "11"},
headers={"Authorization": f"Bearer {app.queue_token}"},
)
output = dict(response.json())
assert output["data"] == ["b"]
response = client.post(
"/api/predict/",
json={"data": ["abc"], "fn_index": 0, "session_hash": "11"},
headers={"Authorization": f"Bearer {app.queue_token}"},
)
output = dict(response.json())
assert output["data"] == ["c"]
response = client.post(
"/api/predict/",
json={"data": ["abc"], "fn_index": 0, "session_hash": "11"},
headers={"Authorization": f"Bearer {app.queue_token}"},
)
output = dict(response.json())
assert output["data"] == [None]
response = client.post(
"/api/predict/",
json={"data": ["abc"], "fn_index": 0, "session_hash": "11"},
headers={"Authorization": f"Bearer {app.queue_token}"},
)
output = dict(response.json())
assert output["data"] == ["a"]
class TestApp:
def test_create_app(self):
app = routes.App.create_app(Interface(lambda x: x, "text", "text"))
assert isinstance(app, FastAPI)
class TestAuthenticatedRoutes:
def test_post_login(self):
io = Interface(lambda x: x, "text", "text")
app, _, _ = io.launch(
auth=("test", "correct_password"),
prevent_thread_lock=True,
enable_queue=False,
)
client = TestClient(app)
response = client.post(
"/login",
data=dict(username="test", password="correct_password"),
follow_redirects=False,
)
assert response.status_code == 302
response = client.post(
"/login",
data=dict(username="test", password="incorrect_password"),
follow_redirects=False,
)
assert response.status_code == 400
class TestQueueRoutes:
@pytest.mark.asyncio
@pytest.mark.skipif(
sys.version_info < (3, 8),
reason="Mocks don't work with async context managers in 3.7",
)
@patch("gradio.routes.get_server_url_from_ws_url", return_value="foo_url")
async def test_queue_join_routes_sets_url_if_none_set(self, mock_get_url):
io = Interface(lambda x: x, "text", "text").queue()
io.launch(prevent_thread_lock=True)
io._queue.server_path = None
async with websockets.connect(
f"{io.local_url.replace('http', 'ws')}queue/join"
) as ws:
completed = False
while not completed:
msg = json.loads(await ws.recv())
if msg["msg"] == "send_data":
await ws.send(json.dumps({"data": ["foo"], "fn_index": 0}))
if msg["msg"] == "send_hash":
await ws.send(json.dumps({"fn_index": 0, "session_hash": "shdce"}))
completed = msg["msg"] == "process_completed"
assert io._queue.server_path == "foo_url"
@pytest.mark.parametrize(
"ws_url,answer",
[
("ws://127.0.0.1:7861/queue/join", "http://127.0.0.1:7861/"),
(
"ws://127.0.0.1:7861/gradio/gradio/gradio/queue/join",
"http://127.0.0.1:7861/gradio/gradio/gradio/",
),
(
"wss://gradio-titanic-survival.hf.space/queue/join",
"https://gradio-titanic-survival.hf.space/",
),
],
)
def test_get_server_url_from_ws_url(self, ws_url, answer):
assert routes.get_server_url_from_ws_url(ws_url) == answer
class TestDevMode:
def test_mount_gradio_app_set_dev_mode_false(self):
app = FastAPI()
@app.get("/")
def read_main():
return {"message": "Hello!"}
with gr.Blocks() as blocks:
gr.Textbox("Hello from gradio!")
app = routes.mount_gradio_app(app, blocks, path="/gradio")
gradio_fast_api = next(
route for route in app.routes if isinstance(route, starlette.routing.Mount)
)
assert not gradio_fast_api.app.blocks.dev_mode
class TestPassingRequest:
def test_request_included_with_regular_function(self):
def identity(name, request: gr.Request):
assert isinstance(request.client.host, str)
return name
app, _, _ = gr.Interface(identity, "textbox", "textbox").launch(
prevent_thread_lock=True,
)
client = TestClient(app)
response = client.post("/api/predict/", json={"data": ["test"]})
assert response.status_code == 200
output = dict(response.json())
assert output["data"] == ["test"]
def test_predict_route_is_blocked_if_api_open_false():
io = Interface(lambda x: x, "text", "text", examples=[["freddy"]]).queue(
api_open=False
)
app, _, _ = io.launch(prevent_thread_lock=True)
assert not io.show_api
client = TestClient(app)
result = client.post(
"/api/predict", json={"fn_index": 0, "data": [5], "session_hash": "foo"}
)
assert result.status_code == 401
def test_predict_route_not_blocked_if_queue_disabled():
with Blocks() as demo:
input = Textbox()
output = Textbox()
number = Number()
button = Button()
button.click(
lambda x: f"Hello, {x}!", input, output, queue=False, api_name="not_blocked"
)
button.click(lambda: 42, None, number, queue=True, api_name="blocked")
app, _, _ = demo.queue(api_open=False).launch(
prevent_thread_lock=True, show_api=True
)
assert not demo.show_api
client = TestClient(app)
result = client.post("/api/blocked", json={"data": [], "session_hash": "foo"})
assert result.status_code == 401
result = client.post(
"/api/not_blocked", json={"data": ["freddy"], "session_hash": "foo"}
)
assert result.status_code == 200
assert result.json()["data"] == ["Hello, freddy!"]
def test_predict_route_not_blocked_if_routes_open():
with Blocks() as demo:
input = Textbox()
output = Textbox()
button = Button()
button.click(
lambda x: f"Hello, {x}!", input, output, queue=True, api_name="not_blocked"
)
app, _, _ = demo.queue(api_open=True).launch(
prevent_thread_lock=True, show_api=False
)
assert demo.show_api
client = TestClient(app)
result = client.post(
"/api/not_blocked", json={"data": ["freddy"], "session_hash": "foo"}
)
assert result.status_code == 200
assert result.json()["data"] == ["Hello, freddy!"]
demo.close()
demo.queue(api_open=False).launch(prevent_thread_lock=True, show_api=False)
assert not demo.show_api
def test_show_api_queue_not_enabled():
io = Interface(lambda x: x, "text", "text", examples=[["freddy"]])
app, _, _ = io.launch(prevent_thread_lock=True)
assert io.show_api
io.close()
io.launch(prevent_thread_lock=True, show_api=False)
assert not io.show_api
def test_orjson_serialization():
df = pd.DataFrame(
{
"date_1": pd.date_range("2021-01-01", periods=2),
"date_2": pd.date_range("2022-02-15", periods=2).strftime("%B %d, %Y, %r"),
"number": np.array([0.2233, 0.57281]),
"number_2": np.array([84, 23]).astype(np.int64),
"bool": [True, False],
"markdown": ["# Hello", "# Goodbye"],
}
)
with gr.Blocks() as demo:
gr.DataFrame(df)
app, _, _ = demo.launch(prevent_thread_lock=True)
test_client = TestClient(app)
response = test_client.get("/")
assert response.status_code == 200
demo.close()