lightning/tests/tests_app/storage/test_payload.py

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2022-08-03 13:47:16 +00:00
import os
import pathlib
import pickle
from copy import deepcopy
from unittest import mock
from unittest.mock import Mock
import pytest
from lightning_app import LightningApp, LightningFlow, LightningWork
from lightning_app.runners.multiprocess import MultiProcessRuntime
from lightning_app.storage.payload import GetRequest, Payload
def test_payload_copy():
"""Test that Payload creates an exact copy when passing a Payload instance to the constructor."""
payload = Payload(None)
payload._origin = "origin"
payload._consumer = "consumer"
payload._request_queue = "MockQueue"
payload._response_queue = "MockQueue"
payload_copy = deepcopy(payload)
assert payload_copy._origin == payload._origin
assert payload_copy._consumer == payload._consumer
assert payload_copy._request_queue == payload._request_queue
assert payload_copy._response_queue == payload._response_queue
def test_payload_pickable():
payload = Payload("MyObject")
payload._origin = "root.x.y.z"
payload._consumer = "root.p.q.r"
payload._name = "var_a"
loaded = pickle.loads(pickle.dumps(payload))
assert isinstance(loaded, Payload)
assert loaded._origin == payload._origin
assert loaded._consumer == payload._consumer
assert loaded._name == payload._name
assert loaded._request_queue is None
assert loaded._response_queue is None
def test_path_attach_queues():
path = Payload(None)
request_queue = Mock()
response_queue = Mock()
path._attach_queues(request_queue=request_queue, response_queue=response_queue)
assert path._request_queue is request_queue
assert path._response_queue is response_queue
class Work(LightningWork):
def __init__(self):
super().__init__()
self.var_a = Payload(None)
def run(self):
pass
def test_payload_in_init():
with pytest.raises(
AttributeError, match="The Payload object should be set only within the run method of the work."
):
Work()
class WorkRun(LightningWork):
def __init__(self, tmpdir):
super().__init__()
self.var_a = None
self.tmpdir = tmpdir
def run(self):
self.var_a = Payload("something")
assert self.var_a.name == "var_a"
assert self.var_a._origin == "root.a"
assert self.var_a.hash == "9bd514ad51fc33d895c50657acd0f0582301cf3e"
source_path = pathlib.Path(self.tmpdir, self.var_a.name)
assert not source_path.exists()
response = self.var_a._handle_get_request(
self,
GetRequest(
name="var_a",
hash=self.var_a.hash,
source="root.a",
path=str(source_path),
destination="root",
),
)
assert source_path.exists()
assert self.var_a.load(str(source_path)) == "something"
assert not response.exception
def test_payload_in_run(tmpdir):
work = WorkRun(str(tmpdir))
work._name = "root.a"
work.run()
class Sender(LightningWork):
def __init__(self):
super().__init__(parallel=True)
self.value_all = None
self.value_b = None
self.value_c = None
def run(self):
self.value_all = Payload(["A", "B", "C"])
self.value_b = Payload("B")
self.value_c = Payload("C")
class WorkReceive(LightningWork):
def __init__(self, expected):
super().__init__(parallel=True)
self.expected = expected
def run(self, generated):
assert generated.value == self.expected
class Flow(LightningFlow):
def __init__(self):
super().__init__()
self.sender = Sender()
self.receiver_all = WorkReceive(["A", "B", "C"])
self.receiver_b = WorkReceive("B")
self.receiver_c = WorkReceive("C")
def run(self):
self.sender.run()
if self.sender.value_all:
self.receiver_all.run(self.sender.value_all)
if self.sender.value_b:
self.receiver_b.run(self.sender.value_b)
if self.sender.value_c:
self.receiver_c.run(self.sender.value_c)
if self.receiver_all.has_succeeded and self.receiver_b.has_succeeded and self.receiver_c.has_succeeded:
self._exit()
def test_payload_works(tmpdir):
"""This tests validates the payload api can be used to transfer return values from a work to another."""
with mock.patch("lightning_app.storage.path.storage_root_dir", lambda: pathlib.Path(tmpdir)):
app = LightningApp(Flow(), debug=True)
MultiProcessRuntime(app, start_server=False).dispatch()
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os.remove("value_all")
os.remove("value_b")
os.remove("value_c")