Files
langgraph/tests/test_pregel.py
T
2023-10-13 13:37:39 +01:00

251 lines
8.6 KiB
Python

import time
from uuid import uuid4
import pytest
from pytest_mock import MockerFixture
from langchain.schema.runnable import RunnablePassthrough
from permchain import Pregel, channels
from permchain.pregel import PregelInvoke
def test_invoke_single_process_in_out(mocker: MockerFixture):
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
add_one = mocker.Mock(side_effect=lambda x: x + 1)
chain = Pregel.subscribe_to(input) | add_one | Pregel.send_to(output)
pubsub = Pregel(chain, input=input, output=output)
# Then invoke pubsub
assert pubsub.invoke(2) == 3
def test_invoke_two_processes_in_out(mocker: MockerFixture):
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
inbox = channels.Inbox[int]("inbox")
add_one = mocker.Mock(side_effect=lambda x: x + 1)
chain_one = Pregel.subscribe_to(input) | add_one | Pregel.send_to(inbox)
chain_two = Pregel.subscribe_to_each(inbox) | add_one | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
# Then invoke pubsub
assert pubsub.invoke(2) == 4
def test_batch_two_processes_in_out(mocker: MockerFixture):
def add_one_with_delay(inp: int) -> int:
time.sleep(inp / 10)
return inp + 1
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
one = channels.LastValue[int]("one")
chain_one = Pregel.subscribe_to(input) | add_one_with_delay | Pregel.send_to(one)
chain_two = Pregel.subscribe_to(one) | add_one_with_delay | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
# Then invoke pubsub
assert pubsub.batch([3, 2, 1, 3, 5]) == [5, 4, 3, 5, 7]
def test_invoke_many_processes_in_out(mocker: MockerFixture):
test_size = 100
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
topics: list[channels.Channel] = [channels.LastValue[int]("zero")]
add_one = mocker.Mock(side_effect=lambda x: x + 1)
chains: list[PregelInvoke] = [
Pregel.subscribe_to(input) | add_one | Pregel.send_to(topics[0])
]
for i in range(test_size - 2):
topics.append(channels.LastValue[int](str(i)))
chains.append(
Pregel.subscribe_to(topics[-2]) | add_one | Pregel.send_to(topics[-1])
)
chains.append(Pregel.subscribe_to(topics[-1]) | add_one | Pregel.send_to(output))
pubsub = Pregel(*chains, input=input, output=output)
for _ in range(10):
# Then invoke pubsub
assert pubsub.invoke(2, {"recursion_limit": test_size}) == 2 + test_size
def test_batch_many_processes_in_out(mocker: MockerFixture):
test_size = 100
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
topics: list[channels.Channel] = [channels.LastValue[int]("zero")]
add_one = mocker.Mock(side_effect=lambda x: x + 1)
chains: list[PregelInvoke] = [
Pregel.subscribe_to(input) | add_one | Pregel.send_to(topics[0])
]
for i in range(test_size - 2):
topics.append(channels.LastValue[int](str(i)))
chains.append(
Pregel.subscribe_to(topics[-2]) | add_one | Pregel.send_to(topics[-1])
)
chains.append(Pregel.subscribe_to(topics[-1]) | add_one | Pregel.send_to(output))
pubsub = Pregel(*chains, input=input, output=output)
for _ in range(10):
# Then invoke pubsub
assert pubsub.batch([2, 1, 3, 4, 5], {"recursion_limit": test_size}) == [
2 + test_size,
1 + test_size,
3 + test_size,
4 + test_size,
5 + test_size,
]
def test_invoke_two_processes_two_in_two_out_invalid(mocker: MockerFixture):
add_one = mocker.Mock(side_effect=lambda x: x + 1)
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
chain_one = Pregel.subscribe_to(input) | add_one | Pregel.send_to(output)
chain_two = Pregel.subscribe_to(input) | add_one | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
with pytest.raises(channels.InvalidUpdateError):
# LastValue channels can only be updated once per iteration
pubsub.invoke(2)
def test_invoke_two_processes_two_in_two_out_valid(mocker: MockerFixture):
add_one = mocker.Mock(side_effect=lambda x: x + 1)
input = channels.LastValue[int]("input")
output = channels.Inbox[int]("output")
chain_one = Pregel.subscribe_to(input) | add_one | Pregel.send_to(output)
chain_two = Pregel.subscribe_to(input) | add_one | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
# An Inbox channel accumulates updates into a sequence
assert pubsub.invoke(2) == (3, 3)
def test_invoke_two_processes_two_in_join_two_out(mocker: MockerFixture):
add_one = mocker.Mock(side_effect=lambda x: x + 1)
add_10_each = mocker.Mock(side_effect=lambda x: sorted(y + 10 for y in x))
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
inbox = channels.Inbox[int]("inbox")
chain_one = Pregel.subscribe_to(input) | add_one | Pregel.send_to(inbox)
chain_three = Pregel.subscribe_to(input) | add_one | Pregel.send_to(inbox)
chain_four = Pregel.subscribe_to(inbox) | add_10_each | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_three, chain_four, input=input, output=output)
# Then invoke pubsub
# We get a single array result as chain_four waits for all publishers to finish
# before operating on all elements published to topic_two as an array
for _ in range(100):
assert pubsub.invoke(2) == [13, 13]
def test_invoke_join_then_call_other_pubsub(mocker: MockerFixture):
add_one = mocker.Mock(side_effect=lambda x: x + 1)
add_10_each = mocker.Mock(side_effect=lambda x: [y + 10 for y in x])
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
inner_pubsub = Pregel(
Pregel.subscribe_to(input) | add_one | Pregel.send_to(output),
input=input,
output=output,
)
inbox_one = channels.Inbox[int]("inbox_one")
outbox_one = channels.LastValue[int]("outbox_one")
chain_one = (
Pregel.subscribe_to(input) | add_10_each | Pregel.send_to(inbox_one).map()
)
chain_two = (
Pregel.subscribe_to(inbox_one)
| inner_pubsub.map()
| sorted
| Pregel.send_to(outbox_one)
)
chain_three = Pregel.subscribe_to(outbox_one) | sum | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_two, chain_three, input=input, output=output)
# Then invoke pubsub
for _ in range(10):
assert pubsub.invoke([2, 3]) == 27
def test_invoke_two_processes_one_in_two_out(mocker: MockerFixture):
add_one = mocker.Mock(side_effect=lambda x: x + 1)
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
between = channels.LastValue[int]("between")
chain_one = (
Pregel.subscribe_to(input)
| add_one
| Pregel.send_to(
{output: RunnablePassthrough(), between: RunnablePassthrough()}
)
)
chain_two = Pregel.subscribe_to(between) | add_one | Pregel.send_to(output)
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
# Then invoke pubsub
assert [c for c in pubsub.stream(2)] == [3, 4]
def test_invoke_two_processes_no_out(mocker: MockerFixture):
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
between = channels.LastValue[int]("between")
add_one = mocker.Mock(side_effect=lambda x: x + 1)
chain_one = Pregel.subscribe_to(input) | add_one | Pregel.send_to(between)
chain_two = Pregel.subscribe_to(between) | add_one
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
# Then invoke pubsub
# It finishes executing (once no more messages being published)
# but returns nothing, as nothing was published to OUT topic
assert pubsub.invoke(2) is None
def test_invoke_two_processes_no_in(mocker: MockerFixture):
input = channels.LastValue[int]("input")
output = channels.LastValue[int]("output")
between = channels.LastValue[int]("between")
add_one = mocker.Mock(side_effect=lambda x: x + 1)
chain_one = Pregel.subscribe_to(between) | add_one | Pregel.send_to(output)
chain_two = Pregel.subscribe_to(between) | add_one
pubsub = Pregel(chain_one, chain_two, input=input, output=output)
with pytest.raises(ValueError):
assert pubsub.invoke(2) is None