49 lines
1.3 KiB
Python
49 lines
1.3 KiB
Python
|
import pytest
|
||
|
|
|
||
|
|
|
||
|
|
@pytest.fixture(scope="module")
|
||
|
|
def mpt_sharded_handle(launcher):
|
||
|
|
with launcher("mosaicml/mpt-7b", num_shard=2) as handle:
|
||
|
|
yield handle
|
||
|
|
|
||
|
|
|
||
|
|
@pytest.fixture(scope="module")
|
||
|
|
async def mpt_sharded(mpt_sharded_handle):
|
||
|
|
await mpt_sharded_handle.health(300)
|
||
|
|
return mpt_sharded_handle.client
|
||
|
|
|
||
|
|
|
||
|
|
@pytest.mark.asyncio
|
||
|
|
async def test_mpt(mpt_sharded, response_snapshot):
|
||
|
|
response = await mpt_sharded.generate(
|
||
|
|
"What is Deep Learning?",
|
||
|
|
max_new_tokens=17,
|
||
|
|
decoder_input_details=True,
|
||
|
|
)
|
||
|
|
|
||
|
|
assert response.details.generated_tokens == 17
|
||
|
|
assert (
|
||
|
|
response.generated_text
|
||
|
|
== " - Deep Learning\nDeep Learning is a subfield of machine learning that uses artificial neural"
|
||
|
|
)
|
||
|
|
assert response == response_snapshot
|
||
|
|
|
||
|
|
|
||
|
|
@pytest.mark.asyncio
|
||
|
|
async def test_mpt_load(mpt_sharded, generate_load, response_snapshot):
|
||
|
|
responses = await generate_load(
|
||
|
|
mpt_sharded,
|
||
|
|
"What is Deep Learning?",
|
||
|
|
max_new_tokens=17,
|
||
|
|
n=4,
|
||
|
|
)
|
||
|
|
|
||
|
|
assert len(responses) == 4
|
||
|
|
assert all([r.generated_text == responses[0].generated_text for r in responses])
|
||
|
|
assert (
|
||
|
|
responses[0].generated_text
|
||
|
|
== " - Deep Learning\nDeep Learning is a subfield of machine learning that uses artificial neural"
|
||
|
|
)
|
||
|
|
|
||
|
|
assert responses == response_snapshot
|