84 lines
2.2 KiB
Python
84 lines
2.2 KiB
Python
import pytest
|
|
|
|
from testing_utils import SYSTEM
|
|
|
|
|
|
@pytest.fixture(scope="module")
|
|
def flash_llama_awq_handle(launcher):
|
|
if SYSTEM == "rocm":
|
|
# On ROCm, for awq checkpoints, we need to use gptq kernel that supports ROCm.
|
|
quantize = "gptq"
|
|
elif SYSTEM == "xpu":
|
|
pytest.skip("AWQ is not supported on xpu")
|
|
else:
|
|
quantize = "awq"
|
|
|
|
with launcher(
|
|
"abhinavkulkarni/codellama-CodeLlama-7b-Python-hf-w4-g128-awq",
|
|
num_shard=1,
|
|
quantize=quantize,
|
|
) as handle:
|
|
yield handle
|
|
|
|
|
|
@pytest.fixture(scope="module")
|
|
async def flash_llama_awq(flash_llama_awq_handle):
|
|
await flash_llama_awq_handle.health()
|
|
return flash_llama_awq_handle.client
|
|
|
|
|
|
@pytest.mark.release
|
|
@pytest.mark.asyncio
|
|
async def test_flash_llama_awq(flash_llama_awq, response_snapshot):
|
|
response = await flash_llama_awq.generate(
|
|
"What is Deep Learning?", max_new_tokens=10, decoder_input_details=True
|
|
)
|
|
|
|
assert response.details.generated_tokens == 10
|
|
assert (
|
|
response.generated_text
|
|
== "\nWhat is the difference between Deep Learning and Machine"
|
|
)
|
|
assert response == response_snapshot
|
|
|
|
|
|
@pytest.mark.release
|
|
@pytest.mark.asyncio
|
|
async def test_flash_llama_awq_all_params(flash_llama_awq, response_snapshot):
|
|
response = await flash_llama_awq.generate(
|
|
"What is Deep Learning?",
|
|
max_new_tokens=10,
|
|
repetition_penalty=1.2,
|
|
return_full_text=True,
|
|
temperature=0.5,
|
|
top_p=0.9,
|
|
top_k=10,
|
|
truncate=5,
|
|
typical_p=0.9,
|
|
watermark=True,
|
|
decoder_input_details=True,
|
|
seed=0,
|
|
)
|
|
|
|
assert response.details.generated_tokens == 10
|
|
assert response == response_snapshot
|
|
|
|
|
|
@pytest.mark.release
|
|
@pytest.mark.asyncio
|
|
async def test_flash_llama_awq_load(flash_llama_awq, generate_load, response_snapshot):
|
|
responses = await generate_load(
|
|
flash_llama_awq, "What is Deep Learning?", max_new_tokens=10, n=4
|
|
)
|
|
|
|
assert len(responses) == 4
|
|
assert all(
|
|
[
|
|
r.generated_text
|
|
== "\nWhat is the difference between Deep Learning and Machine"
|
|
for r in responses
|
|
]
|
|
)
|
|
|
|
assert responses == response_snapshot
|