hf_text-generation-inference/integration-tests/models/test_flash_llama_exl2.py

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import pytest
@pytest.fixture(scope="module")
def flash_llama_exl2_handle(launcher):
with launcher(
"turboderp/Llama-3-8B-Instruct-exl2",
revision="2.5bpw",
# Set max input length to avoid OOM due to extremely large
# scratch buffer.
max_input_length=1024,
num_shard=1,
quantize="exl2",
) as handle:
yield handle
@pytest.fixture(scope="module")
async def flash_llama_exl2(flash_llama_exl2_handle):
await flash_llama_exl2_handle.health(300)
return flash_llama_exl2_handle.client
@pytest.mark.asyncio
@pytest.mark.private
async def test_flash_llama_exl2(flash_llama_exl2, ignore_logprob_response_snapshot):
response = await flash_llama_exl2.generate(
"Test request", max_new_tokens=10, decoder_input_details=True
)
assert response.details.generated_tokens == 10
assert response == ignore_logprob_response_snapshot
@pytest.mark.asyncio
@pytest.mark.private
async def test_flash_llama_exl2_all_params(
flash_llama_exl2, ignore_logprob_response_snapshot
):
response = await flash_llama_exl2.generate(
"Test request",
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.generated_text == 'Test request. The server responds with a "200 OK"'
)
assert response == ignore_logprob_response_snapshot
@pytest.mark.asyncio
@pytest.mark.private
async def test_flash_llama_exl2_load(
flash_llama_exl2, generate_load, ignore_logprob_response_snapshot
):
responses = await generate_load(
flash_llama_exl2, "Test request", max_new_tokens=10, n=4
)
assert len(responses) == 4
assert all([r.generated_text == responses[0].generated_text for r in responses])
assert responses == ignore_logprob_response_snapshot