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[Model] Add Granite model (vllm-project#7436)
Co-authored-by: Nick Hill <[email protected]>
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"""Compare the outputs of HF and vLLM for Granite models using greedy sampling. | ||
Run `pytest tests/models/test_granite.py`. | ||
""" | ||
import importlib.metadata | ||
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import pytest | ||
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from .utils import check_logprobs_close | ||
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TRANSFORMERS_VERSION = tuple( | ||
map(int, | ||
importlib.metadata.version("transformers").split("."))) | ||
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MODELS = [ | ||
"ibm/PowerLM-3b", | ||
] | ||
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# GraniteForCausalLM will be in transformers >= 4.45 | ||
@pytest.mark.skipif(TRANSFORMERS_VERSION < (4, 45), | ||
reason="granite model test requires transformers >= 4.45") | ||
@pytest.mark.parametrize("model", MODELS) | ||
@pytest.mark.parametrize("dtype", ["bfloat16"]) | ||
@pytest.mark.parametrize("max_tokens", [64]) | ||
@pytest.mark.parametrize("num_logprobs", [5]) | ||
def test_models( | ||
hf_runner, | ||
vllm_runner, | ||
example_prompts, | ||
model: str, | ||
dtype: str, | ||
max_tokens: int, | ||
num_logprobs: int, | ||
) -> None: | ||
# TODO(sang): Sliding window should be tested separately. | ||
with hf_runner(model, dtype=dtype) as hf_model: | ||
hf_outputs = hf_model.generate_greedy_logprobs_limit( | ||
example_prompts, max_tokens, num_logprobs) | ||
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with vllm_runner(model, dtype=dtype) as vllm_model: | ||
vllm_outputs = vllm_model.generate_greedy_logprobs( | ||
example_prompts, max_tokens, num_logprobs) | ||
check_logprobs_close( | ||
outputs_0_lst=hf_outputs, | ||
outputs_1_lst=vllm_outputs, | ||
name_0="hf", | ||
name_1="vllm", | ||
) |
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