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Add tests for Whisper static pipeline
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eshiryae committed Nov 22, 2024
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# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

from ov_genai_test_utils import get_whisper_models_list
from test_whisper_generate_api import get_samples_from_dataset
import openvino_genai as ov_genai
import pytest

def compare_results_with_assert(expected, actual_out):
if expected.texts[0] != actual_out.texts[0]:
print(f'expected: {expected.texts[0]}\n')
print(f'actual_out: {actual_out.texts[0]}')
assert expected.texts[0] == actual_out.texts[0]


@pytest.mark.parametrize("model_descr", get_whisper_models_list(tiny_only=True))
@pytest.mark.parametrize("test_sample", get_samples_from_dataset(length=1))
@pytest.mark.precommit
def test_static_whisper_generation_compare_with_cpu(model_descr, test_sample):
model_id, model_path = model_descr

cpu_pipe = ov_genai.WhisperPipeline(model_path, "CPU")
expected = cpu_pipe.generate(test_sample)

npu_pipe = ov_genai.WhisperPipeline(model_path, "NPU")
actual_out = npu_pipe.generate(test_sample)

compare_results_with_assert(expected, actual_out)


@pytest.mark.parametrize("model_descr", get_whisper_models_list(tiny_only=True))
@pytest.mark.parametrize("test_sample",
[
# *get_samples_from_dataset(language="fr", length=2), # 1/2 failed
*get_samples_from_dataset(language="de", length=2),
# *get_samples_from_dataset(language="es", length=2), # 1/2 failed
],)
@pytest.mark.precommit
def test_static_whisper_autodetect(model_descr, test_sample):
model_id, model_path = model_descr

cpu_pipe = ov_genai.WhisperPipeline(model_path, "CPU")
expected = cpu_pipe.generate(test_sample)

npu_pipe = ov_genai.WhisperPipeline(model_path, "NPU")
actual_out = npu_pipe.generate(test_sample)

compare_results_with_assert(expected, actual_out)


@pytest.mark.parametrize("model_descr", get_whisper_models_list(tiny_only=True))
@pytest.mark.parametrize(
"test_sample", get_samples_from_dataset(language="de", length=3)
)
@pytest.mark.precommit
def test_static_whisper_language_de(model_descr, test_sample):
model_id, model_path = model_descr

cpu_pipe = ov_genai.WhisperPipeline(model_path, "CPU")
expected = cpu_pipe.generate(test_sample, max_new_tokens=30, language="<|de|>")

npu_pipe = ov_genai.WhisperPipeline(model_path, "NPU")
actual_out = npu_pipe.generate(test_sample, max_new_tokens=30, language="<|de|>")

compare_results_with_assert(expected, actual_out)


@pytest.mark.parametrize("model_descr", get_whisper_models_list(tiny_only=True))
@pytest.mark.parametrize(
"test_sample", get_samples_from_dataset(language="fr", length=3)
)
@pytest.mark.precommit
def test_static_whisper_language_fr(model_descr, test_sample):
model_id, model_path = model_descr

cpu_pipe = ov_genai.WhisperPipeline(model_path, "CPU")
expected = cpu_pipe.generate(test_sample, max_new_tokens=30, language="<|fr|>")

npu_pipe = ov_genai.WhisperPipeline(model_path, "NPU")
actual_out = npu_pipe.generate(test_sample, max_new_tokens=30, language="<|fr|>")

compare_results_with_assert(expected, actual_out)


@pytest.mark.parametrize("model_descr", get_whisper_models_list(tiny_only=True))
@pytest.mark.parametrize(
"test_sample", get_samples_from_dataset(language="ru", length=3)
)
@pytest.mark.precommit
def test_static_whisper_language_ru(model_descr, test_sample):
model_id, model_path = model_descr

cpu_pipe = ov_genai.WhisperPipeline(model_path, "CPU")
expected = cpu_pipe.generate(test_sample, max_new_tokens=30, language="<|ru|>")

npu_pipe = ov_genai.WhisperPipeline(model_path, "NPU")
actual_out = npu_pipe.generate(test_sample, max_new_tokens=30, language="<|ru|>")

compare_results_with_assert(expected, actual_out)

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