"""Тесты для OpenVINO бэкенда.""" from pathlib import Path from unittest.mock import MagicMock, patch import numpy as np import pytest from local_transcriber.backends.openvino import ( MODEL_REPOS, OpenVINOBackend, _validate_model_dir, ) from local_transcriber.types import Segment # === _resolve_repo === def test_resolve_repo_exact_match(): backend = OpenVINOBackend(compute_type_explicit=True) assert backend._resolve_repo("medium", "int8") == "OpenVINO/whisper-medium-int8-ov" def test_resolve_repo_large_v3_fp16(): backend = OpenVINOBackend(compute_type_explicit=True) assert backend._resolve_repo("large-v3", "fp16") == "OpenVINO/whisper-large-v3-fp16-ov" def test_resolve_repo_explicit_unsupported_pair_raises(): """Явный --compute-type с несуществующей парой → ошибка.""" backend = OpenVINOBackend(compute_type_explicit=True) with pytest.raises(ValueError, match="недоступна с compute_type='fp16'"): backend._resolve_repo("medium", "fp16") def test_resolve_repo_explicit_unknown_model_raises(): backend = OpenVINOBackend(compute_type_explicit=True) with pytest.raises(ValueError, match="не найдена для OpenVINO"): backend._resolve_repo("distil-large-v3", "int8") def test_resolve_repo_implicit_fallback(): """Неявный compute_type: если int8 недоступен для base, fallback на fp16.""" backend = OpenVINOBackend(compute_type_explicit=False) # base + int8 не существует, но base + fp16 есть assert backend._resolve_repo("base", "int8") == "OpenVINO/whisper-base-fp16-ov" def test_resolve_repo_implicit_large_v3_prefers_fp16(): """Неявный compute_type: large-v3 автоматически получает fp16.""" backend = OpenVINOBackend(compute_type_explicit=False) # Дефолт int8, но для large-v3 override на fp16 assert backend._resolve_repo("large-v3", "int8") == "OpenVINO/whisper-large-v3-fp16-ov" def test_resolve_repo_explicit_large_v3_int8_respected(): """Явный --compute-type int8 для large-v3 → уважается.""" backend = OpenVINOBackend(compute_type_explicit=True) assert backend._resolve_repo("large-v3", "int8") == "OpenVINO/whisper-large-v3-int8-ov" # === ensure_model_available === @patch("local_transcriber.backends.openvino.snapshot_download") def test_ensure_model_available_cache_hit(mock_download, tmp_path): model_dir = tmp_path / "model" model_dir.mkdir() (model_dir / "openvino_encoder_model.xml").write_text("") (model_dir / "openvino_decoder_model.xml").write_text("") mock_download.return_value = str(model_dir) backend = OpenVINOBackend(compute_type_explicit=True) result = backend.ensure_model_available("medium", "int8") assert result == str(model_dir) mock_download.assert_called_once() assert mock_download.call_args.kwargs["local_files_only"] is True @patch("local_transcriber.backends.openvino.snapshot_download") def test_ensure_model_available_downloads(mock_download, tmp_path): from huggingface_hub.errors import LocalEntryNotFoundError model_dir = tmp_path / "downloaded" model_dir.mkdir() (model_dir / "openvino_encoder_model.xml").write_text("") (model_dir / "openvino_decoder_model.xml").write_text("") mock_download.side_effect = [ LocalEntryNotFoundError("not cached"), str(model_dir), ] backend = OpenVINOBackend(compute_type_explicit=True) statuses: list[str] = [] result = backend.ensure_model_available("medium", "int8", on_status=statuses.append) assert result == str(model_dir) assert any("Скачиваю" in s for s in statuses) # === create_model === def test_create_model(): mock_ov = MagicMock() mock_pipeline = MagicMock() mock_ov.WhisperPipeline.return_value = mock_pipeline backend = OpenVINOBackend() with patch.dict("sys.modules", {"openvino_genai": mock_ov}): model = backend.create_model("/path/to/model", "openvino", "int8") mock_ov.WhisperPipeline.assert_called_once_with("/path/to/model", "CPU") assert model is mock_pipeline # === transcribe === def test_transcribe_maps_chunks_to_segments(): """Проверяет маппинг chunks → Segment[] и формат языка.""" backend = OpenVINOBackend() mock_model = MagicMock() chunk1 = MagicMock() chunk1.start_ts = 0.0 chunk1.end_ts = 3.5 chunk1.text = " Привет мир" chunk2 = MagicMock() chunk2.start_ts = 3.5 chunk2.end_ts = 7.0 chunk2.text = " Тестовый сегмент" mock_result = MagicMock() mock_result.chunks = [chunk1, chunk2] mock_model.generate.return_value = mock_result raw_audio = np.zeros(16000 * 10, dtype=np.float32) # 10 секунд with patch("faster_whisper.decode_audio", return_value=raw_audio): result = backend.transcribe( mock_model, Path("test.mp3"), language="ru", ) assert len(result.segments) == 2 assert result.segments[0].text == " Привет мир" assert result.segments[0].start == 0.0 assert result.segments[0].end == 3.5 assert result.duration == 10.0 # Проверяем формат языка для OpenVINO GenAI call_kwargs = mock_model.generate.call_args assert call_kwargs.kwargs["language"] == "<|ru|>" assert call_kwargs.kwargs["return_timestamps"] is True def test_transcribe_calls_tolist(): """raw_speech передаётся как list, не ndarray.""" backend = OpenVINOBackend() mock_model = MagicMock() mock_result = MagicMock() mock_result.chunks = [] mock_model.generate.return_value = mock_result raw_audio = np.zeros(160, dtype=np.float32) with patch("faster_whisper.decode_audio", return_value=raw_audio): backend.transcribe(mock_model, Path("test.mp3"), language=None) call_args = mock_model.generate.call_args[0][0] assert isinstance(call_args, list) def test_transcribe_no_language_auto(): """Без указания языка — не передаём language в generate.""" backend = OpenVINOBackend() mock_model = MagicMock() mock_result = MagicMock() mock_result.chunks = [] mock_model.generate.return_value = mock_result raw_audio = np.zeros(160, dtype=np.float32) with patch("faster_whisper.decode_audio", return_value=raw_audio): result = backend.transcribe(mock_model, Path("test.mp3"), language=None) call_kwargs = mock_model.generate.call_args.kwargs assert "language" not in call_kwargs assert result.language == "auto" assert result.language_probability == 0.0 def test_transcribe_calls_on_segment(): backend = OpenVINOBackend() mock_model = MagicMock() chunk = MagicMock() chunk.start_ts = 0.0 chunk.end_ts = 2.0 chunk.text = " Test" mock_result = MagicMock() mock_result.chunks = [chunk] mock_model.generate.return_value = mock_result raw_audio = np.zeros(16000, dtype=np.float32) callback = MagicMock() with patch("faster_whisper.decode_audio", return_value=raw_audio): backend.transcribe( mock_model, Path("test.mp3"), language="en", on_segment=callback, ) callback.assert_called_once() seg = callback.call_args[0][0] assert isinstance(seg, Segment) assert seg.text == " Test" # === _validate_model_dir === def test_validate_model_dir_ok(tmp_path): (tmp_path / "openvino_encoder_model.xml").write_text("") (tmp_path / "openvino_decoder_model.xml").write_text("") _validate_model_dir(tmp_path) # should not raise def test_validate_model_dir_missing(tmp_path): (tmp_path / "openvino_encoder_model.xml").write_text("") with pytest.raises(ValueError, match="openvino_decoder_model.xml"): _validate_model_dir(tmp_path)