|
| 1 | +import sys |
| 2 | +from pathlib import Path |
| 3 | +from typing import get_args |
| 4 | + |
| 5 | +import pytest |
| 6 | + |
| 7 | +from onnx_asr.asr import Asr |
| 8 | +from onnx_asr.loader import ( |
| 9 | + AsrLoader, |
| 10 | + InvalidModelTypeInConfigError, |
| 11 | + ModelFileNotFoundError, |
| 12 | + ModelNames, |
| 13 | + ModelNotSupportedError, |
| 14 | + ModelPathNotDirectoryError, |
| 15 | + ModelTypes, |
| 16 | + MoreThanOneModelFileFoundError, |
| 17 | + NoModelNameOrPathSpecifiedError, |
| 18 | + VadLoader, |
| 19 | + VadNames, |
| 20 | +) |
| 21 | +from onnx_asr.models import KaldiTransducer, NemoConformerAED, TOneCtc, WhisperHf |
| 22 | +from onnx_asr.models.pyannote import PyAnnoteVad |
| 23 | +from onnx_asr.models.silero import SileroVad |
| 24 | +from onnx_asr.vad import Vad |
| 25 | + |
| 26 | + |
| 27 | +@pytest.mark.parametrize("model", get_args(ModelNames)) |
| 28 | +def test_model_names(model: ModelNames) -> None: |
| 29 | + loader = AsrLoader(model) |
| 30 | + assert issubclass(loader.model_type, Asr) |
| 31 | + assert not loader.offline |
| 32 | + assert loader.local_dir is None |
| 33 | + assert isinstance(loader.repo_id, str) |
| 34 | + |
| 35 | + |
| 36 | +@pytest.mark.parametrize("model", get_args(ModelNames)) |
| 37 | +def test_model_names_with_path(model: ModelNames, tmp_path: Path) -> None: |
| 38 | + loader = AsrLoader(model, tmp_path) |
| 39 | + assert issubclass(loader.model_type, Asr) |
| 40 | + assert loader.offline |
| 41 | + assert loader.local_dir == tmp_path |
| 42 | + assert isinstance(loader.repo_id, str) |
| 43 | + |
| 44 | + |
| 45 | +@pytest.mark.parametrize( |
| 46 | + ("model", "type"), |
| 47 | + [ |
| 48 | + ("alphacep/vosk-model-ru", KaldiTransducer), |
| 49 | + ("alphacep/vosk-model-small-ru", KaldiTransducer), |
| 50 | + ("t-tech/t-one", TOneCtc), |
| 51 | + ("onnx-community/whisper-tiny", WhisperHf), |
| 52 | + ("istupakov/canary-180m-flash-onnx", NemoConformerAED), |
| 53 | + ], |
| 54 | +) |
| 55 | +def test_model_repos(model: str, type: type[Asr]) -> None: |
| 56 | + loader = AsrLoader(model) |
| 57 | + assert loader.model_type == type |
| 58 | + assert not loader.offline |
| 59 | + assert loader.local_dir is None |
| 60 | + assert loader.repo_id == model |
| 61 | + |
| 62 | + |
| 63 | +@pytest.mark.parametrize( |
| 64 | + ("model", "type"), |
| 65 | + [ |
| 66 | + ("alphacep/vosk-model-ru", KaldiTransducer), |
| 67 | + ("alphacep/vosk-model-small-ru", KaldiTransducer), |
| 68 | + ("t-tech/t-one", TOneCtc), |
| 69 | + ], |
| 70 | +) |
| 71 | +def test_model_repos_with_path(model: str, tmp_path: Path, type: type[Asr]) -> None: |
| 72 | + loader = AsrLoader(model, tmp_path) |
| 73 | + assert loader.model_type == type |
| 74 | + assert loader.offline |
| 75 | + assert loader.local_dir == tmp_path |
| 76 | + assert loader.repo_id == model |
| 77 | + |
| 78 | + |
| 79 | +@pytest.mark.parametrize("model", get_args(ModelTypes)) |
| 80 | +def test_model_types(model: ModelTypes, tmp_path: Path) -> None: |
| 81 | + loader = AsrLoader(model, tmp_path) |
| 82 | + assert issubclass(loader.model_type, Asr) |
| 83 | + assert loader.offline |
| 84 | + assert loader.local_dir == tmp_path |
| 85 | + assert loader.repo_id is None |
| 86 | + |
| 87 | + |
| 88 | +def test_model_not_supported_error(tmp_path: Path) -> None: |
| 89 | + with pytest.raises(ModelNotSupportedError): |
| 90 | + AsrLoader("xxx", tmp_path) |
| 91 | + |
| 92 | + |
| 93 | +@pytest.mark.parametrize("model", get_args(ModelTypes)) |
| 94 | +def test_no_model_name_or_path_specified_error(model: ModelTypes) -> None: |
| 95 | + with pytest.raises(NoModelNameOrPathSpecifiedError): |
| 96 | + AsrLoader(model) |
| 97 | + |
| 98 | + |
| 99 | +@pytest.mark.parametrize("model", get_args(ModelTypes)) |
| 100 | +def test_no_model_name_and_empty_path_specified_error(model: ModelTypes, tmp_path: Path) -> None: |
| 101 | + with pytest.raises(NoModelNameOrPathSpecifiedError): |
| 102 | + AsrLoader(model, Path(tmp_path, "model")) |
| 103 | + |
| 104 | + |
| 105 | +@pytest.mark.parametrize("model", get_args(ModelTypes)) |
| 106 | +def test_model_path_not_found_error(model: ModelTypes, tmp_path: Path) -> None: |
| 107 | + Path(tmp_path, "model").write_text("test") |
| 108 | + with pytest.raises(ModelPathNotDirectoryError): |
| 109 | + AsrLoader(model, Path(tmp_path, "model")) |
| 110 | + |
| 111 | + |
| 112 | +def test_model_file_not_found_error(tmp_path: Path) -> None: |
| 113 | + with pytest.raises(ModelFileNotFoundError): |
| 114 | + AsrLoader("onnx-community/whisper-tiny", tmp_path) |
| 115 | + |
| 116 | + |
| 117 | +def test_offline_model_file_not_found_error() -> None: |
| 118 | + with pytest.raises(ModelFileNotFoundError): |
| 119 | + AsrLoader("onnx-community/whisper-tiny", offline=True).resolve_model(quantization="fp16") |
| 120 | + |
| 121 | + |
| 122 | +def test_invalid_model_type_in_config_error(tmp_path: Path) -> None: |
| 123 | + Path(tmp_path, "config.json").write_text('{"model_type": "xxx"}') |
| 124 | + with pytest.raises(InvalidModelTypeInConfigError): |
| 125 | + AsrLoader("onnx-community/whisper-tiny", tmp_path) |
| 126 | + |
| 127 | + |
| 128 | +def test_remote_config_not_found_error() -> None: |
| 129 | + with pytest.raises(IOError): # noqa: PT011 |
| 130 | + AsrLoader("alphacep/vosk-model-small-ru").resolve_config() |
| 131 | + |
| 132 | + |
| 133 | +def test_offline_config_not_found_error() -> None: |
| 134 | + with pytest.raises(FileNotFoundError): |
| 135 | + AsrLoader("alphacep/vosk-model-small-ru", offline=True).resolve_config() |
| 136 | + |
| 137 | + |
| 138 | +def test_resolve_model_file_not_found_error() -> None: |
| 139 | + loader = AsrLoader("onnx-community/whisper-tiny") |
| 140 | + with pytest.raises(ModelFileNotFoundError): |
| 141 | + loader.resolve_model(quantization="xxx") |
| 142 | + |
| 143 | + |
| 144 | +def test_more_than_one_model_file_found_error() -> None: |
| 145 | + loader = AsrLoader("onnx-community/whisper-tiny") |
| 146 | + with pytest.raises(MoreThanOneModelFileFoundError): |
| 147 | + loader.resolve_model(quantization="*int8") |
| 148 | + |
| 149 | + |
| 150 | +def test_with_offline_huggingface_hub() -> None: |
| 151 | + AsrLoader("onnx-community/whisper-tiny").resolve_model(quantization="uint8") |
| 152 | + |
| 153 | + AsrLoader("onnx-community/whisper-tiny", offline=True).resolve_model(quantization="uint8") |
| 154 | + |
| 155 | + |
| 156 | +def test_without_huggingface_hub(monkeypatch: pytest.MonkeyPatch) -> None: |
| 157 | + loader = AsrLoader("onnx-community/whisper-tiny") |
| 158 | + |
| 159 | + path = loader._download_model("uint8", local_files_only=False) |
| 160 | + |
| 161 | + monkeypatch.setitem(sys.modules, "huggingface_hub", None) |
| 162 | + loader_with_path = AsrLoader("onnx-community/whisper-tiny", path) |
| 163 | + assert loader_with_path.offline |
| 164 | + loader_with_path.resolve_model(quantization="uint8") |
| 165 | + |
| 166 | + |
| 167 | +@pytest.mark.parametrize("model", [*get_args(VadNames), "pyannote"]) |
| 168 | +def test_vad(model: str) -> None: |
| 169 | + loader = VadLoader(model) |
| 170 | + assert issubclass(loader.model_type, Vad) |
| 171 | + assert not loader.offline |
| 172 | + assert loader.local_dir is None |
| 173 | + assert isinstance(loader.repo_id, str) |
| 174 | + |
| 175 | + |
| 176 | +@pytest.mark.parametrize("model", [*get_args(VadNames), "pyannote"]) |
| 177 | +def test_vad_with_path(model: str, tmp_path: Path) -> None: |
| 178 | + loader = VadLoader(model, tmp_path) |
| 179 | + assert issubclass(loader.model_type, SileroVad | PyAnnoteVad) |
| 180 | + assert loader.offline |
| 181 | + assert loader.local_dir == tmp_path |
| 182 | + assert isinstance(loader.repo_id, str) |
| 183 | + |
| 184 | + |
| 185 | +def test_resolve_vad_file_not_found_error() -> None: |
| 186 | + loader = VadLoader("silero") |
| 187 | + with pytest.raises(ModelFileNotFoundError): |
| 188 | + loader.resolve_model(quantization="xxx") |
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