torchgeo/tests/datasets/test_patternnet.py

64 строки
2.3 KiB
Python

# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
import os
import shutil
from pathlib import Path
from typing import Generator
import pytest
import torch
import torch.nn as nn
from _pytest.monkeypatch import MonkeyPatch
import torchgeo.datasets.utils
from torchgeo.datasets import PatternNet
def download_url(url: str, root: str, *args: str, **kwargs: str) -> None:
shutil.copy(url, root)
class TestPatternNet:
@pytest.fixture(params=["train", "test"])
def dataset(
self, monkeypatch: Generator[MonkeyPatch, None, None], tmp_path: Path
) -> PatternNet:
monkeypatch.setattr( # type: ignore[attr-defined]
torchgeo.datasets.patternnet, "download_url", download_url
)
md5 = "5649754c78219a2c19074ff93666cc61"
monkeypatch.setattr(PatternNet, "md5", md5) # type: ignore[attr-defined]
url = os.path.join("tests", "data", "patternnet", "PatternNet.zip")
monkeypatch.setattr(PatternNet, "url", url) # type: ignore[attr-defined]
root = str(tmp_path)
transforms = nn.Identity() # type: ignore[attr-defined]
return PatternNet(root, transforms, download=True, checksum=True)
def test_getitem(self, dataset: PatternNet) -> None:
x = dataset[0]
assert isinstance(x, dict)
assert isinstance(x["image"], torch.Tensor)
assert isinstance(x["label"], torch.Tensor)
assert x["image"].shape[0] == 3
def test_len(self, dataset: PatternNet) -> None:
assert len(dataset) == 2
def test_already_downloaded(self, dataset: PatternNet, tmp_path: Path) -> None:
PatternNet(root=str(tmp_path), download=True)
def test_already_downloaded_not_extracted(
self, dataset: PatternNet, tmp_path: Path
) -> None:
shutil.rmtree(dataset.root)
download_url(dataset.url, root=str(tmp_path))
PatternNet(root=str(tmp_path), download=False)
def test_not_downloaded(self, tmp_path: Path) -> None:
err = "Dataset not found in `root` directory and `download=False`, "
"either specify a different `root` directory or use `download=True` "
"to automaticaly download the dataset."
with pytest.raises(RuntimeError, match=err):
PatternNet(str(tmp_path))