From a18b38292cbaa1ea82caa86d2e1858787897d819 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Sat, 25 Dec 2021 16:27:10 -0600 Subject: [PATCH 01/21] Refactor RegressionTask testing --- conf/task_defaults/cowc_counting.yaml | 1 + tests/data/README.md | 10 +- .../COWC_Counting_Columbus_CSUAV_AFRL.tbz | Bin 378 -> 523 bytes .../COWC_Counting_Potsdam_ISPRS.tbz | Bin 353 -> 509 bytes .../COWC_Counting_Selwyn_LINZ.tbz | Bin 357 -> 523 bytes .../COWC_Counting_Toronto_ISPRS.tbz | Bin 358 -> 509 bytes .../cowc_counting/COWC_Counting_Utah_AGRC.tbz | Bin 357 -> 512 bytes .../COWC_Counting_Vaihingen_ISPRS.tbz | Bin 365 -> 522 bytes .../cowc_counting/COWC_test_list_64_class.txt | 12 +-- .../COWC_test_list_64_class.txt.bz2 | Bin 176 -> 163 bytes .../COWC_train_list_64_class.txt | 24 ++--- .../COWC_train_list_64_class.txt.bz2 | Bin 221 -> 212 bytes .../Columbus_CSUAV_AFRL/test/fake_09.png | Bin 69 -> 0 bytes .../Columbus_CSUAV_AFRL/test/fake_15.png | Bin 0 -> 91 bytes .../Columbus_CSUAV_AFRL/train/fake_09.png | Bin 69 -> 0 bytes .../Columbus_CSUAV_AFRL/train/fake_10.png | Bin 69 -> 0 bytes .../Columbus_CSUAV_AFRL/train/fake_13.png | Bin 0 -> 91 bytes .../Columbus_CSUAV_AFRL/train/fake_14.png | Bin 0 -> 91 bytes .../Potsdam_ISPRS/test/fake_05.png | Bin 69 -> 0 bytes .../Potsdam_ISPRS/test/fake_9.png | Bin 0 -> 91 bytes .../Potsdam_ISPRS/train/fake_05.png | Bin 69 -> 0 bytes .../Potsdam_ISPRS/train/fake_06.png | Bin 69 -> 0 bytes .../Potsdam_ISPRS/train/fake_7.png | Bin 0 -> 91 bytes .../Potsdam_ISPRS/train/fake_8.png | Bin 0 -> 91 bytes .../Selwyn_LINZ/test/fake_03.png | Bin 69 -> 0 bytes .../cowc_counting/Selwyn_LINZ/test/fake_6.png | Bin 0 -> 91 bytes .../Selwyn_LINZ/train/fake_03.png | Bin 69 -> 0 bytes .../Selwyn_LINZ/train/fake_04.png | Bin 69 -> 0 bytes .../Selwyn_LINZ/train/fake_4.png | Bin 0 -> 91 bytes .../Selwyn_LINZ/train/fake_5.png | Bin 0 -> 91 bytes .../Toronto_ISPRS/test/fake_01.png | Bin 69 -> 0 bytes .../Toronto_ISPRS/test/fake_3.png | Bin 0 -> 91 bytes .../Toronto_ISPRS/train/fake_01.png | Bin 69 -> 0 bytes .../Toronto_ISPRS/train/fake_02.png | Bin 69 -> 0 bytes .../Toronto_ISPRS/train/fake_1.png | Bin 0 -> 91 bytes .../Toronto_ISPRS/train/fake_2.png | Bin 0 -> 91 bytes .../cowc_counting/Utah_AGRC/test/fake_11.png | Bin 69 -> 0 bytes .../cowc_counting/Utah_AGRC/test/fake_18.png | Bin 0 -> 91 bytes .../cowc_counting/Utah_AGRC/train/fake_11.png | Bin 69 -> 0 bytes .../cowc_counting/Utah_AGRC/train/fake_12.png | Bin 69 -> 0 bytes .../cowc_counting/Utah_AGRC/train/fake_16.png | Bin 0 -> 91 bytes .../cowc_counting/Utah_AGRC/train/fake_17.png | Bin 0 -> 91 bytes .../Vaihingen_ISPRS/test/fake_07.png | Bin 69 -> 0 bytes .../Vaihingen_ISPRS/test/fake_12.png | Bin 0 -> 91 bytes .../Vaihingen_ISPRS/train/fake_07.png | Bin 69 -> 0 bytes .../Vaihingen_ISPRS/train/fake_08.png | Bin 69 -> 0 bytes .../Vaihingen_ISPRS/train/fake_10.png | Bin 0 -> 91 bytes .../Vaihingen_ISPRS/train/fake_11.png | Bin 0 -> 91 bytes tests/data/cowc_counting/data.py | 83 ++++++++++++++++ .../COWC_Detection_Columbus_CSUAV_AFRL.tbz | Bin 377 -> 537 bytes .../COWC_Detection_Potsdam_ISPRS.tbz | Bin 352 -> 508 bytes .../COWC_Detection_Selwyn_LINZ.tbz | Bin 358 -> 518 bytes .../COWC_Detection_Toronto_ISPRS.tbz | Bin 361 -> 516 bytes .../COWC_Detection_Utah_AGRC.tbz | Bin 355 -> 506 bytes .../COWC_Detection_Vaihingen_ISPRS.tbz | Bin 364 -> 527 bytes .../COWC_test_list_detection.txt | 12 +-- .../COWC_test_list_detection.txt.bz2 | Bin 171 -> 160 bytes .../COWC_train_list_detection.txt | 24 ++--- .../COWC_train_list_detection.txt.bz2 | Bin 216 -> 206 bytes .../Columbus_CSUAV_AFRL/test/fake_09.png | Bin 69 -> 0 bytes .../Columbus_CSUAV_AFRL/test/fake_15.png | Bin 0 -> 91 bytes .../Columbus_CSUAV_AFRL/train/fake_09.png | Bin 69 -> 0 bytes .../Columbus_CSUAV_AFRL/train/fake_10.png | Bin 69 -> 0 bytes .../Columbus_CSUAV_AFRL/train/fake_13.png | Bin 0 -> 91 bytes .../Columbus_CSUAV_AFRL/train/fake_14.png | Bin 0 -> 91 bytes .../Potsdam_ISPRS/test/fake_05.png | Bin 69 -> 0 bytes .../Potsdam_ISPRS/test/fake_9.png | Bin 0 -> 91 bytes .../Potsdam_ISPRS/train/fake_05.png | Bin 69 -> 0 bytes .../Potsdam_ISPRS/train/fake_06.png | Bin 69 -> 0 bytes .../Potsdam_ISPRS/train/fake_7.png | Bin 0 -> 91 bytes .../Potsdam_ISPRS/train/fake_8.png | Bin 0 -> 91 bytes .../Selwyn_LINZ/test/fake_03.png | Bin 69 -> 0 bytes .../Selwyn_LINZ/test/fake_6.png | Bin 0 -> 91 bytes .../Selwyn_LINZ/train/fake_03.png | Bin 69 -> 0 bytes .../Selwyn_LINZ/train/fake_04.png | Bin 69 -> 0 bytes .../Selwyn_LINZ/train/fake_4.png | Bin 0 -> 91 bytes .../Selwyn_LINZ/train/fake_5.png | Bin 0 -> 91 bytes .../Toronto_ISPRS/test/fake_01.png | Bin 69 -> 0 bytes .../Toronto_ISPRS/test/fake_3.png | Bin 0 -> 91 bytes .../Toronto_ISPRS/train/fake_01.png | Bin 69 -> 0 bytes .../Toronto_ISPRS/train/fake_02.png | Bin 69 -> 0 bytes .../Toronto_ISPRS/train/fake_1.png | Bin 0 -> 91 bytes .../Toronto_ISPRS/train/fake_2.png | Bin 0 -> 91 bytes .../cowc_detection/Utah_AGRC/test/fake_11.png | Bin 69 -> 0 bytes .../cowc_detection/Utah_AGRC/test/fake_18.png | Bin 0 -> 91 bytes .../Utah_AGRC/train/fake_11.png | Bin 69 -> 0 bytes .../Utah_AGRC/train/fake_12.png | Bin 69 -> 0 bytes .../Utah_AGRC/train/fake_16.png | Bin 0 -> 91 bytes .../Utah_AGRC/train/fake_17.png | Bin 0 -> 91 bytes .../Vaihingen_ISPRS/test/fake_07.png | Bin 69 -> 0 bytes .../Vaihingen_ISPRS/test/fake_12.png | Bin 0 -> 91 bytes .../Vaihingen_ISPRS/train/fake_07.png | Bin 69 -> 0 bytes .../Vaihingen_ISPRS/train/fake_08.png | Bin 69 -> 0 bytes .../Vaihingen_ISPRS/train/fake_10.png | Bin 0 -> 91 bytes .../Vaihingen_ISPRS/train/fake_11.png | Bin 0 -> 91 bytes tests/data/cowc_detection/data.py | 83 ++++++++++++++++ tests/datamodules/test_cowc.py | 30 ------ tests/datamodules/test_cyclone.py | 30 ------ tests/datasets/test_cowc.py | 32 +++---- tests/trainers/test_regression.py | 89 +++++++----------- 100 files changed, 257 insertions(+), 173 deletions(-) delete mode 100644 tests/data/cowc_counting/Columbus_CSUAV_AFRL/test/fake_09.png create mode 100644 tests/data/cowc_counting/Columbus_CSUAV_AFRL/test/fake_15.png delete mode 100644 tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_09.png delete mode 100644 tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_10.png create mode 100644 tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_13.png create mode 100644 tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_14.png delete mode 100644 tests/data/cowc_counting/Potsdam_ISPRS/test/fake_05.png create mode 100644 tests/data/cowc_counting/Potsdam_ISPRS/test/fake_9.png delete mode 100644 tests/data/cowc_counting/Potsdam_ISPRS/train/fake_05.png delete mode 100644 tests/data/cowc_counting/Potsdam_ISPRS/train/fake_06.png create mode 100644 tests/data/cowc_counting/Potsdam_ISPRS/train/fake_7.png create mode 100644 tests/data/cowc_counting/Potsdam_ISPRS/train/fake_8.png delete mode 100644 tests/data/cowc_counting/Selwyn_LINZ/test/fake_03.png create mode 100644 tests/data/cowc_counting/Selwyn_LINZ/test/fake_6.png delete mode 100644 tests/data/cowc_counting/Selwyn_LINZ/train/fake_03.png delete mode 100644 tests/data/cowc_counting/Selwyn_LINZ/train/fake_04.png create mode 100644 tests/data/cowc_counting/Selwyn_LINZ/train/fake_4.png create mode 100644 tests/data/cowc_counting/Selwyn_LINZ/train/fake_5.png delete mode 100644 tests/data/cowc_counting/Toronto_ISPRS/test/fake_01.png create mode 100644 tests/data/cowc_counting/Toronto_ISPRS/test/fake_3.png delete mode 100644 tests/data/cowc_counting/Toronto_ISPRS/train/fake_01.png delete mode 100644 tests/data/cowc_counting/Toronto_ISPRS/train/fake_02.png create mode 100644 tests/data/cowc_counting/Toronto_ISPRS/train/fake_1.png create mode 100644 tests/data/cowc_counting/Toronto_ISPRS/train/fake_2.png delete mode 100644 tests/data/cowc_counting/Utah_AGRC/test/fake_11.png create mode 100644 tests/data/cowc_counting/Utah_AGRC/test/fake_18.png delete mode 100644 tests/data/cowc_counting/Utah_AGRC/train/fake_11.png delete mode 100644 tests/data/cowc_counting/Utah_AGRC/train/fake_12.png create mode 100644 tests/data/cowc_counting/Utah_AGRC/train/fake_16.png create mode 100644 tests/data/cowc_counting/Utah_AGRC/train/fake_17.png delete mode 100644 tests/data/cowc_counting/Vaihingen_ISPRS/test/fake_07.png create mode 100644 tests/data/cowc_counting/Vaihingen_ISPRS/test/fake_12.png delete mode 100644 tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_07.png delete mode 100644 tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_08.png create mode 100644 tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_10.png create mode 100644 tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_11.png create mode 100755 tests/data/cowc_counting/data.py delete mode 100644 tests/data/cowc_detection/Columbus_CSUAV_AFRL/test/fake_09.png create mode 100644 tests/data/cowc_detection/Columbus_CSUAV_AFRL/test/fake_15.png delete mode 100644 tests/data/cowc_detection/Columbus_CSUAV_AFRL/train/fake_09.png delete mode 100644 tests/data/cowc_detection/Columbus_CSUAV_AFRL/train/fake_10.png create mode 100644 tests/data/cowc_detection/Columbus_CSUAV_AFRL/train/fake_13.png create mode 100644 tests/data/cowc_detection/Columbus_CSUAV_AFRL/train/fake_14.png delete mode 100644 tests/data/cowc_detection/Potsdam_ISPRS/test/fake_05.png create mode 100644 tests/data/cowc_detection/Potsdam_ISPRS/test/fake_9.png delete mode 100644 tests/data/cowc_detection/Potsdam_ISPRS/train/fake_05.png delete mode 100644 tests/data/cowc_detection/Potsdam_ISPRS/train/fake_06.png create mode 100644 tests/data/cowc_detection/Potsdam_ISPRS/train/fake_7.png create mode 100644 tests/data/cowc_detection/Potsdam_ISPRS/train/fake_8.png delete mode 100644 tests/data/cowc_detection/Selwyn_LINZ/test/fake_03.png create mode 100644 tests/data/cowc_detection/Selwyn_LINZ/test/fake_6.png delete mode 100644 tests/data/cowc_detection/Selwyn_LINZ/train/fake_03.png delete mode 100644 tests/data/cowc_detection/Selwyn_LINZ/train/fake_04.png create mode 100644 tests/data/cowc_detection/Selwyn_LINZ/train/fake_4.png create mode 100644 tests/data/cowc_detection/Selwyn_LINZ/train/fake_5.png delete mode 100644 tests/data/cowc_detection/Toronto_ISPRS/test/fake_01.png create mode 100644 tests/data/cowc_detection/Toronto_ISPRS/test/fake_3.png delete mode 100644 tests/data/cowc_detection/Toronto_ISPRS/train/fake_01.png delete mode 100644 tests/data/cowc_detection/Toronto_ISPRS/train/fake_02.png create mode 100644 tests/data/cowc_detection/Toronto_ISPRS/train/fake_1.png create mode 100644 tests/data/cowc_detection/Toronto_ISPRS/train/fake_2.png delete mode 100644 tests/data/cowc_detection/Utah_AGRC/test/fake_11.png create mode 100644 tests/data/cowc_detection/Utah_AGRC/test/fake_18.png delete mode 100644 tests/data/cowc_detection/Utah_AGRC/train/fake_11.png delete mode 100644 tests/data/cowc_detection/Utah_AGRC/train/fake_12.png create mode 100644 tests/data/cowc_detection/Utah_AGRC/train/fake_16.png create mode 100644 tests/data/cowc_detection/Utah_AGRC/train/fake_17.png delete mode 100644 tests/data/cowc_detection/Vaihingen_ISPRS/test/fake_07.png create mode 100644 tests/data/cowc_detection/Vaihingen_ISPRS/test/fake_12.png delete mode 100644 tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_07.png delete mode 100644 tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_08.png create mode 100644 tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_10.png create mode 100644 tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_11.png create mode 100755 tests/data/cowc_detection/data.py delete mode 100644 tests/datamodules/test_cowc.py delete mode 100644 tests/datamodules/test_cyclone.py diff --git a/conf/task_defaults/cowc_counting.yaml b/conf/task_defaults/cowc_counting.yaml index a0d43a23462..c1a8be9aa83 100644 --- a/conf/task_defaults/cowc_counting.yaml +++ b/conf/task_defaults/cowc_counting.yaml @@ -4,6 +4,7 @@ experiment: model: resnet18 learning_rate: 1e-3 learning_rate_schedule_patience: 2 + pretrained: False datamodule: root_dir: "tests/data/cowc_counting" batch_size: 32 diff --git a/tests/data/README.md b/tests/data/README.md index 3884cbf382a..dd5c44addf5 100644 --- a/tests/data/README.md +++ b/tests/data/README.md @@ -16,7 +16,7 @@ ROOT = "data/landsat8" FILENAME = "LC08_L2SP_023032_20210622_20210629_02_T1_SR_B1.TIF" src = rasterio.open(os.path.join(ROOT, FILENAME)) -Z = np.arange(4, dtype=src.read().dtype).reshape(2, 2) +Z = np.random.randint(256, size=(64, 64), dtype=src.read().dtype) dst = rasterio.open(FILENAME, "w", driver=src.driver, height=Z.shape[0], width=Z.shape[1], count=src.count, dtype=Z.dtype, crs=src.crs, transform=src.transform) for i in range(1, dst.count + 1): dst.write(Z, i) @@ -54,7 +54,7 @@ VisionDataset data can be created like so. ```python from PIL import Image -img = Image.new("RGB", (1, 1)) +img = Image.new("RGB", (64, 64)) img.save("01.png") ``` @@ -63,7 +63,7 @@ img.save("01.png") ```python from PIL import Image -img = Image.new("L", (1, 1)) +img = Image.new("L", (64, 64)) img.save("02.jpg") ``` @@ -86,8 +86,8 @@ import numpy as np f = h5py.File("data.hdf5", "w") num_classes = 10 -images = np.random.randint(low=0, high=255, size=(1, 1, 3)).astype(np.uint8) -masks = np.random.randint(low=0, high=num_classes, size=(1, 1)).astype(np.uint8) +images = np.random.randint(low=0, high=255, size=(64, 64, 3)).astype(np.uint8) +masks = np.random.randint(low=0, high=num_classes, size=(64, 64)).astype(np.uint8) f.create_dataset("images", data=images) f.create_dataset("masks", data=masks) f.close() diff --git a/tests/data/cowc_counting/COWC_Counting_Columbus_CSUAV_AFRL.tbz b/tests/data/cowc_counting/COWC_Counting_Columbus_CSUAV_AFRL.tbz index 92dfe682ca0348ab94e67200c60539bd77b11067..c8100246406c9313e8ddf069cf2766a7c10a9b79 100644 GIT binary patch literal 523 zcmV+m0`&btT4*^jL0KkKS(&_C<^TbX|MmXbgwRp}|L%X~-vIZo-ars200dM)FhC&! 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+SUFFIX = "64_class" + +random.seed(0) + +sites = [ + "Toronto_ISPRS", + "Selwyn_LINZ", + "Potsdam_ISPRS", + "Vaihingen_ISPRS", + "Columbus_CSUAV_AFRL", + "Utah_AGRC", +] + +# Remove old data +for filename in glob.glob("COWC_*"): + os.remove(filename) +for site in sites: + if os.path.exists(site): + shutil.rmtree(site) + +i = 1 +data_list = {"train": [], "test": []} +image_md5s = [] +for site in sites: + # Create images + for split in ['train', 'train', 'test']: + directory = os.path.join(site, split) + os.makedirs(directory, exist_ok=True) + filename = os.path.join(directory, f"fake_{i}.png") + + img = Image.new('RGB', (SIZE, SIZE)) + img.save(filename) + + data_list[split].append((filename, random.randrange(STOP))) + + i += 1 + + # Compress images + filename = f"COWC_{PREFIX}_{site}.tbz" + with tarfile.open(filename, "w:bz2") as tar: + tar.add(site) + + # Compute checksums + with open(filename, "rb") as f: + image_md5s.append(hashlib.md5(f.read()).hexdigest()) + +label_md5s = [] +for 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zcmeAS@N?(olHy`uVBq!ia0vp^4j|0I1SD0tpLGH$B~KT}kcv5P4>Ixsd50E!_s`{L d7XdP1;6t8)0|R3>!;0@95l>e?mvv4FO#l*y6GZ?3 literal 0 HcmV?d00001 diff --git a/tests/data/cowc_detection/data.py b/tests/data/cowc_detection/data.py new file mode 100755 index 00000000000..e5707092895 --- /dev/null +++ b/tests/data/cowc_detection/data.py @@ -0,0 +1,83 @@ +#!/usr/bin/env python3 + +import bz2 +import csv +import hashlib +import glob +import os +import random +import shutil +import tarfile + +from PIL import Image + + +SIZE = 64 # image width/height +STOP = 2 # range of values for labels +PREFIX = "Detection" +SUFFIX = "detection" + +random.seed(0) + +sites = [ + "Toronto_ISPRS", + "Selwyn_LINZ", + "Potsdam_ISPRS", + "Vaihingen_ISPRS", + "Columbus_CSUAV_AFRL", + "Utah_AGRC", +] + +# Remove old data +for filename in glob.glob("COWC_*"): + os.remove(filename) +for site in sites: + if os.path.exists(site): + shutil.rmtree(site) + +i = 1 +data_list = {"train": [], "test": []} +image_md5s = [] +for site in sites: + # Create images + for split in ['train', 'train', 'test']: + directory = os.path.join(site, split) + os.makedirs(directory, exist_ok=True) + filename = os.path.join(directory, f"fake_{i}.png") + + img = Image.new('RGB', (SIZE, SIZE)) + img.save(filename) + + data_list[split].append((filename, random.randrange(STOP))) + + i += 1 + + # Compress images + filename = f"COWC_{PREFIX}_{site}.tbz" + with tarfile.open(filename, "w:bz2") as tar: + tar.add(site) + + # Compute checksums + with open(filename, "rb") as f: + image_md5s.append(hashlib.md5(f.read()).hexdigest()) + +label_md5s = [] +for split in ["train", "test"]: + # Create labels + filename = f"COWC_{split}_list_{SUFFIX}.txt" + with open(filename, "w", newline="") as csvfile: + csvwriter = csv.writer(csvfile, delimiter=" ") + csvwriter.writerows(data_list[split]) + + # Compress labels + with open(filename, "rb") as src: + with bz2.open(filename + ".bz2", "wb") as dst: + dst.write(src.read()) + + # Compute checksums + with open(filename + ".bz2", "rb") as f: + label_md5s.append(hashlib.md5(f.read()).hexdigest()) + +md5s = label_md5s + image_md5s +for md5 in md5s: + print(repr(md5) + ",") diff --git a/tests/datamodules/test_cowc.py b/tests/datamodules/test_cowc.py deleted file mode 100644 index 8b6e974f35b..00000000000 --- a/tests/datamodules/test_cowc.py +++ /dev/null @@ -1,30 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import COWCCountingDataModule - - -class TestCOWCCountingDataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> COWCCountingDataModule: - root = os.path.join("tests", "data", "cowc_counting") - seed = 0 - batch_size = 1 - num_workers = 0 - dm = COWCCountingDataModule(root, seed, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: COWCCountingDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: COWCCountingDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: COWCCountingDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_cyclone.py b/tests/datamodules/test_cyclone.py deleted file mode 100644 index 843cc1656ed..00000000000 --- a/tests/datamodules/test_cyclone.py +++ /dev/null @@ -1,30 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import CycloneDataModule - - -class TestCycloneDataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> CycloneDataModule: - root = os.path.join("tests", "data", "cyclone") - seed = 0 - batch_size = 1 - num_workers = 0 - dm = CycloneDataModule(root, seed, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: CycloneDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: CycloneDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: CycloneDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datasets/test_cowc.py b/tests/datasets/test_cowc.py index 209988d84d5..0cb1c6b7878 100644 --- a/tests/datasets/test_cowc.py +++ b/tests/datasets/test_cowc.py @@ -45,14 +45,14 @@ def dataset( COWCCounting, "base_url", base_url ) md5s = [ - "a729b6e29278a9a000aa349dad3c78cb", - "a8ff4c4de4b8c66bd9c5ec17f532b3a2", - "bc6b9493b8e39b87d189cadcc4823e05", - "f111948e2ac262c024c8fe32ba5b1434", - "8c333fcfa4168afa5376310958d15166", - "479670049aa9a48b4895cff6db3aa615", - "56043d4716ad0a1eedd392b0a543973b", - "b77193aef7c473379cd8d4e40d413137", + "660e70330f6f14d06fe21bb6c18456d3", + "029099f1daff5402c235c5ecf6f4bfca", + "652a6f13242475b92312be681a2da120", + "8c14d5ba1248ebd94f877f58299e5864", + "1566d8a1255c22bdd3b12e901081bf0d", + "7455ce50757674c1d0351901a575b0d0", + "33eb18145fdb76d35b0d25a46f51500d", + "c6da2ae0694aab9e85be4d2a60b68936", ] monkeypatch.setattr(COWCCounting, "md5s", md5s) # type: ignore[attr-defined] root = str(tmp_path) @@ -116,14 +116,14 @@ def dataset( COWCDetection, "base_url", base_url ) md5s = [ - "cc913824d9aa6c7af6f957dcc2cb9690", - "f8e07e70958d8d57ab464f62e9abab80", - "6a481cd785b0f16e9e1ab016a0695e57", - "e9578491977d291def2611b84c84fdfd", - "0bb1c285b170c23a8590cf2926fd224e", - "60fa485b16c0e5b28db756fd1d8a0438", - "97c886fb7558f4e8779628917ca64596", - "ab21a117b754e04e65c63f94aa648e33", + "8f74bb77c7e3032e451dae2ea5809c7b", + "253b9bd4da1cfedd4e5ce87751710e97", + "e272b0d36ac747b9cb5e3977be4cedf9", + "5cbff32b00213a5403a80b46d65acda2", + "d57ae3c60d6746a41861c4be03b8ed72", + "7d656906eedb9c5cda716ec6438ba549", + "44b801efa5c394b981c60ebe7f011465", + "6acfad4a31a914ff3b6e4af27406aae3", ] monkeypatch.setattr(COWCDetection, "md5s", md5s) # type: ignore[attr-defined] root = str(tmp_path) diff --git a/tests/trainers/test_regression.py b/tests/trainers/test_regression.py index ed3af3a3b63..5ed43e68225 100644 --- a/tests/trainers/test_regression.py +++ b/tests/trainers/test_regression.py @@ -2,73 +2,50 @@ # Licensed under the MIT License. import os -from typing import Any, Dict, Generator, cast +from typing import Any, Dict, cast import pytest -from _pytest.monkeypatch import MonkeyPatch from omegaconf import OmegaConf +from pytorch_lightning import LightningDataModule, Trainer -from torchgeo.datamodules import CycloneDataModule +from torchgeo.datamodules import COWCCountingDataModule, CycloneDataModule from torchgeo.trainers import RegressionTask -from .test_utils import mocked_log - class TestRegressionTask: - @pytest.fixture(scope="class") - def datamodule(self) -> CycloneDataModule: - root = os.path.join("tests", "data", "cyclone") - seed = 0 - batch_size = 1 - num_workers = 0 - dm = CycloneDataModule(root, seed, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - @pytest.fixture - def config(self) -> Dict[str, Any]: - task_conf = OmegaConf.load( - os.path.join("conf", "task_defaults", "cyclone.yaml") - ) - task_args = OmegaConf.to_object(task_conf.experiment.module) - task_args = cast(Dict[str, Any], task_args) - return task_args - - @pytest.fixture - def task( - self, config: Dict[str, Any], monkeypatch: Generator[MonkeyPatch, None, None] - ) -> RegressionTask: - task = RegressionTask(**config) - monkeypatch.setattr(task, "log", mocked_log) # type: ignore[attr-defined] - return task - - def test_configure_optimizers(self, task: RegressionTask) -> None: - out = task.configure_optimizers() - assert "optimizer" in out - assert "lr_scheduler" in out - - def test_training( - self, datamodule: CycloneDataModule, task: RegressionTask + @pytest.mark.parametrize( + "name,classname,datamodule_kwargs", + [ + ("cowc_counting", COWCCountingDataModule, {}), + ("cyclone", CycloneDataModule, {}), + ], + ) + def test_trainer( + self, + name: str, + classname: LightningDataModule, + datamodule_kwargs: Dict[Any, Any], ) -> None: - batch = next(iter(datamodule.train_dataloader())) - task.training_step(batch, 0) - task.training_epoch_end(0) + # Instantiate datamodule + root = os.path.join("tests", "data", name) + datamodule = classname( + root, seed=0, batch_size=1, num_workers=0, **datamodule_kwargs + ) - def test_validation( - self, datamodule: CycloneDataModule, task: RegressionTask - ) -> None: - batch = next(iter(datamodule.val_dataloader())) - task.validation_step(batch, 0) - task.validation_epoch_end(0) + # Instantiate model + model_conf = OmegaConf.load( + os.path.join("conf", "task_defaults", name + ".yaml") + ) + model_kwargs = OmegaConf.to_object(model_conf.experiment.module) + model_kwargs = cast(Dict[str, Any], model_kwargs) + model = RegressionTask(**model_kwargs) - def test_test(self, datamodule: CycloneDataModule, task: RegressionTask) -> None: - batch = next(iter(datamodule.test_dataloader())) - task.test_step(batch, 0) - task.test_epoch_end(0) + # Instantiate trainer + trainer = Trainer(fast_dev_run=True, log_every_n_steps=1) + trainer.fit(model=model, datamodule=datamodule) + trainer.test(model=model, datamodule=datamodule) - def test_invalid_model(self, config: Dict[str, Any]) -> None: - config["model"] = "invalid_model" + def test_invalid_model(self) -> None: error_message = "Model type 'invalid_model' is not valid." with pytest.raises(ValueError, match=error_message): - RegressionTask(**config) + RegressionTask(model="invalid_model") From ad47d27f1a7c90855e341930cadfe838109e359d Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Sat, 25 Dec 2021 16:44:42 -0600 Subject: [PATCH 02/21] Programmatically determine max value --- tests/data/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/data/README.md b/tests/data/README.md index dd5c44addf5..448aa96757b 100644 --- a/tests/data/README.md +++ b/tests/data/README.md @@ -16,7 +16,8 @@ ROOT = "data/landsat8" FILENAME = "LC08_L2SP_023032_20210622_20210629_02_T1_SR_B1.TIF" src = rasterio.open(os.path.join(ROOT, FILENAME)) -Z = np.random.randint(256, size=(64, 64), dtype=src.read().dtype) +dtype = src.read().dtype +Z = np.random.randint(np.iinfo(dtype).max, size=(64, 64), dtype=dtype) dst = rasterio.open(FILENAME, "w", driver=src.driver, height=Z.shape[0], width=Z.shape[1], count=src.count, dtype=Z.dtype, crs=src.crs, transform=src.transform) for i in range(1, dst.count + 1): dst.write(Z, i) From b6dffe37150093a057cf3dd3f40e3c14f26d131b Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Sat, 25 Dec 2021 21:51:38 -0600 Subject: [PATCH 03/21] Refactor ClassificationTask testing --- ...{bigearthnet.yaml => bigearthnet_all.yaml} | 2 +- conf/task_defaults/bigearthnet_s1.yaml | 16 + conf/task_defaults/bigearthnet_s2.yaml | 16 + conf/task_defaults/cowc_counting.yaml | 3 +- conf/task_defaults/cyclone.yaml | 3 +- conf/task_defaults/eurosat.yaml | 2 +- conf/task_defaults/resisc45.yaml | 2 +- .../{so2sat.yaml => so2sat_supervised.yaml} | 5 +- conf/task_defaults/so2sat_unsupervised.yaml | 16 + conf/task_defaults/ucmerced.yaml | 2 +- tests/data/README.md | 12 +- tests/data/cowc_counting/data.py | 7 +- tests/data/cowc_detection/data.py | 7 +- tests/data/so2sat/data.py | 44 +++ tests/data/so2sat/testing.h5 | Bin 186538 -> 75793 bytes tests/data/so2sat/training.h5 | Bin 186538 -> 75793 bytes tests/data/so2sat/validation.h5 | Bin 186538 -> 75793 bytes tests/datamodules/test_bigearthnet.py | 32 -- tests/datamodules/test_eurosat.py | 29 -- tests/datamodules/test_resisc45.py | 29 -- tests/datamodules/test_so2sat.py | 33 -- tests/datamodules/test_ucmerced.py | 29 -- tests/datasets/test_so2sat.py | 10 +- tests/trainers/test_classification.py | 340 ++++++------------ tests/trainers/test_regression.py | 34 +- 25 files changed, 249 insertions(+), 424 deletions(-) rename conf/task_defaults/{bigearthnet.yaml => bigearthnet_all.yaml} (94%) create mode 100644 conf/task_defaults/bigearthnet_s1.yaml create mode 100644 conf/task_defaults/bigearthnet_s2.yaml rename conf/task_defaults/{so2sat.yaml => so2sat_supervised.yaml} (81%) create mode 100644 conf/task_defaults/so2sat_unsupervised.yaml create mode 100755 tests/data/so2sat/data.py delete mode 100644 tests/datamodules/test_bigearthnet.py delete mode 100644 tests/datamodules/test_eurosat.py delete mode 100644 tests/datamodules/test_resisc45.py delete mode 100644 tests/datamodules/test_so2sat.py delete mode 100644 tests/datamodules/test_ucmerced.py diff --git a/conf/task_defaults/bigearthnet.yaml b/conf/task_defaults/bigearthnet_all.yaml similarity index 94% rename from conf/task_defaults/bigearthnet.yaml rename to conf/task_defaults/bigearthnet_all.yaml index c5c352861ba..ba55f85e709 100644 --- a/conf/task_defaults/bigearthnet.yaml +++ b/conf/task_defaults/bigearthnet_all.yaml @@ -12,5 +12,5 @@ experiment: root_dir: "tests/data/bigearthnet" bands: "all" num_classes: ${experiment.module.num_classes} - batch_size: 128 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/bigearthnet_s1.yaml b/conf/task_defaults/bigearthnet_s1.yaml new file mode 100644 index 00000000000..73e727a04ea --- /dev/null +++ b/conf/task_defaults/bigearthnet_s1.yaml @@ -0,0 +1,16 @@ +experiment: + task: "bigearthnet" + module: + loss: "bce" + classification_model: "resnet18" + learning_rate: 1e-3 + learning_rate_schedule_patience: 6 + weights: "random" + in_channels: 2 + num_classes: 19 + datamodule: + root_dir: "tests/data/bigearthnet" + bands: "s1" + num_classes: ${experiment.module.num_classes} + batch_size: 1 + num_workers: 0 diff --git a/conf/task_defaults/bigearthnet_s2.yaml b/conf/task_defaults/bigearthnet_s2.yaml new file mode 100644 index 00000000000..9b9983a461d --- /dev/null +++ b/conf/task_defaults/bigearthnet_s2.yaml @@ -0,0 +1,16 @@ +experiment: + task: "bigearthnet" + module: + loss: "bce" + classification_model: "resnet18" + learning_rate: 1e-3 + learning_rate_schedule_patience: 6 + weights: "random" + in_channels: 12 + num_classes: 19 + datamodule: + root_dir: "tests/data/bigearthnet" + bands: "s2" + num_classes: ${experiment.module.num_classes} + batch_size: 1 + num_workers: 0 diff --git a/conf/task_defaults/cowc_counting.yaml b/conf/task_defaults/cowc_counting.yaml index c1a8be9aa83..4a4ab2f9abb 100644 --- a/conf/task_defaults/cowc_counting.yaml +++ b/conf/task_defaults/cowc_counting.yaml @@ -7,5 +7,6 @@ experiment: pretrained: False datamodule: root_dir: "tests/data/cowc_counting" - batch_size: 32 + seed: 0 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/cyclone.yaml b/conf/task_defaults/cyclone.yaml index 3e2fe918094..ba3d039f9d7 100644 --- a/conf/task_defaults/cyclone.yaml +++ b/conf/task_defaults/cyclone.yaml @@ -7,5 +7,6 @@ experiment: pretrained: False datamodule: root_dir: "tests/data/cyclone" - batch_size: 32 + seed: 0 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/eurosat.yaml b/conf/task_defaults/eurosat.yaml index dd40b85f6c9..9161c2c0cae 100644 --- a/conf/task_defaults/eurosat.yaml +++ b/conf/task_defaults/eurosat.yaml @@ -10,5 +10,5 @@ experiment: num_classes: 10 datamodule: root_dir: "tests/data/eurosat" - batch_size: 128 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/resisc45.yaml b/conf/task_defaults/resisc45.yaml index a657cc5d02a..e95efe9af89 100644 --- a/conf/task_defaults/resisc45.yaml +++ b/conf/task_defaults/resisc45.yaml @@ -10,5 +10,5 @@ experiment: num_classes: 45 datamodule: root_dir: "tests/data/resisc45" - batch_size: 128 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/so2sat.yaml b/conf/task_defaults/so2sat_supervised.yaml similarity index 81% rename from conf/task_defaults/so2sat.yaml rename to conf/task_defaults/so2sat_supervised.yaml index be6a4e0f5c9..0f215c24c84 100644 --- a/conf/task_defaults/so2sat.yaml +++ b/conf/task_defaults/so2sat_supervised.yaml @@ -1,7 +1,7 @@ experiment: task: "so2sat" module: - loss: "ce" + loss: "focal" classification_model: "resnet18" learning_rate: 1e-3 learning_rate_schedule_patience: 6 @@ -10,6 +10,7 @@ experiment: num_classes: 17 datamodule: root_dir: "tests/data/so2sat" - batch_size: 128 + batch_size: 1 num_workers: 0 bands: "rgb" + unsupervised_mode: False diff --git a/conf/task_defaults/so2sat_unsupervised.yaml b/conf/task_defaults/so2sat_unsupervised.yaml new file mode 100644 index 00000000000..ec51d18c4a6 --- /dev/null +++ b/conf/task_defaults/so2sat_unsupervised.yaml @@ -0,0 +1,16 @@ +experiment: + task: "so2sat" + module: + loss: "jaccard" + classification_model: "resnet18" + learning_rate: 1e-3 + learning_rate_schedule_patience: 6 + weights: "random" + in_channels: 3 + num_classes: 17 + datamodule: + root_dir: "tests/data/so2sat" + batch_size: 1 + num_workers: 0 + bands: "rgb" + unsupervised_mode: True diff --git a/conf/task_defaults/ucmerced.yaml b/conf/task_defaults/ucmerced.yaml index 2742fa329c8..31f7dba2960 100644 --- a/conf/task_defaults/ucmerced.yaml +++ b/conf/task_defaults/ucmerced.yaml @@ -10,5 +10,5 @@ experiment: num_classes: 21 datamodule: root_dir: "tests/data/ucmerced" - batch_size: 128 + batch_size: 1 num_workers: 0 diff --git a/tests/data/README.md b/tests/data/README.md index 448aa96757b..96420d70642 100644 --- a/tests/data/README.md +++ b/tests/data/README.md @@ -84,14 +84,12 @@ wavfile.write("01.wav", rate=22050, data=audio) import h5py import numpy as np -f = h5py.File("data.hdf5", "w") - num_classes = 10 -images = np.random.randint(low=0, high=255, size=(64, 64, 3)).astype(np.uint8) -masks = np.random.randint(low=0, high=num_classes, size=(64, 64)).astype(np.uint8) -f.create_dataset("images", data=images) -f.create_dataset("masks", data=masks) -f.close() +images = np.random.randint(256, size=(64, 64, 3), dtype=np.uint8) +masks = np.random.randint(num_classes, size=(64, 64), dtype=np.uint8) +with h5py.File("data.hdf5", "w") as f: + f.create_dataset("images", data=images) + f.create_dataset("masks", data=masks) ``` ### LAS Point Cloud files diff --git a/tests/data/cowc_counting/data.py b/tests/data/cowc_counting/data.py index fd2b14347dc..e82c9b39289 100755 --- a/tests/data/cowc_counting/data.py +++ b/tests/data/cowc_counting/data.py @@ -1,5 +1,8 @@ #!/usr/bin/env python3 +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License. + import bz2 import csv import hashlib @@ -40,12 +43,12 @@ image_md5s = [] for site in sites: # Create images - for split in ['train', 'train', 'test']: + for split in ["train", "train", "test"]: directory = os.path.join(site, split) os.makedirs(directory, exist_ok=True) filename = os.path.join(directory, f"fake_{i}.png") - img = Image.new('RGB', (SIZE, SIZE)) + img = Image.new("RGB", (SIZE, SIZE)) img.save(filename) data_list[split].append((filename, random.randrange(STOP))) diff --git a/tests/data/cowc_detection/data.py b/tests/data/cowc_detection/data.py index e5707092895..050796b3148 100755 --- a/tests/data/cowc_detection/data.py +++ b/tests/data/cowc_detection/data.py @@ -1,5 +1,8 @@ #!/usr/bin/env python3 +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License. + import bz2 import csv import hashlib @@ -40,12 +43,12 @@ image_md5s = [] for site in sites: # Create images - for split in ['train', 'train', 'test']: + for split in ["train", "train", "test"]: directory = os.path.join(site, split) os.makedirs(directory, exist_ok=True) filename = os.path.join(directory, f"fake_{i}.png") - img = Image.new('RGB', (SIZE, SIZE)) + img = Image.new("RGB", (SIZE, SIZE)) img.save(filename) data_list[split].append((filename, random.randrange(STOP))) diff --git a/tests/data/so2sat/data.py b/tests/data/so2sat/data.py new file mode 100755 index 00000000000..f0a2c01f2aa --- /dev/null +++ b/tests/data/so2sat/data.py @@ -0,0 +1,44 @@ +#!/usr/bin/env python3 + +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License. + +import hashlib +import os + +import h5py +import numpy as np + + +SIZE = 64 # image width/height +NUM_CLASSES = 17 +NUM_SAMPLES = 1 + +np.random.seed(0) + +for split in ["training", "validation", "testing"]: + filename = f"{split}.h5" + + # Remove old data + if os.path.exists(filename): + os.remove(filename) + + # Random one hot encoding + label = np.eye(NUM_CLASSES, dtype=np.uint8)[ + np.random.choice(NUM_CLASSES, NUM_SAMPLES) + ] + + # Random images + sen1 = np.random.randint(256, size=(NUM_SAMPLES, SIZE, SIZE, 8), dtype=np.uint8) + sen2 = np.random.randint(256, size=(NUM_SAMPLES, SIZE, SIZE, 10), dtype=np.uint8) + + # Create datasets + with h5py.File(filename, "w") as f: + f.create_dataset("label", data=label) + f.create_dataset("sen1", data=sen1) + f.create_dataset("sen2", data=sen2) + + # Compute checksums + with open(filename, "rb") as f: + md5 = hashlib.md5(f.read()).hexdigest() + print(repr(split.replace("ing", "")) + 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z3bk*sj%be;pnE(GLZ!>}BjZHU7Uvb<81%;YA|!rOhXQX%y0 BigEarthNetDataModule: - bands = request.param - root = os.path.join("tests", "data", "bigearthnet") - num_classes = 19 - batch_size = 1 - num_workers = 0 - dm = BigEarthNetDataModule(root, bands, num_classes, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: BigEarthNetDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: BigEarthNetDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: BigEarthNetDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_eurosat.py b/tests/datamodules/test_eurosat.py deleted file mode 100644 index a8a51cd7b53..00000000000 --- a/tests/datamodules/test_eurosat.py +++ /dev/null @@ -1,29 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import EuroSATDataModule - - -class TestEuroSATDataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> EuroSATDataModule: - root = os.path.join("tests", "data", "eurosat") - batch_size = 1 - num_workers = 0 - dm = EuroSATDataModule(root, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: EuroSATDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: EuroSATDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: EuroSATDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_resisc45.py b/tests/datamodules/test_resisc45.py deleted file mode 100644 index e1b9baa83f5..00000000000 --- a/tests/datamodules/test_resisc45.py +++ /dev/null @@ -1,29 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import RESISC45DataModule - - -class TestRESISC45DataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> RESISC45DataModule: - root = os.path.join("tests", "data", "resisc45") - batch_size = 2 - num_workers = 0 - dm = RESISC45DataModule(root, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: RESISC45DataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: RESISC45DataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: RESISC45DataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_so2sat.py b/tests/datamodules/test_so2sat.py deleted file mode 100644 index 2f732306901..00000000000 --- a/tests/datamodules/test_so2sat.py +++ /dev/null @@ -1,33 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest -from _pytest.fixtures import SubRequest - -from torchgeo.datamodules import So2SatDataModule - -pytest.importorskip("h5py") - - -class TestSo2SatDataModule: - @pytest.fixture(scope="class", params=zip([True, False], ["rgb", "s2"])) - def datamodule(self, request: SubRequest) -> So2SatDataModule: - unsupervised_mode, bands = request.param - root = os.path.join("tests", "data", "so2sat") - batch_size = 2 - num_workers = 0 - dm = So2SatDataModule(root, batch_size, num_workers, bands, unsupervised_mode) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: So2SatDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: So2SatDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: So2SatDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_ucmerced.py b/tests/datamodules/test_ucmerced.py deleted file mode 100644 index 8dd7ab83360..00000000000 --- a/tests/datamodules/test_ucmerced.py +++ /dev/null @@ -1,29 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import UCMercedDataModule - - -class TestUCMercedDataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> UCMercedDataModule: - root = os.path.join("tests", "data", "ucmerced") - batch_size = 2 - num_workers = 0 - dm = UCMercedDataModule(root, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: UCMercedDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: UCMercedDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: UCMercedDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datasets/test_so2sat.py b/tests/datasets/test_so2sat.py index 7df9fe5dd2b..5229ea14bb4 100644 --- a/tests/datasets/test_so2sat.py +++ b/tests/datasets/test_so2sat.py @@ -24,9 +24,9 @@ def dataset( self, monkeypatch: Generator[MonkeyPatch, None, None], request: SubRequest ) -> So2Sat: md5s = { - "train": "2fa6b9d8995e3b6272af42719f05aaa2", - "validation": "fe3dbf74971766d5038f6cbc0b1390ae", - "test": "87d428eff44267ca642fc739cc442331", + "train": "82e0f2d51766b89cb905dbaf8275eb5b", + "validation": "bf292ae4737c1698b1a3c6f5e742e0e1", + "test": "9a3bbe181b038d4e51f122c4be3c569e", } monkeypatch.setattr(So2Sat, "md5s", md5s) # type: ignore[attr-defined] @@ -57,13 +57,13 @@ def test_getitem(self, dataset: So2Sat) -> None: assert isinstance(x["label"], torch.Tensor) def test_len(self, dataset: So2Sat) -> None: - assert len(dataset) == 10 + assert len(dataset) == 1 def test_out_of_bounds(self, dataset: So2Sat) -> None: # h5py at version 2.10.0 raises a ValueError instead of an IndexError so we # check for both here with pytest.raises((IndexError, ValueError)): - dataset[10] + dataset[1] def test_invalid_split(self) -> None: with pytest.raises(AssertionError): diff --git a/tests/trainers/test_classification.py b/tests/trainers/test_classification.py index 4033f7bf5ee..b8f9d239dcd 100644 --- a/tests/trainers/test_classification.py +++ b/tests/trainers/test_classification.py @@ -2,250 +2,138 @@ # Licensed under the MIT License. import os -from typing import Any, Dict, Generator, Optional, cast +from typing import Any, Dict, Union, cast import pytest -import pytorch_lightning as pl -import torch -import torch.nn.functional as F -from _pytest.fixtures import SubRequest -from _pytest.monkeypatch import MonkeyPatch from omegaconf import OmegaConf -from torch import Tensor -from torch.utils.data import DataLoader, Dataset, TensorDataset - +from pytorch_lightning import LightningDataModule, Trainer + +from torchgeo.datamodules import ( + BigEarthNetDataModule, + EuroSATDataModule, + RESISC45DataModule, + So2SatDataModule, + UCMercedDataModule, +) from torchgeo.trainers import ClassificationTask, MultiLabelClassificationTask -from .test_utils import mocked_log - - -class DummyDataset(Dataset): # type: ignore[type-arg] - def __init__(self, num_channels: int, num_classes: int, multilabel: bool) -> None: - x = torch.randn(10, num_channels, 128, 128) # (b, c, h, w) - y = torch.randint( # type: ignore[attr-defined] - 0, num_classes, size=(10,) - ) # (b,) - - if multilabel: - y = F.one_hot(y, num_classes=num_classes) # (b, classes) - - self.dataset = TensorDataset(x, y) - - def __len__(self) -> int: - return len(self.dataset) - - def __getitem__(self, idx: int) -> Dict[str, Tensor]: - x, y = self.dataset[idx] - sample = {"image": x, "label": y} - return sample +class TestClassificationTask: + @pytest.mark.parametrize( + "name,classname", + [ + ("eurosat", EuroSATDataModule), + ("resisc45", RESISC45DataModule), + ("so2sat_supervised", So2SatDataModule), + ("so2sat_unsupervised", So2SatDataModule), + ("ucmerced", UCMercedDataModule), + ], + ) + def test_trainer(self, name: str, classname: LightningDataModule) -> None: + if name == "so2sat": + pytest.importorskip("h5py") -class DummyDataModule(pl.LightningDataModule): - def __init__( - self, - num_channels: int, - num_classes: int, - multilabel: bool, - batch_size: int = 1, - num_workers: int = 0, - ) -> None: - super().__init__() # type: ignore[no-untyped-call] - self.num_channels = num_channels - self.num_classes = num_classes - self.multilabel = multilabel - self.batch_size = batch_size - self.num_workers = num_workers - - def setup(self, stage: Optional[str] = None) -> None: - self.dataset = DummyDataset( - num_channels=self.num_channels, - num_classes=self.num_classes, - multilabel=self.multilabel, - ) - - def train_dataloader(self) -> DataLoader: # type: ignore[type-arg] - return DataLoader( - self.dataset, batch_size=self.batch_size, num_workers=self.num_workers - ) - - def val_dataloader(self) -> DataLoader: # type: ignore[type-arg] - return DataLoader( - self.dataset, batch_size=self.batch_size, num_workers=self.num_workers - ) - - def test_dataloader(self) -> DataLoader: # type: ignore[type-arg] - return DataLoader( - self.dataset, batch_size=self.batch_size, num_workers=self.num_workers - ) + conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) + conf_dict = OmegaConf.to_object(conf.experiment) + conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) + # Instantiate datamodule + datamodule_kwargs = conf_dict["datamodule"] + datamodule = classname(**datamodule_kwargs) -class TestClassificationTask: + # Instantiate model + model_kwargs = conf_dict["module"] + model = ClassificationTask(**model_kwargs) - num_classes = 10 - - @pytest.fixture(scope="class", params=[2, 3, 5]) - def datamodule(self, request: SubRequest) -> DummyDataModule: - dm = DummyDataModule( - num_channels=request.param, - num_classes=self.num_classes, - multilabel=False, - batch_size=2, - num_workers=0, - ) - dm.prepare_data() - dm.setup() - return dm - - @pytest.fixture( - scope="class", - params=zip( - ["ce", "jaccard", "focal"], - ["random", "random", "random"], - ["resnet18", "hrnet_w18_small_v2", "tf_efficientnet_b0"], - ), - ) - def config( - self, request: SubRequest, datamodule: DummyDataModule - ) -> Dict[str, Any]: - loss, weights, model = request.param - task_args: Dict[str, Any] = {} - task_args["classification_model"] = model - task_args["learning_rate"] = 3e-4 - task_args["learning_rate_schedule_patience"] = 6 - task_args["in_channels"] = datamodule.num_channels - task_args["loss"] = loss - task_args["num_classes"] = self.num_classes - task_args["weights"] = weights - return task_args + # Instantiate trainer + trainer = Trainer(fast_dev_run=True, log_every_n_steps=1) + trainer.fit(model=model, datamodule=datamodule) + trainer.test(model=model, datamodule=datamodule) @pytest.fixture - def task( - self, config: Dict[str, Any], monkeypatch: Generator[MonkeyPatch, None, None] - ) -> ClassificationTask: - task = ClassificationTask(**config) - monkeypatch.setattr(task, "log", mocked_log) # type: ignore[attr-defined] - return task - - def test_configure_optimizers(self, task: ClassificationTask) -> None: - out = task.configure_optimizers() - assert "optimizer" in out - assert "lr_scheduler" in out - - def test_training( - self, datamodule: DummyDataModule, task: ClassificationTask + def model_kwargs(self) -> Dict[str, Union[str, int]]: + return { + "classification_model": "resnet18", + "in_channels": 1, + "loss": "ce", + "num_classes": 1, + "weights": "random", + } + + def test_pretrained( + self, model_kwargs: Dict[str, Union[str, int]], checkpoint: str ) -> None: - batch = next(iter(datamodule.train_dataloader())) - task.training_step(batch, 0) - task.training_epoch_end(0) + model_kwargs["weights"] = checkpoint + with pytest.warns(UserWarning): + ClassificationTask(**model_kwargs) - def test_validation( - self, datamodule: DummyDataModule, task: ClassificationTask + def test_invalid_pretrained( + self, model_kwargs: Dict[str, Union[str, int]], checkpoint: str ) -> None: - batch = next(iter(datamodule.val_dataloader())) - task.validation_step(batch, 0) - task.validation_epoch_end(0) - - def test_test(self, datamodule: DummyDataModule, task: ClassificationTask) -> None: - batch = next(iter(datamodule.test_dataloader())) - task.test_step(batch, 0) - task.test_epoch_end(0) - - def test_pretrained(self, checkpoint: str) -> None: - task_conf = OmegaConf.load(os.path.join("conf", "task_defaults", "so2sat.yaml")) - task_args = OmegaConf.to_object(task_conf.experiment.module) - task_args = cast(Dict[str, Any], task_args) - task_args["weights"] = checkpoint - with pytest.warns(UserWarning): - ClassificationTask(**task_args) - - def test_invalid_model(self, config: Dict[str, Any]) -> None: - config["classification_model"] = "invalid_model" - error_message = "Model type 'invalid_model' is not a valid timm model." - with pytest.raises(ValueError, match=error_message): - ClassificationTask(**config) - - def test_invalid_loss(self, config: Dict[str, Any]) -> None: - config["loss"] = "invalid_loss" - config["classification_model"] = "resnet18" - error_message = "Loss type 'invalid_loss' is not valid." - with pytest.raises(ValueError, match=error_message): - ClassificationTask(**config) - - def test_invalid_weights(self, config: Dict[str, Any]) -> None: - config["weights"] = "invalid_weights" - error_message = "Weight type 'invalid_weights' is not valid." - with pytest.raises(ValueError, match=error_message): - ClassificationTask(**config) - - def test_invalid_pretrained(self, checkpoint: str, config: Dict[str, Any]) -> None: - config["weights"] = checkpoint - config["classification_model"] = "resnet50" - error_message = "Trying to load resnet18 weights into a resnet50" - with pytest.raises(ValueError, match=error_message): - ClassificationTask(**config) + model_kwargs["weights"] = checkpoint + model_kwargs["classification_model"] = "resnet50" + match = "Trying to load resnet18 weights into a resnet50" + with pytest.raises(ValueError, match=match): + ClassificationTask(**model_kwargs) + + def test_invalid_loss(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + model_kwargs["loss"] = "invalid_loss" + match = "Loss type 'invalid_loss' is not valid." + with pytest.raises(ValueError, match=match): + ClassificationTask(**model_kwargs) + + def test_invalid_model(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + model_kwargs["classification_model"] = "invalid_model" + match = "Model type 'invalid_model' is not a valid timm model." + with pytest.raises(ValueError, match=match): + ClassificationTask(**model_kwargs) + + def test_invalid_weights(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + model_kwargs["weights"] = "invalid_weights" + match = "Weight type 'invalid_weights' is not valid." + with pytest.raises(ValueError, match=match): + ClassificationTask(**model_kwargs) class TestMultiLabelClassificationTask: + @pytest.mark.parametrize( + "name,classname", + [ + ("bigearthnet_all", BigEarthNetDataModule), + ("bigearthnet_s1", BigEarthNetDataModule), + ("bigearthnet_s2", BigEarthNetDataModule), + ], + ) + def test_trainer(self, name: str, classname: LightningDataModule) -> None: + conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) + conf_dict = OmegaConf.to_object(conf.experiment) + conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) - num_classes = 10 - - @pytest.fixture(scope="class") - def datamodule(self, request: SubRequest) -> DummyDataModule: - dm = DummyDataModule( - num_channels=3, - num_classes=self.num_classes, - multilabel=True, - batch_size=2, - num_workers=0, - ) - dm.prepare_data() - dm.setup() - return dm - - @pytest.fixture(scope="class", params=zip(["bce", "bce"], ["random", "random"])) - def config( - self, datamodule: DummyDataModule, request: SubRequest - ) -> Dict[str, Any]: - task_args: Dict[str, Any] = {} - task_args["classification_model"] = "resnet18" - task_args["learning_rate"] = 3e-4 - task_args["learning_rate_schedule_patience"] = 6 - task_args["in_channels"] = datamodule.num_channels - loss, weights = request.param - task_args["loss"] = loss - task_args["num_classes"] = self.num_classes - task_args["weights"] = weights - return task_args + # Instantiate datamodule + datamodule_kwargs = conf_dict["datamodule"] + datamodule = classname(**datamodule_kwargs) - @pytest.fixture - def task( - self, config: Dict[str, Any], monkeypatch: Generator[MonkeyPatch, None, None] - ) -> MultiLabelClassificationTask: - task = MultiLabelClassificationTask(**config) - monkeypatch.setattr(task, "log", mocked_log) # type: ignore[attr-defined] - return task - - def test_training( - self, datamodule: DummyDataModule, task: ClassificationTask - ) -> None: - batch = next(iter(datamodule.train_dataloader())) - task.training_step(batch, 0) - task.training_epoch_end(0) + # Instantiate model + model_kwargs = conf_dict["module"] + model = MultiLabelClassificationTask(**model_kwargs) - def test_validation( - self, datamodule: DummyDataModule, task: ClassificationTask - ) -> None: - batch = next(iter(datamodule.val_dataloader())) - task.validation_step(batch, 0) - task.validation_epoch_end(0) - - def test_test(self, datamodule: DummyDataModule, task: ClassificationTask) -> None: - batch = next(iter(datamodule.test_dataloader())) - task.test_step(batch, 0) - task.test_epoch_end(0) - - def test_invalid_loss(self, config: Dict[str, Any]) -> None: - config["loss"] = "invalid_loss" - error_message = "Loss type 'invalid_loss' is not valid." - with pytest.raises(ValueError, match=error_message): - MultiLabelClassificationTask(**config) + # Instantiate trainer + trainer = Trainer(fast_dev_run=True, log_every_n_steps=1) + trainer.fit(model=model, datamodule=datamodule) + trainer.test(model=model, datamodule=datamodule) + + @pytest.fixture + def model_kwargs(self) -> Dict[str, Union[str, int]]: + return { + "classification_model": "resnet18", + "in_channels": 1, + "loss": "ce", + "num_classes": 1, + "weights": "random", + } + + def test_invalid_loss(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + model_kwargs["loss"] = "invalid_loss" + match = "Loss type 'invalid_loss' is not valid." + with pytest.raises(ValueError, match=match): + MultiLabelClassificationTask(**model_kwargs) diff --git a/tests/trainers/test_regression.py b/tests/trainers/test_regression.py index 5ed43e68225..91063624b2f 100644 --- a/tests/trainers/test_regression.py +++ b/tests/trainers/test_regression.py @@ -14,30 +14,20 @@ class TestRegressionTask: @pytest.mark.parametrize( - "name,classname,datamodule_kwargs", - [ - ("cowc_counting", COWCCountingDataModule, {}), - ("cyclone", CycloneDataModule, {}), - ], + "name,classname", + [("cowc_counting", COWCCountingDataModule), ("cyclone", CycloneDataModule)], ) - def test_trainer( - self, - name: str, - classname: LightningDataModule, - datamodule_kwargs: Dict[Any, Any], - ) -> None: + def test_trainer(self, name: str, classname: LightningDataModule) -> None: + conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) + conf_dict = OmegaConf.to_object(conf.experiment) + conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) + # Instantiate datamodule - root = os.path.join("tests", "data", name) - datamodule = classname( - root, seed=0, batch_size=1, num_workers=0, **datamodule_kwargs - ) + datamodule_kwargs = conf_dict["datamodule"] + datamodule = classname(**datamodule_kwargs) # Instantiate model - model_conf = OmegaConf.load( - os.path.join("conf", "task_defaults", name + ".yaml") - ) - model_kwargs = OmegaConf.to_object(model_conf.experiment.module) - model_kwargs = cast(Dict[str, Any], model_kwargs) + model_kwargs = conf_dict["module"] model = RegressionTask(**model_kwargs) # Instantiate trainer @@ -46,6 +36,6 @@ def test_trainer( trainer.test(model=model, datamodule=datamodule) def test_invalid_model(self) -> None: - error_message = "Model type 'invalid_model' is not valid." - with pytest.raises(ValueError, match=error_message): + match = "Model type 'invalid_model' is not valid." + with pytest.raises(ValueError, match=match): RegressionTask(model="invalid_model") From 5494788e9332e847774d31a64b2253f9c227c61b Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Sat, 25 Dec 2021 22:04:35 -0600 Subject: [PATCH 04/21] Silence warnings --- pyproject.toml | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 69cca9467a1..2de421fb297 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -79,10 +79,11 @@ match_dir = "(datamodules|datasets|losses|models|samplers|torchgeo|trainers|tran # Skip slow tests by default addopts = "-m 'not slow'" filterwarnings = [ - "ignore:.*Create unlinked descriptors is going to go away.*:DeprecationWarning", + "ignore:.*Create unlinked descriptors is going to go away:DeprecationWarning", # https://github.com/tensorflow/tensorboard/pull/5138 - "ignore:.*is a deprecated alias for the builtin.*:DeprecationWarning", - "ignore:.*Previous behaviour produces incorrect box coordinates.*:UserWarning", + "ignore:.*is a deprecated alias for the builtin:DeprecationWarning", + "ignore:Previous behaviour produces incorrect box coordinates:UserWarning", + "ignore:The dataloader, .*, does not have many workers which may be a bottleneck:UserWarning", ] markers = [ "slow: marks tests as slow", From 610d0a709a261b8ad73e2a16c4a5b8c264ad31a2 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 10:02:06 -0600 Subject: [PATCH 05/21] Refactor SegmentationTask testing --- conf/defaults.yaml | 14 ++- conf/task_defaults/byol.yaml | 2 +- conf/task_defaults/chesapeake_cvpr.yaml | 8 +- conf/task_defaults/etci2021.yaml | 2 +- conf/task_defaults/landcoverai.yaml | 4 +- conf/task_defaults/naipchesapeake.yaml | 4 +- conf/task_defaults/oscd.yaml | 8 +- conf/task_defaults/sen12ms.yaml | 3 +- tests/test_train.py | 9 +- tests/trainers/test_classification.py | 24 ++--- tests/trainers/test_regression.py | 4 +- tests/trainers/test_segmentation.py | 132 ++++++++++-------------- torchgeo/datamodules/landcoverai.py | 2 +- torchgeo/trainers/landcoverai.py | 5 +- 14 files changed, 100 insertions(+), 121 deletions(-) diff --git a/conf/defaults.yaml b/conf/defaults.yaml index ca50a41571e..1ccc0c9168f 100644 --- a/conf/defaults.yaml +++ b/conf/defaults.yaml @@ -1,7 +1,7 @@ config_file: null # This lets the user pass a config filename to load other arguments from program: # These are the arguments that define how the train.py script works - seed: 1337 + seed: 0 output_dir: output data_dir: data log_dir: logs @@ -16,16 +16,17 @@ experiment: # These are arugments specific to the experiment we are running root_dir: ${program.data_dir} seed: ${program.seed} batch_size: 32 - num_workers: 4 + num_workers: 0 # The values here are taken from the defaults here https://pytorch-lightning.readthedocs.io/en/1.3.8/common/trainer.html#init # this probably should be made into a schema, e.g. as shown https://omegaconf.readthedocs.io/en/2.0_branch/structured_config.html#merging-with-other-configs trainer: # These are the parameters passed to the pytorch lightning Trainer object logger: True - checkpoint_callback: True callbacks: null default_root_dir: null + detect_anomaly: False + enable_checkpointing: True gradient_clip_val: 0.0 gradient_clip_algorithm: 'norm' process_position: 0 @@ -43,7 +44,7 @@ trainer: # These are the parameters passed to the pytorch lightning Trainer obje accumulate_grad_batches: 1 max_epochs: null min_epochs: null - max_steps: null + max_steps: -1 min_steps: null max_time: null limit_train_batches: 1.0 @@ -51,8 +52,7 @@ trainer: # These are the parameters passed to the pytorch lightning Trainer obje limit_test_batches: 1.0 limit_predict_batches: 1.0 val_check_interval: 1.0 - flush_logs_every_n_steps: 100 - log_every_n_steps: 50 + log_every_n_steps: 1 accelerator: null sync_batchnorm: False precision: 32 @@ -66,9 +66,7 @@ trainer: # These are the parameters passed to the pytorch lightning Trainer obje reload_dataloaders_every_epoch: False auto_lr_find: False replace_sampler_ddp: True - terminate_on_nan: False auto_scale_batch_size: False - prepare_data_per_node: True plugins: null amp_backend: 'native' move_metrics_to_cpu: False diff --git a/conf/task_defaults/byol.yaml b/conf/task_defaults/byol.yaml index 90eefbc96f6..d79b0def86c 100644 --- a/conf/task_defaults/byol.yaml +++ b/conf/task_defaults/byol.yaml @@ -16,5 +16,5 @@ experiment: - "de-test" test_splits: - "de-test" - batch_size: 64 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/chesapeake_cvpr.yaml b/conf/task_defaults/chesapeake_cvpr.yaml index b210d592636..2a78042b308 100644 --- a/conf/task_defaults/chesapeake_cvpr.yaml +++ b/conf/task_defaults/chesapeake_cvpr.yaml @@ -10,7 +10,7 @@ experiment: learning_rate_schedule_patience: 6 in_channels: 4 num_classes: 7 - num_filters: 256 + num_filters: 1 ignore_zeros: False datamodule: root_dir: "tests/data/chesapeake/cvpr" @@ -20,8 +20,8 @@ experiment: - "de-test" test_splits: - "de-test" - patches_per_tile: 200 - patch_size: 256 - batch_size: 64 + patches_per_tile: 1 + patch_size: 64 + batch_size: 1 num_workers: 0 class_set: ${experiment.module.num_classes} diff --git a/conf/task_defaults/etci2021.yaml b/conf/task_defaults/etci2021.yaml index 132887630e2..880ac6232e6 100644 --- a/conf/task_defaults/etci2021.yaml +++ b/conf/task_defaults/etci2021.yaml @@ -12,5 +12,5 @@ experiment: ignore_zeros: True datamodule: root_dir: "tests/data/etci2021" - batch_size: 32 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/landcoverai.yaml b/conf/task_defaults/landcoverai.yaml index 72e2f024999..4e28b018935 100644 --- a/conf/task_defaults/landcoverai.yaml +++ b/conf/task_defaults/landcoverai.yaml @@ -10,9 +10,9 @@ experiment: verbose: false in_channels: 3 num_classes: 6 - num_filters: 256 + num_filters: 1 ignore_zeros: False datamodule: root_dir: "tests/data/landcoverai" - batch_size: 32 + batch_size: 1 num_workers: 0 diff --git a/conf/task_defaults/naipchesapeake.yaml b/conf/task_defaults/naipchesapeake.yaml index e3546ad6ff1..1a4abfaabae 100644 --- a/conf/task_defaults/naipchesapeake.yaml +++ b/conf/task_defaults/naipchesapeake.yaml @@ -10,11 +10,11 @@ experiment: learning_rate_schedule_patience: 2 in_channels: 4 num_classes: 13 - num_filters: 64 + num_filters: 1 ignore_zeros: False datamodule: naip_root_dir: "tests/data/naip" chesapeake_root_dir: "tests/data/chesapeake/BAYWIDE" - batch_size: 32 + batch_size: 1 num_workers: 0 patch_size: 32 diff --git a/conf/task_defaults/oscd.yaml b/conf/task_defaults/oscd.yaml index 5ae3fdccb78..9b50d7d9039 100644 --- a/conf/task_defaults/oscd.yaml +++ b/conf/task_defaults/oscd.yaml @@ -4,18 +4,18 @@ experiment: loss: "jaccard" segmentation_model: "unet" encoder_name: "resnet18" - encoder_weights: null + encoder_weights: null learning_rate: 1e-3 learning_rate_schedule_patience: 6 verbose: false in_channels: 26 num_classes: 2 - num_filters: 256 + num_filters: 1 ignore_zeros: True datamodule: root_dir: "tests/data/oscd" - batch_size: 32 + batch_size: 1 num_workers: 0 val_split_pct: 0.1 bands: "all" - num_patches_per_tile: 128 + num_patches_per_tile: 1 diff --git a/conf/task_defaults/sen12ms.yaml b/conf/task_defaults/sen12ms.yaml index e4a946a23f8..7724ac18091 100644 --- a/conf/task_defaults/sen12ms.yaml +++ b/conf/task_defaults/sen12ms.yaml @@ -13,5 +13,6 @@ experiment: ignore_zeros: False datamodule: root_dir: "tests/data/sen12ms" - batch_size: 32 + batch_size: 1 num_workers: 0 + seed: 0 diff --git a/tests/test_train.py b/tests/test_train.py index 786dd6ad9fe..e573172d94b 100644 --- a/tests/test_train.py +++ b/tests/test_train.py @@ -134,19 +134,24 @@ def test_config_file(tmp_path: Path) -> None: subprocess.run(args, check=True) +# TODO: these tests can probably be removed now @pytest.mark.parametrize( "task", [ - "bigearthnet", + "bigearthnet_all", + "bigearthnet_s1", + "bigearthnet_s2", "byol", "chesapeake_cvpr", "cowc_counting", "cyclone", "landcoverai", "naipchesapeake", + "oscd", "resisc45", "sen12ms", - "so2sat", + "so2sat_supervised", + "so2sat_unsupervised", "ucmerced", ], ) diff --git a/tests/trainers/test_classification.py b/tests/trainers/test_classification.py index b8f9d239dcd..f2c091c75ee 100644 --- a/tests/trainers/test_classification.py +++ b/tests/trainers/test_classification.py @@ -2,7 +2,7 @@ # Licensed under the MIT License. import os -from typing import Any, Dict, Union, cast +from typing import Any, Dict, Type, cast import pytest from omegaconf import OmegaConf @@ -29,7 +29,7 @@ class TestClassificationTask: ("ucmerced", UCMercedDataModule), ], ) - def test_trainer(self, name: str, classname: LightningDataModule) -> None: + def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: if name == "so2sat": pytest.importorskip("h5py") @@ -51,7 +51,7 @@ def test_trainer(self, name: str, classname: LightningDataModule) -> None: trainer.test(model=model, datamodule=datamodule) @pytest.fixture - def model_kwargs(self) -> Dict[str, Union[str, int]]: + def model_kwargs(self) -> Dict[Any, Any]: return { "classification_model": "resnet18", "in_channels": 1, @@ -60,15 +60,13 @@ def model_kwargs(self) -> Dict[str, Union[str, int]]: "weights": "random", } - def test_pretrained( - self, model_kwargs: Dict[str, Union[str, int]], checkpoint: str - ) -> None: + def test_pretrained(self, model_kwargs: Dict[Any, Any], checkpoint: str) -> None: model_kwargs["weights"] = checkpoint with pytest.warns(UserWarning): ClassificationTask(**model_kwargs) def test_invalid_pretrained( - self, model_kwargs: Dict[str, Union[str, int]], checkpoint: str + self, model_kwargs: Dict[Any, Any], checkpoint: str ) -> None: model_kwargs["weights"] = checkpoint model_kwargs["classification_model"] = "resnet50" @@ -76,19 +74,19 @@ def test_invalid_pretrained( with pytest.raises(ValueError, match=match): ClassificationTask(**model_kwargs) - def test_invalid_loss(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + def test_invalid_loss(self, model_kwargs: Dict[Any, Any]) -> None: model_kwargs["loss"] = "invalid_loss" match = "Loss type 'invalid_loss' is not valid." with pytest.raises(ValueError, match=match): ClassificationTask(**model_kwargs) - def test_invalid_model(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + def test_invalid_model(self, model_kwargs: Dict[Any, Any]) -> None: model_kwargs["classification_model"] = "invalid_model" match = "Model type 'invalid_model' is not a valid timm model." with pytest.raises(ValueError, match=match): ClassificationTask(**model_kwargs) - def test_invalid_weights(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + def test_invalid_weights(self, model_kwargs: Dict[Any, Any]) -> None: model_kwargs["weights"] = "invalid_weights" match = "Weight type 'invalid_weights' is not valid." with pytest.raises(ValueError, match=match): @@ -104,7 +102,7 @@ class TestMultiLabelClassificationTask: ("bigearthnet_s2", BigEarthNetDataModule), ], ) - def test_trainer(self, name: str, classname: LightningDataModule) -> None: + def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) conf_dict = OmegaConf.to_object(conf.experiment) conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) @@ -123,7 +121,7 @@ def test_trainer(self, name: str, classname: LightningDataModule) -> None: trainer.test(model=model, datamodule=datamodule) @pytest.fixture - def model_kwargs(self) -> Dict[str, Union[str, int]]: + def model_kwargs(self) -> Dict[Any, Any]: return { "classification_model": "resnet18", "in_channels": 1, @@ -132,7 +130,7 @@ def model_kwargs(self) -> Dict[str, Union[str, int]]: "weights": "random", } - def test_invalid_loss(self, model_kwargs: Dict[str, Union[str, int]]) -> None: + def test_invalid_loss(self, model_kwargs: Dict[Any, Any]) -> None: model_kwargs["loss"] = "invalid_loss" match = "Loss type 'invalid_loss' is not valid." with pytest.raises(ValueError, match=match): diff --git a/tests/trainers/test_regression.py b/tests/trainers/test_regression.py index 91063624b2f..574c930e7d6 100644 --- a/tests/trainers/test_regression.py +++ b/tests/trainers/test_regression.py @@ -2,7 +2,7 @@ # Licensed under the MIT License. import os -from typing import Any, Dict, cast +from typing import Any, Dict, Type, cast import pytest from omegaconf import OmegaConf @@ -17,7 +17,7 @@ class TestRegressionTask: "name,classname", [("cowc_counting", COWCCountingDataModule), ("cyclone", CycloneDataModule)], ) - def test_trainer(self, name: str, classname: LightningDataModule) -> None: + def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) conf_dict = OmegaConf.to_object(conf.experiment) conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) diff --git a/tests/trainers/test_segmentation.py b/tests/trainers/test_segmentation.py index 658e4870f57..64e5b534980 100644 --- a/tests/trainers/test_segmentation.py +++ b/tests/trainers/test_segmentation.py @@ -2,95 +2,73 @@ # Licensed under the MIT License. import os -from typing import Any, Dict, Generator, cast +from typing import Any, Dict, Type, cast import pytest -from _pytest.fixtures import SubRequest -from _pytest.monkeypatch import MonkeyPatch from omegaconf import OmegaConf +from pytorch_lightning import LightningDataModule, Trainer -from torchgeo.datamodules import ChesapeakeCVPRDataModule +from torchgeo.datamodules import ( + ChesapeakeCVPRDataModule, + ETCI2021DataModule, + LandCoverAIDataModule, + NAIPChesapeakeDataModule, + OSCDDataModule, + SEN12MSDataModule, +) from torchgeo.trainers import SemanticSegmentationTask -from .test_utils import FakeTrainer, mocked_log - class TestSemanticSegmentationTask: - @pytest.fixture(scope="class") - def datamodule(self) -> ChesapeakeCVPRDataModule: - dm = ChesapeakeCVPRDataModule( - os.path.join("tests", "data", "chesapeake", "cvpr"), - ["de-test"], - ["de-test"], - ["de-test"], - patch_size=32, - patches_per_tile=2, - batch_size=2, - num_workers=0, - class_set=7, - ) - dm.prepare_data() - dm.setup() - return dm - - @pytest.fixture( - params=zip(["unet", "deeplabv3+", "fcn"], ["ce", "jaccard", "focal"]) + @pytest.mark.parametrize( + "name,classname", + [ + ("chesapeake_cvpr", ChesapeakeCVPRDataModule), + ("etci2021", ETCI2021DataModule), + ("landcoverai", LandCoverAIDataModule), + ("naipchesapeake", NAIPChesapeakeDataModule), + ("oscd", OSCDDataModule), + ("sen12ms", SEN12MSDataModule), + ], ) - def config(self, request: SubRequest) -> Dict[str, Any]: - task_conf = OmegaConf.load( - os.path.join("conf", "task_defaults", "chesapeake_cvpr.yaml") - ) - task_args = OmegaConf.to_object(task_conf.experiment.module) - task_args = cast(Dict[str, Any], task_args) - segmentation_model, loss = request.param - task_args["segmentation_model"] = segmentation_model - task_args["loss"] = loss - return task_args + def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: + conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) + conf_dict = OmegaConf.to_object(conf.experiment) + conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) - @pytest.fixture - def task( - self, config: Dict[str, Any], monkeypatch: Generator[MonkeyPatch, None, None] - ) -> SemanticSegmentationTask: - task = SemanticSegmentationTask(**config) - trainer = FakeTrainer() - monkeypatch.setattr(task, "trainer", trainer) # type: ignore[attr-defined] - monkeypatch.setattr(task, "log", mocked_log) # type: ignore[attr-defined] - return task + # Instantiate datamodule + datamodule_kwargs = conf_dict["datamodule"] + datamodule = classname(**datamodule_kwargs) - def test_configure_optimizers(self, task: SemanticSegmentationTask) -> None: - out = task.configure_optimizers() - assert "optimizer" in out - assert "lr_scheduler" in out + # Instantiate model + model_kwargs = conf_dict["module"] + model = SemanticSegmentationTask(**model_kwargs) - def test_training( - self, datamodule: ChesapeakeCVPRDataModule, task: SemanticSegmentationTask - ) -> None: - batch = next(iter(datamodule.train_dataloader())) - task.training_step(batch, 0) - task.training_epoch_end(0) + # Instantiate trainer + trainer = Trainer(fast_dev_run=True, log_every_n_steps=1) + trainer.fit(model=model, datamodule=datamodule) + trainer.test(model=model, datamodule=datamodule) - def test_validation( - self, datamodule: ChesapeakeCVPRDataModule, task: SemanticSegmentationTask - ) -> None: - batch = next(iter(datamodule.val_dataloader())) - task.validation_step(batch, 0) - task.validation_epoch_end(0) - - def test_test( - self, datamodule: ChesapeakeCVPRDataModule, task: SemanticSegmentationTask - ) -> None: - batch = next(iter(datamodule.test_dataloader())) - task.test_step(batch, 0) - task.test_epoch_end(0) + @pytest.fixture + def model_kwargs(self) -> Dict[Any, Any]: + return { + "segmentation_model": "unet", + "encoder_name": "resnet18", + "encoder_weights": None, + "in_channels": 1, + "num_classes": 1, + "loss": "ce", + "ignore_zeros": True, + } - def test_invalid_model(self, config: Dict[str, Any]) -> None: - config["segmentation_model"] = "invalid_model" - error_message = "Model type 'invalid_model' is not valid." - with pytest.raises(ValueError, match=error_message): - SemanticSegmentationTask(**config) + def test_invalid_model(self, model_kwargs: Dict[Any, Any]) -> None: + model_kwargs["segmentation_model"] = "invalid_model" + match = "Model type 'invalid_model' is not valid." + with pytest.raises(ValueError, match=match): + SemanticSegmentationTask(**model_kwargs) - def test_invalid_loss(self, config: Dict[str, Any]) -> None: - config["loss"] = "invalid_loss" - error_message = "Loss type 'invalid_loss' is not valid." - with pytest.raises(ValueError, match=error_message): - SemanticSegmentationTask(**config) + def test_invalid_loss(self, model_kwargs: Dict[Any, Any]) -> None: + model_kwargs["loss"] = "invalid_loss" + match = "Loss type 'invalid_loss' is not valid." + with pytest.raises(ValueError, match=match): + SemanticSegmentationTask(**model_kwargs) diff --git a/torchgeo/datamodules/landcoverai.py b/torchgeo/datamodules/landcoverai.py index 95256dffe5a..b0f23182a27 100644 --- a/torchgeo/datamodules/landcoverai.py +++ b/torchgeo/datamodules/landcoverai.py @@ -48,7 +48,7 @@ def preprocess(self, sample: Dict[str, Any]) -> Dict[str, Any]: sample["image"] = sample["image"] / 255.0 sample["image"] = sample["image"].float() - sample["mask"] = sample["mask"].float().unsqueeze(0) + 1 + sample["mask"] = sample["mask"].long() + 1 return sample diff --git a/torchgeo/trainers/landcoverai.py b/torchgeo/trainers/landcoverai.py index 364aa19f4a3..97297faa0c0 100644 --- a/torchgeo/trainers/landcoverai.py +++ b/torchgeo/trainers/landcoverai.py @@ -49,7 +49,6 @@ def training_step( # type: ignore[override] y = batch["mask"] with torch.no_grad(): x, y = self.train_augmentations(x, y) - y = y.long().squeeze() y_hat = self.forward(x) y_hat_hard = y_hat.argmax(dim=1) @@ -76,7 +75,7 @@ def validation_step( # type: ignore[override] batch_idx: Index of current batch """ x = batch["image"] - y = batch["mask"].long().squeeze() + y = batch["mask"] y_hat = self.forward(x) y_hat_hard = y_hat.argmax(dim=1) @@ -120,7 +119,7 @@ def test_step( # type: ignore[override] batch_idx: Index of current batch """ x = batch["image"] - y = batch["mask"].long().squeeze() + y = batch["mask"] y_hat = self.forward(x) y_hat_hard = y_hat.argmax(dim=1) From 1f9db86d729e8cdfabcd2b1928c0ffa16e07dcf1 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 10:30:17 -0600 Subject: [PATCH 06/21] Fix training mappings --- train.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/train.py b/train.py index ea80c556bd6..9f6b1c5a96a 100755 --- a/train.py +++ b/train.py @@ -43,7 +43,9 @@ TASK_TO_MODULES_MAPPING: Dict[ str, Tuple[Type[pl.LightningModule], Type[pl.LightningDataModule]] ] = { - "bigearthnet": (MultiLabelClassificationTask, BigEarthNetDataModule), + "bigearthnet_all": (MultiLabelClassificationTask, BigEarthNetDataModule), + "bigearthnet_s1": (MultiLabelClassificationTask, BigEarthNetDataModule), + "bigearthnet_s2": (MultiLabelClassificationTask, BigEarthNetDataModule), "byol": (BYOLTask, ChesapeakeCVPRDataModule), "chesapeake_cvpr": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), "cowc_counting": (RegressionTask, COWCCountingDataModule), @@ -55,7 +57,8 @@ "oscd": (SemanticSegmentationTask, OSCDDataModule), "resisc45": (RESISC45ClassificationTask, RESISC45DataModule), "sen12ms": (SemanticSegmentationTask, SEN12MSDataModule), - "so2sat": (ClassificationTask, So2SatDataModule), + "so2sat_supervised": (ClassificationTask, So2SatDataModule), + "so2sat_unsupervised": (ClassificationTask, So2SatDataModule), "ucmerced": (ClassificationTask, UCMercedDataModule), } From cc73e43ccb97349d83e096c52e6ac0a6b37d55f8 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 10:50:04 -0600 Subject: [PATCH 07/21] Fix GeoDataset trainers --- torchgeo/datasets/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchgeo/datasets/utils.py b/torchgeo/datasets/utils.py index 472977af848..a1056c313b6 100644 --- a/torchgeo/datasets/utils.py +++ b/torchgeo/datasets/utils.py @@ -198,7 +198,7 @@ def download_radiant_mlhub_collection( collection.download(output_dir=download_root, api_key=api_key) -@dataclass(frozen=True) +@dataclass class BoundingBox: """Data class for indexing spatiotemporal data.""" From cdb9b699b00b19472f335f7d52f413c6a3beb942 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 12:42:24 -0600 Subject: [PATCH 08/21] Fix ETCI trainer fake data --- .../COWC_Counting_Columbus_CSUAV_AFRL.tbz | Bin 523 -> 530 bytes .../COWC_Counting_Potsdam_ISPRS.tbz | Bin 509 -> 512 bytes .../COWC_Counting_Selwyn_LINZ.tbz | Bin 523 -> 507 bytes .../COWC_Counting_Toronto_ISPRS.tbz | Bin 509 -> 503 bytes .../cowc_counting/COWC_Counting_Utah_AGRC.tbz | Bin 512 -> 506 bytes .../COWC_Counting_Vaihingen_ISPRS.tbz | Bin 522 -> 524 bytes .../cowc_counting/COWC_test_list_64_class.txt | 12 ++-- .../COWC_test_list_64_class.txt.bz2 | Bin 163 -> 166 bytes .../COWC_train_list_64_class.txt | 24 +++---- .../COWC_train_list_64_class.txt.bz2 | Bin 212 -> 216 bytes .../test/{fake_15.png => fake_09.png} | Bin .../train/{fake_13.png => fake_09.png} | Bin .../train/fake_10.png | Bin .../test/fake_05.png} | Bin .../{test/fake_9.png => train/fake_05.png} | Bin .../train/{fake_7.png => fake_06.png} | Bin .../test/fake_03.png} | Bin .../{test/fake_6.png => train/fake_03.png} | Bin .../train/{fake_4.png => fake_04.png} | Bin .../test/fake_01.png} | Bin .../{test/fake_3.png => train/fake_01.png} | Bin .../train/{fake_1.png => fake_02.png} | Bin .../train => Utah_AGRC/test}/fake_11.png | Bin .../Utah_AGRC}/train/fake_11.png | Bin .../test => Utah_AGRC/train}/fake_12.png | Bin .../test/fake_07.png} | Bin .../train/fake_07.png} | Bin .../train/fake_08.png} | Bin tests/data/cowc_counting/data.py | 12 ++-- .../COWC_Detection_Columbus_CSUAV_AFRL.tbz | Bin 537 -> 531 bytes .../COWC_Detection_Potsdam_ISPRS.tbz | Bin 508 -> 518 bytes .../COWC_Detection_Selwyn_LINZ.tbz | Bin 518 -> 513 bytes .../COWC_Detection_Toronto_ISPRS.tbz | Bin 516 -> 519 bytes .../COWC_Detection_Utah_AGRC.tbz | Bin 506 -> 507 bytes .../COWC_Detection_Vaihingen_ISPRS.tbz | Bin 527 -> 525 bytes .../COWC_test_list_detection.txt | 12 ++-- .../COWC_test_list_detection.txt.bz2 | Bin 160 -> 159 bytes .../COWC_train_list_detection.txt | 24 +++---- .../COWC_train_list_detection.txt.bz2 | Bin 206 -> 207 bytes .../Columbus_CSUAV_AFRL/test/fake_09.png} | Bin .../{test/fake_15.png => train/fake_09.png} | Bin .../train/fake_10.png | Bin .../test/fake_05.png} | Bin .../train/fake_05.png} | Bin .../{test/fake_9.png => train/fake_06.png} | Bin .../test/fake_03.png} | Bin .../train/fake_03.png} | Bin .../{test/fake_6.png => train/fake_04.png} | Bin .../test/fake_01.png} | Bin .../train/fake_01.png} | Bin .../{test/fake_3.png => train/fake_02.png} | Bin .../fake_1.png => Utah_AGRC/test/fake_11.png} | Bin .../train/fake_11.png} | Bin .../test => Utah_AGRC/train}/fake_12.png | Bin .../test/fake_07.png} | Bin .../train/fake_07.png} | Bin .../train/fake_08.png} | Bin tests/data/cowc_detection/data.py | 12 ++-- tests/data/etci2021/data.py | 66 ++++++++++++++++++ .../florence_20180510t231343_x-0_y-0.png | Bin 69 -> 91 bytes .../florence_20180510t231343_x-0_y-0_vh.png | Bin 69 -> 91 bytes .../florence_20180510t231343_x-0_y-0_vv.png | Bin 69 -> 91 bytes .../florence_20180510t231343_x-0_y-0.png | Bin 69 -> 91 bytes .../florence_20180522t231344_x-0_y-0.png | Bin 69 -> 91 bytes .../florence_20180522t231344_x-0_y-0_vh.png | Bin 69 -> 91 bytes .../florence_20180522t231344_x-0_y-0_vv.png | Bin 69 -> 91 bytes .../florence_20180522t231344_x-0_y-0.png | Bin 69 -> 91 bytes ...drivernorth_20190104t002247_x-0_y-0_vh.png | Bin 69 -> 91 bytes ...drivernorth_20190104t002247_x-0_y-0_vv.png | Bin 69 -> 91 bytes .../redrivernorth_20190104t002247_x-0_y-0.png | Bin 69 -> 91 bytes ...drivernorth_20190116t002247_x-0_y-0_vh.png | Bin 69 -> 91 bytes ...drivernorth_20190116t002247_x-0_y-0_vv.png | Bin 69 -> 91 bytes .../redrivernorth_20190116t002247_x-0_y-0.png | Bin 69 -> 91 bytes .../data/etci2021/test_without_ref_labels.zip | Bin 4874 -> 4068 bytes tests/data/etci2021/train.zip | Bin 5610 -> 4622 bytes .../bangladesh_20170314t115609_x-0_y-0.png | Bin 69 -> 91 bytes .../bangladesh_20170314t115609_x-0_y-0_vh.png | Bin 69 -> 91 bytes .../bangladesh_20170314t115609_x-0_y-0_vv.png | Bin 69 -> 91 bytes .../bangladesh_20170314t115609_x-0_y-0.png | Bin 69 -> 91 bytes .../nebraska_20170108t002112_x-0_y-0.png | Bin 69 -> 91 bytes .../nebraska_20170108t002112_x-0_y-0_vh.png | Bin 69 -> 91 bytes .../nebraska_20170108t002112_x-0_y-0_vv.png | Bin 69 -> 91 bytes .../nebraska_20170108t002112_x-0_y-0.png | Bin 69 -> 91 bytes tests/data/etci2021/val_with_ref_labels.zip | Bin 5512 -> 4524 bytes tests/datasets/test_cowc.py | 32 ++++----- tests/datasets/test_etci2021.py | 6 +- 86 files changed, 133 insertions(+), 67 deletions(-) rename tests/data/cowc_counting/Columbus_CSUAV_AFRL/test/{fake_15.png => fake_09.png} (100%) rename tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/{fake_13.png => fake_09.png} (100%) rename tests/data/cowc_counting/{Vaihingen_ISPRS => Columbus_CSUAV_AFRL}/train/fake_10.png (100%) rename tests/data/cowc_counting/{Columbus_CSUAV_AFRL/train/fake_14.png => Potsdam_ISPRS/test/fake_05.png} (100%) rename tests/data/cowc_counting/Potsdam_ISPRS/{test/fake_9.png => train/fake_05.png} (100%) rename tests/data/cowc_counting/Potsdam_ISPRS/train/{fake_7.png => fake_06.png} (100%) rename tests/data/cowc_counting/{Potsdam_ISPRS/train/fake_8.png => Selwyn_LINZ/test/fake_03.png} (100%) rename tests/data/cowc_counting/Selwyn_LINZ/{test/fake_6.png => train/fake_03.png} (100%) rename tests/data/cowc_counting/Selwyn_LINZ/train/{fake_4.png => fake_04.png} (100%) rename tests/data/cowc_counting/{Selwyn_LINZ/train/fake_5.png => Toronto_ISPRS/test/fake_01.png} (100%) rename tests/data/cowc_counting/Toronto_ISPRS/{test/fake_3.png => train/fake_01.png} (100%) rename tests/data/cowc_counting/Toronto_ISPRS/train/{fake_1.png => fake_02.png} (100%) rename tests/data/cowc_counting/{Vaihingen_ISPRS/train => Utah_AGRC/test}/fake_11.png (100%) rename tests/data/{cowc_detection/Vaihingen_ISPRS => cowc_counting/Utah_AGRC}/train/fake_11.png (100%) rename tests/data/cowc_counting/{Vaihingen_ISPRS/test => Utah_AGRC/train}/fake_12.png (100%) rename tests/data/cowc_counting/{Toronto_ISPRS/train/fake_2.png => Vaihingen_ISPRS/test/fake_07.png} (100%) rename tests/data/cowc_counting/{Utah_AGRC/test/fake_18.png => Vaihingen_ISPRS/train/fake_07.png} (100%) rename tests/data/cowc_counting/{Utah_AGRC/train/fake_16.png => Vaihingen_ISPRS/train/fake_08.png} (100%) rename tests/data/{cowc_counting/Utah_AGRC/train/fake_17.png => cowc_detection/Columbus_CSUAV_AFRL/test/fake_09.png} (100%) rename tests/data/cowc_detection/Columbus_CSUAV_AFRL/{test/fake_15.png => train/fake_09.png} (100%) rename tests/data/cowc_detection/{Vaihingen_ISPRS => Columbus_CSUAV_AFRL}/train/fake_10.png (100%) rename tests/data/cowc_detection/{Columbus_CSUAV_AFRL/train/fake_13.png => Potsdam_ISPRS/test/fake_05.png} (100%) rename tests/data/cowc_detection/{Columbus_CSUAV_AFRL/train/fake_14.png => Potsdam_ISPRS/train/fake_05.png} (100%) rename tests/data/cowc_detection/Potsdam_ISPRS/{test/fake_9.png => train/fake_06.png} (100%) rename tests/data/cowc_detection/{Potsdam_ISPRS/train/fake_7.png => Selwyn_LINZ/test/fake_03.png} (100%) rename tests/data/cowc_detection/{Potsdam_ISPRS/train/fake_8.png => Selwyn_LINZ/train/fake_03.png} (100%) rename tests/data/cowc_detection/Selwyn_LINZ/{test/fake_6.png => train/fake_04.png} (100%) rename tests/data/cowc_detection/{Selwyn_LINZ/train/fake_4.png => Toronto_ISPRS/test/fake_01.png} (100%) rename tests/data/cowc_detection/{Selwyn_LINZ/train/fake_5.png => Toronto_ISPRS/train/fake_01.png} (100%) rename tests/data/cowc_detection/Toronto_ISPRS/{test/fake_3.png => train/fake_02.png} (100%) rename tests/data/cowc_detection/{Toronto_ISPRS/train/fake_1.png => Utah_AGRC/test/fake_11.png} (100%) rename tests/data/cowc_detection/{Toronto_ISPRS/train/fake_2.png => Utah_AGRC/train/fake_11.png} (100%) rename tests/data/cowc_detection/{Vaihingen_ISPRS/test => Utah_AGRC/train}/fake_12.png (100%) rename tests/data/cowc_detection/{Utah_AGRC/test/fake_18.png => Vaihingen_ISPRS/test/fake_07.png} 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a/tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_10.png b/tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_10.png similarity index 100% rename from tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_10.png rename to tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_10.png diff --git a/tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_14.png b/tests/data/cowc_counting/Potsdam_ISPRS/test/fake_05.png similarity index 100% rename from tests/data/cowc_counting/Columbus_CSUAV_AFRL/train/fake_14.png rename to tests/data/cowc_counting/Potsdam_ISPRS/test/fake_05.png diff --git a/tests/data/cowc_counting/Potsdam_ISPRS/test/fake_9.png b/tests/data/cowc_counting/Potsdam_ISPRS/train/fake_05.png similarity index 100% rename from tests/data/cowc_counting/Potsdam_ISPRS/test/fake_9.png rename to tests/data/cowc_counting/Potsdam_ISPRS/train/fake_05.png diff --git a/tests/data/cowc_counting/Potsdam_ISPRS/train/fake_7.png b/tests/data/cowc_counting/Potsdam_ISPRS/train/fake_06.png 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a/tests/data/cowc_counting/Selwyn_LINZ/train/fake_5.png b/tests/data/cowc_counting/Toronto_ISPRS/test/fake_01.png similarity index 100% rename from tests/data/cowc_counting/Selwyn_LINZ/train/fake_5.png rename to tests/data/cowc_counting/Toronto_ISPRS/test/fake_01.png diff --git a/tests/data/cowc_counting/Toronto_ISPRS/test/fake_3.png b/tests/data/cowc_counting/Toronto_ISPRS/train/fake_01.png similarity index 100% rename from tests/data/cowc_counting/Toronto_ISPRS/test/fake_3.png rename to tests/data/cowc_counting/Toronto_ISPRS/train/fake_01.png diff --git a/tests/data/cowc_counting/Toronto_ISPRS/train/fake_1.png b/tests/data/cowc_counting/Toronto_ISPRS/train/fake_02.png similarity index 100% rename from tests/data/cowc_counting/Toronto_ISPRS/train/fake_1.png rename to tests/data/cowc_counting/Toronto_ISPRS/train/fake_02.png diff --git a/tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_11.png b/tests/data/cowc_counting/Utah_AGRC/test/fake_11.png similarity index 100% rename from tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_11.png rename to tests/data/cowc_counting/Utah_AGRC/test/fake_11.png diff --git a/tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_11.png b/tests/data/cowc_counting/Utah_AGRC/train/fake_11.png similarity index 100% rename from tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_11.png rename to tests/data/cowc_counting/Utah_AGRC/train/fake_11.png diff --git a/tests/data/cowc_counting/Vaihingen_ISPRS/test/fake_12.png b/tests/data/cowc_counting/Utah_AGRC/train/fake_12.png similarity index 100% rename from tests/data/cowc_counting/Vaihingen_ISPRS/test/fake_12.png rename to tests/data/cowc_counting/Utah_AGRC/train/fake_12.png diff --git a/tests/data/cowc_counting/Toronto_ISPRS/train/fake_2.png b/tests/data/cowc_counting/Vaihingen_ISPRS/test/fake_07.png similarity index 100% rename from tests/data/cowc_counting/Toronto_ISPRS/train/fake_2.png rename to tests/data/cowc_counting/Vaihingen_ISPRS/test/fake_07.png diff --git a/tests/data/cowc_counting/Utah_AGRC/test/fake_18.png b/tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_07.png similarity index 100% rename from tests/data/cowc_counting/Utah_AGRC/test/fake_18.png rename to tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_07.png diff --git a/tests/data/cowc_counting/Utah_AGRC/train/fake_16.png b/tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_08.png similarity index 100% rename from tests/data/cowc_counting/Utah_AGRC/train/fake_16.png rename to tests/data/cowc_counting/Vaihingen_ISPRS/train/fake_08.png diff --git a/tests/data/cowc_counting/data.py b/tests/data/cowc_counting/data.py index e82c9b39289..b75bec2e1e0 100755 --- a/tests/data/cowc_counting/data.py +++ b/tests/data/cowc_counting/data.py @@ -10,7 +10,6 @@ import os import random import shutil -import tarfile from PIL import Image @@ -43,22 +42,23 @@ image_md5s = [] for site in sites: # Create images - for split in ["train", "train", "test"]: + for split in ["test", "train", "train"]: 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a/tests/data/cowc_detection/Utah_AGRC/train/fake_16.png b/tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_07.png similarity index 100% rename from tests/data/cowc_detection/Utah_AGRC/train/fake_16.png rename to tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_07.png diff --git a/tests/data/cowc_detection/Utah_AGRC/train/fake_17.png b/tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_08.png similarity index 100% rename from tests/data/cowc_detection/Utah_AGRC/train/fake_17.png rename to tests/data/cowc_detection/Vaihingen_ISPRS/train/fake_08.png diff --git a/tests/data/cowc_detection/data.py b/tests/data/cowc_detection/data.py index 050796b3148..f43a57e6439 100755 --- a/tests/data/cowc_detection/data.py +++ b/tests/data/cowc_detection/data.py @@ -10,7 +10,6 @@ import os import random import shutil -import tarfile from PIL import Image @@ -43,22 +42,23 @@ image_md5s = [] for site in sites: # Create images - for split in ["train", "train", "test"]: + for split in ["test", "train", "train"]: directory = os.path.join(site, split) os.makedirs(directory, exist_ok=True) - filename = os.path.join(directory, f"fake_{i}.png") + filename = os.path.join(directory, f"fake_{i:02}.png") img = Image.new("RGB", (SIZE, SIZE)) img.save(filename) data_list[split].append((filename, random.randrange(STOP))) - i += 1 + if split == "train": + i += 1 # Compress images filename = f"COWC_{PREFIX}_{site}.tbz" - with tarfile.open(filename, "w:bz2") as tar: - tar.add(site) + bad_filename = shutil.make_archive(filename.replace(".tbz", ""), "bztar", ".", site) + os.rename(bad_filename, filename) # Compute checksums with open(filename, "rb") as f: diff --git a/tests/data/etci2021/data.py b/tests/data/etci2021/data.py new file mode 100755 index 00000000000..03d14d640b4 --- /dev/null +++ b/tests/data/etci2021/data.py @@ -0,0 +1,66 @@ +#!/usr/bin/env python3 + +# Copyright (c) Microsoft Corporation. All rights reserved. +# Licensed under the MIT License. + +import hashlib +import os +import shutil + +from PIL import Image + +SIZE = 64 # image width/height + +metadatas = [ + { + "filename": "train.zip", + "directory": "train", + "subdirs": ["nebraska_20170108t002112", "bangladesh_20170314t115609"], + }, + { + "filename": "val_with_ref_labels.zip", + "directory": "test", + "subdirs": ["florence_20180510t231343", "florence_20180522t231344"], + }, + { + "filename": "test_without_ref_labels.zip", + "directory": "test_internal", + "subdirs": ["redrivernorth_20190104t002247", "redrivernorth_20190116t002247"], + }, +] + +tiles = ["vh", "vv", "water_body_label", "flood_label"] + +for metadata in metadatas: + filename = metadata["filename"] + directory = metadata["directory"] + + # Remove old data + if os.path.exists(filename): + os.remove(filename) + if os.path.exists(directory): + shutil.rmtree(directory) + + # Create images + for subdir in metadata["subdirs"]: + for tile in tiles: + if 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tests/data/oscd/data.py diff --git a/tests/data/README.md b/tests/data/README.md index 96420d70642..9e37b4923d4 100644 --- a/tests/data/README.md +++ b/tests/data/README.md @@ -53,18 +53,28 @@ VisionDataset data can be created like so. ### RGB images ```python +import numpy as np from PIL import Image -img = Image.new("RGB", (64, 64)) +DTYPE = np.uint8 +SIZE = 64 + +arr = np.random.randint(np.iinfo(DTYPE).max, size=(SIZE, SIZE, 3), dtype=DTYPE) +img = Image.fromarray(arr) img.save("01.png") ``` ### Grayscale images ```python +import numpy as np from PIL import Image -img = Image.new("L", (64, 64)) +DTYPE = np.uint8 +SIZE = 64 + +arr = np.random.randint(np.iinfo(DTYPE).max, size=(SIZE, SIZE), dtype=DTYPE) +img = Image.fromarray(arr) img.save("02.jpg") ``` @@ -84,9 +94,12 @@ wavfile.write("01.wav", rate=22050, data=audio) import h5py import numpy as np -num_classes = 10 -images = np.random.randint(256, size=(64, 64, 3), dtype=np.uint8) -masks = np.random.randint(num_classes, size=(64, 64), dtype=np.uint8) +DTYPE = np.uint8 +SIZE = 64 +NUM_CLASSES = 10 + +images = np.random.randint(np.iinfo(DTYPE).max, size=(SIZE, SIZE, 3), dtype=DTYPE) +masks = np.random.randint(NUM_CLASSES, size=(SIZE, SIZE), dtype=DTYPE) with h5py.File("data.hdf5", "w") as f: f.create_dataset("images", data=images) f.create_dataset("masks", data=masks) diff --git a/tests/data/oscd/Onera Satellite Change Detection dataset - Images.zip b/tests/data/oscd/Onera Satellite Change Detection dataset - Images.zip index 9a6cb41a1b973747b6256b36a3e311f7e45defb4..489ceabf7be4fceba75f76f36399f74d9bd04609 100644 GIT binary patch literal 668059 zcmcHfW6U@{&^CzPwr$(CZQHhO+qP}nwr&4z+rIbzzUQ3e?1$YCPj;J3+ceEJ)9Iv{ zW-bM3U=S35|JAy@vX%e$y$%+SpjSm=XwE7}}Ye5{Q_(m>RoS z+S?JB7`hlbo4OFt5=hz_nwvV)EBs&LvHy?oTuhx^{%=4z|7W01hL(1W|L?#u{olX} z|Ie)bUoNn;HFwr$)OY&N@Bc3G1#y3}q zt-fbGd9Njia6eVw}_u^6Yf|xK$=Xy?D4XQ#_}s@ 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All rights reserved. +# Licensed under the MIT License. + +import hashlib +import os +import shutil + +import numpy as np +from PIL import Image + + +SIZE = 64 # image width/height + +np.random.seed(0) + +directories = [ + "Onera Satellite Change Detection dataset - Images", + "Onera Satellite Change Detection dataset - Train Labels", + "Onera Satellite Change Detection dataset - Test Labels", +] +bands = [ + "B01", + "B02", + "B03", + "B04", + "B05", + "B06", + "B07", + "B08", + "B09", + "B10", + "B11", + "B12", + "B8A", +] + +# Remove old data +for directory in directories: + filename = f"{directory}.zip" + + if os.path.exists(filename): + os.remove(filename) + if os.path.exists(directory): + shutil.rmtree(directory) + +# Create images +for subdir in ["train1", "train2", "test"]: + for rect in ["imgs_1_rect", "imgs_2_rect"]: + directory = os.path.join(directories[0], subdir, rect) + os.makedirs(directory) + + for band in bands: + filename = os.path.join(directory, f"{band}.tif") + arr = np.random.randint( + np.iinfo(np.uint16).max, size=(SIZE, SIZE), dtype=np.uint16 + ) + img = Image.fromarray(arr) + img.save(filename) + + filename = os.path.join(directories[0], subdir, "dates.txt") + with open(filename, "w") as f: + for key, value in [("date_1", "20161130"), ("date_2", "20170829")]: + f.write(f"{key}: {value}\n") + +# Create labels +for i, subdir in [(1, "train1"), (1, "train2"), (2, "test")]: + directory = os.path.join(directories[i], subdir, "cm") + os.makedirs(directory) + filename = os.path.join(directory, "cm.png") + arr = np.random.randint(np.iinfo(np.uint8).max, size=(SIZE, SIZE), dtype=np.uint8) + img = Image.fromarray(arr) + img.save(filename) + +for directory in directories: + # Compress data + shutil.make_archive(directory, "zip", ".", directory) + + # Compute checksums + filename = f"{directory}.zip" + with open(filename, "rb") as f: + md5 = hashlib.md5(f.read()).hexdigest() + print(repr(filename) + ": " + repr(md5) + ",") From ad2a94a7338e4ceafa80ea85997a7f5d3dd700a1 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 16:34:48 -0600 Subject: [PATCH 10/21] Get LandCoverAI tests to pass --- torchgeo/trainers/landcoverai.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/torchgeo/trainers/landcoverai.py b/torchgeo/trainers/landcoverai.py index 97297faa0c0..7c9ac27856a 100644 --- a/torchgeo/trainers/landcoverai.py +++ b/torchgeo/trainers/landcoverai.py @@ -46,9 +46,10 @@ def training_step( # type: ignore[override] training loss """ x = batch["image"] - y = batch["mask"] + y = batch["mask"].float().unsqueeze(1) with torch.no_grad(): x, y = self.train_augmentations(x, y) + y = y.squeeze(1).long() y_hat = self.forward(x) y_hat_hard = y_hat.argmax(dim=1) From 3fb382f1da8ea6209bfe3af505c80a011f6669b3 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 16:42:59 -0600 Subject: [PATCH 11/21] Fix OSCD checksum handling --- ...lite Change Detection dataset - Images.zip | Bin 668059 -> 668059 bytes ...Change Detection dataset - Test Labels.zip | Bin 5053 -> 5053 bytes ...hange Detection dataset - Train Labels.zip | Bin 9936 -> 9936 bytes tests/datasets/test_oscd.py | 14 ++++++++++++-- torchgeo/datasets/oscd.py | 15 ++++++++++++--- 5 files changed, 24 insertions(+), 5 deletions(-) diff --git a/tests/data/oscd/Onera Satellite Change Detection dataset - Images.zip b/tests/data/oscd/Onera Satellite Change Detection dataset - Images.zip index 489ceabf7be4fceba75f76f36399f74d9bd04609..e686d17581172b15abddc981a57826fbe054c8c6 100644 GIT binary patch delta 2424 zcmYjSX-rgC6zFBnXWDK^YwU? zw5_zq4M#C8)u7&g@*H5*@BCKs>B<#_Orjo8bd`)#V`FqZ@Sw}kT|`IQ8#lKVgDTFY z`wU3WM%@J@=h>efDWvCu1gF}!U$+L>xo35~$dc%tW;bKA)C~`GkcH}RdRg3~doiuR zI;p2$mef>-9?DbOv-Lc~z1tVo7J++eIb{^pff9W=#BkN?FIZ&OB4Kjl4O(zk=Tvtc z($@fKzNo*12?YK-Md0aW{G-S8ehw16Ap1H|fQC@-9KlKR`-E5HU?&AyJ7|SROsAC} z3KL)&(!IDhOQk5)xO^v^kwSwPhj~?r_Ei8LW?cLczBzFIr>=@{_5Y) zKYEBeemhM;$3HDlc#UcDiz7o49ayK}a&qrc`k)=oF6Amb#NNge>MN1?Y_KkgEQD!G zWD!R*eP1T&%rGg$On;CG+sw=;Vpy#Z7sCe%DPy>pAog?ozz6Maj_>-SeT-wGAKC{w zj`c^oiDPg8+FLkECbX+KKIT|74A1Xy%o~pOWsX@R&_2mAWhB}v$M`_BTR27r5jU$x zLo+=PMA$zfdTfklSc6HPP~@^l;r-JZ!hKv;peYDL&9N}lOg3{(VsiNXQjF1UMonxuDTfb~Z6-R*PJ(D> zI8xRKyxyQ8gy@c|X)VI*j!4vOiR9NG&qzK)-J`YZQ5KR59$^W!#%o7S+7T=ExrM7& zB^=&OfvUG6^~j3BmW}4YaQ{F(IvZ;8Y^Z@w|82uggYn6jS8ZR;0>wx1KxLbH_F!6F zQ9LcSXsCCTmR3qM`fZHnF()0EF`XAUVJvc6$6`z$JJ;Y+fxLFxQ8TDrufsv&sXs4WIe);%62-Q!V`9?KJAi-1Sy sk44Q}ar`>_{PFtvIHVl$czvISkl+cSBJookYH9*%ni5bG>L4}$15oKh_5c6? delta 2424 zcmYjSX-rgC6zN<3pbsaW|`gla5DKtBefmL6j zL2HBlyhUlNsGrrlVf3w{I_I=38W2sy*0Z)%7RIMfy8sxu=rZc+mfSg7%5<%npRdQG zr0u0WZa9i*t_Jmilji`de&@H6PgkxeWD@nDqN`+_8XKeQfd^fN?jkzc(Xgep7*ugC z-Dg00Ht8-PInVyAt&pAz5}az^0o@v4=bqK|B1@uonca-dQa3)(K^CgN>1A<`?!~kK z>!hB3SyEFSdMHnA&(`w{_w87?p$Obl%PFI%4wUH2A%?3?f59TN773FZZqS0WI;Xn( zu)YRJ^F{q7Od#;zDFRO~;~zby_j8co1=-h$0yKnr=Lk-k-zU5p2RkXy+CeKkVmht- zP?!MIknY93SwgKzavH5Q6O-!mk$^RAsStRx!f)T&=t4>xD81meekshX+%i zz>7dcGH51(o~jhpt|lG1Ge|YalkSFs=l}y?w@BR7BdmouE)7 zPjNque;BWTYPFAe301D{Dc_-L|9BCjjhiX*SE`Bp^(}82ONd&61yTKYxrkl9wncNo z2B!@$ohFPSChF%Au^KbX{_Ro^YsxJ3>IexloI6qCZP>Bk$w=y$DWc2Gv!yC<>0c)G;QUg)oZkc` z4SDSyOgW&5PKU>sINrkv%$I~vJj>% zkwqNM^nID6GsC11GyOp(Y%?>Xh+(xtTnry5q>SNWg4oaT10S@zIlk+Q_A!o$erO-! zIMyHSMvlP&Xm8~xnb5A{_?TnSFg(A*F>g59mpNvQK>H-el#ytw9ODDgZsr&nMBJ<% z4bAjm5Mlp_=&>=HVGSlZL-tv*wx{T}V3G@62qxtWmxPdV&|BFO1@hWsN6nzdLB-dfC&gk} zJ6|Wc&@;A1xXXYTlo!TuIV=$9f-nxLf^it_s)pckleQQzS@(F9bdN_#dMrARG?3gZ!T3f1NKa-HN(NEcLKz_Hs!%qF IauTiv0PZFiumAu6 diff --git a/tests/data/oscd/Onera Satellite Change Detection dataset - Train Labels.zip b/tests/data/oscd/Onera Satellite Change Detection dataset - Train Labels.zip index 83388165ff72b97ba01d4d469ac7337429a8abd5..6a91068749ec0319339edf4a520c2a69a76f79f3 100644 GIT binary patch delta 143 zcmccMd%>3{z?+#xgaHH$TPN~_FagQ^{(Oe|DB}C0f#Q>87~_D{<{HMg0uZkMWP3Gs zE{J{(p#IILh2Ddu_9&--RP?LJOtw?;hcL52)E|{R5S61^0^!L_{-+uQVg{+z0RWE= BDWL!W delta 143 zcmccMd%>3{z?+#xgaHJ0RZZjxVFHr-{rL>_QN;I01H~uHFvbC?%{7c~1t47i$@XgO zToC;nK>eFf3%v(R?NLqvspwacnQW)x4`F75s6Q%sASy?-1j3V<{7*Fq#0*la0{~Dd BFoggB diff --git a/tests/datasets/test_oscd.py b/tests/datasets/test_oscd.py index be61d08b8e0..a8e497cbc8d 100644 --- a/tests/datasets/test_oscd.py +++ b/tests/datasets/test_oscd.py @@ -34,8 +34,18 @@ def dataset( monkeypatch.setattr( # type: ignore[attr-defined] torchgeo.datasets.oscd, "download_url", download_url ) - md5 = "d6ebaae1ea0f3ae960af31531d394521" - monkeypatch.setattr(OSCD, "md5", md5) # type: ignore[attr-defined] + md5s = { + "Onera Satellite Change Detection dataset - Images.zip": ( + "fb4e3f54c3a31fd3f21f98cad4ddfb74" + ), + "Onera Satellite Change Detection dataset - Train Labels.zip": ( + "ca526434a60e9abdf97d528dc29e9f13" + ), + "Onera Satellite Change Detection dataset - Test Labels.zip": ( + "ca0ba73ba66d06fa4903e269ef12eb50" + ), + } + monkeypatch.setattr(OSCD, "md5s", md5s) # type: ignore[attr-defined] urls = { "Onera Satellite Change Detection dataset - Images.zip": os.path.join( "tests", diff --git a/torchgeo/datasets/oscd.py b/torchgeo/datasets/oscd.py index 803d7405c09..555037d971f 100644 --- a/torchgeo/datasets/oscd.py +++ b/torchgeo/datasets/oscd.py @@ -60,8 +60,17 @@ class OSCD(VisionDataset): "https://partage.imt.fr/index.php/s/gpStKn4Mpgfnr63/download" ), } - - md5 = "7383412da7ece1dca1c12dc92ac77f09" + md5s = { + "Onera Satellite Change Detection dataset - Images.zip": ( + "c50d4a2941da64e03a47ac4dec63d915" + ), + "Onera Satellite Change Detection dataset - Train Labels.zip": ( + "4d2965af8170c705ebad3d6ee71b6990" + ), + "Onera Satellite Change Detection dataset - Test Labels.zip": ( + "8177d437793c522653c442aa4e66c617" + ), + } zipfile_glob = "*Onera*.zip" filename_glob = "*Onera*" @@ -254,7 +263,7 @@ def _download(self) -> None: self.urls[f_name], self.root, filename=f_name, - md5=self.md5 if self.checksum else None, + md5=self.md5s[f_name] if self.checksum else None, ) def _extract(self) -> None: From e013adb2b1a0605a957dd725dd44f862dbc23eae Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 16:55:51 -0600 Subject: [PATCH 12/21] Fix NAIP-Chesapeake tests --- conf/task_defaults/naipchesapeake.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/conf/task_defaults/naipchesapeake.yaml b/conf/task_defaults/naipchesapeake.yaml index 1a4abfaabae..83814f3316a 100644 --- a/conf/task_defaults/naipchesapeake.yaml +++ b/conf/task_defaults/naipchesapeake.yaml @@ -15,6 +15,6 @@ experiment: datamodule: naip_root_dir: "tests/data/naip" chesapeake_root_dir: "tests/data/chesapeake/BAYWIDE" - batch_size: 1 + batch_size: 2 num_workers: 0 patch_size: 32 From 0386c1ff4669e1c7ca03fe1942825f6c4bd434c8 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 17:00:49 -0600 Subject: [PATCH 13/21] Fix OSCD tests --- conf/task_defaults/oscd.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/conf/task_defaults/oscd.yaml b/conf/task_defaults/oscd.yaml index 9b50d7d9039..9cd70b45daa 100644 --- a/conf/task_defaults/oscd.yaml +++ b/conf/task_defaults/oscd.yaml @@ -16,6 +16,6 @@ experiment: root_dir: "tests/data/oscd" batch_size: 1 num_workers: 0 - val_split_pct: 0.1 + val_split_pct: 0.5 bands: "all" num_patches_per_tile: 1 From 4e2f05552073ec7f747ba3fabb7042d591323418 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 17:08:56 -0600 Subject: [PATCH 14/21] Keep BoundingBox icy --- torchgeo/datamodules/chesapeake.py | 2 ++ torchgeo/datamodules/naip.py | 6 ++++++ torchgeo/datasets/utils.py | 2 +- 3 files changed, 9 insertions(+), 1 deletion(-) diff --git a/torchgeo/datamodules/chesapeake.py b/torchgeo/datamodules/chesapeake.py index 000ecd39ba8..2f575f048ba 100644 --- a/torchgeo/datamodules/chesapeake.py +++ b/torchgeo/datamodules/chesapeake.py @@ -185,6 +185,8 @@ def preprocess(self, sample: Dict[str, Any]) -> Dict[str, Any]: sample["image"] = sample["image"].float() + del sample["bbox"] + return sample def nodata_check( diff --git a/torchgeo/datamodules/naip.py b/torchgeo/datamodules/naip.py index b00d142edee..928674dc5bd 100644 --- a/torchgeo/datamodules/naip.py +++ b/torchgeo/datamodules/naip.py @@ -63,6 +63,9 @@ def naip_transform(self, sample: Dict[str, Any]) -> Dict[str, Any]: """ sample["image"] = sample["image"] / 255.0 sample["image"] = sample["image"].float() + + del sample["bbox"] + return sample def chesapeake_transform(self, sample: Dict[str, Any]) -> Dict[str, Any]: @@ -75,6 +78,9 @@ def chesapeake_transform(self, sample: Dict[str, Any]) -> Dict[str, Any]: preprocessed Chesapeake data """ sample["mask"] = sample["mask"].long()[0] + + del sample["bbox"] + return sample def prepare_data(self) -> None: diff --git a/torchgeo/datasets/utils.py b/torchgeo/datasets/utils.py index a1056c313b6..472977af848 100644 --- a/torchgeo/datasets/utils.py +++ b/torchgeo/datasets/utils.py @@ -198,7 +198,7 @@ def download_radiant_mlhub_collection( collection.download(output_dir=download_root, api_key=api_key) -@dataclass +@dataclass(frozen=True) class BoundingBox: """Data class for indexing spatiotemporal data.""" From 326c43deb3fc71b44c074a84b1e48d9c97698647 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 21:04:56 -0600 Subject: [PATCH 15/21] Fix other datamodules --- conf/task_defaults/chesapeake_cvpr_5.yaml | 27 +++++++++++++ ...peake_cvpr.yaml => chesapeake_cvpr_7.yaml} | 0 .../{oscd.yaml => oscd_all.yaml} | 0 conf/task_defaults/oscd_rgb.yaml | 21 ++++++++++ .../{sen12ms.yaml => sen12ms_all.yaml} | 1 + conf/task_defaults/sen12ms_s1.yaml | 20 ++++++++++ conf/task_defaults/sen12ms_s2_all.yaml | 19 ++++++++++ conf/task_defaults/sen12ms_s2_reduced.yaml | 19 ++++++++++ tests/datamodules/test_chesapeake.py | 37 ++++++------------ tests/datamodules/test_etci2021.py | 30 --------------- tests/datamodules/test_landcoverai.py | 29 -------------- tests/datamodules/test_naip.py | 32 ---------------- tests/datamodules/test_sen12ms.py | 32 ---------------- tests/test_train.py | 38 ------------------- tests/trainers/test_segmentation.py | 11 ++++-- train.py | 11 ++++-- 16 files changed, 135 insertions(+), 192 deletions(-) create mode 100644 conf/task_defaults/chesapeake_cvpr_5.yaml rename conf/task_defaults/{chesapeake_cvpr.yaml => chesapeake_cvpr_7.yaml} (100%) rename conf/task_defaults/{oscd.yaml => oscd_all.yaml} (100%) create mode 100644 conf/task_defaults/oscd_rgb.yaml rename conf/task_defaults/{sen12ms.yaml => sen12ms_all.yaml} (95%) create mode 100644 conf/task_defaults/sen12ms_s1.yaml create mode 100644 conf/task_defaults/sen12ms_s2_all.yaml create mode 100644 conf/task_defaults/sen12ms_s2_reduced.yaml delete mode 100644 tests/datamodules/test_etci2021.py delete mode 100644 tests/datamodules/test_landcoverai.py delete mode 100644 tests/datamodules/test_naip.py delete mode 100644 tests/datamodules/test_sen12ms.py diff --git a/conf/task_defaults/chesapeake_cvpr_5.yaml b/conf/task_defaults/chesapeake_cvpr_5.yaml new file mode 100644 index 00000000000..3e0f98681b7 --- /dev/null +++ b/conf/task_defaults/chesapeake_cvpr_5.yaml @@ -0,0 +1,27 @@ +experiment: + task: "chesapeake_cvpr" + module: + loss: "ce" + segmentation_model: "unet" + encoder_name: "resnet18" + encoder_weights: null + encoder_output_stride: 16 + learning_rate: 1e-3 + learning_rate_schedule_patience: 6 + in_channels: 4 + num_classes: 5 + num_filters: 1 + ignore_zeros: False + datamodule: + root_dir: "tests/data/chesapeake/cvpr" + train_splits: + - "de-test" + val_splits: + - "de-test" + test_splits: + - "de-test" + patches_per_tile: 1 + patch_size: 64 + batch_size: 1 + num_workers: 0 + class_set: ${experiment.module.num_classes} diff --git a/conf/task_defaults/chesapeake_cvpr.yaml b/conf/task_defaults/chesapeake_cvpr_7.yaml similarity index 100% rename from conf/task_defaults/chesapeake_cvpr.yaml rename to conf/task_defaults/chesapeake_cvpr_7.yaml diff --git a/conf/task_defaults/oscd.yaml b/conf/task_defaults/oscd_all.yaml similarity index 100% rename from conf/task_defaults/oscd.yaml rename to conf/task_defaults/oscd_all.yaml diff --git a/conf/task_defaults/oscd_rgb.yaml b/conf/task_defaults/oscd_rgb.yaml new file mode 100644 index 00000000000..bf24bd4b02a --- /dev/null +++ b/conf/task_defaults/oscd_rgb.yaml @@ -0,0 +1,21 @@ +experiment: + task: "oscd" + module: + loss: "jaccard" + segmentation_model: "unet" + encoder_name: "resnet18" + encoder_weights: null + learning_rate: 1e-3 + learning_rate_schedule_patience: 6 + verbose: false + in_channels: 6 + num_classes: 2 + num_filters: 1 + ignore_zeros: True + datamodule: + root_dir: "tests/data/oscd" + batch_size: 1 + num_workers: 0 + val_split_pct: 0.5 + bands: "rgb" + num_patches_per_tile: 1 diff --git a/conf/task_defaults/sen12ms.yaml b/conf/task_defaults/sen12ms_all.yaml similarity index 95% rename from conf/task_defaults/sen12ms.yaml rename to conf/task_defaults/sen12ms_all.yaml index 7724ac18091..1a0f73fddd4 100644 --- a/conf/task_defaults/sen12ms.yaml +++ b/conf/task_defaults/sen12ms_all.yaml @@ -13,6 +13,7 @@ experiment: ignore_zeros: False datamodule: root_dir: "tests/data/sen12ms" + band_set: "all" batch_size: 1 num_workers: 0 seed: 0 diff --git a/conf/task_defaults/sen12ms_s1.yaml b/conf/task_defaults/sen12ms_s1.yaml new file mode 100644 index 00000000000..a2fdbb17031 --- /dev/null +++ b/conf/task_defaults/sen12ms_s1.yaml @@ -0,0 +1,20 @@ +experiment: + task: "sen12ms" + module: + loss: "focal" + segmentation_model: "fcn" + num_filters: 1 + encoder_name: "resnet18" + encoder_weights: null + encoder_output_stride: 16 + learning_rate: 1e-3 + learning_rate_schedule_patience: 2 + in_channels: 2 + num_classes: 11 + ignore_zeros: False + datamodule: + root_dir: "tests/data/sen12ms" + band_set: "s1" + batch_size: 1 + num_workers: 0 + seed: 0 diff --git a/conf/task_defaults/sen12ms_s2_all.yaml b/conf/task_defaults/sen12ms_s2_all.yaml new file mode 100644 index 00000000000..eb081ef722f --- /dev/null +++ b/conf/task_defaults/sen12ms_s2_all.yaml @@ -0,0 +1,19 @@ +experiment: + task: "sen12ms" + module: + loss: "ce" + segmentation_model: "unet" + encoder_name: "resnet18" + encoder_weights: null + encoder_output_stride: 16 + learning_rate: 1e-3 + learning_rate_schedule_patience: 2 + in_channels: 13 + num_classes: 11 + ignore_zeros: False + datamodule: + root_dir: "tests/data/sen12ms" + band_set: "s2-all" + batch_size: 1 + num_workers: 0 + seed: 0 diff --git a/conf/task_defaults/sen12ms_s2_reduced.yaml b/conf/task_defaults/sen12ms_s2_reduced.yaml new file mode 100644 index 00000000000..e44c20a3dbd --- /dev/null +++ b/conf/task_defaults/sen12ms_s2_reduced.yaml @@ -0,0 +1,19 @@ +experiment: + task: "sen12ms" + module: + loss: "ce" + segmentation_model: "unet" + encoder_name: "resnet18" + encoder_weights: null + encoder_output_stride: 16 + learning_rate: 1e-3 + learning_rate_schedule_patience: 2 + in_channels: 6 + num_classes: 11 + ignore_zeros: False + datamodule: + root_dir: "tests/data/sen12ms" + band_set: "s2-reduced" + batch_size: 1 + num_workers: 0 + seed: 0 diff --git a/tests/datamodules/test_chesapeake.py b/tests/datamodules/test_chesapeake.py index 2d4fd63a4ba..34e3d05cd9c 100644 --- a/tests/datamodules/test_chesapeake.py +++ b/tests/datamodules/test_chesapeake.py @@ -2,41 +2,28 @@ # Licensed under the MIT License. import os +from typing import Any, Dict, cast import pytest import torch -from _pytest.fixtures import SubRequest +from omegaconf import OmegaConf from torchgeo.datamodules import ChesapeakeCVPRDataModule class TestChesapeakeCVPRDataModule: - @pytest.fixture(scope="class", params=[(5, True), (5, False), (7, False)]) - def datamodule(self, request: SubRequest) -> ChesapeakeCVPRDataModule: - dm = ChesapeakeCVPRDataModule( - os.path.join("tests", "data", "chesapeake", "cvpr"), - ["de-test"], - ["de-test"], - ["de-test"], - patch_size=32, - patches_per_tile=2, - batch_size=2, - num_workers=0, - class_set=request.param[0], - use_prior_labels=request.param[1], + @pytest.fixture(scope="class") + def datamodule(self) -> ChesapeakeCVPRDataModule: + conf = OmegaConf.load( + os.path.join("conf", "task_defaults", "chesapeake_cvpr_5.yaml") ) - dm.prepare_data() - dm.setup() - return dm + kwargs = OmegaConf.to_object(conf.experiment.datamodule) + kwargs = cast(Dict[Any, Dict[Any, Any]], kwargs) - def test_train_dataloader(self, datamodule: ChesapeakeCVPRDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: ChesapeakeCVPRDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: ChesapeakeCVPRDataModule) -> None: - next(iter(datamodule.test_dataloader())) + datamodule = ChesapeakeCVPRDataModule(**kwargs) + datamodule.prepare_data() + datamodule.setup() + return datamodule def test_nodata_check(self, datamodule: ChesapeakeCVPRDataModule) -> None: nodata_check = datamodule.nodata_check(4) diff --git a/tests/datamodules/test_etci2021.py b/tests/datamodules/test_etci2021.py deleted file mode 100644 index b51e8daf1b1..00000000000 --- a/tests/datamodules/test_etci2021.py +++ /dev/null @@ -1,30 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import ETCI2021DataModule - - -class TestETCI2021DataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> ETCI2021DataModule: - root = os.path.join("tests", "data", "etci2021") - seed = 0 - batch_size = 2 - num_workers = 0 - dm = ETCI2021DataModule(root, seed, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: ETCI2021DataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: ETCI2021DataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: ETCI2021DataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_landcoverai.py b/tests/datamodules/test_landcoverai.py deleted file mode 100644 index 1d4f2e43150..00000000000 --- a/tests/datamodules/test_landcoverai.py +++ /dev/null @@ -1,29 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import LandCoverAIDataModule - - -class TestLandCoverAIDataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> LandCoverAIDataModule: - root = os.path.join("tests", "data", "landcoverai") - batch_size = 2 - num_workers = 0 - dm = LandCoverAIDataModule(root, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: LandCoverAIDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: LandCoverAIDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: LandCoverAIDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_naip.py b/tests/datamodules/test_naip.py deleted file mode 100644 index 5f9d676f2ba..00000000000 --- a/tests/datamodules/test_naip.py +++ /dev/null @@ -1,32 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest - -from torchgeo.datamodules import NAIPChesapeakeDataModule - - -class TestNAIPChesapeakeDataModule: - @pytest.fixture(scope="class") - def datamodule(self) -> NAIPChesapeakeDataModule: - dm = NAIPChesapeakeDataModule( - os.path.join("tests", "data", "naip"), - os.path.join("tests", "data", "chesapeake", "BAYWIDE"), - batch_size=2, - num_workers=0, - ) - dm.patch_size = 32 - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: NAIPChesapeakeDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: NAIPChesapeakeDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: NAIPChesapeakeDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/datamodules/test_sen12ms.py b/tests/datamodules/test_sen12ms.py deleted file mode 100644 index 7cd6df73857..00000000000 --- a/tests/datamodules/test_sen12ms.py +++ /dev/null @@ -1,32 +0,0 @@ -# Copyright (c) Microsoft Corporation. All rights reserved. -# Licensed under the MIT License. - -import os - -import pytest -from _pytest.fixtures import SubRequest - -from torchgeo.datamodules import SEN12MSDataModule - - -class TestSEN12MSDataModule: - @pytest.fixture(scope="class", params=["all", "s1", "s2-all", "s2-reduced"]) - def datamodule(self, request: SubRequest) -> SEN12MSDataModule: - root = os.path.join("tests", "data", "sen12ms") - seed = 0 - bands = request.param - batch_size = 1 - num_workers = 0 - dm = SEN12MSDataModule(root, seed, bands, batch_size, num_workers) - dm.prepare_data() - dm.setup() - return dm - - def test_train_dataloader(self, datamodule: SEN12MSDataModule) -> None: - next(iter(datamodule.train_dataloader())) - - def test_val_dataloader(self, datamodule: SEN12MSDataModule) -> None: - next(iter(datamodule.val_dataloader())) - - def test_test_dataloader(self, datamodule: SEN12MSDataModule) -> None: - next(iter(datamodule.test_dataloader())) diff --git a/tests/test_train.py b/tests/test_train.py index e573172d94b..5b853caa130 100644 --- a/tests/test_train.py +++ b/tests/test_train.py @@ -132,41 +132,3 @@ def test_config_file(tmp_path: Path) -> None: ) args = [sys.executable, "train.py", "config_file=" + str(config_file)] subprocess.run(args, check=True) - - -# TODO: these tests can probably be removed now -@pytest.mark.parametrize( - "task", - [ - "bigearthnet_all", - "bigearthnet_s1", - "bigearthnet_s2", - "byol", - "chesapeake_cvpr", - "cowc_counting", - "cyclone", - "landcoverai", - "naipchesapeake", - "oscd", - "resisc45", - "sen12ms", - "so2sat_supervised", - "so2sat_unsupervised", - "ucmerced", - ], -) -def test_tasks(task: str, tmp_path: Path) -> None: - output_dir = tmp_path / "output" - log_dir = tmp_path / "logs" - args = [ - sys.executable, - "train.py", - "experiment.name=test", - "program.output_dir=" + str(output_dir), - "program.log_dir=" + str(log_dir), - "trainer.fast_dev_run=1", - "experiment.task=" + task, - "program.overwrite=True", - "config_file=" + os.path.join("conf", "task_defaults", task + ".yaml"), - ] - subprocess.run(args, check=True) diff --git a/tests/trainers/test_segmentation.py b/tests/trainers/test_segmentation.py index 64e5b534980..000afbe1a67 100644 --- a/tests/trainers/test_segmentation.py +++ b/tests/trainers/test_segmentation.py @@ -23,12 +23,17 @@ class TestSemanticSegmentationTask: @pytest.mark.parametrize( "name,classname", [ - ("chesapeake_cvpr", ChesapeakeCVPRDataModule), + ("chesapeake_cvpr_5", ChesapeakeCVPRDataModule), + ("chesapeake_cvpr_7", ChesapeakeCVPRDataModule), ("etci2021", ETCI2021DataModule), ("landcoverai", LandCoverAIDataModule), ("naipchesapeake", NAIPChesapeakeDataModule), - ("oscd", OSCDDataModule), - ("sen12ms", SEN12MSDataModule), + ("oscd_all", OSCDDataModule), + ("oscd_rgb", OSCDDataModule), + ("sen12ms_all", SEN12MSDataModule), + ("sen12ms_s1", SEN12MSDataModule), + ("sen12ms_s2_all", SEN12MSDataModule), + ("sen12ms_s2_reduced", SEN12MSDataModule), ], ) def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: diff --git a/train.py b/train.py index 9f6b1c5a96a..57c587054c2 100755 --- a/train.py +++ b/train.py @@ -47,16 +47,21 @@ "bigearthnet_s1": (MultiLabelClassificationTask, BigEarthNetDataModule), "bigearthnet_s2": (MultiLabelClassificationTask, BigEarthNetDataModule), "byol": (BYOLTask, ChesapeakeCVPRDataModule), - "chesapeake_cvpr": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), + "chesapeake_cvpr_5": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), + "chesapeake_cvpr_7": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), "cowc_counting": (RegressionTask, COWCCountingDataModule), "cyclone": (RegressionTask, CycloneDataModule), "eurosat": (ClassificationTask, EuroSATDataModule), "etci2021": (SemanticSegmentationTask, ETCI2021DataModule), "landcoverai": (LandCoverAISegmentationTask, LandCoverAIDataModule), "naipchesapeake": (NAIPChesapeakeSegmentationTask, NAIPChesapeakeDataModule), - "oscd": (SemanticSegmentationTask, OSCDDataModule), + "oscd_all": (SemanticSegmentationTask, OSCDDataModule), + "oscd_rgb": (SemanticSegmentationTask, OSCDDataModule), "resisc45": (RESISC45ClassificationTask, RESISC45DataModule), - "sen12ms": (SemanticSegmentationTask, SEN12MSDataModule), + "sen12ms_all": (SemanticSegmentationTask, SEN12MSDataModule), + "sen12ms_s1": (SemanticSegmentationTask, SEN12MSDataModule), + "sen12ms_s2_all": (SemanticSegmentationTask, SEN12MSDataModule), + "sen12ms_s2_reduced": (SemanticSegmentationTask, SEN12MSDataModule), "so2sat_supervised": (ClassificationTask, So2SatDataModule), "so2sat_unsupervised": (ClassificationTask, So2SatDataModule), "ucmerced": (ClassificationTask, UCMercedDataModule), From 3db16f940b291f02d0264dcd163177c7fdb11477 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Mon, 27 Dec 2021 21:27:04 -0600 Subject: [PATCH 16/21] Fix chesapeake testing --- tests/datamodules/test_chesapeake.py | 2 +- tests/trainers/test_chesapeake.py | 3 +-- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/tests/datamodules/test_chesapeake.py b/tests/datamodules/test_chesapeake.py index 34e3d05cd9c..4dde9bbf428 100644 --- a/tests/datamodules/test_chesapeake.py +++ b/tests/datamodules/test_chesapeake.py @@ -18,7 +18,7 @@ def datamodule(self) -> ChesapeakeCVPRDataModule: os.path.join("conf", "task_defaults", "chesapeake_cvpr_5.yaml") ) kwargs = OmegaConf.to_object(conf.experiment.datamodule) - kwargs = cast(Dict[Any, Dict[Any, Any]], kwargs) + kwargs = cast(Dict[str, Any], kwargs) datamodule = ChesapeakeCVPRDataModule(**kwargs) datamodule.prepare_data() diff --git a/tests/trainers/test_chesapeake.py b/tests/trainers/test_chesapeake.py index 920936802a7..377d4a85e35 100644 --- a/tests/trainers/test_chesapeake.py +++ b/tests/trainers/test_chesapeake.py @@ -40,11 +40,10 @@ def datamodule(self, class_set: int) -> ChesapeakeCVPRDataModule: @pytest.fixture def config(self, class_set: int) -> Dict[str, Any]: task_conf = OmegaConf.load( - os.path.join("conf", "task_defaults", "chesapeake_cvpr.yaml") + os.path.join("conf", "task_defaults", f"chesapeake_cvpr_{class_set}.yaml") ) task_args = OmegaConf.to_object(task_conf.experiment.module) task_args = cast(Dict[str, Any], task_args) - task_args["num_classes"] = class_set return task_args @pytest.fixture From 8f726427369c17122eb670db69a0852ecb0878bf Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Tue, 28 Dec 2021 11:22:39 -0600 Subject: [PATCH 17/21] Refactor BYOLTask tests --- conf/task_defaults/chesapeake_cvpr_5.yaml | 7 +- conf/task_defaults/chesapeake_cvpr_7.yaml | 5 +- tests/trainers/test_byol.py | 115 +++++++++------------- tests/trainers/test_segmentation.py | 1 - torchgeo/trainers/byol.py | 28 +++--- 5 files changed, 65 insertions(+), 91 deletions(-) diff --git a/conf/task_defaults/chesapeake_cvpr_5.yaml b/conf/task_defaults/chesapeake_cvpr_5.yaml index 3e0f98681b7..bd8872c33b4 100644 --- a/conf/task_defaults/chesapeake_cvpr_5.yaml +++ b/conf/task_defaults/chesapeake_cvpr_5.yaml @@ -3,7 +3,7 @@ experiment: module: loss: "ce" segmentation_model: "unet" - encoder_name: "resnet18" + encoder_name: "resnet50" encoder_weights: null encoder_output_stride: 16 learning_rate: 1e-3 @@ -12,6 +12,7 @@ experiment: num_classes: 5 num_filters: 1 ignore_zeros: False + imagenet_pretraining: False datamodule: root_dir: "tests/data/chesapeake/cvpr" train_splits: @@ -20,8 +21,8 @@ experiment: - "de-test" test_splits: - "de-test" - patches_per_tile: 1 + patches_per_tile: 2 patch_size: 64 - batch_size: 1 + batch_size: 2 num_workers: 0 class_set: ${experiment.module.num_classes} diff --git a/conf/task_defaults/chesapeake_cvpr_7.yaml b/conf/task_defaults/chesapeake_cvpr_7.yaml index 2a78042b308..4111fd500ca 100644 --- a/conf/task_defaults/chesapeake_cvpr_7.yaml +++ b/conf/task_defaults/chesapeake_cvpr_7.yaml @@ -12,6 +12,7 @@ experiment: num_classes: 7 num_filters: 1 ignore_zeros: False + imagenet_pretraining: False datamodule: root_dir: "tests/data/chesapeake/cvpr" train_splits: @@ -20,8 +21,8 @@ experiment: - "de-test" test_splits: - "de-test" - patches_per_tile: 1 + patches_per_tile: 2 patch_size: 64 - batch_size: 1 + batch_size: 2 num_workers: 0 class_set: ${experiment.module.num_classes} diff --git a/tests/trainers/test_byol.py b/tests/trainers/test_byol.py index 304d4a5bf17..f4b97d50772 100644 --- a/tests/trainers/test_byol.py +++ b/tests/trainers/test_byol.py @@ -2,96 +2,69 @@ # Licensed under the MIT License. import os -from typing import Any, Dict, Generator, cast +from typing import Any, Dict, Type, cast import pytest import torch.nn as nn from _pytest.fixtures import SubRequest -from _pytest.monkeypatch import MonkeyPatch from omegaconf import OmegaConf -from pytorch_lightning.core.lightning import LightningModule +from pytorch_lightning import LightningDataModule, Trainer from torchvision.models import resnet18 from torchgeo.datamodules import ChesapeakeCVPRDataModule from torchgeo.trainers import BYOLTask from torchgeo.trainers.byol import BYOL, SimCLRAugmentation -from .test_utils import mocked_log - class TestBYOL: - def test_custom_augment_fn(self) -> None: - encoder = resnet18() - layer = encoder.conv1 - new_layer = nn.Conv2d( # type: ignore[attr-defined] - in_channels=4, - out_channels=layer.out_channels, - kernel_size=layer.kernel_size, - stride=layer.stride, - padding=layer.padding, - bias=layer.bias, - ).requires_grad_() - encoder.conv1 = new_layer - augment_fn = SimCLRAugmentation((2, 2)) - BYOL(encoder, augment_fn=augment_fn) + def test_custom_augment_fn(self) -> None: + encoder = resnet18() + layer = encoder.conv1 + new_layer = nn.Conv2d( # type: ignore[attr-defined] + in_channels=4, + out_channels=layer.out_channels, + kernel_size=layer.kernel_size, + stride=layer.stride, + padding=layer.padding, + bias=layer.bias, + ).requires_grad_() + encoder.conv1 = new_layer + augment_fn = SimCLRAugmentation((2, 2)) + BYOL(encoder, augment_fn=augment_fn) class TestBYOLTask: - @pytest.fixture(scope="class") - def datamodule(self) -> ChesapeakeCVPRDataModule: - dm = ChesapeakeCVPRDataModule( - os.path.join("tests", "data", "chesapeake", "cvpr"), - ["de-test"], - ["de-test"], - ["de-test"], - patch_size=4, - patches_per_tile=2, - batch_size=2, - num_workers=0, - ) - dm.prepare_data() - dm.setup() - return dm - - @pytest.fixture(params=["resnet18", "resnet50"]) - def config(self, request: SubRequest) -> Dict[str, Any]: - task_conf = OmegaConf.load(os.path.join("conf", "task_defaults", "byol.yaml")) - task_args = OmegaConf.to_object(task_conf.experiment.module) - task_args = cast(Dict[str, Any], task_args) - task_args["encoder"] = request.param - return task_args - - @pytest.fixture - def task( - self, config: Dict[str, Any], monkeypatch: Generator[MonkeyPatch, None, None] - ) -> LightningModule: - task = BYOLTask(**config) - monkeypatch.setattr(task, "log", mocked_log) # type: ignore[attr-defined] - return task - - def test_configure_optimizers(self, task: BYOLTask) -> None: - out = task.configure_optimizers() - assert "optimizer" in out - assert "lr_scheduler" in out + @pytest.mark.parametrize( + "name,classname", + [ + ("chesapeake_cvpr_5", ChesapeakeCVPRDataModule), + ("chesapeake_cvpr_7", ChesapeakeCVPRDataModule), + ], + ) + def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: + conf = OmegaConf.load(os.path.join("conf", "task_defaults", name + ".yaml")) + conf_dict = OmegaConf.to_object(conf.experiment) + conf_dict = cast(Dict[Any, Dict[Any, Any]], conf_dict) - def test_training( - self, datamodule: ChesapeakeCVPRDataModule, task: BYOLTask - ) -> None: - batch = next(iter(datamodule.train_dataloader())) - task.training_step(batch, 0) + # Instantiate datamodule + datamodule_kwargs = conf_dict["datamodule"] + datamodule = classname(**datamodule_kwargs) - def test_validation( - self, datamodule: ChesapeakeCVPRDataModule, task: BYOLTask - ) -> None: - batch = next(iter(datamodule.val_dataloader())) - task.validation_step(batch, 0) + # Instantiate model + model_kwargs = conf_dict["module"] + model = BYOLTask(**model_kwargs) - def test_test(self, datamodule: ChesapeakeCVPRDataModule, task: BYOLTask) -> None: - batch = next(iter(datamodule.test_dataloader())) - task.test_step(batch, 0) + # Instantiate trainer + trainer = Trainer(fast_dev_run=True, log_every_n_steps=1) + trainer.fit(model=model, datamodule=datamodule) + trainer.test(model=model, datamodule=datamodule) - def test_invalid_encoder(self, config: Dict[str, Any]) -> None: - config["encoder"] = "invalid_encoder" + def test_invalid_encoder(self) -> None: + kwargs = { + "in_channels": 1, + "imagenet_pretraining": False, + "encoder_name": "invalid_encoder", + } error_message = "Encoder type 'invalid_encoder' is not valid." with pytest.raises(ValueError, match=error_message): - BYOLTask(**config) + BYOLTask(**kwargs) diff --git a/tests/trainers/test_segmentation.py b/tests/trainers/test_segmentation.py index 000afbe1a67..b6010c7ba75 100644 --- a/tests/trainers/test_segmentation.py +++ b/tests/trainers/test_segmentation.py @@ -23,7 +23,6 @@ class TestSemanticSegmentationTask: @pytest.mark.parametrize( "name,classname", [ - ("chesapeake_cvpr_5", ChesapeakeCVPRDataModule), ("chesapeake_cvpr_7", ChesapeakeCVPRDataModule), ("etci2021", ETCI2021DataModule), ("landcoverai", LandCoverAIDataModule), diff --git a/torchgeo/trainers/byol.py b/torchgeo/trainers/byol.py index fb3565a7887..44e36a150b2 100644 --- a/torchgeo/trainers/byol.py +++ b/torchgeo/trainers/byol.py @@ -247,7 +247,7 @@ def __init__( model: Module, image_size: Tuple[int, int] = (256, 256), hidden_layer: Union[str, int] = -2, - input_channels: int = 4, + in_channels: int = 4, projection_size: int = 256, hidden_size: int = 4096, augment_fn: Optional[Module] = None, @@ -261,7 +261,7 @@ def __init__( image_size: the size of the training images hidden_layer: the hidden layer in ``model`` to attach the projection head to, can be the name of the layer or index of the layer - input_channels: number of input channels to the model + in_channels: number of input channels to the model projection_size: size of first layer of the projection MLP hidden_size: size of the hidden layer of the projection MLP augment_fn: an instance of a module that performs data augmentation @@ -277,7 +277,7 @@ def __init__( self.augment = augment_fn self.beta = beta - self.input_channels = input_channels + self.in_channels = in_channels self.encoder = EncoderWrapper( model, projection_size, hidden_size, layer=hidden_layer ) @@ -288,9 +288,7 @@ def __init__( # Perform a single forward pass to initialize the wrapper correctly self.encoder( - torch.zeros( # type: ignore[attr-defined] - 2, self.input_channels, *image_size - ) + torch.zeros(2, self.in_channels, *image_size) # type: ignore[attr-defined] ) def forward(self, x: Tensor) -> Tensor: @@ -315,21 +313,23 @@ class BYOLTask(LightningModule): def config_task(self) -> None: """Configures the task based on kwargs parameters passed to the constructor.""" - input_channels = self.hparams["input_channels"] + in_channels = self.hparams["in_channels"] pretrained = self.hparams["imagenet_pretraining"] encoder = None - if self.hparams["encoder"] == "resnet18": + if self.hparams["encoder_name"] == "resnet18": encoder = resnet18(pretrained=pretrained) - elif self.hparams["encoder"] == "resnet50": + elif self.hparams["encoder_name"] == "resnet50": encoder = resnet50(pretrained=pretrained) else: - raise ValueError(f"Encoder type '{self.hparams['encoder']}' is not valid.") + raise ValueError( + f"Encoder type '{self.hparams['encoder_name']}' is not valid." + ) layer = encoder.conv1 # Creating new Conv2d layer new_layer = Conv2d( - in_channels=input_channels, + in_channels=in_channels, out_channels=layer.out_channels, kernel_size=layer.kernel_size, stride=layer.stride, @@ -343,7 +343,7 @@ def config_task(self) -> None: ... # type: ignore[index] ] = Variable(layer.weight.clone(), requires_grad=True) # Copying the weights of the old layer to the extra channels - for i in range(input_channels - layer.in_channels): + for i in range(in_channels - layer.in_channels): channel = layer.in_channels + i new_layer.weight[:, channel : channel + 1, :, :].data[ ... # type: ignore[index] @@ -359,8 +359,8 @@ def __init__(self, **kwargs: Any) -> None: """Initialize a LightningModule for pre-training a model with BYOL. Keyword Args: - input_channels: number of channels on the input imagery - encoder: either "resnet18" or "resnet50" + in_channels: number of channels on the input imagery + encoder_name: either "resnet18" or "resnet50" imagenet_pretraining: bool indicating whether to use imagenet pretrained weights From 4ed795495fd1d538373e77d0ea21b01672a74d9b Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Tue, 28 Dec 2021 11:27:27 -0600 Subject: [PATCH 18/21] Style fixes --- tests/trainers/test_byol.py | 29 ++++++++++++++--------------- 1 file changed, 14 insertions(+), 15 deletions(-) diff --git a/tests/trainers/test_byol.py b/tests/trainers/test_byol.py index f4b97d50772..bb2fc03e5b1 100644 --- a/tests/trainers/test_byol.py +++ b/tests/trainers/test_byol.py @@ -6,7 +6,6 @@ import pytest import torch.nn as nn -from _pytest.fixtures import SubRequest from omegaconf import OmegaConf from pytorch_lightning import LightningDataModule, Trainer from torchvision.models import resnet18 @@ -17,20 +16,20 @@ class TestBYOL: - def test_custom_augment_fn(self) -> None: - encoder = resnet18() - layer = encoder.conv1 - new_layer = nn.Conv2d( # type: ignore[attr-defined] - in_channels=4, - out_channels=layer.out_channels, - kernel_size=layer.kernel_size, - stride=layer.stride, - padding=layer.padding, - bias=layer.bias, - ).requires_grad_() - encoder.conv1 = new_layer - augment_fn = SimCLRAugmentation((2, 2)) - BYOL(encoder, augment_fn=augment_fn) + def test_custom_augment_fn(self) -> None: + encoder = resnet18() + layer = encoder.conv1 + new_layer = nn.Conv2d( # type: ignore[attr-defined] + in_channels=4, + out_channels=layer.out_channels, + kernel_size=layer.kernel_size, + stride=layer.stride, + padding=layer.padding, + bias=layer.bias, + ).requires_grad_() + encoder.conv1 = new_layer + augment_fn = SimCLRAugmentation((2, 2)) + BYOL(encoder, augment_fn=augment_fn) class TestBYOLTask: From 66c015c8c47cae4a0ee172f340f8c53580b2f1a4 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Tue, 28 Dec 2021 11:37:52 -0600 Subject: [PATCH 19/21] Silence pytorch-lightning warnings --- pyproject.toml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index 2de421fb297..6f31702dce8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -84,6 +84,8 @@ filterwarnings = [ "ignore:.*is a deprecated alias for the builtin:DeprecationWarning", "ignore:Previous behaviour produces incorrect box coordinates:UserWarning", "ignore:The dataloader, .*, does not have many workers which may be a bottleneck:UserWarning", + "ignore:Your `.*_dataloader` has `shuffle=True`:UserWarning", + "ignore:Trying to infer the `batch_size` from an ambiguous collection:UserWarning", ] markers = [ "slow: marks tests as slow", From e3811cf394cc013b1889028be8a8836dad0f0ec3 Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Tue, 28 Dec 2021 15:11:19 -0600 Subject: [PATCH 20/21] Get coverage for Chesapeake CVPR prior --- conf/task_defaults/chesapeake_cvpr_5.yaml | 1 + conf/task_defaults/chesapeake_cvpr_7.yaml | 1 + conf/task_defaults/chesapeake_cvpr_prior.yaml | 29 +++++++++++++++++++ tests/trainers/test_segmentation.py | 2 +- train.py | 1 + 5 files changed, 33 insertions(+), 1 deletion(-) create mode 100644 conf/task_defaults/chesapeake_cvpr_prior.yaml diff --git a/conf/task_defaults/chesapeake_cvpr_5.yaml b/conf/task_defaults/chesapeake_cvpr_5.yaml index bd8872c33b4..63b0b469f42 100644 --- a/conf/task_defaults/chesapeake_cvpr_5.yaml +++ b/conf/task_defaults/chesapeake_cvpr_5.yaml @@ -26,3 +26,4 @@ experiment: batch_size: 2 num_workers: 0 class_set: ${experiment.module.num_classes} + use_prior_labels: False diff --git a/conf/task_defaults/chesapeake_cvpr_7.yaml b/conf/task_defaults/chesapeake_cvpr_7.yaml index 4111fd500ca..b1cd0bde844 100644 --- a/conf/task_defaults/chesapeake_cvpr_7.yaml +++ b/conf/task_defaults/chesapeake_cvpr_7.yaml @@ -26,3 +26,4 @@ experiment: batch_size: 2 num_workers: 0 class_set: ${experiment.module.num_classes} + use_prior_labels: False diff --git a/conf/task_defaults/chesapeake_cvpr_prior.yaml b/conf/task_defaults/chesapeake_cvpr_prior.yaml new file mode 100644 index 00000000000..ab7398da3b9 --- /dev/null +++ b/conf/task_defaults/chesapeake_cvpr_prior.yaml @@ -0,0 +1,29 @@ +experiment: + task: "chesapeake_cvpr" + module: + loss: "ce" + segmentation_model: "unet" + encoder_name: "resnet50" + encoder_weights: null + encoder_output_stride: 16 + learning_rate: 1e-3 + learning_rate_schedule_patience: 6 + in_channels: 4 + num_classes: 5 + num_filters: 1 + ignore_zeros: False + imagenet_pretraining: False + datamodule: + root_dir: "tests/data/chesapeake/cvpr" + train_splits: + - "de-test" + val_splits: + - "de-test" + test_splits: + - "de-test" + patches_per_tile: 2 + patch_size: 64 + batch_size: 2 + num_workers: 0 + class_set: ${experiment.module.num_classes} + use_prior_labels: True diff --git a/tests/trainers/test_segmentation.py b/tests/trainers/test_segmentation.py index b6010c7ba75..60f48264534 100644 --- a/tests/trainers/test_segmentation.py +++ b/tests/trainers/test_segmentation.py @@ -23,7 +23,7 @@ class TestSemanticSegmentationTask: @pytest.mark.parametrize( "name,classname", [ - ("chesapeake_cvpr_7", ChesapeakeCVPRDataModule), + ("chesapeake_cvpr_prior", ChesapeakeCVPRDataModule), ("etci2021", ETCI2021DataModule), ("landcoverai", LandCoverAIDataModule), ("naipchesapeake", NAIPChesapeakeDataModule), diff --git a/train.py b/train.py index 57c587054c2..eac21a07d7f 100755 --- a/train.py +++ b/train.py @@ -49,6 +49,7 @@ "byol": (BYOLTask, ChesapeakeCVPRDataModule), "chesapeake_cvpr_5": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), "chesapeake_cvpr_7": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), + "chesapeake_cvpr_prior": (ChesapeakeCVPRSegmentationTask, ChesapeakeCVPRDataModule), "cowc_counting": (RegressionTask, COWCCountingDataModule), "cyclone": (RegressionTask, CycloneDataModule), "eurosat": (ClassificationTask, EuroSATDataModule), From 91a585ebec4718fe21a1f4b0ae3f19a3259757ad Mon Sep 17 00:00:00 2001 From: "Adam J. Stewart" Date: Tue, 28 Dec 2021 15:21:48 -0600 Subject: [PATCH 21/21] Fix trainer tests --- tests/trainers/test_byol.py | 2 +- tests/trainers/test_segmentation.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/trainers/test_byol.py b/tests/trainers/test_byol.py index bb2fc03e5b1..bb661d185ad 100644 --- a/tests/trainers/test_byol.py +++ b/tests/trainers/test_byol.py @@ -36,8 +36,8 @@ class TestBYOLTask: @pytest.mark.parametrize( "name,classname", [ - ("chesapeake_cvpr_5", ChesapeakeCVPRDataModule), ("chesapeake_cvpr_7", ChesapeakeCVPRDataModule), + ("chesapeake_cvpr_prior", ChesapeakeCVPRDataModule), ], ) def test_trainer(self, name: str, classname: Type[LightningDataModule]) -> None: diff --git a/tests/trainers/test_segmentation.py b/tests/trainers/test_segmentation.py index 60f48264534..1d13299334e 100644 --- a/tests/trainers/test_segmentation.py +++ b/tests/trainers/test_segmentation.py @@ -23,7 +23,7 @@ class TestSemanticSegmentationTask: @pytest.mark.parametrize( "name,classname", [ - ("chesapeake_cvpr_prior", ChesapeakeCVPRDataModule), + ("chesapeake_cvpr_5", ChesapeakeCVPRDataModule), ("etci2021", ETCI2021DataModule), ("landcoverai", LandCoverAIDataModule), ("naipchesapeake", NAIPChesapeakeDataModule),

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