From 787ed11c3ea31cb29cd3ce66f6353ea6511bd3aa Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Mon, 7 Mar 2022 15:29:57 -0800 Subject: [PATCH 1/7] Fix windows separate process data loading --- .../geotiff_io/geotiff_reader.py | 20 +++++++++---------- hakai_segmentation/managers.py | 2 +- 2 files changed, 10 insertions(+), 12 deletions(-) diff --git a/hakai_segmentation/geotiff_io/geotiff_reader.py b/hakai_segmentation/geotiff_io/geotiff_reader.py index 7a466cb..2cd2099 100644 --- a/hakai_segmentation/geotiff_io/geotiff_reader.py +++ b/hakai_segmentation/geotiff_io/geotiff_reader.py @@ -37,12 +37,12 @@ def __init__(self, img_path: Union[str, 'Path'], crop_size: int, padding: Option self.crop_size = crop_size self.padding = padding - self.raster = rasterio.open(img_path, 'r') - self.height = self.raster.height - self.width = self.raster.width - self.nodata = self.raster.nodata if hasattr(self.raster, 'nodata') else None - self.count = self.raster.count - self.profile = self.raster.profile + with rasterio.open(self.img_path, 'r') as raster: + self.height = raster.height + self.width = raster.width + self.nodata = raster.nodata if hasattr(raster, 'nodata') else None + self.count = raster.count + self.profile = raster.profile if fill_value is not None: self.fill_value = fill_value @@ -70,8 +70,9 @@ def _get_crop(self, idx: int) -> np.ndarray: window = ((y0 - self.padding, y0 + self.crop_size + self.padding), (x0 - self.padding, x0 + self.crop_size + self.padding)) - crop = self.raster.read(window=window, boundless=True, - fill_value=self.fill_value) + with rasterio.open(self.img_path, 'r') as raster: + crop = raster.read(window=window, boundless=True, + fill_value=self.fill_value) if len(crop.shape) == 3: crop = np.moveaxis(crop, 0, 2) # (c, h, w) => (h, w, c) @@ -123,6 +124,3 @@ def y0(self) -> List[int]: @property def x0(self) -> List[int]: return [a[1] for a in self.y0x0] - - def __del__(self): - self.raster.close() diff --git a/hakai_segmentation/managers.py b/hakai_segmentation/managers.py index f1d0e8f..2d4c22a 100644 --- a/hakai_segmentation/managers.py +++ b/hakai_segmentation/managers.py @@ -46,7 +46,7 @@ def __init__(self, model: '_Model', input_path: Union[str, 'Path'], output_path: shuffle=False, batch_size=batch_size, pin_memory=True, - num_workers=0, + num_workers=1, ) self.writer = GeotiffWriter.from_reader(Path(output_path).expanduser().resolve(), From 77644df7e25b6295d3cd9a042ff42aa71c0d4ce9 Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Mon, 7 Mar 2022 15:53:12 -0800 Subject: [PATCH 2/7] Update version --- hakai_segmentation/lib.py | 1 - setup.py | 2 +- 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/hakai_segmentation/lib.py b/hakai_segmentation/lib.py index 57e7df5..ac8c11c 100644 --- a/hakai_segmentation/lib.py +++ b/hakai_segmentation/lib.py @@ -29,7 +29,6 @@ def find_mussels(source: str, dest: str, :param batch_size: The batch size of cropped image sections to process together. :param no_gpu: Disable Cuda GPU usage and run on CPU only. """ - model = MusselPresenceSegmentationModel(no_gpu=no_gpu) GeotiffSegmentation(model, source, dest, crop_size=crop_size, padding=padding, batch_size=batch_size)() diff --git a/setup.py b/setup.py index bc26d2a..3078a4b 100644 --- a/setup.py +++ b/setup.py @@ -2,7 +2,7 @@ from setuptools import setup PACKAGE_NAME = 'hakai-segmentation' -VERSION = '0.1.9' +VERSION = '0.1.8a1' packages = [ 'hakai_segmentation', From 10e4dc912bc90ba0175e0f209bf32be8f0770869 Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Mon, 7 Mar 2022 15:29:57 -0800 Subject: [PATCH 3/7] Revert "Fix windows separate process data loading" This reverts commit 787ed11c3ea31cb29cd3ce66f6353ea6511bd3aa. --- .../geotiff_io/geotiff_reader.py | 20 ++++++++++--------- hakai_segmentation/managers.py | 2 +- 2 files changed, 12 insertions(+), 10 deletions(-) diff --git a/hakai_segmentation/geotiff_io/geotiff_reader.py b/hakai_segmentation/geotiff_io/geotiff_reader.py index 2cd2099..7a466cb 100644 --- a/hakai_segmentation/geotiff_io/geotiff_reader.py +++ b/hakai_segmentation/geotiff_io/geotiff_reader.py @@ -37,12 +37,12 @@ def __init__(self, img_path: Union[str, 'Path'], crop_size: int, padding: Option self.crop_size = crop_size self.padding = padding - with rasterio.open(self.img_path, 'r') as raster: - self.height = raster.height - self.width = raster.width - self.nodata = raster.nodata if hasattr(raster, 'nodata') else None - self.count = raster.count - self.profile = raster.profile + self.raster = rasterio.open(img_path, 'r') + self.height = self.raster.height + self.width = self.raster.width + self.nodata = self.raster.nodata if hasattr(self.raster, 'nodata') else None + self.count = self.raster.count + self.profile = self.raster.profile if fill_value is not None: self.fill_value = fill_value @@ -70,9 +70,8 @@ def _get_crop(self, idx: int) -> np.ndarray: window = ((y0 - self.padding, y0 + self.crop_size + self.padding), (x0 - self.padding, x0 + self.crop_size + self.padding)) - with rasterio.open(self.img_path, 'r') as raster: - crop = raster.read(window=window, boundless=True, - fill_value=self.fill_value) + crop = self.raster.read(window=window, boundless=True, + fill_value=self.fill_value) if len(crop.shape) == 3: crop = np.moveaxis(crop, 0, 2) # (c, h, w) => (h, w, c) @@ -124,3 +123,6 @@ def y0(self) -> List[int]: @property def x0(self) -> List[int]: return [a[1] for a in self.y0x0] + + def __del__(self): + self.raster.close() diff --git a/hakai_segmentation/managers.py b/hakai_segmentation/managers.py index 2d4c22a..f1d0e8f 100644 --- a/hakai_segmentation/managers.py +++ b/hakai_segmentation/managers.py @@ -46,7 +46,7 @@ def __init__(self, model: '_Model', input_path: Union[str, 'Path'], output_path: shuffle=False, batch_size=batch_size, pin_memory=True, - num_workers=1, + num_workers=0, ) self.writer = GeotiffWriter.from_reader(Path(output_path).expanduser().resolve(), From 6dd5e3f49187507a88f69d9188c50266537b575a Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Mon, 13 Jun 2022 17:01:44 -0700 Subject: [PATCH 4/7] Add ide config --- .idea/misc.xml | 4 ++++ .idea/vcs.xml | 7 +++++++ 2 files changed, 11 insertions(+) create mode 100644 .idea/misc.xml create mode 100644 .idea/vcs.xml diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..0b5a88a --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..d9b6c13 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,7 @@ + + + + + + + \ No newline at end of file From 6f0d7f909c2f1fb36ca77b9e4e3909f25874073b Mon Sep 17 00:00:00 2001 From: Taylor Denouden Date: Mon, 13 Jun 2022 16:59:26 -0700 Subject: [PATCH 5/7] Add species segmentation model --- conda/meta.yaml | 2 +- environment.yml | 2 +- hakai_segmentation/cli.py | 39 ++++++++++++++---- .../LRASPP_MobileNetV3_kelp_species_jit.pt | Bin 0 -> 13489252 bytes hakai_segmentation/data/__init__.py | 2 + hakai_segmentation/lib.py | 21 ++++++---- hakai_segmentation/managers.py | 1 - hakai_segmentation/models.py | 9 ++-- 8 files changed, 54 insertions(+), 22 deletions(-) create mode 100644 hakai_segmentation/data/LRASPP_MobileNetV3_kelp_species_jit.pt diff --git a/conda/meta.yaml b/conda/meta.yaml index 3b06907..eff3edc 100644 --- a/conda/meta.yaml +++ b/conda/meta.yaml @@ -22,12 +22,12 @@ requirements: - pip run: - python ~=3.7,<3.10 - - fire ~=0.4 - numpy ~=1.16 - pytorch ~=1.10 - rasterio ~=1.2 - torchvision ~=0.11 - tqdm ~=4.62 + - typer ~=0.4 test: imports: diff --git a/environment.yml b/environment.yml index 4516d80..8883929 100644 --- a/environment.yml +++ b/environment.yml @@ -4,7 +4,7 @@ channels: - conda-forge dependencies: - python~=3.7,<3.10 - - conda-forge::fire~=0.4 + - conda-forge::typer~=0.4.1 - conda-forge::numpy~=1.16 - conda-forge::rasterio~=1.2 - conda-forge::tqdm~=4.62 diff --git a/hakai_segmentation/cli.py b/hakai_segmentation/cli.py index 6bf1dc9..2ecd8ab 100644 --- a/hakai_segmentation/cli.py +++ b/hakai_segmentation/cli.py @@ -1,14 +1,37 @@ -import fire +import typer -from hakai_segmentation.lib import find_kelp, find_mussels +from hakai_segmentation import lib +cli = typer.Typer() -def cli(): - """Run the python-fire CLI.""" - fire.Fire({ - "find-mussels": find_mussels, - "find-kelp": find_kelp - }) + +@cli.command() +def find_kelp( + source: str = typer.Argument(..., help="Input image with Byte data type."), + dest: str = typer.Argument(..., help="File path location to save output to."), + species: bool = typer.Option(False, "--species/--presence", help="Segment to species or presence/absence level."), + crop_size: int = typer.Option(256, help="The size for the cropped image squares run through the segmentation model."), + padding: int = typer.Option(128, help="The number of context pixels added to each side of the image crops."), + batch_size: int = typer.Option(2, help="The batch size of cropped image sections to process together."), + use_gpu: bool = typer.Option(True, "--gpu/--no-gpu", help="Enable or disable GPU, if available.") +): + """Detect kelp in image at path `source` and output the resulting classification raster to file at path `dest`.""" + lib.find_kelp(source=source, dest=dest, species=species, + crop_size=crop_size, padding=padding, batch_size=batch_size, use_gpu=use_gpu) + + +@cli.command() +def find_mussels( + source: str = typer.Argument(..., help="Input image with Byte data type."), + dest: str = typer.Argument(..., help="File path location to save output to."), + crop_size: int = typer.Option(256, help="The size for the cropped image squares run through the segmentation model."), + padding: int = typer.Option(128, help="The number of context pixels added to each side of the image crops."), + batch_size: int = typer.Option(2, help="The batch size of cropped image sections to process together."), + use_gpu: bool = typer.Option(True, "--gpu/--no-gpu", help="Enable or disable GPU, if available.") +): + """Detect mussels in image at path `source` and output the resulting classification raster to file at path `dest`.""" + lib.find_mussels(source=source, dest=dest, + crop_size=crop_size, padding=padding, batch_size=batch_size, use_gpu=use_gpu) if __name__ == '__main__': diff --git a/hakai_segmentation/data/LRASPP_MobileNetV3_kelp_species_jit.pt b/hakai_segmentation/data/LRASPP_MobileNetV3_kelp_species_jit.pt new file mode 100644 index 0000000000000000000000000000000000000000..08fb2b2ab9d1f90d11c0c06c05ccf40083e43d43 GIT binary patch literal 13489252 zcmcG$2{cvT-#>01Gel*GLZuM*97*Dyy)O+aGo?tWB%z{^CM7acQRd8KDDF8V)7|?} zN`odtgHjr4)}S={)9?E{>skN*`hEX>*ZMqnt@qmd?6dd2ulrj2?Dw?Kb+i!`6B3e= z68isqW(%1L**aUgI68XT1#Ix$;%)C8>^jGDYe-O#_ZH8fKyNQ!?;uY<-(b$h^}*{o z#9}LBA@~3IGvUo0?Cf5MHXXKxq*?+SB6?de>ro?oDG*_Qb-m**FQcH})idnRCoJ|8 zJ_}X)^qcLjzr^A(BrmM5jt!R$!iS66VX00s{;7Ky3ELY2!xiUo*}Z8<$gCc`Ofx~} ztr)@4ayc+9a#-+PKY)sJuR-IstOP?pgy7YEl4y&{c1mM$n?>=qNqC*>G!XLc7I>E& 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