{ "cells": [ { "cell_type": "markdown", "id": "9190dbbd", "metadata": {}, "source": [ "# Using the Zarr Tile Sink\n", "\n", "The `ZarrFileTileSource` class has file-writing capabilities; an empty image can be created, image data can be added as tiles or arbitrary regions, and the image can be saved to a file in any of several formats.\n", "\n", "Typically, this class is called a \"source\" when reading from a file and a \"sink\" when writing to a file. This is just a naming convention, but the read mode and write mode are not mutually exclusive." ] }, { "cell_type": "markdown", "id": "ebaa9c80", "metadata": {}, "source": [ "## Installation" ] }, { "cell_type": "code", "execution_count": 1, "id": "4ba28d02", "metadata": {}, "outputs": [], "source": [ "# This will install large_image with the zarr source\n", "!pip install large_image[tiff,zarr,converter] --find-links https://girder.github.io/large_image_wheels\n", "\n", "# For maximum capabilities in Jupyter, also install ipyleaflet so you can\n", "# view zoomable images in the notebook\n", "!pip install ipyleaflet" ] }, { "cell_type": "code", "execution_count": 2, "id": "63c0c38f", "metadata": {}, "outputs": [], "source": [ "# Ask JupyterLab to locally proxy an internal tile server\n", "import importlib.util\n", "import large_image\n", "\n", "if importlib.util.find_spec('google') and importlib.util.find_spec('google.colab'):\n", " # colab intercepts localhost\n", " large_image.tilesource.jupyter.IPyLeafletMixin.JUPYTER_PROXY = 'https://localhost'\n", "else:\n", " large_image.tilesource.jupyter.IPyLeafletMixin.JUPYTER_PROXY = True" ] }, { "cell_type": "markdown", "id": "771078f9", "metadata": {}, "source": [ "## Sample Data Download\n", "\n", "For this example, we will use data from a sample file. We will copy and modify tiles from this image, writing the modified data to a new file." ] }, { "cell_type": "code", "execution_count": 2, "id": "1c4b746b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 12.3M 100 12.3M 0 0 2952k 0 0:00:04 0:00:04 --:--:-- 2952k\n" ] } ], "source": [ "!curl -L -C - -o example.tiff https://demo.kitware.com/histomicstk/api/v1/item/58b480ba92ca9a000b08c899/download" ] }, { "cell_type": "code", "execution_count": 3, "id": "5c39f222", "metadata": {}, "outputs": [ { "data": { "application/json": { "bandCount": 3, "dtype": "uint8", "levels": 7, "magnification": 40, "mm_x": 0.00025, "mm_y": 0.00025, "sizeX": 9216, "sizeY": 11264, "tileHeight": 256, "tileWidth": 256 }, "text/plain": [ "{'levels': 7,\n", " 'sizeX': 9216,\n", " 'sizeY': 11264,\n", " 'tileWidth': 256,\n", " 'tileHeight': 256,\n", " 'magnification': 40.0,\n", " 'mm_x': 0.00025,\n", " 'mm_y': 0.00025,\n", " 'dtype': 'uint8',\n", " 'bandCount': 3}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "original_image_path = 'example.tiff'\n", "processed_image_path = 'processed_example_1.tiff'\n", "\n", "source = large_image.open(original_image_path)\n", "\n", "# view the metadata\n", "source_metadata = source.getMetadata()\n", "source_metadata" ] }, { "cell_type": "code", "execution_count": 4, "id": "d2d4956c", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "ImageBytes<12955> (image/jpeg)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show source as a static thumbnail\n", "source.getThumbnail()[0]" ] }, { "cell_type": "code", "execution_count": 5, "id": "c018cebd", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "97c6787b148c4b4f9639d623f32f8a3a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Map(center=[5632.0, 4608.0], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_i…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show the source image in an interactive viewer\n", "source" ] }, { "cell_type": "markdown", "id": "f88191b2", "metadata": {}, "source": [ "## Writing Processed Data to a New File" ] }, { "cell_type": "code", "execution_count": 7, "id": "0e75e6de", "metadata": {}, "outputs": [], "source": [ "from skimage.color.adapt_rgb import adapt_rgb, hsv_value\n", "from skimage import filters\n", "\n", "# define some image processing function\n", "\n", "@adapt_rgb(hsv_value)\n", "def process_tile(tile, footprint_size):\n", " return filters.unsharp_mask(\n", " tile, radius=footprint_size,\n", " )" ] }, { "cell_type": "code", "execution_count": 7, "id": "fb89a0b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing image for 3 frames.\n", "Processing image with footprint_size = 1\n", "Processing image with footprint_size = 10\n", "Processing image with footprint_size = 50\n" ] }, { "data": { "application/json": { "IndexRange": { "IndexFOOTPRINT": 3 }, "IndexStride": { "IndexFOOTPRINT": 1 }, "ValueFOOTPRINT": { "datatype": "int64", "max": 50, "min": 1, "uniform": true, "units": null, "values": [ 1, 10, 50 ] }, "bandCount": 3, "channelmap": { "Band 1": 0 }, "channels": [ "Band 1" ], "dtype": "float64", "frames": [ { "Channel": "Band 1", "Frame": 0, "Index": 0, "IndexFOOTPRINT": 0, "ValueFOOTPRINT": 1 }, { "Channel": "Band 1", "Frame": 1, "Index": 1, "IndexFOOTPRINT": 1, "ValueFOOTPRINT": 10 }, { "Channel": "Band 1", "Frame": 2, "Index": 2, "IndexFOOTPRINT": 2, "ValueFOOTPRINT": 50 } ], "levels": 6, "magnification": null, "mm_x": 0, "mm_y": 0, "sizeX": 9216, "sizeY": 11264, "tileHeight": 512, "tileWidth": 512 }, "text/plain": [ "{'levels': 6,\n", " 'sizeX': 9216,\n", " 'sizeY': 11264,\n", " 'tileWidth': 512,\n", " 'tileHeight': 512,\n", " 'magnification': None,\n", " 'mm_x': 0,\n", " 'mm_y': 0,\n", " 'dtype': 'float64',\n", " 'bandCount': 3,\n", " 'frames': [{'Frame': 0,\n", " 'IndexFOOTPRINT': 0,\n", " 'ValueFOOTPRINT': 1,\n", " 'Index': 0,\n", " 'Channel': 'Band 1'},\n", " {'Frame': 1,\n", " 'IndexFOOTPRINT': 1,\n", " 'ValueFOOTPRINT': 10,\n", " 'Index': 1,\n", " 'Channel': 'Band 1'},\n", " {'Frame': 2,\n", " 'IndexFOOTPRINT': 2,\n", " 'ValueFOOTPRINT': 50,\n", " 'Index': 2,\n", " 'Channel': 'Band 1'}],\n", " 'ValueFOOTPRINT': {'values': [1, 10, 50],\n", " 'uniform': True,\n", " 'units': None,\n", " 'min': 1,\n", " 'max': 50,\n", " 'datatype': 'int64'},\n", " 'IndexRange': {'IndexFOOTPRINT': 3},\n", " 'IndexStride': {'IndexFOOTPRINT': 1},\n", " 'channels': ['Band 1'],\n", " 'channelmap': {'Band 1': 0}}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create a sink, which is an instance of ZarrFileTileSource and has no data\n", "sink = large_image.new()\n", "\n", "# compare three different footprint sizes for processing algorithm\n", "# computing the processed image takes about 1 minute for each value\n", "footprint_sizes = [1, 10, 50]\n", "print(f'Processing image for {len(footprint_sizes)} frames.')\n", "\n", "# create a frame for each processed result\n", "for i, footprint_size in enumerate(footprint_sizes):\n", " print('Processing image with footprint_size = ', footprint_size)\n", " # iterate through tiles, getting numpy arrays for each tile\n", " for tile in source.tileIterator(format='numpy'):\n", " # for each tile, run some processing algorithm\n", " t = tile['tile']\n", " processed_tile = process_tile(t, footprint_size) * 255\n", "\n", " # add modified tile to sink\n", " # specify tile x, tile y, and any arbitrary frame parameters\n", " sink.addTile(processed_tile, x=tile['x'], y=tile['y'], footprint=i, footprint_value=footprint_size)\n", "# view metadata\n", "sink.getMetadata()" ] }, { "cell_type": "code", "execution_count": 8, "id": "e9114da0", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fb60c2b967274a99a632f32f99389705", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(IntSlider(value=0, description='Frame:', max=2), Map(center=[5632.0, 4608.0], controls=(ZoomCon…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show the result image in an interactive viewer\n", "# the viewer includes a slider for this multiframe image\n", "# switch between frames to view the differences between the values passed to footprint_size\n", "sink" ] }, { "cell_type": "markdown", "id": "3c88d352", "metadata": {}, "source": [ "## Edit Attributes and Write Result File" ] }, { "cell_type": "code", "execution_count": 9, "id": "24e5c87c", "metadata": {}, "outputs": [], "source": [ "# set crop bounds\n", "sink.crop = (3000, 5000, 2048, 2048)\n", "\n", "# set mm_x and mm_y from source metadata\n", "sink.mm_x = source_metadata.get('mm_x')\n", "sink.mm_y = source_metadata.get('mm_y')\n", "\n", "# set image description\n", "sink.imageDescription = 'processed with scikit-image'\n", "\n", "# set additional metadata\n", "sink.additionalMetadata = dict(\n", " filter='unsharp_mask',\n", ")\n", "\n", "# add original thumbnail as an associated image\n", "sink.addAssociatedImage(source.getThumbnail()[0], imageKey='original')\n", "\n", "# write new image as tiff (other format options include .zip, .zarr, .db, .sqlite, .svs, etc.)\n", "sink.write(processed_image_path)" ] }, { "cell_type": "markdown", "id": "5ba5a838", "metadata": {}, "source": [ "## View Results" ] }, { "cell_type": "code", "execution_count": 10, "id": "46d62547", "metadata": {}, "outputs": [ { "data": { "application/json": { "IndexRange": { "IndexFOOTPRINT": 3 }, "IndexStride": { "IndexFOOTPRINT": 1 }, "bandCount": 3, "channelmap": { "Band 1": 0 }, "channels": [ "Band 1" ], "dtype": "uint16", "frames": [ { "Channel": "Band 1", "Frame": 0, "Index": 0, "IndexFOOTPRINT": 0 }, { "Channel": "Band 1", "Frame": 1, "Index": 1, "IndexFOOTPRINT": 1 }, { "Channel": "Band 1", "Frame": 2, "Index": 2, "IndexFOOTPRINT": 2 } ], "levels": 4, "magnification": null, "mm_x": null, "mm_y": null, "sizeX": 2048, "sizeY": 2048, "tileHeight": 256, "tileWidth": 256 }, "text/plain": [ "{'levels': 4,\n", " 'sizeX': 2048,\n", " 'sizeY': 2048,\n", " 'tileWidth': 256,\n", " 'tileHeight': 256,\n", " 'magnification': None,\n", " 'mm_x': None,\n", " 'mm_y': None,\n", " 'dtype': 'uint16',\n", " 'bandCount': 3,\n", " 'frames': [{'Channel': 'Band 1', 'Frame': 0, 'Index': 0, 'IndexFOOTPRINT': 0},\n", " {'Channel': 'Band 1', 'Frame': 1, 'Index': 1, 'IndexFOOTPRINT': 1},\n", " {'Channel': 'Band 1', 'Frame': 2, 'Index': 2, 'IndexFOOTPRINT': 2}],\n", " 'IndexRange': {'IndexFOOTPRINT': 3},\n", " 'IndexStride': {'IndexFOOTPRINT': 1},\n", " 'channels': ['Band 1'],\n", " 'channelmap': {'Band 1': 0}}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# open written file as a new source\n", "# this will be opened as a TiffFileTileSource\n", "source_2 = large_image.open(processed_image_path)\n", "\n", "# view metadata\n", "source_2.getMetadata()" ] }, { "cell_type": "code", "execution_count": 11, "id": "dbb8c86e", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "ImageBytes<56254> (image/jpeg)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show source_2 as a static thumbnail\n", "source_2.getThumbnail()[0]" ] }, { "cell_type": "code", "execution_count": 12, "id": "d71bd65a", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a2d3df88fbd44079877b8f314ed97e6f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(IntSlider(value=0, description='Frame:', max=2), Map(center=[1024.0, 1024.0], controls=(ZoomCon…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show source_2 in an interactive viewer\n", "source_2" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }