From a7ba93d156cd91b94ffbfc2b849dada1ef7ac717 Mon Sep 17 00:00:00 2001 From: Matt Savoie Date: Tue, 14 May 2024 13:17:41 -0600 Subject: [PATCH] DAS-2166: Updates the notebook with new examples --- README.md | 15 +- docs/HyBIG-Example-Usage.ipynb | 259 +++++++++++++++--- .../VCF5KYR_1991001_001_2018224205008.png | Bin 4638568 -> 4589244 bytes .../example2/ASTGTMV003_N00E022_dem.jgw | 6 + .../example2/ASTGTMV003_N00E022_dem.jpg | Bin 0 -> 1584206 bytes ...xml => ASTGTMV003_N00E022_dem.jpg.aux.xml} | 2 +- .../ASTGTMV003_N00E022_dem.r00c00.jgw | 6 - .../ASTGTMV003_N00E022_dem.r00c00.jpg | Bin 1503423 -> 0 bytes .../VCF5KYR_1991001_001_2018224205008.png | Bin 9505 -> 9527 bytes .../VCF5KYR_1991001_001_2018224205008.png | Bin 10154 -> 10181 bytes .../VCF5KYR_1991001_001_2018224205008.pgw | 6 + .../VCF5KYR_1991001_001_2018224205008.png | Bin 0 -> 846310 bytes ...5KYR_1991001_001_2018224205008.png.aux.xml | 4 + ...F5KYR_1991001_001_2018224205008.r00c00.pgw | 8 +- 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The maximum untiled image size generated by HyBIG is 67,108,864 cells (8,192 x 8,192). If the output image exceeds this threshold, HyBIG automatically tiles the output into multiple 4,096 x 4,096 cell images. The tiles at the edges are truncated -to fit the overall image dimensions. +to fit the overall image dimensions. Currently you cannot override this +behavior. ### Coloring @@ -57,6 +58,18 @@ for a color map, which is used if present. If no color information can be found, grayscale is used. +### Customizations + +HyBIG tries to provide GIBS-appropriate defaults. You can request user +customizations such as `crs`, `scale_extents`, `scale_sizes`, and dimensions +(`height` & `width`) in the harmony request. However, the generated outputs may +not be compatible with GIBS. + +If you specify `scale_extent` or `scale_size`, you must also include a `crs` in +the request, and the values must match the target CRS. For example, specifying +a bounding box in degrees requires a target CRS also with units of degrees. + + ## Repository structure: diff --git a/docs/HyBIG-Example-Usage.ipynb b/docs/HyBIG-Example-Usage.ipynb index ecf34fd..f9fd732 100644 --- a/docs/HyBIG-Example-Usage.ipynb +++ b/docs/HyBIG-Example-Usage.ipynb @@ -21,7 +21,8 @@ " - MEaSUREs Vegetation Continuous Fields (VCF) Yearly Global 0.05 Deg V001 ([VCF5KYR](https://cmr.uat.earthdata.nasa.gov/search/concepts/C1258119317-EEDTEST)) as GeoTIFF input data to demonstrate the HyBIG service against RGB color banded input. Each granule covers the full Earth.\n", "\n", " - ASTER Global Digital Elevation Model (GDEM) Version 3 ([ASTGTM](https://cmr.uat.earthdata.nasa.gov/search/concepts/C1256584478-EEDTEST)) as GeoTIFF input data to demonstrate the HyBIG service using an input GeoTIFF with no color information. Each granule covers a 1° x 1° region at 1\" resolution.\n", - "\n", + " \n", + " \n", "#### Authentication prerequisites:\n", "\n", "The `harmony.Client` class will attempt to use credentials from a local `.netrc` file, located in the home directory of the filesystem where this notebook is running. This will need to contain entries for Earthdata Login for your UAT environment:\n", @@ -89,6 +90,37 @@ "harmony_client = Client(env=Environment.UAT)" ] }, + { + "cell_type": "markdown", + "id": "cf8acad9", + "metadata": {}, + "source": [ + "### Helper function to rename output images.\n", + "\n", + "Harmony prepends a job identifier to processed images, but in order to display them in this notebook we strip off that id with the `rename_files` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20381cb4", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "\n", + "\n", + "def rename_files(file_paths):\n", + " print('Renaming:')\n", + " for file_path in file_paths:\n", + " path = Path(file_path)\n", + " filename = path.name\n", + " new_filename = '_'.join(filename.split('_')[1:])\n", + " new_path = path.parent / new_filename\n", + " path.rename(new_path)\n", + " print(new_path)" + ] + }, { "cell_type": "markdown", "id": "3716416c-81e0-49a3-b1f4-7d2d64106622", @@ -96,9 +128,8 @@ "source": [ "### Example: default request for MEaSUREs VCF5KYR 3-Band RGB GeoTIFF input\n", "\n", - "This makes a default request for the data without input\n", - "parameters. This allows the HyBIG service to determine a\n", - "GIBS compatible output image.\n", + "This makes a default request for the data without input parameters allowing the\n", + "HyBIG service to determine the defaults for a GIBS compatible output image.\n", "\n", "The only selection made is the output image type, which can be either PNG or JPEG\n", "and selection is done with the `format` keyword to the `Request`, by specifying\n", @@ -118,7 +149,9 @@ "\n", "# Specify a request to create a browse image from an MEaSUREs granule:\n", "measures_request = Request(\n", - " collection=measures_collection, granule_id=measures_granule, format=image_format\n", + " collection=measures_collection,\n", + " granule_id=measures_granule,\n", + " format=image_format,\n", ")\n", "\n", "# Submit the request and wait for it to complete:\n", @@ -133,7 +166,9 @@ " for file_future in harmony_client.download_all(\n", " measures_job_id, overwrite=True, directory=example1_output_dir\n", " )\n", - "]" + "]\n", + "\n", + "rename_files(downloaded_outputs)" ] }, { @@ -211,21 +246,23 @@ "\n", "This example will use an ASTER granule, with the following extent:\n", "\n", - "* 22 ≤ longitude (degrees east) ≤ 23\n", - "* 0 ≤ latitude (degrees north) ≤ 1\n", + "* 22 ≤ longitude (degrees east) ≤ 23.2\n", + "* 0 ≤ latitude (degrees north) ≤ 1.2\n", "\n", - "The expected output should be a single tile - while the resolution is fine enough to trigger tiling, the specified scale extent is small enough to land within a single tile. Because the output is tiled, the column and row of the tile is returned as part of the output file name, in this case `r00c00` row 0 column 0" + "The expected output should be a single tile, with a .2 degree border at the top and right edges." ] }, { "cell_type": "code", "execution_count": null, "id": "9e763411", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [], "source": [ "# The extent of the image [xmin, ymin, xmax, ymax]\n", - "scale_extent = [22, 0, 23, 1]\n", + "scale_extent = [22, 0, 23.2, 1.2]\n", "\n", "# Specify a request to create a browse image from an ASTER granule specifying\n", "# the scale extent of the image:\n", @@ -249,16 +286,19 @@ " for file_future in harmony_client.download_all(\n", " extent_job_id, overwrite=True, directory=example2_output_dir\n", " )\n", - "]" + "]\n", + "rename_files(downloaded_extent_outputs)" ] }, { "cell_type": "markdown", - "id": "78c584ec", + "id": "2cf86b6a", "metadata": {}, "source": [ "#### The resulting output JPEG\n", - "" + "Notice the .2 degree border on the north and west edges.\n", + "\n", + "\n" ] }, { @@ -268,8 +308,8 @@ "source": [ "**The cell below shows the tile extents match the requested tile extents.**\n", "\n", - "* 22 ≤ longitude (degrees east) ≤ 23\n", - "* 0 ≤ latitude (degrees north) ≤ 1" + "* 22 ≤ longitude (degrees east) ≤ 23.2\n", + "* 0 ≤ latitude (degrees north) ≤ 1.2" ] }, { @@ -280,7 +320,7 @@ "outputs": [], "source": [ "# If gdal is installed this will show you the corner points associated with the output files.\n", - "!gdalinfo hybig-output/example2/ASTGTMV003_N00E022_dem.r00c00.jpg | grep -E \"Left|Right\"" + "!gdalinfo hybig-output/example2/ASTGTMV003_N00E022_dem.jpg | grep -E \"Left|Right\"" ] }, { @@ -329,7 +369,8 @@ " for file_future in harmony_client.download_all(\n", " scale_size_job_id, overwrite=True, directory=example3_output_dir\n", " )\n", - "]" + "]\n", + "rename_files(downloaded_scale_size_outputs)" ] }, { @@ -386,7 +427,8 @@ " for file_future in harmony_client.download_all(\n", " dimensions_job_id, overwrite=True, directory=example4_output_dir\n", " )\n", - "]" + "]\n", + "rename_files(downloaded_dimensions_outputs)" ] }, { @@ -401,46 +443,155 @@ }, { "cell_type": "markdown", - "id": "11639b67", + "id": "f6877f7b", + "metadata": {}, + "source": [ + "## Example: Tiling \n", + "\n", + "In the next examples, we demonstrate HyBIG's tiling mechanism. \n", + "\n", + "Choosing the scale extent along with scale size, we can demonstrate the tiling behavior in HyBIG. " + ] + }, + { + "cell_type": "markdown", + "id": "4c659b31", + "metadata": {}, + "source": [ + "Start with a square `scale_extent` over Australia, 42 degrees on a side. \n", + "\n", + "Choose a `scale_size`s so that the expected output is the maxium size of an untiled image. \n", + "\n", + "```\n", + "australia_extent = [112, -47, 154, -5]\n", + "scale_size_x = (154 - 112) / 8192\n", + "scale_size_y = (-5 - -47) / 8192\n", + "```\n", + "\n", + "We choose 8192 because HyBIG can create a single untiled image of up to 8,192 x 8,192 cells large.\n", + "\n", + "By choosing these parameters, the output will be a single untiled image with size 8,192 x 8,192." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db250e2d", + "metadata": {}, + "outputs": [], + "source": [ + "# Square extent over Australia 42° x 42°\n", + "australia_extent = [112, -47, 154, -5]\n", + "\n", + "\n", + "# cell size = width[height] / total cells\n", + "scale_size_x = (australia_extent[2] - australia_extent[0]) / 8192\n", + "scale_size_y = (australia_extent[3] - australia_extent[1]) / 8192\n", + "\n", + "\n", + "australia_scale_size = [scale_size_x, scale_size_y]\n", + "\n", + "\n", + "# Specify a request to create a browse image from an ASTER granule specifying\n", + "# scale_extent and scale_size to create a single tile:\n", + "untiled_request = Request(\n", + " collection=measures_collection,\n", + " granule_id=measures_granule,\n", + " scale_extent=australia_extent,\n", + " scale_size=australia_scale_size,\n", + " crs='EPSG:4326',\n", + " format='image/png',\n", + ")\n", + "\n", + "\n", + "# Submit the request and wait for it to complete:\n", + "untiled_job_id = harmony_client.submit(untiled_request)\n", + "harmony_client.wait_for_processing(untiled_job_id, show_progress=True)\n", + "\n", + "# download all generated files:\n", + "example5_output_dir = output_dir / 'example5'\n", + "Path.mkdir(example5_output_dir, exist_ok=True)\n", + "downloaded_untiled_outputs = [\n", + " file_future.result()\n", + " for file_future in harmony_client.download_all(\n", + " untiled_job_id, overwrite=True, directory=example5_output_dir\n", + " )\n", + "]\n", + "rename_files(downloaded_untiled_outputs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60c79ac6", + "metadata": {}, + "outputs": [], + "source": [ + "# We can see the file has the expected dimensions 8192 x 8192\n", + "!file hybig-output/example5/VCF5KYR_1991001_001_2018224205008.png" + ] + }, + { + "cell_type": "markdown", + "id": "4bfcae8c", + "metadata": {}, + "source": [ + "We can see the output image here:\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "d5e8e1f6", "metadata": {}, "source": [ - "### Example: Tiled outputs:\n", + "Again, start with a square `scale_extent` over Australia, 42 degrees on a side. \n", "\n", - "This demonstrates tiled output. For high-resolution granules GIBS prefers large input images to be split into contiguous tiles, which can be combined to represent the entire input data array. The demonstration request specifies a combination of `scale_size` and `scale_extent` that will cause HyBIG to tile the output imagery. At the same time, we ensure only two tiles are generated, as the current tiling scheme (10° x 10°) results in a large number of tiles for a whole-Earth product.\n", + "Now Choose a `scale_size`s so that the expected output exceedd the maxium size of an untiled image to force a tiled output. \n", "\n", - "The output is 2 contiguous tiles, each covering part of Iceland:\n", + "```\n", + "australia_extent = [112, -47, 154, -5]\n", + "scale_size_x = (154 - 112) / 8192 + 10\n", + "scale_size_y = (-5 - -47) / 8192 + 10\n", + "```\n", "\n", - "**Tile 1 (r00c00):**\n", - "* -30 ≤ longitude (degrees east) ≤ -20\n", - "* 60 ≤ latitude (degrees north) ≤ 70\n", + "We extended the cells by 10 in each direction, so that the output will be tiled into 3 rows and 3 columns.\n", "\n", - "**Tile 2 (r00c01):**\n", - "* -20 ≤ longitude (degrees east) ≤ -10\n", - "* 60 ≤ latitude (degrees north) ≤ 70" + "\n" ] }, { "cell_type": "code", "execution_count": null, - "id": "97bd2abd", + "id": "a5658afe", "metadata": {}, "outputs": [], "source": [ - "# customize the scale_extent and scale_size for iceland\n", - "iceland_extent = [-30, 60, -10, 70]\n", - "iceland_scale_size = [0.01, 0.01]\n", + "# Square extent over Australia 42° x 42°\n", + "australia_extent = [112, -47, 154, -5]\n", + "\n", + "\n", + "# width / total cells\n", + "scale_size_x = (australia_extent[2] - australia_extent[0]) / (8192 + 10)\n", + "scale_size_y = (australia_extent[3] - australia_extent[1]) / (8192 + 10)\n", + "\n", + "\n", + "australia_scale_size = [scale_size_x, scale_size_y]\n", + "\n", "\n", "# Specify a request to create a browse image from an ASTER granule specifying\n", - "# scale_extent and scale_size to create two tiles:\n", + "# scale_extent and scale_size to create tiled images:\n", "tiled_request = Request(\n", " collection=measures_collection,\n", " granule_id=measures_granule,\n", - " scale_extent=iceland_extent,\n", - " scale_size=iceland_scale_size,\n", + " scale_extent=australia_extent,\n", + " scale_size=australia_scale_size,\n", " crs='EPSG:4326',\n", " format='image/png',\n", ")\n", "\n", + "\n", "# Submit the request and wait for it to complete:\n", "tiled_job_id = harmony_client.submit(tiled_request)\n", "harmony_client.wait_for_processing(tiled_job_id, show_progress=True)\n", @@ -453,7 +604,8 @@ " for file_future in harmony_client.download_all(\n", " tiled_job_id, overwrite=True, directory=example5_output_dir\n", " )\n", - "]" + "]\n", + "rename_files(downloaded_tiled_outputs)" ] }, { @@ -461,13 +613,24 @@ "id": "319a2b99", "metadata": {}, "source": [ - "We can see the two output images here:\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
\n" + "We can see some of the tiled output images here:\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n" ] }, { @@ -489,6 +652,14 @@ "\n", "rmtree(output_dir)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee544ef4", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/docs/hybig-output/example1/VCF5KYR_1991001_001_2018224205008.png b/docs/hybig-output/example1/VCF5KYR_1991001_001_2018224205008.png index 11c733bcad7cf31d421b36d353ef6a56f9333c33..8eb83053e96a95d5290099db0be70a6c16e2a6cd 100644 GIT binary patch literal 4589244 zcmeFY_dnb3_dlLzQ+t-SRIS=dQ4}?csy%9NRjWp*5+hbyEv;F*c5Q+vDk=o6R_vKr z5tLd9V#OXG?eqP5egBB>E5GD+a!Vf9BiG}cbHAT+?$>)G15G+=HfjI>K&P$s&=>$< z=LP`i87YAmpM0VFBo6=p0Y-YJ8o*sjiWNrcC59^tG*k=BSLbNx=dO^=v9ZojGtDqC z%rH^TumNYdxTeV2r>JgB(OtzdFkzXPCzA zJbasMPy{e20qm1tKnYWJ-X-glrv4^PuykCI7#RW<&fJGK$1-8HfOY&SBib`W(xhb&Rn5@{8;$r1L>+6s; zXaegr$*T>4)w<;62Go$(z_6D<$V;-ISL83lfUh8zLqjRv1_7hNz_(zsSAi5Ue!$r0 zmlM1%N4=m(@&u;31LHj?lboofLyQ2g!vHT|0>WMcf}#O0;sM@C0MAr_dpf{16X28s 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