From 6a27752be95ce8c74b6f898cb74bd7a8b3b82679 Mon Sep 17 00:00:00 2001 From: Daniel Sparing Date: Tue, 20 May 2025 18:12:51 +0200 Subject: [PATCH 1/6] rerun of flatgeobuf.ipynb with `geopandas==1.0.1` (#152) * Update environment.yml * notebook run with bumped versions * remove colab fluff * revert immaterial changes * run on s3-style url * recalc multiples * typo --- flatgeobuf/environment.yml | 4 +- flatgeobuf/flatgeobuf.ipynb | 86 ++++++++++++++++++++----------------- 2 files changed, 48 insertions(+), 42 deletions(-) diff --git a/flatgeobuf/environment.yml b/flatgeobuf/environment.yml index 3d93a584..b3aef01a 100644 --- a/flatgeobuf/environment.yml +++ b/flatgeobuf/environment.yml @@ -3,8 +3,8 @@ channels: - conda-forge dependencies: - python=3.11 - - geopandas==0.13.2 - - pyogrio==0.6.0 + - geopandas==1.0.1 + - pyogrio==0.11.0 - ipykernel - jupyterlab - pyarrow diff --git a/flatgeobuf/flatgeobuf.ipynb b/flatgeobuf/flatgeobuf.ipynb index 27043d39..8e9ed080 100644 --- a/flatgeobuf/flatgeobuf.ipynb +++ b/flatgeobuf/flatgeobuf.ipynb @@ -15,15 +15,13 @@ "source": [ "The primary way to interact with FlatGeobuf in Python is via bindings to GDAL, as there is no pure-Python implementation of FlatGeobuf.\n", "\n", - "There are two different Python libraries for interacting between Python and GDAL's vector support: `fiona` and `pyogrio`. Both of these are integrated into [`geopandas.read_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_file.html) via the `engine` keyword, but `pyogrio` is much faster. Set `engine=\"pyogrio\"` when using `read_file` or [`GeoDataFrame.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_file.html) to speed up reading and writing significantly. We also suggest passing `use_arrow=True` when reading for a slight extra speedup (this is not supported when writing).\n", + "There are two different Python libraries for interacting between Python and GDAL's vector support: `fiona` and `pyogrio`. Both of these are integrated into [`geopandas.read_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_file.html) via the `engine` keyword, but `pyogrio` is much faster. From `geopandas` version 1.0.0, the default is `pyogrio`. For prior `geopandas` versions, set `engine=\"pyogrio\"` when using `read_file` or [`GeoDataFrame.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_file.html) to speed up reading and writing significantly. We also suggest passing `use_arrow=True` when reading for a slight extra speedup (this is not supported when writing).\n", "\n", "::: {.callout-note}\n", "\n", - "[`fiona`](https://github.com/Toblerity/Fiona) is the default engine for `geopandas.read_file`. It provides full-featured bindings to GDAL but does not implement _vectorized_ operations. [Vectorization](https://wesmckinney.com/book/numpy-basics#ndarray_binops) refers to operating on whole arrays of data at once rather than operating on individual values using a Python for loop. `fiona`'s non-vectorized approach means that each row of the source file is read individually with Python, and a Python for loop. In contrast, [`pyogrio`](https://github.com/geopandas/pyogrio)'s vectorized implementation reads all rows in C before passing the data to Python, allowing it to achieve vast speedups (up to 40x) over `fiona`.\n", + "[`fiona`](https://github.com/Toblerity/Fiona) was the default engine for `geopandas.read_file` prior to version 1.0.0. It provides full-featured bindings to GDAL but does not implement _vectorized_ operations. [Vectorization](https://wesmckinney.com/book/numpy-basics#ndarray_binops) refers to operating on whole arrays of data at once rather than operating on individual values using a Python for loop. `fiona`'s non-vectorized approach means that each row of the source file is read individually with Python, and a Python for loop. In contrast, [`pyogrio`](https://github.com/geopandas/pyogrio)'s vectorized implementation reads all rows in C before passing the data to Python, allowing it to achieve vast speedups (up to 40x) over `fiona`.\n", "\n", - "You can opt in to using `pyogrio` with `geopandas.read_file` by passing `engine=\"pyogrio\"`.\n", - "\n", - "Additionally, if you're using GDAL version 3.6 or higher (usually the case when using pyogrio), you can pass `use_arrow=True` to `geopandas.read_file` to use `pyogrio`'s support for [GDAL's RFC 86](https://gdal.org/development/rfc/rfc86_column_oriented_api.html), which speeds up data reading even more.\n", + "If you're using GDAL version 3.6 or higher (usually the case when using pyogrio), you can pass `use_arrow=True` to `geopandas.read_file` to use `pyogrio`'s support for [GDAL's RFC 86](https://gdal.org/development/rfc/rfc86_column_oriented_api.html), which speeds up data reading even more.\n", "\n", ":::" ] @@ -60,7 +58,13 @@ "Alternatively, you can install the versions of `pyogrio` and `geopandas` used in this notebook with pip:\n", "\n", "```bash\n", - "pip install pyogrio==0.6.0 geopandas==0.13.2\n", + "pip install pyogrio==0.11.0 geopandas==1.0.1\n", + "```\n", + "\n", + "Additionally, to reproduce the comparisons between `fiona` and `pyogrio` below, you would need to install `fiona` separately as well, but if you prefer to only run the (faster) `pyogrio` examples, you can skip the `fiona` install and examples altogether.\n", + "\n", + "```bash\n", + "pip install fiona==1.10.1\n", "```" ] }, @@ -115,7 +119,7 @@ "source": [ "In each of the cases below, we use `geopandas.read_file` to read the file into a `GeoDataFrame`.\n", "\n", - "First we'll show that reading this file with `engine=\"fiona\"` (the default) is slower. Taking an extra 500 milliseconds might not seem like a lot, but this file contains only 3,000 rows, so this difference gets magnified with larger files." + "First we'll show that reading this file with `engine=\"fiona\"` is slower. Taking an extra 500 milliseconds might not seem like a lot, but this file contains only 3,000 rows, so this difference gets magnified with larger files." ] }, { @@ -127,8 +131,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 565 ms, sys: 16.9 ms, total: 582 ms\n", - "Wall time: 685 ms\n" + "CPU times: user 1.85 s, sys: 34.7 ms, total: 1.88 s\n", + "Wall time: 2.35 s\n" ] } ], @@ -140,7 +144,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Passing `engine=\"pyogrio\"` speeds up loading by 18x here!" + "Using the (since version 1.0.0 default) `engine=\"pyogrio\"` speeds up loading by 22x here!" ] }, { @@ -152,8 +156,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 25.3 ms, sys: 6.84 ms, total: 32.1 ms\n", - "Wall time: 31.3 ms\n" + "CPU times: user 69.6 ms, sys: 15.9 ms, total: 85.5 ms\n", + "Wall time: 89.6 ms\n" ] } ], @@ -165,7 +169,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using `use_arrow=True` often makes loading slightly faster again! We're now 21x faster than using fiona." + "Using `use_arrow=True` often makes loading slightly faster again! We're now 24x faster than using fiona." ] }, { @@ -177,8 +181,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 19.7 ms, sys: 10.1 ms, total: 29.7 ms\n", - "Wall time: 29.1 ms\n" + "CPU times: user 48 ms, sys: 30.7 ms, total: 78.8 ms\n", + "Wall time: 118 ms\n" ] } ], @@ -206,13 +210,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 362 ms, sys: 44.4 ms, total: 407 ms\n", - "Wall time: 418 ms\n" + "CPU times: user 875 ms, sys: 53.2 ms, total: 928 ms\n", + "Wall time: 944 ms\n" ] } ], "source": [ - "%time gdf.to_file(f\"{tmpdir.name}/out_fiona.fgb\")" + "%time gdf.to_file(f\"{tmpdir.name}/out_fiona.fgb\", engine=\"fiona\")" ] }, { @@ -224,8 +228,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 60.8 ms, sys: 23.4 ms, total: 84.2 ms\n", - "Wall time: 83.5 ms\n" + "CPU times: user 62.9 ms, sys: 13.9 ms, total: 76.8 ms\n", + "Wall time: 76.8 ms\n" ] } ], @@ -250,7 +254,7 @@ "metadata": {}, "outputs": [], "source": [ - "url = \"https://data.source.coop/cholmes/eurocrops/unprojected/flatgeobuf/FR_2018_EC21.fgb\"" + "url = \"https://s3.us-west-2.amazonaws.com/us-west-2.opendata.source.coop/cholmes/eurocrops/unprojected/flatgeobuf/FR_2018_EC21.fgb\"" ] }, { @@ -268,19 +272,28 @@ { "data": { "text/plain": [ - "{'crs': 'EPSG:4326',\n", + "{'layer_name': 'FR_2018_EC21',\n", + " 'crs': 'EPSG:4326',\n", " 'encoding': 'UTF-8',\n", " 'fields': array(['ID_PARCEL', 'SURF_PARC', 'CODE_CULTU', 'CODE_GROUP', 'CULTURE_D1',\n", " 'CULTURE_D2', 'EC_org_n', 'EC_trans_n', 'EC_hcat_n', 'EC_hcat_c'],\n", " dtype=object),\n", " 'dtypes': array(['object', 'float64', 'object', 'object', 'object', 'object',\n", " 'object', 'object', 'object', 'object'], dtype=object),\n", + " 'fid_column': '',\n", + " 'geometry_name': '',\n", " 'geometry_type': 'MultiPolygon',\n", " 'features': 9517874,\n", + " 'total_bounds': (-6.047022416643922,\n", + " -3.916364769838749,\n", + " 68.89050422648864,\n", + " 51.075100624023094),\n", " 'driver': 'FlatGeobuf',\n", - " 'capabilities': {'random_read': 1,\n", - " 'fast_set_next_by_index': 0,\n", - " 'fast_spatial_filter': 1},\n", + " 'capabilities': {'random_read': True,\n", + " 'fast_set_next_by_index': False,\n", + " 'fast_spatial_filter': True,\n", + " 'fast_feature_count': True,\n", + " 'fast_total_bounds': True},\n", " 'layer_metadata': None,\n", " 'dataset_metadata': None}" ] @@ -328,13 +341,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 144 ms, sys: 21.4 ms, total: 165 ms\n", - "Wall time: 6 s\n" + "CPU times: user 195 ms, sys: 20.6 ms, total: 216 ms\n", + "Wall time: 2.51 s\n" ] } ], "source": [ - "%time crops_gdf = gpd.read_file(url, bbox=bounds)" + "%time crops_gdf = gpd.read_file(url, bbox=bounds, engine=\"fiona\")" ] }, { @@ -353,8 +366,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 26.9 ms, sys: 2.98 ms, total: 29.9 ms\n", - "Wall time: 490 ms\n" + "CPU times: user 26.4 ms, sys: 20 ms, total: 46.4 ms\n", + "Wall time: 1.91 s\n" ] } ], @@ -565,8 +578,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 25 ms, sys: 2.47 ms, total: 27.4 ms\n", - "Wall time: 706 ms\n" + "CPU times: user 12.9 ms, sys: 0 ns, total: 12.9 ms\n", + "Wall time: 155 ms\n" ] } ], @@ -671,13 +684,6 @@ "source": [ "crops_gdf.head()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -696,7 +702,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.1" }, "orig_nbformat": 4 }, From 50ad996004b74567eb08f1f8aefaf06fed6307bb Mon Sep 17 00:00:00 2001 From: Max Jones <14077947+maxrjones@users.noreply.github.com> Date: Wed, 21 May 2025 12:35:31 -0400 Subject: [PATCH 2/6] Change impossible to inefficient when describing SQLite reads --- pmtiles/intro.qmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pmtiles/intro.qmd b/pmtiles/intro.qmd index 423f1385..72f40a39 100644 --- a/pmtiles/intro.qmd +++ b/pmtiles/intro.qmd @@ -90,7 +90,7 @@ PMTiles has a [Python package](https://github.com/protomaps/PMTiles/tree/main/py ### MBTiles -The most common alternative for PMTiles is [MBTiles](https://github.com/mapbox/mbtiles-spec), which was in many ways the precursor to PMTiles. MBTiles stores the included vector tiles in a table in a SQLite database. MBTiles has the benefit of being much easier to use than manually managing millions of tiny, individual files, but MBTiles is not serverless. In general, it's impossible to read from a SQLite database without fetching the entire file's content. This means that frontend clients like a web browser couldn't fetch tiles directly using range requests, but rather a server has to be running to fetch tiles from the MBTiles file. +The most common alternative for PMTiles is [MBTiles](https://github.com/mapbox/mbtiles-spec), which was in many ways the precursor to PMTiles. MBTiles stores the included vector tiles in a table in a SQLite database. MBTiles has the benefit of being much easier to use than manually managing millions of tiny, individual files, but MBTiles is not serverless. In general, it's inefficient to read from a SQLite database without fetching the entire file's content. This means that frontend clients like a web browser couldn't fetch tiles directly using range requests, but rather a server has to be running to fetch tiles from the MBTiles file. ### Saving individual files to cloud storage From 2c99e50f5d947ea20f660ebf55b9815066bd3882 Mon Sep 17 00:00:00 2001 From: Max Jones <14077947+maxrjones@users.noreply.github.com> Date: Wed, 21 May 2025 12:51:49 -0400 Subject: [PATCH 3/6] Update cloud-optimized format pattern --- index.qmd | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/index.qmd b/index.qmd index a0d626e3..e7b622a3 100644 --- a/index.qmd +++ b/index.qmd @@ -38,9 +38,9 @@ Regardless, users will access data over a network, which must be considered when As a community, we have arrived at the following **cloud-optimized format pattern:** -1. Metadata includes addresses for data blocks. +1. Metadata or specification provides addresses for data blocks. 2. Metadata is stored in a consistent format and location. -3. Metadata can be read once. +3. All Metadata can be loading by a single read operation. 4. Metadata can read the underlying file format, which supports subsetted access via addressable chunks, internal tiling, or both. These characteristics allow for parallelized and partial reading. From 872bd23b9cf85edb71e3e4ef9897d5c3bea1c3c1 Mon Sep 17 00:00:00 2001 From: Jed Sundwall Date: Wed, 21 May 2025 09:56:58 -0700 Subject: [PATCH 4/6] updating CNG logo --- _thankyous.qmd | 2 +- images/thankyous-cng-logo.png | Bin 78346 -> 55778 bytes 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/_thankyous.qmd b/_thankyous.qmd index 2abf6a9f..2b3e4109 100644 --- a/_thankyous.qmd +++ b/_thankyous.qmd @@ -4,7 +4,7 @@ This guide has been made possible through the support of: -::: {layout="[15,-5,25,-3,20]" layout-valign="center"} +::: {layout="[15,-5,25,-3,15]" layout-valign="center"} [![](./images/thankyous-impact-logo.png){fig-alt="NASA Impact Logo" fig-align="left" width=40%}](https://impact.earthdata.nasa.gov) [![](./images/thankyous-devseed-logo.png){fig-alt="Development Seed Logo" fig-align="left" width=40%}](https://developmentseed.org) diff --git a/images/thankyous-cng-logo.png b/images/thankyous-cng-logo.png index 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Barciauskas --- index.qmd | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/index.qmd b/index.qmd index e7b622a3..cfb87b7a 100644 --- a/index.qmd +++ b/index.qmd @@ -40,8 +40,8 @@ As a community, we have arrived at the following **cloud-optimized format patter 1. Metadata or specification provides addresses for data blocks. 2. Metadata is stored in a consistent format and location. -3. All Metadata can be loading by a single read operation. -4. Metadata can read the underlying file format, which supports subsetted access via addressable chunks, internal tiling, or both. +3. All metadata can be loading by a single read operation. +4. Metadata or the format specification can be used by libraries to read subsets of data from the underlying file format. Subsetted access is facilitated via addressable chunks, internal tiling, or both. These characteristics allow for parallelized and partial reading. From 962efc73607a30858ba16473f7fddef5f05247a0 Mon Sep 17 00:00:00 2001 From: Max Jones <14077947+maxrjones@users.noreply.github.com> Date: Fri, 6 Jun 2025 15:44:24 -0400 Subject: [PATCH 6/6] Update index.qmd Co-authored-by: Alex I. Mandel --- index.qmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/index.qmd b/index.qmd index cfb87b7a..32c407a4 100644 --- a/index.qmd +++ b/index.qmd @@ -40,7 +40,7 @@ As a community, we have arrived at the following **cloud-optimized format patter 1. Metadata or specification provides addresses for data blocks. 2. Metadata is stored in a consistent format and location. -3. All metadata can be loading by a single read operation. +3. All metadata can be loaded by a single read operation. 4. Metadata or the format specification can be used by libraries to read subsets of data from the underlying file format. Subsetted access is facilitated via addressable chunks, internal tiling, or both. These characteristics allow for parallelized and partial reading.