From a176473fb809845e0277e0e47938e7fe1a6c9a60 Mon Sep 17 00:00:00 2001 From: hrodmn Date: Fri, 15 Nov 2024 05:36:15 -0600 Subject: [PATCH 01/15] add PC section --- index.md | 23 +++++++++++------------ styles.css | 3 +++ 2 files changed, 14 insertions(+), 12 deletions(-) diff --git a/index.md b/index.md index ffd2756..d02ac4c 100644 --- a/index.md +++ b/index.md @@ -23,27 +23,26 @@ format:

via GIPHY

-# Pretty Code {auto-animate="true"} - -- Over 20 syntax highlighting themes available -- Default theme optimized for accessibility +# LandsatLook -## Python +- STAC-powered Landsat browser -```python -import rasterio +## {background-interactive=true background-iframe="https://landsatlook.usgs.gov/explore?date=2024-10-17%7C2024-11-14&sat=LANDSAT_9%7CLANDSAT_8"} -``` +::: footer + +::: -# LandsatLook +# Microsoft Planetary Computer -- STAC-powered Landsat browser +- STAC API with many public datasets +- Interactive dynamic tiling application -## {background-interactive=true background-iframe="https://landsatlook.usgs.gov/explore?date=2024-10-17%7C2024-11-14&sat=LANDSAT_9%7CLANDSAT_8"} +## {background-interactive=true background-iframe="https://planetarycomputer.microsoft.com/catalog"} ::: footer - + ::: diff --git a/styles.css b/styles.css index 9564de5..fc5713e 100644 --- a/styles.css +++ b/styles.css @@ -1,4 +1,7 @@ /* css styles */ +.reveal .slide-logo { + z-index: -999 !important; 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false + center-title-slide: true slide-number: true chalkboard: buttons: false @@ -16,27 +18,157 @@ format: navigation-mode: vertical controls-layout: bottom-right controls-tutorial: true +title-slide-attributes: + data-background-image: images/devseed_background.png --- +# Introduction + +## Development Seed + +:::: {.columns} +::: {.column width="50%"} +- geospatial engineering and product design consultancy +- 20 years of operations with offices in Washington DC, and Lisbon, Portugal. With 54+ staff working across the globe. +::: +::: {.column width="50%"} + +::: +:::: + # STAC refresher +![](https://stacspec.org/public/images-original/STAC-01.png){.r-stretch} + +## SpatioTemporal Asset Catalog + +:::: {.columns} +::: {.column width="60%"} +- STAC spec +- STAC API spec +- community-driven +::: + +::: {.column width="40%"} +::: {.fragment}

via GIPHY

+::: +::: +:::: + +::: aside +[September 2024 GtCoP presentation](https://github.com/GSA/gtcop-wiki/wiki/September-2024-STAC-presentations-by-development-community) +::: + +## Vision + +> The goal is for all providers of spatiotemporal assets (Imagery, SAR, Point Clouds, Data Cubes, Full Motion Video, etc) to expose their data as SpatioTemporal Asset Catalogs (STAC), so that new code doesn't need to be written whenever a new data set or API is released. + +::: {.notes} +::: + +## + +- Data providers don't need to write new APIs + +- Data consumers don't need to learn new APIs + +- Tool builders don't need to build against new APIs + +## STAC-powered applications + +- STAC Browser +- dynamic raster visualizations + +## {background-interactive=true background-iframe="https://radiantearth.github.io/stac-browser/#/?.language=en"} + +::: footer +::: + +## {background-interactive=true background-iframe="https://raster.eoapi.dev/searches/c13976bc1e5dc7f3c2b4a64239871fc0/map?assets=visual&assets_bidx=visual|1,2,3&minzoom=8&maxzoom=22"} + +**Maxar imagery from Maui wildfires in August 2023** + +::: footer + +::: + +## How is it going? + +:::: {.columns} +::: {.column width="70%"} +- Providers: producing STAC metadata and hosting STAC APIs +- Developers: building awesome applications +- Consumers: pushing the limits of APIs and STAC spec +- Community: updating the STAC spec to meet needs of providers, consumers, and developers +::: +::: {.column width="30%"} +![](https://icon-library.com/images/cycle-icon/cycle-icon-29.jpg) +::: +:::: + +# STAC at scale: a journey + +## Challenges + +- data volume! +- search speed for applications that consume data +- ingestion pipelines + +## + +### LandsatLook +- user-facing USGS application for visualizaing mosaics of Landsat scenes + +### Microsoft Planetary Computer +- massive Geospatial catalog and compute platform + +### Amazon Sustainability Data Initiative +- massive catalog of public data +- event-driven STAC metadata generation pipelines # LandsatLook -- STAC-powered Landsat browser +- an early STAC-powered application +- interactive Landsat imagery browser +- MosaicJSON was born + +::: {.notes} +- USGS has a STAC API for serving STAC metadata for Landsat missions +- Born out of an experiment to test mosaic visualizations from STAC metadata +- Sending STAC API requests for every single tile request is not efficient +- Spurred the iteration of MosaicJSON +::: -## {background-interactive=true background-iframe="https://landsatlook.usgs.gov/explore?date=2024-10-17%7C2024-11-14&sat=LANDSAT_9%7CLANDSAT_8"} +## {background-interactive=true background-iframe="https://landsatlook.usgs.gov/explore?date=2024-10-17%7C2024-11-15&sat=LANDSAT_9%7CLANDSAT_8"} ::: footer ::: +## MosaicJSON + +:::: {.columns} +::: {.column width="50%"} +- pre-compute which STAC items are required for each XYZ tile +- makes dynamic mosaic visualizations possible! +- not very fast, though :( +::: +::: {.column width="50%"} +![](https://user-images.githubusercontent.com/10407788/68706772-7539ac00-055e-11ea-8c15-5ee4f30b143e.jpg) +::: +:::: + +:::{.notes} +- MosaicJSON files can be large which slows things down +::: # Microsoft Planetary Computer +## - STAC API with many public datasets +- Continuous flow of new data - Interactive dynamic tiling application ## {background-interactive=true background-iframe="https://planetarycomputer.microsoft.com/catalog"} @@ -45,11 +177,35 @@ format: ::: +:::{.notes} +- Show how you can filter by date range, show different visualizations, etc. +::: -# images +## Microsoft Planetary Computer -## +::::{.columns} +:::{.column width="50%"} +**How can we optimize for lightning fast queries?** +::: +:::{.column width="50%"} +:::{.fragment} +and [pgstac](https://github.com/stac-utils/pgstac) was born +![](https://user-images.githubusercontent.com/10407788/174893876-7a3b5b7a-95a5-48c4-9ff2-cc408f1b6af9.png) +::: +::: +:::: -![](https://stacspec.org/public/images-original/STAC-01.png){.r-stretch} +# Amazon Sustainability Data Initiative + +## {background-interactive=true background-iframe="https://radiantearth.github.io/stac-browser/#/external/dev.asdi-catalog.org/?.language=en"} + +::: footer +::: + +## stactools-pipelines +![](https://github.com/developmentseed/stactools-pipelines/blob/main/docs/aws_asdi_cog.png?raw=true){.r-stretch} +::: footer +[developmentseed/stactools-pipelines](https://github.com/developmentseed/stactools-pipelines) +::: diff --git a/styles.css b/styles.css index fc5713e..124cdcb 100644 --- a/styles.css +++ b/styles.css @@ -1,4 +1,45 @@ /* css styles */ +.reveal section.title-slide h1, +.reveal section.title-slide h2, +.reveal section.title-slide p, +.reveal h1.title, +.reveal h2.subtitle, +.reveal p.date, +.reveal .quarto-title-author, +.reveal .quarto-title-author-name, +.reveal div.title-slide, +.reveal #title-slide { + text-align: left !important; + margin-left: 0 !important; + justify-content: left !important; +} + +/* Width constraints for just subtitle and date */ +.reveal h2.subtitle, +.reveal p.date, +.reveal #title-slide { + width: 60% !important; + max-width: 60% !important; +} + +/* Remove additional indentation from author section */ +.reveal .quarto-title-author-name, +.reveal .quarto-title-author, +.reveal .quarto-title-authors { + padding-left: 0 !important; + margin-left: 0 !important; + text-indent: 0 !important; + padding-start: 0 !important; + -webkit-padding-start: 0 !important; +} + +/* Target the container of authors if it exists */ +.reveal .quarto-title-authors { + justify-content: left !important; + width: 60% !important; + max-width: 60% !important; +} + .reveal .slide-logo { z-index: -999 !important; } From 2f6fc11dbfe85aa4b0981475e59598fefb85fb51 Mon Sep 17 00:00:00 2001 From: hrodmn Date: Sat, 16 Nov 2024 06:50:02 -0600 Subject: [PATCH 03/15] keep hacking --- index.md | 78 +++++++++++++++++++++++++++++++++++++++++++++----------- 1 file changed, 63 insertions(+), 15 deletions(-) diff --git a/index.md b/index.md index d508a9d..d84ce16 100644 --- a/index.md +++ b/index.md @@ -64,18 +64,14 @@ title-slide-attributes: > The goal is for all providers of spatiotemporal assets (Imagery, SAR, Point Clouds, Data Cubes, Full Motion Video, etc) to expose their data as SpatioTemporal Asset Catalogs (STAC), so that new code doesn't need to be written whenever a new data set or API is released. -::: {.notes} - -::: - -## - - Data providers don't need to write new APIs - - Data consumers don't need to learn new APIs - - Tool builders don't need to build against new APIs +::: {.notes} + +::: + ## STAC-powered applications - STAC Browser @@ -122,7 +118,8 @@ title-slide-attributes: - user-facing USGS application for visualizaing mosaics of Landsat scenes ### Microsoft Planetary Computer -- massive Geospatial catalog and compute platform +- massive geospatial data catalog +- compute platform right next to the data ### Amazon Sustainability Data Initiative - massive catalog of public data @@ -138,7 +135,7 @@ title-slide-attributes: - USGS has a STAC API for serving STAC metadata for Landsat missions - Born out of an experiment to test mosaic visualizations from STAC metadata - Sending STAC API requests for every single tile request is not efficient -- Spurred the iteration of MosaicJSON +- Spurred the development of MosaicJSON ::: ## {background-interactive=true background-iframe="https://landsatlook.usgs.gov/explore?date=2024-10-17%7C2024-11-15&sat=LANDSAT_9%7CLANDSAT_8"} @@ -152,8 +149,9 @@ title-slide-attributes: :::: {.columns} ::: {.column width="50%"} - pre-compute which STAC items are required for each XYZ tile + - based on search criteria and item spatial extents - makes dynamic mosaic visualizations possible! -- not very fast, though :( +- not very fast ::: ::: {.column width="50%"} ![](https://user-images.githubusercontent.com/10407788/68706772-7539ac00-055e-11ea-8c15-5ee4f30b143e.jpg) @@ -161,7 +159,7 @@ title-slide-attributes: :::: :::{.notes} -- MosaicJSON files can be large which slows things down +- MosaicJSON files can take a while to generate for a large area ::: # Microsoft Planetary Computer @@ -169,7 +167,7 @@ title-slide-attributes: ## - STAC API with many public datasets - Continuous flow of new data -- Interactive dynamic tiling application +- Interactive visualization platform powered by STAC metadata ## {background-interactive=true background-iframe="https://planetarycomputer.microsoft.com/catalog"} @@ -189,19 +187,63 @@ title-slide-attributes: ::: :::{.column width="50%"} :::{.fragment} -and [pgstac](https://github.com/stac-utils/pgstac) was born +[pgstac](https://github.com/stac-utils/pgstac) was born ![](https://user-images.githubusercontent.com/10407788/174893876-7a3b5b7a-95a5-48c4-9ff2-cc408f1b6af9.png) ::: ::: :::: -# Amazon Sustainability Data Initiative +## `pgstac` + +> PostgreSQL schema and functions for Spatio-Temporal Asset Catalog (STAC) + + +::::{.columns} +:::{.column width="50%"} +**strengths** + +- Postgres! +- built to handle hundreds of millions of items +- optimized for "needle in haystack" queries +- hashed searches +::: +:::{.column width="50%"} +**weaknesses** + +- need to host a Postgres database to use it +- aggregation statistics can be slow to calculate +::: +:::: + +::: {.notes} +- a lot of pgstac's development was funded by work on MPC +- goal was to put as much of the STAC ops in the database so many clients could talk to it without re-writing the core +- putting things in the postgres db gives you a lot for free +- hashed searches: many queries (e.g. for dynamic tiling) are going to yield the same set of items. pgstac has a mechanism for caching search results to enable faster retrieval of matching items +::: + +# Amazon Sustainability Data Initiative (ASDI) + +## ASDI +- sustainability data situated next to a compute platform +- continuously updated +- NODD: partnership with NOAA ## {background-interactive=true background-iframe="https://radiantearth.github.io/stac-browser/#/external/dev.asdi-catalog.org/?.language=en"} ::: footer ::: +## stactools-packages + +> The stactools-packages github organization is a home for datasets and tool packages using the SpatioTemporal Asset Catalog (STAC) specification. + +## {background-interactive=true background-iframe="https://stactools-packages.github.io/"} + +::: footer +::: + + ## stactools-pipelines ![](https://github.com/developmentseed/stactools-pipelines/blob/main/docs/aws_asdi_cog.png?raw=true){.r-stretch} @@ -209,3 +251,9 @@ and [pgstac](https://github.com/stac-utils/pgstac) was born ::: footer [developmentseed/stactools-pipelines](https://github.com/developmentseed/stactools-pipelines) ::: + +::: {.notes} +- event-based processing +- SNS notifications for new uploads to a bucket provide a mechanism for keeping the STAC records closely synced with new data +- As soon as a new asset lands, a pipeline to generate STAC metadata is triggered +::: From 27acd61a556537338d9f059eee11a627c2ff8a0f Mon Sep 17 00:00:00 2001 From: hrodmn Date: Mon, 18 Nov 2024 13:46:22 -0600 Subject: [PATCH 04/15] add executable python code --- .github/workflows/quarto-preview.yml | 8 +- .gitignore | 3 + .python-version | 1 + images/devseed_background.png | Bin 2128062 -> 1175620 bytes index.md => index.qmd | 273 ++- pyproject.toml | 17 + styles.css | 11 + uv.lock | 2417 ++++++++++++++++++++++++++ 8 files changed, 2706 insertions(+), 24 deletions(-) create mode 100644 .python-version rename index.md => index.qmd (56%) create mode 100644 pyproject.toml create mode 100644 uv.lock diff --git a/.github/workflows/quarto-preview.yml b/.github/workflows/quarto-preview.yml index 724b6d4..f4bd7d4 100644 --- a/.github/workflows/quarto-preview.yml +++ b/.github/workflows/quarto-preview.yml @@ -18,11 +18,17 @@ jobs: - name: 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