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Microsoft Planetary Computer APIs
Note: This repository serves as a reference implementation for deploying APIs on Azure. This code supports the production deployment of the Planetary Computer APIs. This repository is not meant to be reusable in other situations without significant modification, and the repository maintainers will not provide any support for non-development deployments of this code.
That said, feel free to crib any code that is useful!
STAC API + Tiler
This repository contains two components of the Planetary Computer APIs: the STAC API and the Tiler. These are implementations of the open source stac-fastapi and titiler projects. It uses titiler-pgstac to connect the tiler and database.
The pcstac
project provides a STAC API which indexes Microsoft's publicly available geospatial data and an API for searching through this large collection.
The pctiler
provides visualization and data access capabilities for the data in the Planetary Computer.
Azure Functions (a.k.a. Funcs)
This repository also contains Azure Functions that provide additional endpoints for working with Planetary Computer data and metadata. This includes Function endpoints for generating images and animations based on STAC searches, using the tiler to render mosaiced data from Collections.
Collection configuration
See collection config for more on developing collection configurations.
Deployment
This repository hosts the code that is deployed in the Planetary Computer. It contains deployment code for hosting these services in Azure through running the published docker images and Helm charts in Azure Kubernetes Service (AKS), which we used to stand up a development version of the services. The production deployment code is not contained in this repository.
For documentation of how you can deploy your own test version of these services, refer to docs/01-deployment.md.
Development URLs
After building the project locally using the instructions below, you can access the development version of the services by pointing your browser to the following URLs:
STAC API (via nginx) | http://localhost:8080/stac |
Tiler (via nginx) | http://localhost:8080/data |
Funcs (vai nginx) | http://localhost:8080/f/image, etc.. |
STAC API (direct) | http://localhost:8081 |
Tiler (direct) | http://localhost:8082 |
Funcs (direct) | http://localhost:8083 |
To see the HTTP endpoints available for FastAPI servers, visit the OpenAPI documentation for each service:
STAC API | http://localhost:8080/stac/docs |
Tiler API | http://localhost:8080/data/docs |
The development data only includes a single collection naip
, with a few items in it. You can verify the data is loaded correctly by visiting the following URL:
http://localhost:8080/stac/collections/naip
Building and Testing Locally
Requirements
The development environment is run almost entirely through docker containers. Developing locally requires docker-compose v1.27+.
Running the Planetary Computer API services in a local development environment
This project uses a variation on scripts to rule them all.
Environment setup and building images
Before setting up the local environment, you must set the AZURITE_ACCOUNT_KEY environment variable to the Azurite default account key, a string that can be found here.
For example, you can set the environment variable in your terminal with:
export AZURITE_ACCOUNT_KEY=<azurite_account_key>
To set up a local environment, use:
./scripts/setup
This will build containers, apply database migrations, and load the development data.
After migrations and development database loading are in place, you can rebuild the docker images with:
./scripts/update
pip
dependencies in setup.py
are collected and installed through requirements files.
If you modify dependencies, run ./scripts/generate-requirements
to regenerate
requirements-*.txt
used by Dockerfiles otherwise your dependency change will not
be realized.
Running the services
There is a local proxy service that facilitates a local "managed identity" functionality, run as your local identity. Make sure to run
az login
To run the servers, use
./scripts/server
This will bring up the development database, STAC API, Tiler, Azure Functions, and other services. If at this point something errors out (e.g. nginx complaining about a config file), try deleting the containers/images and rerunning ./scripts/setup
.
The STAC API can be found at http://localhost:8080/stac/ (goes through nginx) or http://localhost:8081 directly.
To hit the tiler, try going to http://localhost:8080/data/mosaic/info?collection=naip, although it will fail due to lack of an authorization header.
Testing and and formatting
To run tests, use one of the following (note, you don't need ./scripts/server
running). If you get an immediate error related to library stubs, just run it again. The tiler tests may fail locally, TBD why.
./scripts/test
./scripts/test --stac
./scripts/test --tiler
./scripts/test --common
To format code, use
./scripts/format
Changing environments
By default, the stac
, tiler
, funcs
, and supporting services will run against the development containers brought up by scripts/server
.
It can sometimes be convenient to test against other services, e.g. a test database deployed on Azure.
To do that, you can create a new environment file for the services based on ./pc-stac.dev.env
, ./pc-tiler.dev.env
, and/or ./pc-funcs.dev.env
.
Any environment file named similarly will be .gitignore'd, so you can leave them in your local clone and avoid
committing (e.g. ./pc-stac.testing.env
). You then need to set the PC_STAC_ENV_FILE
, PC_TILER_ENV_FILE
, and PC_FUNCS_ENV_FILE
to the
environment files you want to use before running scripts/server
. Note: Be careful not to run migrations
with a non-dev database set - avoid scripts/setup
, or ensure the migration connection is still using the local
dev database even if using a remote test db.
Published images, charts, and functions
This project publishes images and helm charts, which are used in the deployment of the Planetary Computer.
Images
The following images are hosted in the Microsoft Container Registry:
mcr.microsoft.com/planetary-computer-apis/stac
mcr.microsoft.com/planetary-computer-apis/tiler
Only tagged builds will be published to MCR, untagged builds will only be published to the internal ACR pcccr
.
Charts
See the Helm chart repository published to GitHub pages for the published charts.
Functions
See the Function package repository published to GitHub pages for the published Azure Functions.