extends the capabilities of the earthengine-api by providing custom session management and client interactions
Project description
The Earth Engine Session Client is a Python package that extends the Google Earth Engine (GEE) API by introducing multi-user session management through custom authentication.
Why This Package?
While Google Earth Engine applications can be created using a global service account, this approach has significant limitations: users cannot access their private GEE assets without making them public. This package solves this problem by handling custom authentication, allowing each user to access their own private assets securely.
Unlike the standard GEE API—which relies on a global session object and does not support multi-user environments—this client ensures that each session is authenticated and managed independently with user-specific credentials.
Each session is instantiated via the EESession class, currently only accepts SEPAL headers as its only parameter. A valid ``sepal-session-id`` cookie must be present in these headers, as it is used to retrieve the corresponding GEE credentials. Once authenticated, the session exposes an operations property that provides easy access to key API methods.
Key Features
Custom User Authentication: Enable users to access their private GEE assets without requiring them to be public, solving the limitation of global service account approaches.
SEPAL-based Initialization: Create sessions using SEPAL headers. The required sepal-session-id cookie is automatically used to retrieve GEE credentials.
Multi-User Session Management: Encapsulate user-specific credentials and project data in independent EESession objects.
Enhanced API Operations: Access GEE functionalities via the operations property, which includes methods such as: - get_info: Retrieve detailed information about an Earth Engine object. - get_map_id: Generate a map ID for an Earth Engine image. - get_asset: Fetch information about a specific Earth Engine asset.
Seamless GEE Integration: Integrate custom methods into your existing Earth Engine workflow with minimal changes.
Installation
To install the package, simply use pip:
pip install ee-client
Usage
Initialization and Authentication
The Earth Engine Session Client must be initialized using SEPAL headers. Ensure that the headers include the ``sepal-session-id`` cookie, which is essential for retrieving the GEE credentials.
from eeclient import EESession
# Example SEPAL headers with the mandatory sepal-session-id cookie.
sepal_headers = {
"cookie": [
"sepal-session-id=your_session_id",
"other_cookie=other_value"
],
"sepal_user": [{
"id": 123,
"username": "your_username",
"googleTokens": {
"accessToken": "your_access_token",
"refreshToken": "your_refresh_token",
"accessTokenExpiryDate": 1234567890,
"REFRESH_IF_EXPIRES_IN_MINUTES": 10,
"projectId": "your_project_id",
"legacyProject": "your_legacy_project"
},
"status": "active",
"roles": ["role1", "role2"],
"systemUser": False,
"admin": False
}]
}
# Create and validate the session with SEPAL headers
session = EESession(sepal_headers)
Making API Calls
After initializing the session, use the operations property to access the key GEE methods. For example, you can retrieve information about Earth Engine objects, generate map IDs, or fetch asset details:
import ee
# Initialize the Earth Engine library (this can use any authentication method/account)
# The purpose of this is to ensure the ee library is available for use
ee.Initialize()
# Use the operations available in the session
result_info = session.operations.get_info(ee.Number(5))
print(result_info) # the GEE server call is done using the custom EE client
# Example: Generate a map ID for an Earth Engine image
image = ee.Image('COPERNICUS/S2/20190726T104031_20190726T104035_T31TGL')
map_id = session.operations.get_map_id(image)
print(map_id)
# Example: Retrieve asset information
asset_info = session.operations.get_asset("users/your_username/your_asset")
print(asset_info)
Contributing
We welcome contributions from the community. If you wish to help improve this package, please submit issues or pull requests.
Forking and Branching
Fork the repository.
Create a new branch:
git checkout -b feature-branchCommit your changes:
git commit -am 'Add new feature'Push the branch:
git push origin feature-branchCreate a new Pull Request.
License
This project is licensed under the MIT License. See the LICENSE file for details.
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