copernicus fetch data

.env.example

@@ -0,0 +1,7 @@
+# Copernicus Data Space Ecosystem credentials
+# Get these from: https://dataspace.copernicus.eu/
+# 1. Create an account
+# 2. Go to User Settings > API Keys
+# 3. Create a new API key pair
+COPERNICUS_CLIENT_ID=your_client_id_here
+COPERNICUS_CLIENT_SECRET=your_client_secret_here

.gitignore

@@ -26,3 +26,6 @@ imgs
 .coverage
 coverage.xml
 htmlcov/
+
+# Environment variables
+.env

.pre-commit-config.yaml

@@ -13,7 +13,7 @@ repos:
     hooks:
       - id: mypy
         additional_dependencies: [types-requests]
-        exclude: ^(venv|notebooks|anysat)/
+        exclude: ^(src/eval/(baseline_models|cropharvest)/|.*_marimo\.py|copernicus_marimo\.py)
 
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.5.0

LICENSE

@@ -19,4 +19,3 @@ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
-

README.md

@@ -59,7 +59,7 @@ s2 = torch.randn((t, h, w, len(S2_BANDS)))
 masked_output = construct_galileo_input(s2=s2, normalize=normalize)
 ```
 
-If you want to see Galileo being used on real data, we also have a [notebook](visualizing_embeddings.ipynb) which generates embeddings for a real training tif file:
+If you want to see Galileo being used on real data, we also have a [marimo app](visualizing_embeddings.py) which generates embeddings for a real training tif file:
 
 <img src="diagrams/model_outputs.png" alt="Galileo model outputs" height="300px"/>
 
@@ -125,6 +125,8 @@ uv run ruff check .                    # Lint code
 uv run ruff format .                   # Format code
 uv run mypy .                          # Type checking
 uv run pre-commit run --all-files      # Run all pre-commit checks
+uv run marimo run visualizing_embeddings.py  # Run marimo app for visualization
+uv run marimo edit visualizing_embeddings.py # Edit marimo app
 ```
 
 **Optional - Codecov setup:**