Expand description
§Cloud-optimized GeoTIFF … Parallel I/O
A reader for Cloud Optimized GeoTIFF (COG) files.
Uses tiff to decode TIFF images. Pixel data is stored with a shape of
(channels, height, width) using either:
CogReader- returns a DLPack in-memory data structure viadlparkread_geotiff- returns a 3D Array viandarray
Note: Python bindings (via pyo3) are documented over at
https://cog3pio.readthedocs.io.
§Examples
§DLPack
Retrieve a GeoTIFF file stream via the object_store crate, pass it into the
CogReader::new method to instantiate a
CogReader struct, and call
.dlpack() to get a
dlpark::SafeManagedTensorVersioned output.
use std::io::Cursor;
use bytes::Bytes;
use cog3pio::io::geotiff::CogReader;
use dlpark::ffi::DataType;
use dlpark::prelude::TensorView;
use dlpark::SafeManagedTensorVersioned;
use object_store::path::Path;
use object_store::{parse_url, GetResult, ObjectStore};
use tokio;
use url::Url;
#[tokio::main]
async fn main() {
let cog_url: &str =
"https://github.com/cogeotiff/rio-tiler/raw/7.8.0/tests/fixtures/cog_dateline.tif";
let tif_url: Url = Url::parse(cog_url).unwrap();
let (store, location): (Box<dyn ObjectStore>, Path) = parse_url(&tif_url).unwrap();
let stream: Cursor<Bytes> = {
let result: GetResult = store.get(&location).await.unwrap();
let bytes: Bytes = result.bytes().await.unwrap();
Cursor::new(bytes)
};
// Read GeoTIFF into a dlpark::versioned::SafeManagedTensorVersioned
let mut cog = CogReader::new(stream).unwrap();
let tensor: SafeManagedTensorVersioned = cog.dlpack().unwrap();
assert_eq!(tensor.shape(), [1, 2355, 2325]);
assert_eq!(tensor.data_type(), &DataType::U16);
}§Ndarray
Retrieve a GeoTIFF file stream via the object_store crate, and pass it into the
read_geotiff function to get an
ndarray::Array3 output.
use std::io::Cursor;
use bytes::Bytes;
use cog3pio::io::geotiff::read_geotiff;
use ndarray::Array3;
use object_store::path::Path;
use object_store::{parse_url, GetResult, ObjectStore};
use tokio;
use url::Url;
#[tokio::main]
async fn main() {
let cog_url: &str =
"https://github.com/cogeotiff/rio-tiler/raw/7.8.0/tests/fixtures/cog_nodata_nan.tif";
let tif_url: Url = Url::parse(cog_url).unwrap();
let (store, location): (Box<dyn ObjectStore>, Path) = parse_url(&tif_url).unwrap();
let stream: Cursor<Bytes> = {
let result: GetResult = store.get(&location).await.unwrap();
let bytes: Bytes = result.bytes().await.unwrap();
Cursor::new(bytes)
};
// Read GeoTIFF into an ndarray::Array
let arr: Array3<f32> = read_geotiff::<f32, _>(stream).unwrap();
assert_eq!(arr.dim(), (1, 549, 549));
assert_eq!(arr[[0, 500, 500]], 0.13482364);
}Note that the output dtype is specified either using a type hint
(let arr: Array3<f32>) or via a turbofish operator (read_geotiff::<f32, _>).
Currently supported dtypes include uint (u8/u16/u32/u64), int (i8/i16/i32/i64) and
float (f16/f32/f64).
Modules§
- io
- Modules for handling Input/Output of GeoTIFF data