The titiler.application package comes with a full FastAPI application with COG, STAC and MosaicJSON supports.

Cloud Optimized GeoTIFF

The /cog routes are based on titiler.core.factory.TilerFactory but with cogValidateExtension and cogViewerExtension extensions.

API

Method	URL	Output	Description
GET	/cog/bounds	JSON	return dataset's bounds
GET	/cog/info	JSON	return dataset's basic info
GET	/cog/info.geojson	GeoJSON	return dataset's basic info as a GeoJSON feature
GET	/cog/statistics	JSON	return dataset's statistics
POST	/cog/statistics	GeoJSON	return dataset's statistics for a GeoJSON
GET	/cog/tiles	JSON	List of OGC Tilesets available
GET	/cog/tiles/{tileMatrixSetId}	JSON	OGC Tileset metadata
GET	/cog/tiles/{tileMatrixSetId}/{z}/{x}/{y}[@{scale}x][.{format}]	image/bin	create a web map tile image from a dataset
GET	/cog/{tileMatrixSetId}/map	HTML	simple map viewer
GET	/cog/{tileMatrixSetId}/tilejson.json	JSON	return a Mapbox TileJSON document
GET	/cog/{tileMatrixSetId}/WMTSCapabilities.xml	XML	return OGC WMTS Get Capabilities
GET	/cog/point/{lon},{lat}	JSON	return pixel values from a dataset
GET	/cog/preview[.{format}]	image/bin	create a preview image from a dataset
GET	/cog/bbox/{minx},{miny},{maxx},{maxy}[/{width}x{height}].{format}	image/bin	create an image from part of a dataset
POST	/cog/feature[/{width}x{height}][].{format}]	image/bin	create an image from a GeoJSON feature
GET	/cog/validate	JSON	validate a COG and return dataset info (from titiler.extensions.cogValidateExtension)
GET	/cog/viewer	HTML	demo webpage (from titiler.extensions.cogViewerExtension)
GET	/cog/stac	GeoJSON	create STAC Items from a dataset (from titiler.extensions.stacExtension)

Description

Tiles

:endpoint:/cog/tiles/{tileMatrixSetId}/{z}/{x}/{y}[@{scale}x][.{format}]

• PathParams:

  • tileMatrixSetId (str): TileMatrixSet name (e.g WebMercatorQuad)
  • z (int): TMS tile's zoom level.
  • x (int): TMS tile's column.
  • y (int): TMS tile's row.
  • scale (int): Tile size scale, default is set to 1 (256x256). Optional
  • format (str): Output image format, default is set to None and will be either JPEG or PNG depending on masked value. Optional

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • rescale (array[str]): Comma (',') delimited Min,Max range (e.g rescale=0,1000, rescale=0,1000&rescale=0,3000&rescale=0,2000).
  • color_formula (str): rio-color formula.
  • colormap (str): JSON encoded custom Colormap.
  • colormap_name (str): rio-tiler color map name.
  • return_mask (bool): Add mask to the output data. Default is True.
  • buffer (float): Buffer on each side of the given tile. It must be a multiple of 0.5. Output tilesize will be expanded to tilesize + 2 * buffer (e.g 0.5 = 257x257, 1.0 = 258x258).
  • padding (int): Padding to apply to each tile edge. Helps reduce resampling artefacts along edges. Defaults to 0.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.

Example:

• https://myendpoint/cog/tiles/WebMercatorQuad/1/2/3?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/tiles/WebMercatorQuad/1/2/3.jpg?url=https://somewhere.com/mycog.tif&bidx=3&bidx=1&bidx2
• https://myendpoint/cog/tiles/WorldCRS84Quad/1/2/[email protected]?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/tiles/WorldCRS84Quad/1/2/3?url=https://somewhere.com/mycog.tif&bidx=1&rescale=0,1000&colormap_name=cfastie

Preview

:endpoint:/cog/preview[.{format}]

• PathParams:

  • format (str): Output image format, default is set to None and will be either JPEG or PNG depending on masked value. Optional

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • max_size (int): Max image size, default is 1024.
  • height (int): Force output image height.
  • width (int): Force output image width.
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • rescale (array[str]): Comma (',') delimited Min,Max range (e.g rescale=0,1000, rescale=0,1000&rescale=0,3000&rescale=0,2000).
  • color_formula (str): rio-color formula.
  • colormap (str): JSON encoded custom Colormap.
  • colormap_name (str): rio-tiler color map name.
  • return_mask (bool): Add mask to the output data. Default is True.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.

Important

if height and width are provided max_size will be ignored.

Example:

• https://myendpoint/cog/preview?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/preview.jpg?url=https://somewhere.com/mycog.tif&bidx=3&bidx=1&bidx2
• https://myendpoint/cog/preview?url=https://somewhere.com/mycog.tif&bidx=1&rescale=0,1000&colormap_name=cfastie

BBOX/Feature

:endpoint:/cog/bbox/{minx},{miny},{maxx},{maxy}.{format}

:endpoint:/cog/bbox/{minx},{miny},{maxx},{maxy}/{width}x{height}.{format}

• PathParams:

  • minx,miny,maxx,maxy (str): Comma (',') delimited bounding box in WGS84.
  • format (str): Output image format.
  • height (int): Force output image height.
  • width (int): Force output image width.

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • coord_crs (str): Coordinate Reference System of the input coordinates. Default to epsg:4326.
  • dst_crs (str): Output Coordinate Reference System. Default to coord_crs.
  • max_size (int): Max image size.
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • rescale (array[str]): Comma (',') delimited Min,Max range (e.g rescale=0,1000, rescale=0,1000&rescale=0,3000&rescale=0,2000).
  • color_formula (str): rio-color formula.
  • colormap (str): JSON encoded custom Colormap.
  • colormap_name (str): rio-tiler color map name.
  • return_mask (bool): Add mask to the output data. Default is True.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.

Important

if height and width are provided max_size will be ignored.

Example:

• https://myendpoint/cog/bbox/0,0,10,10.png?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/bbox/0,0,10,10.png?url=https://somewhere.com/mycog.tif&bidx=1&rescale=0,1000&colormap_name=cfastie

:endpoint:/cog/feature[/{width}x{height}][].{format}] - [POST]

• Body:

  • feature (JSON): A valid GeoJSON feature (Polygon or MultiPolygon)

• PathParams:

  • height (int): Force output image height. Optional
  • width (int): Force output image width. Optional
  • format (str): Output image format, default is set to None and will be either JPEG or PNG depending on masked value. Optional

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • coord_crs (str): Coordinate Reference System of the input geometry coordinates. Default to epsg:4326.
  • dst_crs (str): Output Coordinate Reference System. Default to coord_crs.
  • max_size (int): Max image size.
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • rescale (array[str]): Comma (',') delimited Min,Max range (e.g rescale=0,1000, rescale=0,1000&rescale=0,3000&rescale=0,2000).
  • color_formula (str): rio-color formula.
  • colormap (str): JSON encoded custom Colormap.
  • colormap_name (str): rio-tiler color map name.
  • return_mask (bool): Add mask to the output data. Default is True.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.

Important

if height and width are provided max_size will be ignored.

Example:

• https://myendpoint/cog/feature?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/feature.png?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/feature/100x100.png?url=https://somewhere.com/mycog.tif&bidx=1&rescale=0,1000&colormap_name=cfastie

Note: if height and width are provided max_size will be ignored.

Point

:endpoint:/cog/point/{lon},{lat}

• PathParams:

  • lon,lat, (str): Comma (',') delimited point Longitude and Latitude WGS84.

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • coord_crs (str): Coordinate Reference System of the input coordinates. Default to epsg:4326.
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.

Example:

• https://myendpoint/cog/point/0,0?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/point/0,0?url=https://somewhere.com/mycog.tif&bidx=1

TilesJSON

:endpoint:/cog/{tileMatrixSetId}/tilejson.json tileJSON document

• PathParams:

  • tileMatrixSetId (str): TileMatrixSet name (e.g WebMercatorQuad)

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • tile_format (str): Output image format, default is set to None and will be either JPEG or PNG depending on masked value.
  • tile_scale (int): Tile size scale, default is set to 1 (256x256).
  • minzoom (int): Overwrite default minzoom.
  • maxzoom (int): Overwrite default maxzoom.
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • rescale (array[str]): Comma (',') delimited Min,Max range (e.g rescale=0,1000, rescale=0,1000&rescale=0,3000&rescale=0,2000).
  • color_formula (str): rio-color formula.
  • colormap (str): JSON encoded custom Colormap.
  • colormap_name (str): rio-tiler color map name.
  • return_mask (bool): Add mask to the output data. Default is True.
  • buffer (float): Buffer on each side of the given tile. It must be a multiple of 0.5. Output tilesize will be expanded to tilesize + 2 * buffer (e.g 0.5 = 257x257, 1.0 = 258x258).
  • padding (int): Padding to apply to each tile edge. Helps reduce resampling artefacts along edges. Defaults to 0.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.

Example:

• https://myendpoint/cog/WebMercatorQuad/tilejson.json?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/WebMercatorQuad/tilejson.json?url=https://somewhere.com/mycog.tif&tile_format=png
• https://myendpoint/cog/WorldCRS84Quad/tilejson.json?url=https://somewhere.com/mycog.tif&tile_scale=2&bidx=1,2,3

Map

:endpoint:/cog/{tileMatrixSetId}/map Simple viewer

• PathParams:

  • tileMatrixSetId (str): TileMatrixSet name (e.g WebMercatorQuad)

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • tile_format (str): Output image format, default is set to None and will be either JPEG or PNG depending on masked value.
  • tile_scale (int): Tile size scale, default is set to 1 (256x256).
  • minzoom (int): Overwrite default minzoom.
  • maxzoom (int): Overwrite default maxzoom.
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • rescale (array[str]): Comma (',') delimited Min,Max range (e.g rescale=0,1000, rescale=0,1000&rescale=0,3000&rescale=0,2000).
  • color_formula (str): rio-color formula.
  • colormap (str): JSON encoded custom Colormap.
  • colormap_name (str): rio-tiler color map name.
  • return_mask (bool): Add mask to the output data. Default is True.
  • buffer (float): Buffer on each side of the given tile. It must be a multiple of 0.5. Output tilesize will be expanded to tilesize + 2 * buffer (e.g 0.5 = 257x257, 1.0 = 258x258).
  • padding (int): Padding to apply to each tile edge. Helps reduce resampling artefacts along edges. Defaults to 0.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.

Example:

• https://myendpoint/cog/WebMercatorQuad/map?url=https://somewhere.com/mycog.tif
• https://myendpoint/cog/WebMercatorQuad/map?url=https://somewhere.com/mycog.tif&tile_format=png
• https://myendpoint/cog/WorldCRS84Quad/map?url=https://somewhere.com/mycog.tif&tile_scale=2&bidx=1,2,3

Bounds

:endpoint:/cog/bounds general image bounds

• QueryParams:
  • url (str): Cloud Optimized GeoTIFF URL. Required
  • crs (str): Geographic Coordinate Reference System. Default to epsg:4326.

Example:

• https://myendpoint/cog/bounds?url=https://somewhere.com/mycog.tif

Info

:endpoint:/cog/info general raster info

• QueryParams:
  • url (str): Cloud Optimized GeoTIFF URL. Required

Example:

• https://myendpoint/cog/info?url=https://somewhere.com/mycog.tif

:endpoint:/cog/info.geojson general raster info as a GeoJSON feature

• QueryParams:
  • url (str): Cloud Optimized GeoTIFF URL. Required
  • crs (str): Geographic Coordinate Reference System. Default to epsg:4326.

Example:

• https://myendpoint/cog/info.geojson?url=https://somewhere.com/mycog.tif

Statistics

Advanced raster statistics

:endpoint:/cog/statistics - [GET]

• QueryParams:
  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • max_size (int): Max image size from which to calculate statistics, default is 1024.
  • height (int): Force image height from which to calculate statistics.
  • width (int): Force image width from which to calculate statistics.
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.
  • categorical (bool): Return statistics for categorical dataset, default is false.
  • c (array[float]): Pixels values for categories.
  • p (array[int]): Percentile values.
  • histogram_bins (str): Histogram bins.
  • histogram_range (str): Comma (',') delimited Min,Max histogram bounds.

Example:

• https://myendpoint/cog/statistics?url=https://somewhere.com/mycog.tif&bidx=1,2,3&categorical=true&c=1&c=2&c=3&p=2&p98

:endpoint:/cog/statistics - [POST]

• Body:

  • feature (JSON): A valid GeoJSON feature or FeatureCollection

• QueryParams:

  • url (str): Cloud Optimized GeoTIFF URL. Required
  • bidx (array[int]): Dataset band indexes (e.g bidx=1, bidx=1&bidx=2&bidx=3).
  • expression (str): rio-tiler's band math expression (e.g expression=b1/b2).
  • coord_crs (str): Coordinate Reference System of the input geometry coordinates. Default to epsg:4326.
  • dst_crs (str): Output Coordinate Reference System. Default to coord_crs.
  • max_size (int): Max image size from which to calculate statistics.
  • height (int): Force image height from which to calculate statistics.
  • width (int): Force image width from which to calculate statistics.
  • nodata (str, int, float): Overwrite internal Nodata value.
  • unscale (bool): Apply dataset internal Scale/Offset.
  • resampling (str): RasterIO resampling algorithm. Defaults to nearest.
  • reproject (str): WarpKernel resampling algorithm (only used when doing re-projection). Defaults to nearest.
  • algorithm (str): Custom algorithm name (e.g hillshade).
  • algorithm_params (str): JSON encoded algorithm parameters.
  • categorical (bool): Return statistics for categorical dataset, default is false.
  • c (array[float]): Pixels values for categories.
  • p (array[int]): Percentile values.
  • histogram_bins (str): Histogram bins.
  • histogram_range (str): Comma (',') delimited Min,Max histogram bounds.

Example:

• https://myendpoint/cog/statistics?url=https://somewhere.com/mycog.tif&bidx=1,2,3&categorical=true&c=1&c=2&c=3&p=2&p98

Viewer

:endpoint:/cog/viewer - COG Viewer

• QueryParams:
  • url: Cloud Optimized GeoTIFF URL. Required

Example:

• https://myendpoint/cog/viewer?url=https://somewhere.com/mycog.tif

Validate

:endpoint:/cog/validate - COG Viewer

• QueryParams:
  • url: Cloud Optimized GeoTIFF URL. Required
  • strict: Treat warnings as errors (bool, default is False).

Example:

• https://myendpoint/cog/validate?url=https://somewhere.com/mycog.tif

Stac

:endpoint:/cog/stac - Create STAC Item

• QueryParams:
  • url: Cloud Optimized GeoTIFF URL. Required
  • datetime (str): The date and time of the assets, in UTC (e.g 2020-01-01, 2020-01-01T01:01:01).
  • extension (array[uri]): STAC extension URL the Item implements.
  • collection (str): The Collection ID that this item belongs to.
  • collection_url (uri): Link to the STAC Collection.
  • id (str): Id to assign to the item (default to the source basename).
  • asset_name (str): asset name for the source (default to 'data').
  • asset_roles (array[str]): List of asset's roles.
  • asset_media_type (str): Asset's media type.
  • asset_href (uri): Asset's URI (default to source's path).
  • with_proj (bool): Add the projection extension and properties.
  • with_raster (bool): Add the raster extension and properties.
  • with_eo (bool): Add the eo extension and properties.
  • max_size (int): Limit array size from which to get the raster statistics.

Example:

• https://myendpoint/cog/stac?url=https://somewhere.com/mycog.tif