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Deployment

This helm chart will deploy STAC Fast-API onto a Kubernetes cluster.

To install the chart, do:

helm repo add e84 https://element84.github.io/filmdrop-k8s-helm-charts

and

helm install stac e84/stac-fastapi

Once the chart has been deployed, port-forward the pgstac service onto the localhost port 5439. Then, port-forward the stac-fastapi-pgstac service onto another localhost port, such as 8080. This can be done in Rancher Desktop via the 'Port-Forwarding' tab or via the kubectl port-forward command (see below).

Port forwarding STAC FastAPI



kubectl port-forward service/pgstac 5439:5439

kubectl port-forward service/stac-fastapi-pgstac 8080:8080

Navigate to http://localhost:8080/ in a web browser, where you will then see the STAC Fast-API landing page.

You can view the database along with all of its schemas, functions, and tables in PgAdmin (make sure to use the port 5439 in the database server connection parameters).

Populating stac-fastapi

After port forwarding stac-fastapi and pgstac

kubectl port-forward service/pgstac 5439:5439
kubectl port-forward service/stac-fastapi-pgstac 8080:8080

Adding a collection

For full documentation for stac-fastapi, please visit the Stac-FastAPI Official Documentation.

The information below is intended to provide an example of how to use the stac-fastapi collections endpoint to add a sample collection collection_1. In your particular, use case, you will need to replace the body payload json with the information of your collection.

To create sample collection_1 via curl:

curl -0 -v -X POST http://localhost:8080/collections \
-H 'Content-Type: application/json; charset=utf-8' \
--data-binary @- << EOF
{
    "id": "collection_1",
    "stac_extensions": [],
    "type": "Collection",
    "description": "Landat 8 imagery radiometrically calibrated and orthorectified using gound points and Digital Elevation Model (DEM) data to correct relief displacement.",
    "stac_version": "1.0.0",
    "license": "PDDL-1.0",
    "summaries": {
        "platform": [
            "landsat-8"
        ],
        "instruments": [
            "oli",
            "tirs"
        ],
        "gsd": [
            30
        ],
        "eo:bands": [
            {
                "name": "B1",
                "common_name": "coastal",
                "center_wavelength": 0.44,
                "full_width_half_max": 0.02
            },
            {
                "name": "B2",
                "common_name": "blue",
                "center_wavelength": 0.48,
                "full_width_half_max": 0.06
            },
            {
                "name": "B3",
                "common_name": "green",
                "center_wavelength": 0.56,
                "full_width_half_max": 0.06
            },
            {
                "name": "B4",
                "common_name": "red",
                "center_wavelength": 0.65,
                "full_width_half_max": 0.04
            },
            {
                "name": "B5",
                "common_name": "nir",
                "center_wavelength": 0.86,
                "full_width_half_max": 0.03
            },
            {
                "name": "B6",
                "common_name": "swir16",
                "center_wavelength": 1.6,
                "full_width_half_max": 0.08
            },
            {
                "name": "B7",
                "common_name": "swir22",
                "center_wavelength": 2.2,
                "full_width_half_max": 0.2
            },
            {
                "name": "B8",
                "common_name": "pan",
                "center_wavelength": 0.59,
                "full_width_half_max": 0.18
            },
            {
                "name": "B9",
                "common_name": "cirrus",
                "center_wavelength": 1.37,
                "full_width_half_max": 0.02
            },
            {
                "name": "B10",
                "common_name": "lwir11",
                "center_wavelength": 10.9,
                "full_width_half_max": 0.8
            },
            {
                "name": "B11",
                "common_name": "lwir12",
                "center_wavelength": 12,
                "full_width_half_max": 1
            }
        ]
    },
    "extent": {
        "spatial": {
            "bbox": [
                [
                    -180.0,
                    -90.0,
                    180.0,
                    90.0
                ]
            ]
        },
        "temporal": {
            "interval": [
                [
                    "2013-06-01",
                    null
                ]
            ]
        }
    },
    "links": [
        {
            "rel": "license",
            "href": "https://creativecommons.org/licenses/publicdomain/",
            "title": "public domain"
        }
    ],
    "title": "Landsat 8 L1",
    "keywords": [
        "landsat",
        "earth observation",
        "usgs"
    ],
    "providers": [
        {
            "name": "USGS",
            "roles": [
                "producer"
            ],
            "url": "https://landsat.usgs.gov/"
        },
        {
            "name": "Planet Labs",
            "roles": [
                "processor"
            ],
            "url": "https://github.com/landsat-pds/landsat_ingestor"
        },
        {
            "name": "AWS",
            "roles": [
                "host"
            ],
            "url": "https://landsatonaws.com/"
        },
        {
            "name": "Development Seed",
            "roles": [
                "processor"
            ],
            "url": "https://github.com/sat-utils/sat-api"
        },
        {
            "name": "Earth Search by Element84",
            "description": "API of Earth on AWS datasets",
            "roles": [
                "host"
            ],
            "url": "https://element84.com"
        }
    ]
}
EOF

You should see a successful output as a response with the collection information:

*   Trying 127.0.0.1:8080...
* Connected to localhost (127.0.0.1) port 8080 (#0)
> POST /collections HTTP/1.0
> Host: localhost:8080
> User-Agent: curl/8.1.2
> Accept: */*
> Content-Type: application/json; charset=utf-8
> Content-Length: 4235
> 
< HTTP/1.1 200 OK
< date: Fri, 18 Aug 2023 16:54:06 GMT
< server: uvicorn
< content-length: 2446
< content-type: application/json
< 
* Connection #0 to host localhost left intact
{"id":"collection_1","stac_extensions":[],"type":"Collection","description":"Landat 8 imagery radiometrically calibrated and orthorectified using gound points and Digital Elevation Model (DEM) data to correct relief displacement.","stac_version":"1.0.0","license":"PDDL-1.0","summaries":{"platform":["landsat-8"],"instruments":["oli","tirs"],"gsd":[30],"eo:bands":[{"name":"B1","common_name":"coastal","center_wavelength":0.44,"full_width_half_max":0.02},{"name":"B2","common_name":"blue","center_wavelength":0.48,"full_width_half_max":0.06},{"name":"B3","common_name":"green","center_wavelength":0.56,"full_width_half_max":0.06},{"name":"B4","common_name":"red","center_wavelength":0.65,"full_width_half_max":0.04},{"name":"B5","common_name":"nir","center_wavelength":0.86,"full_width_half_max":0.03},{"name":"B6","common_name":"swir16","center_wavelength":1.6,"full_width_half_max":0.08},{"name":"B7","common_name":"swir22","center_wavelength":2.2,"full_width_half_max":0.2},{"name":"B8","common_name":"pan","center_wavelength":0.59,"full_width_half_max":0.18},{"name":"B9","common_name":"cirrus","center_wavelength":1.37,"full_width_half_max":0.02},{"name":"B10","common_name":"lwir11","center_wavelength":10.9,"full_width_half_max":0.8},{"name":"B11","common_name":"lwir12","center_wavelength":12,"full_width_half_max":1}]},"extent":{"spatial":{"bbox":[[-180.0,-90.0,180.0,90.0]]},"temporal":{"interval":[["2013-06-01",null]]}},"links":[{"rel":"items","type":"application/geo+json","href":"http://localhost:8080/collections/collection_1/items"},{"rel":"parent","type":"application/json","href":"http://localhost:8080/"},{"rel":"root","type":"application/json","href":"http://localhost:8080/"},{"rel":"self","type":"application/json","href":"http://localhost:8080/collections/collection_1"},{"rel":"license","href":"https://creativecommons.org/licenses/publicdomain/","title":"public domain"}],"title":"Landsat 8 L1","keywords":["landsat","earth observation","usgs"],"providers":[{"name":"USGS","roles":["producer"],"url":"https://landsat.usgs.gov/"},{"name":"Planet Labs","roles":["processor"],"url":"https://github.com/landsat-pds/landsat_ingestor"},{"name":"AWS","roles":["host"],"url":"https://landsatonaws.com/"},{"name":"Development Seed","roles":["processor"],"url":"https://github.com/sat-utils/sat-api"},{"name":"Earth Search by Element84","description":"API of Earth on AWS datasets","roles":["host"],"url":"https://element84.com"}]}%

You can view all collections available in stac-fastapi via

$ curl http://localhost:8080/collections


{"collections":[{"id":"collection_1","type":"Collection","links":[{"rel":"items","type":"application/geo+json","href":"http://localhost:8080/collections/collection_1/items"},{"rel":"parent","type":"application/json","href":"http://localhost:8080/"},{"rel":"root","type":"application/json","href":"http://localhost:8080/"},{"rel":"self","type":"application/json","href":"http://localhost:8080/collections/collection_1"},{"rel":"license","href":"https://creativecommons.org/licenses/publicdomain/","title":"public domain"}],"title":"Landsat 8 L1","extent":{"spatial":{"bbox":[[-180.0,-90.0,180.0,90.0]]},"temporal":{"interval":[["2013-06-01",null]]}},"license":"PDDL-1.0","keywords":["landsat","earth observation","usgs"],"providers":[{"url":"https://landsat.usgs.gov/","name":"USGS","roles":["producer"]},{"url":"https://github.com/landsat-pds/landsat_ingestor","name":"Planet Labs","roles":["processor"]},{"url":"https://landsatonaws.com/","name":"AWS","roles":["host"]},{"url":"https://github.com/sat-utils/sat-api","name":"Development Seed","roles":["processor"]},{"url":"https://element84.com","name":"Earth Search by Element84","roles":["host"],"description":"API of Earth on AWS datasets"}],"summaries":{"gsd":[30],"eo:bands":[{"name":"B1","common_name":"coastal","center_wavelength":0.44,"full_width_half_max":0.02},{"name":"B2","common_name":"blue","center_wavelength":0.48,"full_width_half_max":0.06},{"name":"B3","common_name":"green","center_wavelength":0.56,"full_width_half_max":0.06},{"name":"B4","common_name":"red","center_wavelength":0.65,"full_width_half_max":0.04},{"name":"B5","common_name":"nir","center_wavelength":0.86,"full_width_half_max":0.03},{"name":"B6","common_name":"swir16","center_wavelength":1.6,"full_width_half_max":0.08},{"name":"B7","common_name":"swir22","center_wavelength":2.2,"full_width_half_max":0.2},{"name":"B8","common_name":"pan","center_wavelength":0.59,"full_width_half_max":0.18},{"name":"B9","common_name":"cirrus","center_wavelength":1.37,"full_width_half_max":0.02},{"name":"B10","common_name":"lwir11","center_wavelength":10.9,"full_width_half_max":0.8},{"name":"B11","common_name":"lwir12","center_wavelength":12,"full_width_half_max":1}],"platform":["landsat-8"],"instruments":["oli","tirs"]},"description":"Landat 8 imagery radiometrically calibrated and orthorectified using gound points and Digital Elevation Model (DEM) data to correct relief displacement.","stac_version":"1.0.0","stac_extensions":[]}],"links":[{"rel":"root","type":"application/json","href":"http://localhost:8080/"},{"rel":"parent","type":"application/json","href":"http://localhost:8080/"},{"rel":"self","type":"application/json","href":"http://localhost:8080/collections"}]}%  



Adding an item to an existing collection

For full documentation for stac-fastapi, please visit the Stac-FastAPI Official Documentation.

The information below is intended to provide an example of how to use the stac-fastapi items endpoint to add a sample item item_1 to an existing collection collection_1. In your particular, use case, you will need to replace the body payload json with the information of your item.

To create sample item_1 via curl:

curl -0 -v -X POST http://localhost:8080/collections/collection_1/items \
-H 'Content-Type: application/json; charset=utf-8' \
--data-binary @- << EOF
{
  "type": "Feature",
  "id": "item_1",
  "stac_version": "1.0.0",
  "stac_extensions": [
    "https://stac-extensions.github.io/eo/v1.0.0/schema.json",
    "https://stac-extensions.github.io/projection/v1.0.0/schema.json"
  ],
  "geometry": {
    "coordinates": [
      [
        [
          152.15052873427666,
          -33.82243006904891
        ],
        [
          150.1000346138806,
          -34.257132625788756
        ],
        [
          149.5776607193635,
          -32.514709769700254
        ],
        [
          151.6262528041627,
          -32.08081674221862
        ],
        [
          152.15052873427666,
          -33.82243006904891
        ]
      ]
    ],
    "type": "Polygon"
  },
  "properties": {
    "datetime": "2020-02-12T12:30:22Z",
    "landsat:scene_id": "LC82081612020043LGN00",
    "landsat:row": "161",
    "gsd": 15,
    "eo:bands": [
      {
        "gsd": 30,
        "name": "B1",
        "common_name": "coastal",
        "center_wavelength": 0.44,
        "full_width_half_max": 0.02
      },
      {
        "gsd": 30,
        "name": "B2",
        "common_name": "blue",
        "center_wavelength": 0.48,
        "full_width_half_max": 0.06
      },
      {
        "gsd": 30,
        "name": "B3",
        "common_name": "green",
        "center_wavelength": 0.56,
        "full_width_half_max": 0.06
      },
      {
        "gsd": 30,
        "name": "B4",
        "common_name": "red",
        "center_wavelength": 0.65,
        "full_width_half_max": 0.04
      },
      {
        "gsd": 30,
        "name": "B5",
        "common_name": "nir",
        "center_wavelength": 0.86,
        "full_width_half_max": 0.03
      },
      {
        "gsd": 30,
        "name": "B6",
        "common_name": "swir16",
        "center_wavelength": 1.6,
        "full_width_half_max": 0.08
      },
      {
        "gsd": 30,
        "name": "B7",
        "common_name": "swir22",
        "center_wavelength": 2.2,
        "full_width_half_max": 0.2
      },
      {
        "gsd": 15,
        "name": "B8",
        "common_name": "pan",
        "center_wavelength": 0.59,
        "full_width_half_max": 0.18
      },
      {
        "gsd": 30,
        "name": "B9",
        "common_name": "cirrus",
        "center_wavelength": 1.37,
        "full_width_half_max": 0.02
      },
      {
        "gsd": 100,
        "name": "B10",
        "common_name": "lwir11",
        "center_wavelength": 10.9,
        "full_width_half_max": 0.8
      },
      {
        "gsd": 100,
        "name": "B11",
        "common_name": "lwir12",
        "center_wavelength": 12,
        "full_width_half_max": 1
      }
    ],
    "landsat:revision": "00",
    "view:sun_azimuth": -148.83296771,
    "instrument": "OLI_TIRS",
    "landsat:product_id": "LC08_L1GT_208161_20200212_20200212_01_RT",
    "eo:cloud_cover": 0,
    "landsat:tier": "RT",
    "landsat:processing_level": "L1GT",
    "landsat:column": "208",
    "platform": "landsat-8",
    "proj:epsg": 32756,
    "view:sun_elevation": -37.30791534,
    "view:off_nadir": 0,
    "height": 2500,
    "width": 2500
  },
  "bbox": [
    149.57574,
    -34.25796,
    152.15194,
    -32.07915
  ],
  "collection": "collection_1",
  "assets": {
    "ANG": {
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ANG.txt",
      "type": "text/plain",
      "title": "Angle Coefficients File",
      "description": "Collection 2 Level-1 Angle Coefficients File (ANG)"
    },
    "SR_B1": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B1.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Coastal/Aerosol Band (B1)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B1",
          "common_name": "coastal",
          "center_wavelength": 0.44,
          "full_width_half_max": 0.02
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Coastal/Aerosol Band (B1) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "SR_B2": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B2.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Blue Band (B2)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B2",
          "common_name": "blue",
          "center_wavelength": 0.48,
          "full_width_half_max": 0.06
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Blue Band (B2) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "SR_B3": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B3.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Green Band (B3)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B3",
          "common_name": "green",
          "center_wavelength": 0.56,
          "full_width_half_max": 0.06
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Green Band (B3) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "SR_B4": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B4.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Red Band (B4)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B4",
          "common_name": "red",
          "center_wavelength": 0.65,
          "full_width_half_max": 0.04
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Red Band (B4) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "SR_B5": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B5.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Near Infrared Band 0.8 (B5)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B5",
          "common_name": "nir08",
          "center_wavelength": 0.86,
          "full_width_half_max": 0.03
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Near Infrared Band 0.8 (B5) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "SR_B6": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B6.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Short-wave Infrared Band 1.6 (B6)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B6",
          "common_name": "swir16",
          "center_wavelength": 1.6,
          "full_width_half_max": 0.08
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Short-wave Infrared Band 1.6 (B6) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "SR_B7": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B7.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Short-wave Infrared Band 2.2 (B7)",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "SR_B7",
          "common_name": "swir22",
          "center_wavelength": 2.2,
          "full_width_half_max": 0.2
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Collection 2 Level-2 Short-wave Infrared Band 2.2 (B7) Surface Reflectance",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "ST_QA": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_QA.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Surface Temperature Quality Assessment Band",
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Landsat Collection 2 Level-2 Surface Temperature Band Surface Temperature Product",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "ST_B10": {
      "gsd": 100,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_B10.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Surface Temperature Band (B10)",
      "eo:bands": [
        {
          "gsd": 100,
          "name": "ST_B10",
          "common_name": "lwir11",
          "center_wavelength": 10.9,
          "full_width_half_max": 0.8
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Landsat Collection 2 Level-2 Surface Temperature Band (B10) Surface Temperature Product",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "MTL.txt": {
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_MTL.txt",
      "type": "text/plain",
      "title": "Product Metadata File",
      "description": "Collection 2 Level-1 Product Metadata File (MTL)"
    },
    "MTL.xml": {
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_MTL.xml",
      "type": "application/xml",
      "title": "Product Metadata File (xml)",
      "description": "Collection 2 Level-1 Product Metadata File (xml)"
    },
    "ST_DRAD": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_DRAD.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Downwelled Radiance Band",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "ST_DRAD",
          "description": "downwelled radiance"
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Landsat Collection 2 Level-2 Downwelled Radiance Band Surface Temperature Product",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "ST_EMIS": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_EMIS.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Emissivity Band",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "ST_EMIS",
          "description": "emissivity"
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Landsat Collection 2 Level-2 Emissivity Band Surface Temperature Product",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    },
    "ST_EMSD": {
      "gsd": 30,
      "href": "https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_EMSD.TIF",
      "type": "image/tiff; application=geotiff; profile=cloud-optimized",
      "title": "Emissivity Standard Deviation Band",
      "eo:bands": [
        {
          "gsd": 30,
          "name": "ST_EMSD",
          "description": "emissivity standard deviation"
        }
      ],
      "proj:shape": [
        7731,
        7591
      ],
      "description": "Landsat Collection 2 Level-2 Emissivity Standard Deviation Band Surface Temperature Product",
      "proj:transform": [
        30,
        0,
        304185,
        0,
        -30,
        -843585
      ]
    }
  },
  "links": [
    {
      "href": "http://localhost:8081/collections/landsat-8-l1/items/LC82081612020043",
      "rel": "self",
      "type": "application/geo+json"
    },
    {
      "href": "http://localhost:8081/collections/landsat-8-l1",
      "rel": "parent",
      "type": "application/json"
    },
    {
      "href": "http://localhost:8081/collections/landsat-8-l1",
      "rel": "collection",
      "type": "application/json"
    },
    {
      "href": "http://localhost:8081/",
      "rel": "root",
      "type": "application/json"
    },
    {
      "href": "preview.html",
      "rel": "preview",
      "type": "application/html"
    }
  ]
}
EOF

You should see a successful output as a response with the collection information:

*   Trying 127.0.0.1:8080...
* Connected to localhost (127.0.0.1) port 8080 (#0)
> POST /collections/collection_1/items HTTP/1.0
> Host: localhost:8080
> User-Agent: curl/8.1.2
> Accept: */*
> Content-Type: application/json; charset=utf-8
> Content-Length: 14626
> 
< HTTP/1.1 200 OK
< date: Fri, 18 Aug 2023 17:05:31 GMT
< server: uvicorn
< content-length: 10408
< content-type: application/json
< 
{"type":"Feature","stac_version":"1.0.0","stac_extensions":["https://stac-extensions.github.io/eo/v1.0.0/schema.json","https://stac-extensions.github.io/projection/v1.0.0/schema.json"],"id":"item_1","geometry":{"coordinates":[[[152.15052873427666,-33.82243006904891],[150.1000346138806,-34.257132625788756],[149.5776607193635,-32.514709769700254],[151.6262528041627,-32.08081674221862],[152.15052873427666,-33.82243006904891]]],"type":"Polygon"},"bbox":[149.57574,-34.25796,152.15194,-32.07915],"properties":{"datetime":"2020-02-12T12:30:22Z","landsat:scene_id":"LC82081612020043LGN00","landsat:row":"161","gsd":15,"eo:bands":[{"gsd":30,"name":"B1","common_name":"coastal","center_wavelength":0.44,"full_width_half_max":0.02},{"gsd":30,"name":"B2","common_name":"blue","center_wavelength":0.48,"full_width_half_max":0.06},{"gsd":30,"name":"B3","common_name":"green","center_wavelength":0.56,"full_width_half_max":0.06},{"gsd":30,"name":"B4","common_name":"red","center_wavelength":0.65,"full_width_half_max":0.04},{"gsd":30,"name":"B5","common_name":"nir","center_wavelength":0.86,"full_width_half_max":0.03},{"gsd":30,"name":"B6","common_name":"swir16","center_wavelength":1.6,"full_width_half_max":0.08},{"gsd":30,"name":"B7","common_name":"swir22","center_wavelength":2.2,"full_width_half_max":0.2},{"gsd":15,"name":"B8","common_name":"pan","center_wavelength":0.59,"full_width_half_max":0.18},{"gsd":30,"name":"B9","common_name":"cirrus","center_wavelength":1.37,"full_width_half_max":0.02},{"gsd":100,"name":"B10","common_name":"lwir11","center_wavelength":10.9,"full_width_half_max":0.8},{"gsd":100,"name":"B11","common_name":"lwir12","center_wavelength":12,"full_width_half_max":1}],"landsat:revision":"00","view:sun_azimuth":-148.83296771,"instrument":"OLI_TIRS","landsat:product_id":"LC08_L1GT_208161_20200212_20200212_01_RT","eo:cloud_cover":0,"landsat:tier":"RT","landsat:processing_level":"L1GT","landsat:column":"208","platform":"landsat-8","proj:epsg":32756,"view:sun_elevation":-37.30791534,"view:off_nadir":0,"height":2500,"width":2500},"links":[{"rel":"collection","type":"application/json","href":"http://localhost:8080/collections/collection_1"},{"rel":"parent","type":"application/json","href":"http://localhost:8080/collections/collection_1"},{"rel":"root","type":"application/json","href":"http://localhost:8080/"},{"rel":"self","type":"application/geo+json","href":"http://localhost:8080/collections/collection_1/items/item_1"},{"href":"http://localhost:8080/preview.html","rel":"preview","type":"application/html"}],"assets":{"ANG":{"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ANG.txt","type":"text/plain","title":"Angle Coefficients File","description":"Collection 2 Level-1 Angle Coefficients File (ANG)"},"SR_B1":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B1.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Coastal/Aerosol Band (B1)","eo:bands":[{"gsd":30,"name":"SR_B1","common_name":"coastal","center_wavelength":0.44,"full_width_half_max":0.02}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Coastal/Aerosol Band (B1) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B2":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B2.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Blue Band (B2)","eo:bands":[{"gsd":30,"name":"SR_B2","common_name":"blue","center_wavelength":0.48,"full_width_half_max":0.06}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Blue Band (B2) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B3":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B3.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Green Band (B3)","eo:bands":[{"gsd":30,"name":"SR_B3","common_name":"green","center_wavelength":0.56,"full_width_half_max":0.06}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Green Band (B3) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B4":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B4.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Red Band (B4)","eo:bands":[{"gsd":30,"name":"SR_B4","common_name":"red","center_wavelength":0.65,"full_width_half_max":0.04}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Red Band (B4) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B5":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B5.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Near Infrared Band 0.8 (B5)","eo:bands":[{"gsd":30,"name":"SR_B5","common_name":"nir08","center_wavelength":0.86,"full_width_half_max":0.03}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Near Infrared Band 0.8 (B5) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B6":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B6.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Short-wave Infrared Band 1.6 (B6)","eo:bands":[{"gsd":30,"name":"SR_B6","common_name":"swir16","center_wavelength":1.6,"full_width_half_max":0.08}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Short-wave Infrared Band 1.6 (B6) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B7":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B7.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Short-wave Infrared Band 2.2 (B7)","eo:bands":[{"gsd":30,"name":"SR_B7","common_name":"swir22","center_wavelength":2.2,"full_width_half_max":0.2}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Short-wave Infrared Band 2.2 (B7) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"ST_QA":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_QA.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Surface Temperature Quality Assessment Band","proj:shape":[7731,7591],"description":"Landsat Collection 2 Level-2 Surface Temperature Band Surface Temperature Product","proj:transform":[30,0,304185,0,-30,-843585]},"ST_B10":{"gsd":100,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_B10.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Surface Temperature Band (B10)","eo:bands":[{"gsd":100,"name":"ST_B10","common_name":"lwir11","center_wavelength":10.9,"full_width_half_max":0.8}],"proj:shape":[7731,7591],"description":"Landsat Collection 2 Level-2 Surface Temperature Band (B10) Surface Temperature Product","proj:transform":[30,0,304185,0,-30,-843585]},"MTL.txt":{"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP* Connection #0 to host localhost left intact
_108066_20210712_20210720_02_T1_MTL.txt","type":"text/plain","title":"Product Metadata File","description":"Collection 2 Level-1 Product Metadata File (MTL)"},"MTL.xml":{"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_MTL.xml","type":"application/xml","title":"Product Metadata File (xml)","description":"Collection 2 Level-1 Product Metadata File (xml)"},"ST_DRAD":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_DRAD.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Downwelled Radiance Band","eo:bands":[{"gsd":30,"name":"ST_DRAD","description":"downwelled radiance"}],"proj:shape":[7731,7591],"description":"Landsat Collection 2 Level-2 Downwelled Radiance Band Surface Temperature Product","proj:transform":[30,0,304185,0,-30,-843585]},"ST_EMIS":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_EMIS.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Emissivity Band","eo:bands":[{"gsd":30,"name":"ST_EMIS","description":"emissivity"}],"proj:shape":[7731,7591],"description":"Landsat Collection 2 Level-2 Emissivity Band Surface Temperature Product","proj:transform":[30,0,304185,0,-30,-843585]},"ST_EMSD":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ST_EMSD.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Emissivity Standard Deviation Band","eo:bands":[{"gsd":30,"name":"ST_EMSD","description":"emissivity standard deviation"}],"proj:shape":[7731,7591],"description":"Landsat Collection 2 Level-2 Emissivity Standard Deviation Band Surface Temperature Product","proj:transform":[30,0,304185,0,-30,-843585]}},"collection":"collection_1"}% 

You can view all items in the sample collection collection_1 within stac-fastapi via:

$ curl http://localhost:8080/collections/collection_1/items


{"type":"FeatureCollection","context":{"limit":10,"returned":1},"features":[{"id":"item_1","bbox":[149.57574,-34.25796,152.15194,-32.07915],"type":"Feature","links":[{"rel":"collection","type":"application/json","href":"http://localhost:8080/collections/collection_1"},{"rel":"parent","type":"application/json","href":"http://localhost:8080/collections/collection_1"},{"rel":"root","type":"application/json","href":"http://localhost:8080/"},{"rel":"self","type":"application/geo+json","href":"http://localhost:8080/collections/collection_1/items/item_1"},{"rel":"preview","href":"http://localhost:8080/preview.html","type":"application/html"}],"assets":{"ANG":{"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_ANG.txt","type":"text/plain","title":"Angle Coefficients File","description":"Collection 2 Level-1 Angle Coefficients File (ANG)"},"SR_B1":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B1.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Coastal/Aerosol Band (B1)","eo:bands":[{"gsd":30,"name":"SR_B1","common_name":"coastal","center_wavelength":0.44,"full_width_half_max":0.02}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Coastal/Aerosol Band (B1) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B2":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B2.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Blue Band (B2)","eo:bands":[{"gsd":30,"name":"SR_B2","common_name":"blue","center_wavelength":0.48,"full_width_half_max":0.06}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Blue Band (B2) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B3":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B3.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Green Band (B3)","eo:bands":[{"gsd":30,"name":"SR_B3","common_name":"green","center_wavelength":0.56,"full_width_half_max":0.06}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Green Band (B3) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B4":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B4.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Red Band (B4)","eo:bands":[{"gsd":30,"name":"SR_B4","common_name":"red","center_wavelength":0.65,"full_width_half_max":0.04}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Red Band (B4) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B5":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B5.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Near Infrared Band 0.8 (B5)","eo:bands":[{"gsd":30,"name":"SR_B5","common_name":"nir08","center_wavelength":0.86,"full_width_half_max":0.03}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Near Infrared Band 0.8 (B5) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B6":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B6.TIF","type":"image/tiff; application=geotiff; profile=cloud-optimized","title":"Short-wave Infrared Band 1.6 (B6)","eo:bands":[{"gsd":30,"name":"SR_B6","common_name":"swir16","center_wavelength":1.6,"full_width_half_max":0.08}],"proj:shape":[7731,7591],"description":"Collection 2 Level-2 Short-wave Infrared Band 1.6 (B6) Surface Reflectance","proj:transform":[30,0,304185,0,-30,-843585]},"SR_B7":{"gsd":30,"href":"https://landsateuwest.blob.core.windows.net/landsat-c2/level-2/standard/oli-tirs/2021/108/066/LC08_L2SP_108066_20210712_20210720_02_T1/LC08_L2SP_108066_20210712_20210720_02_T1_SR_B7.TIF","type":"image/tiff; 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Uninstall stac-fastapi

To uninstall the release, do helm delete stac.