Update lulc tile mapping

[Beldine-Moturi]

Summary

Related Issue (optional)

How to test this PR?

• Use this image: quay.io/geospatial-studio/geostudio-pipelines:update-lulc-tile-mapping

• Submit inference that triggers lulc mapping in post processing step. Test that post processing step runs without failing

• Sample payload for testing:

{
  "model_id": "88cc4030-0c4a-497c-90cb-3d7a0e9fd371",
  "location": "Dakhin Petbaha, Raha, Nagaon, Assam, India",
  "description": "Flood Assam 1305",
  "geoserver_push": [
    {
      "z_index": 0,
      "workspace": "geofm",
      "layer_name": "input_rgb",
      "file_suffix": "",
      "display_name": "Input image (RGB)",
      "filepath_key": "model_input_original_image_rgb",
      "geoserver_style": {
        "rgb": [
          {
            "label": "RedChannel",
            "channel": 1,
            "maxValue": 255,
            "minValue": 0
          },
          {
            "label": "GreenChannel",
            "channel": 2,
            "maxValue": 255,
            "minValue": 0
          },
          {
            "label": "BlueChannel",
            "channel": 3,
            "maxValue": 255,
            "minValue": 0
          }
        ]
      },
      "visible_by_default": "True"
    },
    {
      "z_index": 1,
      "workspace": "geofm",
      "layer_name": "pred",
      "file_suffix": "",
      "display_name": "Model prediction",
      "filepath_key": "model_output_image_masked",
      "geoserver_style": {
        "segmentation": [
          {
            "color": "#808080",
            "label": "No flood",
            "opacity": 0,
            "quantity": "0"
          },
          {
            "color": "#FA4D56",
            "label": "Flood",
            "opacity": 1,
            "quantity": "1"
          },
          {
            "color": "#4589FF",
            "label": "Permanent water",
            "opacity": 1,
            "quantity": 997
          },
          {
            "color": "#FFFAFA",
            "label": "Snow/ice",
            "opacity": 1,
            "quantity": 998
          },
          {
            "color": "#CCCCCC",
            "label": "Clouds",
            "opacity": 1,
            "quantity": 999
          }
        ]
      },
      "visible_by_default": "True"
    }
  ],
  "spatial_domain": {
    "bbox": [
      [
        92.4872138472571,
        26.194226154319196,
        92.7450370355971,
        26.32733412473285
      ]
    ],
    "urls": [],
    "tiles": [],
    "polygons": []
  },
  "post_processing": {
    "cloud_masking": "False",
    "ocean_masking": "False",
    "snow_ice_masking": null,
    "permanent_water_masking": "True"
  },
  "temporal_domain": [
    "2024-07-25_2024-07-28"
  ],
  "model_input_data_spec": [
    {
      "bands": [
        {
          "index": 0,
          "RGB_band": "R",
          "band_name": "red",
          "scaling_factor": 1
        },
        {
          "index": 1,
          "RGB_band": "G",
          "band_name": "green",
          "scaling_factor": 1
        },
        {
          "index": 2,
          "RGB_band": "B",
          "band_name": "blue",
          "scaling_factor": 1
        },
        {
          "index": 3,
          "band_name": "nir08",
          "scaling_factor": 1
        },
        {
          "index": 4,
          "band_name": "swir16",
          "scaling_factor": 1
        },
        {
          "index": 5,
          "band_name": "swir22",
          "scaling_factor": 1
        },
        {
          "index": 6,
          "band_name": "scl",
          "scaling_factor": 1
        }
      ],
      "connector": "sentinel_aws",
      "collection": "sentinel-2-l2a",
      "file_suffix": "S2Hand"
    }
  ]
}

Screenshots / Logs (optional)

Checklist

• This PR targets the main branch
• I have added or updated relevant docs.
• I have not included any secrets or credentials.
• Linting and formatting checks pass.