{ "cells": [ { "cell_type": "markdown", "id": "287c93e9", "metadata": {}, "source": [ "# Digital Earth Pacific mineral resource detection using Clay\n", "\n", "This notebook applies the Clay model on imagery composites, specifically a Sentinel-2\n", "Geometric Median [(GeoMAD)](https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html) composite. We will use\n", "[Digital Earth Pacific's STAC API](https://stac-browser.staging.digitalearthpacific.org)\n", "to obtain these datasets, and apply it on a mineral resource detection downstream task to do the following:\n", "\n", "1. Generate fine level (pixel of size 10m x 10m) embeddings for an area (5.12km x 5.12km) where known mining extraction is occurring\n", "2. Save the fine level (patch) embeddings and execute a similarity search that leverages the ground truth points as reference\n", "\n", "This is a demonstration of how one can use Clay to identify possible new events provided a reference dataset for where known events occur.\n", "\n", "References:\n", "- https://github.com/digitalearthpacific/mineral-resource-detection\n", "- https://github.com/Clay-foundation/model/discussions/140" ] }, { "cell_type": "code", "execution_count": null, "id": "9b0dbed2", "metadata": {}, "outputs": [], "source": [ "import glob\n", "import random\n", "from pathlib import Path\n", "\n", "import geopandas as gpd\n", "import lancedb\n", "import matplotlib.pyplot as plt\n", "import numpy\n", "import pandas as pd\n", "import pystac_client\n", "import rasterio\n", "import rioxarray # noqa: F401\n", "import shapely\n", "import stackstac\n", "import torch\n", "from rasterio.enums import Resampling\n", "from shapely.geometry import Point, Polygon, box\n", "\n", "from src.datamodule import ClayDataModule\n", "from src.model_clay import CLAYModule\n", "\n", "pd.set_option(\"display.max_colwidth\", None)\n", "\n", "BAND_GROUPS = {\n", " \"rgb\": [\"B04\", \"B03\", \"B02\"],\n", " \"rededge\": [\"B05\", \"B06\", \"B07\", \"B8A\"],\n", " \"nir\": [\"B08\"],\n", " \"swir\": [\"B11\", \"B12\"],\n", " \"sar\": [\"mean_vv\", \"mean_vh\"],\n", "}\n", "\n", "STAC_API = \"https://stac.staging.digitalearthpacific.org\"\n", "COLLECTION = \"dep_s2_geomad\"" ] }, { "cell_type": "markdown", "id": "03fa77d3", "metadata": {}, "source": [ "## Find the Sentinel-2 composite stored as a Cloud-Optimized GeoTIFF" ] }, { "cell_type": "markdown", "id": "9d63dc31-aea8-4e9a-97cc-55f30ffd0893", "metadata": {}, "source": [ "#### Read the mining extraction ground truth points\n", "We will use these for reference in a similarity search." ] }, { "cell_type": "code", "execution_count": null, "id": "26f3f22b-599d-46ea-8a23-df10ab5826e8", "metadata": {}, "outputs": [], "source": [ "mrd = gpd.read_file(\n", " \"https://raw.githubusercontent.com/digitalearthpacific/mineral-resource-detection/\"\n", " \"d117d04703f77ff21c15c7ffc424c3c55b51c492/training_data/draft_inputs/MRD_dissagregated_25.geojson\"\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "070192b4-c5fd-4632-bcce-bd476eab8f2d", "metadata": {}, "outputs": [], "source": [ "# Assuming mining extraction relates to the quarry lulc class\n", "mrd_mining = mrd[mrd[\"lulc_class\"] == \"quarry\"]" ] }, { "cell_type": "code", "execution_count": null, "id": "5dbed204-71f9-4ac0-8bb5-b3496024635f", "metadata": {}, "outputs": [], "source": [ "# Extent of the mining extraction activity per the ground truth reference points\n", "mrd_mining_bounds = mrd_mining.total_bounds" ] }, { "cell_type": "markdown", "id": "fda4d759-2c2b-430a-b4b8-21ebd0c4ccbb", "metadata": {}, "source": [ "#### Find a \"hotspot\" area\n", "Since we are demoing a single 512x512 tile in this tutorial, let's identify a cluster where several ground truth points exist." ] }, { "cell_type": "code", "execution_count": null, "id": "adb0b69a-faa2-4bfc-9cdd-d2294de9bec8", "metadata": {}, "outputs": [], "source": [ "# sample cluster\n", "bbox_bl = (177.4199, -17.8579)\n", "bbox_tl = (177.4156, -17.6812)\n", "bbox_br = (177.5657, -17.8572)\n", "bbox_tr = (177.5657, -17.6812)" ] }, { "cell_type": "markdown", "id": "36e30686-7555-4866-8157-752418174140", "metadata": {}, "source": [ "Define spatiotemporal query" ] }, { "cell_type": "code", "execution_count": null, "id": "2a1ac2ef", "metadata": {}, "outputs": [], "source": [ "# Define area of interest\n", "area_of_interest = shapely.box(\n", " xmin=bbox_bl[0], ymin=bbox_bl[1], xmax=bbox_tr[0], ymax=bbox_tr[1]\n", ")\n", "\n", "# Define temporal range\n", "# one annual composite\n", "daterange: dict = [\"2021-01-01T00:00:00Z\", \"2021-12-31T23:59:59Z\"]" ] }, { "cell_type": "code", "execution_count": null, "id": "ba4e6aeb", "metadata": {}, "outputs": [], "source": [ "catalog = pystac_client.Client.open(url=STAC_API)\n", "\n", "sen2_search = catalog.search(\n", " collections=[COLLECTION],\n", " datetime=daterange,\n", " intersects=area_of_interest,\n", " max_items=100,\n", ")\n", "\n", "items = sen2_search.get_all_items()\n", "\n", "print(f\"Found {len(items)} items\")" ] }, { "cell_type": "markdown", "id": "90d5183d", "metadata": {}, "source": [ "## Download the data\n", "Get the composite data into a numpy array and visualize the imagery. STAC browser URL is at\n", "https://stac-browser.staging.digitalearthpacific.org" ] }, { "cell_type": "code", "execution_count": null, "id": "3cccf2b9", "metadata": {}, "outputs": [], "source": [ "# Extract coordinate system from first item\n", "epsg = items[0].properties[\"proj:epsg\"]\n", "\n", "# Convert point from lon/lat to UTM projection\n", "poidf = gpd.GeoDataFrame(crs=\"OGC:CRS84\", geometry=[area_of_interest.centroid]).to_crs(\n", " epsg\n", ")\n", "geom = poidf.iloc[0].geometry\n", "\n", "# Create bounds of the correct size, the model\n", "# requires 512x512 pixels at 10m resolution.\n", "bounds = (geom.x - 2560, geom.y - 2560, geom.x + 2560, geom.y + 2560)\n", "\n", "# Retrieve the pixel values, for the bounding box in\n", "# the target projection. In this example we use only\n", "# the RGB and NIR band groups.\n", "stack = stackstac.stack(\n", " items,\n", " bounds=bounds,\n", " snap_bounds=False,\n", " epsg=epsg,\n", " resolution=10,\n", " dtype=\"float32\",\n", " rescale=False,\n", " fill_value=0,\n", " assets=BAND_GROUPS[\"rgb\"] + BAND_GROUPS[\"nir\"],\n", " resampling=Resampling.nearest,\n", ")\n", "\n", "stack = stack.compute()\n", "assert stack.shape == (1, 4, 512, 512)\n", "\n", "stack.sel(band=[\"B04\", \"B03\", \"B02\"]).plot.imshow(\n", " row=\"time\", rgb=\"band\", vmin=0, vmax=2000\n", ")" ] }, { "attachments": { "3f93d048-1967-47b0-b8fe-554f19f13acb.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "d55ddc9e-aa8a-48e7-a58c-083fb54f99b6", "metadata": {}, "source": [ "![stac_rgb_DEP.png](attachment:3f93d048-1967-47b0-b8fe-554f19f13acb.png)" ] }, { "cell_type": "markdown", "id": "33de5456-3590-4e31-867e-4fed1a88d08b", "metadata": {}, "source": [ "#### Write the stack to file" ] }, { "cell_type": "code", "execution_count": null, "id": "3e4afb6d-cfed-48ec-a960-046063190cf0", "metadata": {}, "outputs": [], "source": [ "outdir = Path(\"data/minicubes\")\n", "outdir.mkdir(exist_ok=True, parents=True)\n", "\n", "write = True\n", "if write:\n", " # Write tile to output dir\n", " for tile in stack:\n", " date = str(tile.time.values)[:10]\n", "\n", " name = \"{dir}/claytile_{date}.tif\".format(\n", " dir=outdir,\n", " date=date.replace(\"-\", \"\"),\n", " )\n", " tile.rio.to_raster(name, compress=\"deflate\")\n", "\n", " with rasterio.open(name, \"r+\") as rst:\n", " rst.update_tags(date=date)" ] }, { "cell_type": "markdown", "id": "1d0f37d4-35bf-4aa8-afb6-20f37d5739c2", "metadata": {}, "source": [ "### Get the geospatial bounds for the 32x32 windows \n", "We will use the geospatial bounds of the 32x32 windowed subsets (\"chunks\") to store the patch level embeddings." ] }, { "cell_type": "code", "execution_count": null, "id": "22aa5c54-5336-4b52-a927-6748448a146d", "metadata": {}, "outputs": [], "source": [ "# Define the chunk size for tiling\n", "chunk_size = {\"x\": 32, \"y\": 32} # Adjust the chunk size as needed\n", "\n", "# Tile the data\n", "ds_chunked = stack.chunk(chunk_size)\n", "\n", "# Get the dimensions of the data array\n", "dims = ds_chunked.dims\n", "\n", "# Get the geospatial information from the original dataset\n", "geo_info = ds_chunked.attrs\n", "\n", "# Iterate over the chunks and compute the geospatial bounds for each chunk\n", "chunk_bounds = {}\n", "\n", "# Get the geospatial transform and CRS\n", "transform = ds_chunked.attrs[\"transform\"]\n", "crs = ds_chunked.attrs[\"crs\"]\n", "\n", "for x in range(ds_chunked.sizes[\"x\"] // chunk_size[\"x\"]):\n", " for y in range(ds_chunked.sizes[\"y\"] // chunk_size[\"y\"]):\n", " # Compute chunk coordinates\n", " x_start = x * chunk_size[\"x\"]\n", " y_start = y * chunk_size[\"y\"]\n", " x_end = min(x_start + chunk_size[\"x\"], ds_chunked.sizes[\"x\"])\n", " y_end = min(y_start + chunk_size[\"y\"], ds_chunked.sizes[\"y\"])\n", "\n", " # Compute chunk geospatial bounds\n", " lon_start, lat_start = transform * (x_start, y_start)\n", " lon_end, lat_end = transform * (x_end, y_end)\n", " # print(lon_start, lat_start, lon_end, lat_end, x, y)\n", "\n", " # Store chunk bounds\n", " chunk_bounds[(x, y)] = {\n", " \"lon_start\": lon_start,\n", " \"lat_start\": lat_start,\n", " \"lon_end\": lon_end,\n", " \"lat_end\": lat_end,\n", " }\n", "\n", "# Print chunk bounds\n", "# for key, value in chunk_bounds.items():\n", "# print(f\"Chunk {key}: {value}\")" ] }, { "cell_type": "markdown", "id": "b343a9b5-e1e2-4aad-aaa3-b159302b5766", "metadata": {}, "source": [ "### Generate embeddings for the full or partial inputs\n", "We will generate patch level embeddings averaged over the band groups." ] }, { "cell_type": "code", "execution_count": null, "id": "0128e13d-3171-4412-8a73-b510120d5741", "metadata": {}, "outputs": [], "source": [ "DATA_DIR = \"data/minicubes\"\n", "CKPT_PATH = (\n", " \"https://huggingface.co/made-with-clay/Clay/resolve/main/\"\n", " \"Clay_v0.1_epoch-24_val-loss-0.46.ckpt\"\n", ")\n", "\n", "# Load model\n", "multi_model = CLAYModule.load_from_checkpoint(\n", " CKPT_PATH,\n", " mask_ratio=0.0,\n", " band_groups={\"rgb\": (2, 1, 0), \"nir\": (3,)},\n", " bands=4,\n", " strict=False, # ignore the extra parameters in the checkpoint\n", " embeddings_level=\"group\",\n", ")\n", "# Set the model to evaluation mode\n", "multi_model.eval()\n", "\n", "\n", "# Load the datamodule, with the reduced set of\n", "class ClayDataModuleMulti(ClayDataModule):\n", " MEAN = [\n", " 1369.03, # red\n", " 1597.68, # green\n", " 1741.10, # blue\n", " 2893.86, # nir\n", " ]\n", " STD = [\n", " 2026.96, # red\n", " 2011.88, # green\n", " 2146.35, # blue\n", " 1917.12, # nir\n", " ]\n", "\n", "\n", "data_dir = Path(DATA_DIR)\n", "\n", "dm = ClayDataModuleMulti(data_dir=str(data_dir.absolute()), batch_size=1)\n", "dm.setup(stage=\"predict\")\n", "trn_dl = iter(dm.predict_dataloader())" ] }, { "cell_type": "code", "execution_count": null, "id": "348da3fb-adfb-4271-a5ab-72dd13854a6d", "metadata": {}, "outputs": [], "source": [ "embeddings = []\n", "for batch in trn_dl:\n", " with torch.no_grad():\n", " # Move data from to the device of model\n", " batch[\"pixels\"] = batch[\"pixels\"].to(multi_model.device)\n", " # Pass just the specific band through the model\n", " batch[\"timestep\"] = batch[\"timestep\"].to(multi_model.device)\n", " batch[\"latlon\"] = batch[\"latlon\"].to(multi_model.device)\n", "\n", " # Pass pixels, latlon, timestep through the encoder to create encoded patches\n", " (\n", " unmasked_patches,\n", " unmasked_indices,\n", " masked_indices,\n", " masked_matrix,\n", " ) = multi_model.model.encoder(batch)\n", " print(unmasked_patches.detach().cpu().numpy())\n", "\n", " embeddings.append(unmasked_patches.detach().cpu().numpy())" ] }, { "cell_type": "code", "execution_count": null, "id": "174e0c28-5a6b-4bcc-8749-d2db0d05e465", "metadata": {}, "outputs": [], "source": [ "print(len(embeddings[0])) # embeddings is a list\n", "print(embeddings[0].shape) # with date and lat/lon\n", "print(embeddings[0][:, :-2, :].shape) # remove date and lat/lon" ] }, { "cell_type": "code", "execution_count": null, "id": "248ffd8e-d22f-4924-b446-dc4e4433f1c3", "metadata": {}, "outputs": [], "source": [ "# remove date and lat/lon and reshape to disaggregated patches\n", "embeddings_patch = embeddings[0][:, :-2, :].reshape([2, 16, 16, 768])" ] }, { "cell_type": "code", "execution_count": null, "id": "90f3f367-a7f9-440b-944c-42eaae77d7a2", "metadata": {}, "outputs": [], "source": [ "embeddings_patch.shape" ] }, { "cell_type": "code", "execution_count": null, "id": "56475796-123c-40d1-884d-ab3860954738", "metadata": {}, "outputs": [], "source": [ "# average over the band groups\n", "embeddings_patch_avg_group = embeddings_patch.mean(axis=0)" ] }, { "cell_type": "code", "execution_count": null, "id": "762c91fa-78d6-42c8-9c98-7fbe3365567d", "metadata": {}, "outputs": [], "source": [ "embeddings_patch_avg_group.shape" ] }, { "cell_type": "markdown", "id": "0339a225-73b3-409d-a40e-e60266a2bcb8", "metadata": {}, "source": [ "### Save the patch level embeddings to independent GeoParquet files\n", "Save the patch level embeddings with the matching geospatial bounds from the chunks we computed earlier. We are correlating patch to chunk bounds based on matching index. This assumes the patches and chunks both define 32x32 subsets with zero overlap." ] }, { "cell_type": "code", "execution_count": null, "id": "b8cabf45-e1ab-417c-8db7-3f3c988c0285", "metadata": {}, "outputs": [], "source": [ "outdir_embeddings = Path(\"data/embeddings\")\n", "outdir_embeddings.mkdir(exist_ok=True, parents=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "d40113c9-feb9-4bde-911d-ba33f3d0ac25", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Iterate through each patch\n", "for i in range(embeddings_patch_avg_group.shape[0]):\n", " for j in range(embeddings_patch_avg_group.shape[1]):\n", " embeddings_output_patch = embeddings_patch_avg_group[i, j]\n", "\n", " item_ = [\n", " element for element in list(chunk_bounds.items()) if element[0] == (i, j)\n", " ]\n", " box_ = [\n", " item_[0][1][\"lon_start\"],\n", " item_[0][1][\"lat_start\"],\n", " item_[0][1][\"lon_end\"],\n", " item_[0][1][\"lat_end\"],\n", " ]\n", " source_url = batch[\"source_url\"]\n", " date = batch[\"date\"]\n", " data = {\n", " \"source_url\": batch[\"source_url\"][0],\n", " \"date\": pd.to_datetime(arg=date, format=\"%Y-%m-%d\").astype(\n", " dtype=\"date32[day][pyarrow]\"\n", " ),\n", " \"embeddings\": [numpy.ascontiguousarray(embeddings_output_patch)],\n", " }\n", "\n", " # Define the bounding box as a Polygon (xmin, ymin, xmax, ymax)\n", " # The box_ list is encoded as\n", " # [bottom left x, bottom left y, top right x, top right y]\n", " box_emb = shapely.geometry.box(box_[0], box_[1], box_[2], box_[3])\n", "\n", " # Create the GeoDataFrame\n", " gdf = gpd.GeoDataFrame(data, geometry=[box_emb], crs=f\"EPSG:{epsg}\")\n", "\n", " # Reproject to WGS84 (lon/lat coordinates)\n", " gdf = gdf.to_crs(epsg=4326)\n", "\n", " outpath = (\n", " f\"{outdir_embeddings}/\"\n", " f\"{batch['source_url'][0].split('/')[-1][:-4]}_{i}_{j}.gpq\"\n", " )\n", " print(\n", " f\"Saved {len(gdf)} rows of embeddings of \"\n", " f\"shape {gdf.embeddings.iloc[0].shape} to {outpath}\"\n", " )" ] }, { "cell_type": "markdown", "id": "68e3765d-da9e-4cac-b766-e00c8d29816b", "metadata": {}, "source": [ "### Similarity search on the patch embedding level\n", "We will use reference lon,lat points from the ground truth mining extraction data to define a filtered search where a point maps to its overlapping patch, and that patch is used to find similar patches (aka potential new mining extraction sites)." ] }, { "cell_type": "code", "execution_count": null, "id": "1997f712-c45d-4d2e-81db-d3fa335a0f3e", "metadata": {}, "outputs": [], "source": [ "db = lancedb.connect(\"embeddings\")" ] }, { "cell_type": "code", "execution_count": null, "id": "a013a684-a689-4f5b-8994-ba74dc76f6ae", "metadata": {}, "outputs": [], "source": [ "# Data for DB table\n", "data = []\n", "# Dataframe to find overlaps within\n", "gdfs = []\n", "for emb in glob.glob(f\"{outdir_embeddings}/*.gpq\"):\n", " gdf = gpd.read_parquet(emb)\n", " gdf[\"year\"] = gdf.date.dt.year\n", " gdf[\"tile\"] = gdf[\"source_url\"].apply(\n", " lambda x: Path(x).stem.rsplit(\"/\")[-1].rsplit(\"_\")[0]\n", " )\n", " gdf[\"idx\"] = \"_\".join(emb.split(\"/\")[-1].split(\"_\")[2:]).replace(\".gpq\", \"\")\n", " gdf[\"box\"] = [box(*geom.bounds) for geom in gdf.geometry]\n", " gdfs.append(gdf)\n", "\n", " for _, row in gdf.iterrows():\n", " data.append(\n", " {\n", " \"vector\": row[\"embeddings\"],\n", " \"path\": row[\"source_url\"],\n", " \"tile\": row[\"tile\"],\n", " \"date\": row[\"date\"],\n", " \"year\": int(row[\"year\"]),\n", " \"idx\": row[\"idx\"],\n", " \"box\": row[\"box\"].bounds,\n", " }\n", " )" ] }, { "cell_type": "code", "execution_count": null, "id": "522fdf1e-dbc0-4416-8235-49f653405e8e", "metadata": {}, "outputs": [], "source": [ "# Combine patch level geodataframes into one\n", "embeddings_gdf = pd.concat(gdfs, ignore_index=True)" ] }, { "cell_type": "markdown", "id": "4e461223-b432-44c1-8233-c3258b5b72af", "metadata": {}, "source": [ "##### (Optional) check on what an embedding's RGB subset looks like" ] }, { "cell_type": "code", "execution_count": null, "id": "7a6f4cfb-554b-4c2d-be5d-bc582f1638b7", "metadata": {}, "outputs": [], "source": [ "embeddings_gdf_shuffled = embeddings_gdf.sample(frac=1).reset_index(drop=True)\n", "\n", "area_of_interest_embedding = embeddings_gdf_shuffled.box.iloc[0]\n", "\n", "# Extract coordinate system from first item\n", "epsg = items[0].properties[\"proj:epsg\"]\n", "\n", "# Convert point from lon/lat to UTM projection\n", "box_embedding = gpd.GeoDataFrame(\n", " crs=\"OGC:CRS84\", geometry=[area_of_interest_embedding]\n", ").to_crs(epsg)\n", "geom_embedding = box_embedding.iloc[0].geometry\n", "\n", "# Create bounds of the correct size, the model\n", "# requires 32x32 pixels at 10m resolution.\n", "\n", "# Retrieve the pixel values, for the bounding box in\n", "# the target projection. In this example we use only\n", "# the RGB and NIR band groups.\n", "stack_embedding = stackstac.stack(\n", " items,\n", " bounds=geom_embedding.bounds,\n", " snap_bounds=False,\n", " epsg=epsg,\n", " resolution=10,\n", " dtype=\"float32\",\n", " rescale=False,\n", " fill_value=0,\n", " assets=BAND_GROUPS[\"rgb\"] + BAND_GROUPS[\"nir\"],\n", " resampling=Resampling.nearest,\n", ")\n", "\n", "stack_embedding = stack_embedding.compute()\n", "assert stack_embedding.shape == (1, 4, 32, 32)\n", "\n", "stack_embedding.sel(band=[\"B04\", \"B03\", \"B02\"]).plot.imshow(\n", " row=\"time\", rgb=\"band\", vmin=0, vmax=2000\n", ")" ] }, { "attachments": { "460e9fd8-b405-4431-aeb9-dd9fba36bc96.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "560f3f85-f7a2-4a3a-95c2-7cf217b92262", "metadata": {}, "source": [ "![patch_rgb_DEP.png](attachment:460e9fd8-b405-4431-aeb9-dd9fba36bc96.png)" ] }, { "cell_type": "markdown", "id": "17e1b2be-1cf4-4ff9-80ca-bb49ec4c75f9", "metadata": {}, "source": [ "#### Instantiate a dedicated DB table" ] }, { "cell_type": "code", "execution_count": null, "id": "e352b670-98fb-4a88-9965-08102278113c", "metadata": {}, "outputs": [], "source": [ "db.drop_table(\"clay-v001\")\n", "db.table_names()" ] }, { "cell_type": "code", "execution_count": null, "id": "48809b81-5f95-4841-97a2-f65bb318b4a3", "metadata": {}, "outputs": [], "source": [ "tbl = db.create_table(\"clay-v001\", data=data, mode=\"overwrite\")" ] }, { "cell_type": "code", "execution_count": null, "id": "5a3352b0-b4eb-48fd-8ac6-335214ca6778", "metadata": {}, "outputs": [], "source": [ "v = tbl.head(1).to_pandas()[\"vector\"].values[0]" ] }, { "cell_type": "markdown", "id": "e7b9e76a-6489-4c9f-9947-7ee7abceba3d", "metadata": {}, "source": [ "#### Find the intersections of ground truth mining extraction points with patch embeddings" ] }, { "cell_type": "code", "execution_count": null, "id": "1004c5fe-9a7a-4824-a486-1959c2b1302b", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Function to check if a point intersects with a bounding box\n", "def check_intersection(row):\n", " return point.intersects(row[\"box\"])\n", "\n", "\n", "intersecting_rows_ = []\n", "for i, row in mrd_mining.iterrows():\n", " # Create a Point geometry from the latitude and longitude\n", " point = Point(row.x, row.y)\n", " # print(point)\n", "\n", " # Apply the function to each row of the DataFrame\n", " intersects = embeddings_gdf.apply(check_intersection, axis=1)\n", "\n", " # Get the rows where the point intersects with the bounding box\n", " intersecting_rows = embeddings_gdf[intersects]\n", " if not intersecting_rows.empty:\n", " # print(intersecting_rows)\n", " intersecting_rows_.append(intersecting_rows)" ] }, { "cell_type": "code", "execution_count": null, "id": "c5ba45fe-49ce-42b9-8d1a-4224fbe2d061", "metadata": {}, "outputs": [], "source": [ "# Number of intersections in our AOI (which depicts a cluster)\n", "len(intersecting_rows_)" ] }, { "cell_type": "markdown", "id": "d51d956e-ac95-4774-9575-0d9199653454", "metadata": {}, "source": [ "#### Set up a filtered search to find 10 patches similar to the first intersecting patch" ] }, { "cell_type": "code", "execution_count": null, "id": "96bfbb07-82c8-4c74-8fdf-a9994e445a97", "metadata": {}, "outputs": [], "source": [ "reference_number = random.randint(0, len(intersecting_rows_) - 1)" ] }, { "cell_type": "code", "execution_count": null, "id": "9cfd6379-4d61-4acf-aa2e-cc4e6d72e415", "metadata": {}, "outputs": [], "source": [ "reference = tbl.to_pandas().query(\n", " f\"idx == '{intersecting_rows_[reference_number].idx.values[0]}'\"\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "50c71702-1e70-443c-abc6-e22a5985de14", "metadata": {}, "outputs": [], "source": [ "result = tbl.search(query=reference.iloc[0][\"vector\"]).limit(10).to_pandas()" ] }, { "cell_type": "code", "execution_count": null, "id": "4540ca81-f081-4765-b283-16c0b7782960", "metadata": {}, "outputs": [], "source": [ "# result.head(10)\n", "result.columns" ] }, { "cell_type": "markdown", "id": "ae78d629-bf8f-4be4-95e7-c1b348fe22a8", "metadata": {}, "source": [ "### Plot similar patches" ] }, { "cell_type": "code", "execution_count": null, "id": "dcc21df7-de1f-43bf-b593-f1f435627677", "metadata": {}, "outputs": [], "source": [ "def plot(df, cols=10):\n", " fig, axs = plt.subplots(1, cols, figsize=(20, 10))\n", "\n", " row_0 = df.iloc[0]\n", " path = row_0[\"path\"]\n", " chip = rasterio.open(path)\n", " tile = row_0[\"tile\"]\n", " width = chip.width\n", " height = chip.height\n", " # Define the window size\n", " window_size = (32, 32)\n", "\n", " idxs_windows = {\"idx\": [], \"window\": []}\n", "\n", " # Iterate over the image in 32x32 windows\n", " for col in range(0, width, window_size[0]):\n", " for row in range(0, height, window_size[1]):\n", " # Define the window\n", " window = ((row, row + window_size[1]), (col, col + window_size[0]))\n", "\n", " # Read the data within the window\n", " data = chip.read(window=window)\n", "\n", " # Get the index of the window\n", " index = (col // window_size[0], row // window_size[1])\n", "\n", " # Process the window data here\n", " # For example, print the index and the shape of the window data\n", " # print(\"Index:\", index)\n", " # print(\"Window Shape:\", data.shape)\n", "\n", " idxs_windows[\"idx\"].append(\"_\".join(map(str, index)))\n", " idxs_windows[\"window\"].append(data)\n", "\n", " # print(idxs_windows)\n", "\n", " for ax, (_, row) in zip(axs.flatten(), df.iterrows()):\n", " idx = row[\"idx\"]\n", " # Find the corresponding window based on the idx\n", " window_index = idxs_windows[\"idx\"].index(idx)\n", " window_data = idxs_windows[\"window\"][window_index]\n", " # print(window_data.shape)\n", " subset_img = numpy.clip(\n", " (window_data.transpose(1, 2, 0)[:, :, :3] / 10_000) * 3, 0, 1\n", " )\n", " ax.imshow(subset_img)\n", " ax.set_title(f\"{tile}/{idx}\")\n", " ax.set_axis_off()\n", " plt.tight_layout()\n", " fig.savefig(\"similar.png\")" ] }, { "cell_type": "code", "execution_count": null, "id": "3185baae-393c-4db4-95e7-bf5c6ab04842", "metadata": {}, "outputs": [], "source": [ "plot(result)" ] }, { "attachments": { "39323e9c-fd7e-42c0-b487-bcdb5e2304b9.png": { "image/png": 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} }, "cell_type": "markdown", "id": "59b63695-00be-440d-b1d3-89824c93d974", "metadata": {}, "source": [ "![embeddings_similar_DEP.png](attachment:39323e9c-fd7e-42c0-b487-bcdb5e2304b9.png)" ] }, { "cell_type": "markdown", "id": "b0819338-594b-401f-98b0-b6e5365ef73a", "metadata": {}, "source": [ "#### Visualize the area of interest with the ground truth mining points and similar patches\n", "\n", "The reference patch will be plotted in yellow." ] }, { "cell_type": "code", "execution_count": null, "id": "a5fc29a3-da6c-4928-b16a-c9863e21d828", "metadata": {}, "outputs": [], "source": [ "# Make a geodataframe of the search results\n", "result_boxes = [\n", " Polygon(\n", " [(bbox[0], bbox[1]), (bbox[2], bbox[1]), (bbox[2], bbox[3]), (bbox[0], bbox[3])]\n", " )\n", " for bbox in result[\"box\"]\n", "]\n", "result_gdf = gpd.GeoDataFrame(result, geometry=result_boxes)\n", "result_gdf.crs = \"EPSG:4326\"\n", "\n", "# Plot the AOI in RGB\n", "plot = stack.sel(band=[\"B04\", \"B03\", \"B02\"]).plot\n", "plot.imshow(row=\"time\", rgb=\"band\", vmin=0, vmax=2000)\n", "\n", "# Overlay the bounding boxes of the patches identified from the similarity search\n", "result_gdf.to_crs(epsg).plot(ax=plt.gca(), color=\"red\", alpha=0.5)\n", "\n", "# Reference embedding\n", "reference_gdf = gpd.GeoDataFrame(\n", " intersecting_rows_[reference_number],\n", " geometry=intersecting_rows_[reference_number][\"box\"],\n", ")\n", "reference_gdf.to_crs(epsg).plot(ax=plt.gca(), color=\"yellow\", alpha=0.5)\n", "\n", "# Overlay the ground truth quarry points\n", "mrd_mining.to_crs(epsg).cx[bounds[0] : bounds[2], bounds[1] : bounds[3]].plot(\n", " ax=plt.gca(), color=\"blue\", markersize=5\n", ")\n", "\n", "\n", "# Set plot title and labels\n", "plt.title(\"Sentinel-2 with ground truth and similar embeddings\")\n", "plt.xlabel(\"Longitude\")\n", "plt.ylabel(\"Latitude\")\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "attachments": { "312584cf-2973-43ad-a816-cc91de76a63b.png": { "image/png": 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" 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