Add optional build_zarr_multiscales step to RasterFlow notebooks

Analyzing_Data/RasterFlow_Bring_Your_Own_Rasters_NAIP.ipynb

@@ -446,6 +446,29 @@
     "print(f\"Mosaic store URI: {mosaic_store}\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "11fa830d",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1d5b14c4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = client.build_zarr_multiscales(source_store=mosaic_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},

Analyzing_Data/RasterFlow_CHM.ipynb

@@ -145,6 +145,29 @@
     "model_output_store"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f244c738",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "211474f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = rf_client.build_zarr_multiscales(source_store=model_output_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "26cffc31",

Analyzing_Data/RasterFlow_ChangeDetection.ipynb

@@ -284,6 +284,29 @@
     "model_output_store"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "826c34a0",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82db6e55",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = rf_client.build_zarr_multiscales(source_store=model_output_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "298d9c00-9eaa-4c9f-864a-afe766120622",

Analyzing_Data/RasterFlow_Chesapeake.ipynb

@@ -145,6 +145,29 @@
     "model_output_store"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "786623d8",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ddbe1f79",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = rf_client.build_zarr_multiscales(source_store=model_output_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "b573f45c",

Analyzing_Data/RasterFlow_FTW.ipynb

@@ -159,6 +159,29 @@
     "model_output_store"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8f472ed5",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "460e2bef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = rf_client.build_zarr_multiscales(source_store=model_output_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5738d7ce",

Analyzing_Data/RasterFlow_S2_Mosaic.ipynb

@@ -166,6 +166,30 @@
     "mosaic_store"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "ed258752",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6b245a96",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = rf_client.build_zarr_multiscales(source_store=mosaic_store)\n",
+    "# The same call works on the all-bands store: build_zarr_multiscales(source_store=all_bands_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},

Analyzing_Data/RasterFlow_Tile2Net.ipynb

@@ -149,6 +149,29 @@
     "model_output_store"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "cc4bed9e",
+   "metadata": {},
+   "source": [
+    "## (Optional) Build an optimized Zarr for visualization\n",
+    "\n",
+    "RasterFlow writes its outputs as Zarr stores at native resolution. To explore them interactively on [cloud.wherobots.com/map](https://cloud.wherobots.com/map), you can build an *optimized* multiscale Zarr. `build_zarr_multiscales` adds downsampled overview levels (image pyramids) to the store so the map can stream coarse tiles when zoomed out and full-resolution pixels when zoomed in.\n",
+    "\n",
+    "This step is optional and can take a few minutes for large outputs, so the code below is commented out by default — uncomment it to run it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e4a970dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# optimized_store = rf_client.build_zarr_multiscales(source_store=model_output_store)\n",
+    "# optimized_store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5edb29d3",